diff --git a/lecture_material/24-decomposition/24-pca.ipynb b/lecture_material/24-decomposition/24-pca.ipynb index 576ce3c4efb59af984fb4340423f697915802f7a..05a1a924c48fe17a164f00ff860e65c4d5a78737 100644 --- a/lecture_material/24-decomposition/24-pca.ipynb +++ b/lecture_material/24-decomposition/24-pca.ipynb @@ -1,5 +1,12 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Decomposition" + ] + }, { "cell_type": "code", "execution_count": 1, @@ -35,7 +42,9 @@ "source": [ "# at what points does y=0?\n", "# y = -x**3 + 7*x**2 - 14*x + 8\n", - "y = (4-x) * (2-x) * (1-x)" + "y = (4-x) * (2-x) * (1-x)\n", + "#x = independant\n", + "# y = dep" ] }, { @@ -46,7 +55,7 @@ { "data": { "text/plain": [ - "<matplotlib.collections.LineCollection at 0x7ffb40210eb0>" + "<matplotlib.collections.LineCollection at 0x777e866055d0>" ] }, "execution_count": 3, @@ -55,7 +64,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -92,22 +101,60 @@ "outputs": [], "source": [ "A = np.random.normal(size=(9, 7))\n", - "B = np.random.normal(size=(6, 14))\n", + "B = np.random.normal(size=(7, 14))\n", "C = np.random.normal(size=(14, 3))\n", "D = np.random.normal(size=(3, 10))" ] }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(9, 7) (7, 14) (14, 3) (3, 10)\n" + ] + } + ], + "source": [ + "print(A.shape, B.shape, C.shape, D.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(9, 10)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 1. The matrix multiplication is possible when the second & first sizes of consecutive matrices match\n", + "# 2. size of the final: row of the first matrix, and column of the last\n", + "(A @ B @ C @ D).shape" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Decomposition with Principal Component Analysis (PCA)\n", - "Q: Is it possible to use fewer columns to represent this dataframe?" + "Question: Is it possible to use fewer columns to represent this dataframe?" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -186,7 +233,7 @@ "4 6.449035 -4.901184 12.898070 11.350219" ] }, - "execution_count": 5, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -207,80 +254,29 @@ }, { "cell_type": "markdown", - "metadata": {}, - "source": [ - "# PCA on two columns" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<Axes: xlabel='A', ylabel='B'>" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot A & B column\n", - "df.plot.scatter(\"A\", \"B\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [] + }, "source": [ - "## sklearn.decomposition.PCA" + "## Decomposition with Principal Component Analysis (PCA)\n", + "\n", + "https://scikit-learn.org/stable/modules/classes.html#module-sklearn.decomposition\n", + "\n", + "```python\n", + "from sklearn.decomposition import PCA\n", + "```" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "p = PCA()\n", - "W = p.fit_transform(df[[\"A\", \"B\"]])\n", - "C = p.components_" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 7.06810262, -3.41780245])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# PCA will first find the mean\n", - "mean_point = p.mean_\n", - "mean_point" + "W = p.fit_transform(df)\n", + "C = p.components_\n", + "m = p.mean_" ] }, { @@ -291,9 +287,7 @@ { "data": { "text/plain": [ - "A 7.068103\n", - "B -3.417802\n", - "dtype: float64" + "(100, 4)" ] }, "execution_count": 9, @@ -302,51 +296,16 @@ } ], "source": [ - "df[[\"A\", \"B\"]].mean()" + "W.shape" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7ffb3dd37eb0>]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot mean point\n", - "df.plot.scatter(\"A\", \"B\")\n", - "plt.plot(mean_point[0], mean_point[1], marker=\"X\", markersize=20, color=\"red\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, + "outputs": [], "source": [ - "C is called the **component matrix** \\\n", - "first row of C is the most important component \\\n", - "second row of C is the second most important component \\\n", - "and so on ...\n", - "\n", - "Each row is in the form of the slope of the componenet" + "# W @ C" ] }, { @@ -357,8 +316,7 @@ { "data": { "text/plain": [ - "array([[ 0.89372936, 0.44860655],\n", - " [ 0.44860655, -0.89372936]])" + "(4, 4)" ] }, "execution_count": 11, @@ -367,135 +325,13 @@ } ], "source": [ - "# two components for 2d data\n", - "C" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For the first component, PCA will try to fit a line that corss the mean point and \n", - "has the largest spreadout in terms of points. \\\n", - "The second component will be prependicular to the first component, corssing the mean point, \n", - "and has the largest spreadout in its direction. " + "C.shape" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7ffb3bc8fd60>]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot first component \n", - "df.plot.scatter(\"A\", \"B\")\n", - "\n", - "plt.plot(mean_point[0], mean_point[1], marker=\"X\", markersize=20, color=\"red\")\n", - "span = 6\n", - "point2 = [span + mean_point[0], C[0][1] / C[0][0] * span + mean_point[1]]\n", - "point3 = [-span + mean_point[0], C[0][1] / C[0][0] * (-span) + mean_point[1]]\n", - "x = [point2[0], point3[0]]\n", - "y = [point2[1], point3[1]]\n", - "plt.plot(x, y, linestyle=\"-\", color=\"red\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First column of W represents relative positions of points along the first component \\\n", - "Second column of W represents relative positions of points along the second component \\\n", - "and so on ..." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 5.06009871, -1.07265442],\n", - " [ 2.6916894 , 0.77431814],\n", - " [ 3.07360238, 0.79099127],\n", - " [ 1.1834598 , 0.85871004],\n", - " [-1.21873351, 1.04802377],\n", - " [-4.75417055, 1.50881993],\n", - " [-2.12684329, 1.10022373],\n", - " [ 1.60508381, -0.63526105],\n", - " [-0.86969751, -0.63503829],\n", - " [ 2.52420934, -0.59697342]])" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "W[:10]" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(100, 2) (2, 2)\n" - ] - } - ], - "source": [ - "print(W.shape, C.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(100, 2)\n" - ] - } - ], - "source": [ - "print(df[[\"A\", \"B\"]].shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, "outputs": [ { "data": { @@ -518,8 +354,10 @@ " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", - " <th>0</th>\n", - " <th>1</th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", @@ -527,53 +365,62 @@ " <th>0</th>\n", " <td>11.109262</td>\n", " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>9.821109</td>\n", " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>10.169915</td>\n", " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>8.511018</td>\n", " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>6.449035</td>\n", " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ - " 0 1\n", - "0 11.109262 -0.189146\n", - "1 9.821109 -2.902324\n", - "2 10.169915 -2.745896\n", - "3 8.511018 -3.654349\n", - "4 6.449035 -4.901184" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# use W and C to reconstruct the original A & B columns\n", - "pd.DataFrame((W @ C) + p.mean_).head()" + "df.head()" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -597,8 +444,146 @@ " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", - " <th>A</th>\n", - " <th>B</th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>4.041159</td>\n", + " <td>3.228656</td>\n", + " <td>8.082318</td>\n", + " <td>0.812503</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>2.753006</td>\n", + " <td>0.515479</td>\n", + " <td>5.506012</td>\n", + " <td>2.237527</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>3.101813</td>\n", + " <td>0.671906</td>\n", + " <td>6.203625</td>\n", + " <td>2.429907</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>1.442916</td>\n", + " <td>-0.236547</td>\n", + " <td>2.885831</td>\n", + " <td>1.679462</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>-0.619068</td>\n", + " <td>-1.483381</td>\n", + " <td>-1.238135</td>\n", + " <td>0.864314</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " 0 1 2 3\n", + "0 4.041159 3.228656 8.082318 0.812503\n", + "1 2.753006 0.515479 5.506012 2.237527\n", + "2 3.101813 0.671906 6.203625 2.429907\n", + "3 1.442916 -0.236547 2.885831 1.679462\n", + "4 -0.619068 -1.483381 -1.238135 0.864314" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Attempt to use W and C to reconstruct the original dataframe\n", + "pd.DataFrame(W @ C).head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4,)\n", + "[ 7.06810262 -3.41780245 14.13620523 10.48590507]\n" + ] + } + ], + "source": [ + "# PCA will first find the mean\n", + "m = p.mean_\n", + "print(m.shape)\n", + "print(m)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "A 7.068103\n", + "B -3.417802\n", + "C 14.136205\n", + "D 10.485905\n", + "dtype: float64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", @@ -606,52 +591,63 @@ " <th>0</th>\n", " <td>11.109262</td>\n", " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>9.821109</td>\n", " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>10.169915</td>\n", " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>8.511018</td>\n", " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>6.449035</td>\n", " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ - " A B\n", - "0 11.109262 -0.189146\n", - "1 9.821109 -2.902324\n", - "2 10.169915 -2.745896\n", - "3 8.511018 -3.654349\n", - "4 6.449035 -4.901184" + " 0 1 2 3\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df[[\"A\", \"B\"]].head()" + "# use W and C to reconstruct the original dataframe\n", + "pd.DataFrame((W @ C) + m).head()" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -675,638 +671,695 @@ " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", - " <th>0</th>\n", - " <th>1</th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", - " <td>11.590461</td>\n", - " <td>-1.147809</td>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", - " <td>9.473744</td>\n", - " <td>-2.210293</td>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", - " <td>9.815071</td>\n", - " <td>-2.038964</td>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", - " <td>8.125795</td>\n", - " <td>-2.886895</td>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", - " <td>5.978885</td>\n", - " <td>-3.964534</td>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ - " 0 1\n", - "0 11.590461 -1.147809\n", - "1 9.473744 -2.210293\n", - "2 9.815071 -2.038964\n", - "3 8.125795 -2.886895\n", - "4 5.978885 -3.964534" + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# use only the first component to approximately reconstruct A & B columns\n", - "# the first column of W (relative position of W along the first component) multiply the first row of C (the first component)\n", - "pd.DataFrame(W[:, :1] @ C[:1, :] + p.mean_).head()" + "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Explained Variance" + "C is called the **component matrix** \\\n", + "first row of C is the most important component \\\n", + "second row of C is the second most important component \\\n", + "and so on ...\n", + "\n", + "Each row is in the form of the slope of the componenet" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([1.1, 1.9, 3.2])" + "array([[ 0.42622954, 0.19303913, 0.85245909, 0.23319042],\n", + " [-0.01210607, -0.71287477, -0.02421214, 0.7007687 ],\n", + " [-0.25394066, 0.66807115, -0.20706525, 0.66807115],\n", + " [-0.86815664, -0.09069946, 0.47942805, -0.09069946]])" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "a = np.array([1.1, 1.9, 3.2])\n", - "a" + "# two components for 2d data\n", + "C" ] }, { - "cell_type": "code", - "execution_count": 20, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1, 2, 3])" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "b = np.array([1, 2, 3])\n", - "b" + "For the first component, PCA will try to fit a line that corss the mean point and \n", + "has the largest spreadout in terms of points. \\\n", + "The second component will be prependicular to the first component, corssing the mean point, \n", + "and has the largest spreadout in its direction. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First column of W represents relative positions of points along the first component \\\n", + "Second column of W represents relative positions of points along the second component \\\n", + "and so on ..." ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "array([ 0.1, -0.1, 0.2])" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 4) (4, 4)\n" + ] } ], "source": [ - "a - b" + "print(W.shape, C.shape)" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], "text/plain": [ - "0.748888888888889" + " 0 1 2 3\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" ] }, - "execution_count": 22, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "a.var()" + "# us the first two components to reconstruct the dataframe\n", + "pd.DataFrame(W[:, :2] @ C[:2, :] + m).head()" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], "text/plain": [ - "0.015555555555555585" + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" ] }, - "execution_count": 23, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "(a - b).var()" + "df.head()" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.085330</td>\n", + " <td>-1.598403</td>\n", + " <td>22.170659</td>\n", + " <td>12.683732</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.833625</td>\n", + " <td>-2.165299</td>\n", + " <td>19.667250</td>\n", + " <td>11.998924</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.182458</td>\n", + " <td>-2.007313</td>\n", + " <td>20.364916</td>\n", + " <td>12.189771</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.526250</td>\n", + " <td>-2.757408</td>\n", + " <td>17.052500</td>\n", + " <td>11.283658</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.469623</td>\n", + " <td>-3.688854</td>\n", + " <td>12.939246</td>\n", + " <td>10.158476</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], "text/plain": [ - "0.9792284866468842" + " 0 1 2 3\n", + "0 11.085330 -1.598403 22.170659 12.683732\n", + "1 9.833625 -2.165299 19.667250 11.998924\n", + "2 10.182458 -2.007313 20.364916 12.189771\n", + "3 8.526250 -2.757408 17.052500 11.283658\n", + "4 6.469623 -3.688854 12.939246 10.158476" ] }, - "execution_count": 24, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "1 - (a - b).var() / a.var()" + "# use only the first component to approximately reconstruct the dataframe\n", + "# the first column of W (relative position of W along the first component) multiply the first row of C (the first component)\n", + "pd.DataFrame(W[:, :1] @ C[:1, :] + p.mean_).head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Explained Variance\n", + " * Let's check how close the above dataframe to the orginal dataframe" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([11.75715225, 0.89773339])" + "array([1.1, 1.9, 3.2])" ] }, - "execution_count": 25, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# the amount of variance explained by each components\n", - "# the first component has largest explained variance\n", - "# the second component has the second largest explained variance\n", - "# and so on \n", - "explained_variance = p.explained_variance_\n", - "explained_variance" + "a = np.array([1.1, 1.9, 3.2])\n", + "a" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([0.92906033, 0.07093967])" + "array([1, 2, 3])" ] }, - "execution_count": 26, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "explained_variance / explained_variance.sum()" + "b = np.array([1, 2, 3])\n", + "b" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([0.92906033, 0.07093967])" + "array([ 0.1, -0.1, 0.2])" ] }, - "execution_count": 27, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# explained variance percentage wise\n", - "p.explained_variance_ratio_" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# PCA on two dependent columns" + "a - b" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "p = PCA()\n", - "W = p.fit_transform(df[[\"A\", \"C\"]])\n", - "C = p.components_" + "before = a.var()" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ - "mean = p.mean_" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7ffb3bb5f6d0>]" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot A & C columns and the mean \n", - "df.plot.scatter(\"A\", \"C\")\n", - "mean_point = [mean[0],mean[1]]\n", - "plt.plot(mean[0],mean[1], marker=\"X\", markersize=20, color=\"red\")" + "after = (a - b).var()" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7ffb3bb307c0>]" + "0.9792284866468843" ] }, - "execution_count": 31, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "# plot the first component\n", - "df.plot.scatter(\"A\", \"C\")\n", - "mean_point = [mean[0],mean[1]]\n", - "plt.plot(mean_point[0], mean_point[1], marker=\"X\", markersize=20, color=\"red\")\n", - "span = 6\n", - "point2 = [span + mean_point[0], C[0][1] / C[0][0] * span + mean_point[1]]\n", - "point3 = [-span + mean_point[0], C[0][1] / C[0][0] * (-span) + mean_point[1]]\n", - "x = [point2[0], point3[0]]\n", - "y = [point2[1], point3[1]]\n", - "plt.plot(x, y, linestyle=\"-\", color=\"red\")" + "improvement = (before - after)/before\n", + "improvement" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([4.78585887e+01, 4.41169235e-31])" + "0.9792284866468842" ] }, - "execution_count": 32, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "p.explained_variance_" + "1 - (a - b).var() / a.var()" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([1.00000000e+00, 9.21818314e-33])" + "array([52.69, 2.2 , 0. , 0. ])" ] }, - "execution_count": 33, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# noted the first component is explianing 100% of the data\n", - "# because C is two times of A\n", - "# the first component is capturing the 2* relationship using its slope\n", - "p.explained_variance_ratio_" + "# the amount of variance explained by each components\n", + "# the first component has largest explained variance ration\n", + "# the second component has the second largest explained variance ratio\n", + "# and so on \n", + "explained_variance = p.explained_variance_.round(2)\n", + "explained_variance" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>0</th>\n", - " <th>1</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>11.109262</td>\n", - " <td>22.218523</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>9.821109</td>\n", - " <td>19.642217</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>10.169915</td>\n", - " <td>20.339830</td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>8.511018</td>\n", - " <td>17.022037</td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>6.449035</td>\n", - " <td>12.898070</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], "text/plain": [ - " 0 1\n", - "0 11.109262 22.218523\n", - "1 9.821109 19.642217\n", - "2 10.169915 20.339830\n", - "3 8.511018 17.022037\n", - "4 6.449035 12.898070" + "array([0.96, 0.04, 0. , 0. ])" ] }, - "execution_count": 34, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# we can reconstruct A & C only using one component\n", - "pd.DataFrame(W[:, :1] @ C[:1, :] + p.mean_).head()" + "(explained_variance / explained_variance.sum()).round(2)" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>A</th>\n", - " <th>C</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>11.109262</td>\n", - " <td>22.218523</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>9.821109</td>\n", - " <td>19.642217</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>10.169915</td>\n", - " <td>20.339830</td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>8.511018</td>\n", - " <td>17.022037</td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>6.449035</td>\n", - " <td>12.898070</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], "text/plain": [ - " A C\n", - "0 11.109262 22.218523\n", - "1 9.821109 19.642217\n", - "2 10.169915 20.339830\n", - "3 8.511018 17.022037\n", - "4 6.449035 12.898070" + "array([0.96, 0.04, 0. , 0. ])" ] }, - "execution_count": 35, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df[[\"A\", \"C\"]].head()" + "# explained variance percentage wise\n", + "p.explained_variance_ratio_.round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# PCA on all columns" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "p = PCA()\n", - "W = p.fit_transform(df)\n", - "C = p.components_" + "### Cumulative plot of explained variance ratio" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(4, 4)" + "Text(0.5, 0, 'Number of Components')" ] }, - "execution_count": 37, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" - } - ], - "source": [ - "# four components for 4d data\n", - "C.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ + }, { "data": { + "image/png": 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", "text/plain": [ - "array([5.26851388e+01, 2.20370816e+00, 1.09328808e-30, 4.23302703e-31])" + "<Figure size 640x480 with 1 Axes>" ] }, - "execution_count": 38, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "p.explained_variance_" + "# cumsum() compute the cumulative sum\n", + "s = pd.Series(p.explained_variance_ratio_.cumsum(), index=range(1,5))\n", + "ax = s.plot.line()\n", + "ax.set_ylabel(\"Cumulative Explained Variance\")\n", + "ax.set_xlabel(\"Number of Components\")" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([9.59851440e-01, 4.01485599e-02, 1.99182191e-32, 7.71199846e-33])" + "Text(0.5, 0, 'Number of Components')" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" ] }, - "execution_count": 39, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "# noted the first two components are explaining 100% of the data\n", - "ev_ratio = p.explained_variance_ratio_\n", - "ev_ratio" + "# cumsum() compute the cumulative sum\n", + "s = pd.Series(p.explained_variance_ratio_.cumsum(), index=range(1,5))\n", + "ax = s.plot.line(ylim=0)\n", + "ax.set_ylabel(\"Cumulative Explained Variance\")\n", + "ax.set_xlabel(\"Number of Components\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dimensionality Reduction on Feature Columns" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1339,60 +1392,240 @@ " <tbody>\n", " <tr>\n", " <th>0</th>\n", - " <td>11.109262</td>\n", - " <td>-0.189146</td>\n", - " <td>22.218523</td>\n", - " <td>11.298408</td>\n", + " <td>9.425032</td>\n", + " <td>-1.976864</td>\n", + " <td>2.376813e-15</td>\n", + " <td>6.066968e-15</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", - " <td>9.821109</td>\n", - " <td>-2.902324</td>\n", - " <td>19.642217</td>\n", - " <td>12.723432</td>\n", + " <td>6.488340</td>\n", + " <td>1.033877</td>\n", + " <td>2.902658e-15</td>\n", + " <td>-3.513320e-16</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", - " <td>10.169915</td>\n", - " <td>-2.745896</td>\n", - " <td>20.339830</td>\n", - " <td>12.915812</td>\n", + " <td>7.306756</td>\n", + " <td>1.036064</td>\n", + " <td>5.765440e-16</td>\n", + " <td>-1.455095e-16</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", - " <td>8.511018</td>\n", - " <td>-3.654349</td>\n", - " <td>17.022037</td>\n", - " <td>12.165367</td>\n", + " <td>3.421038</td>\n", + " <td>1.258202</td>\n", + " <td>1.171580e-15</td>\n", + " <td>-6.413705e-17</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", - " <td>6.449035</td>\n", - " <td>-4.901184</td>\n", - " <td>12.898070</td>\n", - " <td>11.350219</td>\n", + " <td>-1.404125</td>\n", + " <td>1.700622</td>\n", + " <td>9.342342e-16</td>\n", + " <td>-4.536823e-17</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ - " 0 1 2 3\n", - "0 11.109262 -0.189146 22.218523 11.298408\n", - "1 9.821109 -2.902324 19.642217 12.723432\n", - "2 10.169915 -2.745896 20.339830 12.915812\n", - "3 8.511018 -3.654349 17.022037 12.165367\n", - "4 6.449035 -4.901184 12.898070 11.350219" + " 0 1 2 3\n", + "0 9.425032 -1.976864 2.376813e-15 6.066968e-15\n", + "1 6.488340 1.033877 2.902658e-15 -3.513320e-16\n", + "2 7.306756 1.036064 5.765440e-16 -1.455095e-16\n", + "3 3.421038 1.258202 1.171580e-15 -6.413705e-17\n", + "4 -1.404125 1.700622 9.342342e-16 -4.536823e-17" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# use the W columns for machine leearning and visualization, because this tells\n", + "# us a lot about the original 4 columns\n", + "pd.DataFrame(W).head()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "# pass an int to say how many weight columns and component rows we want to slice out\n", + "p = PCA(2)\n", + "W = p.fit_transform(df)\n", + "C = p.components_\n", + "m = p.mean_" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 9.42503159e+00, -1.97686375e+00],\n", + " [ 6.48834002e+00, 1.03387703e+00],\n", + " [ 7.30675581e+00, 1.03606377e+00],\n", + " [ 3.42103831e+00, 1.25820247e+00],\n", + " [-1.40412545e+00, 1.70062168e+00],\n", + " [-8.30581803e+00, 2.63423664e+00],\n", + " [-3.24943617e+00, 1.83783997e+00],\n", + " [ 2.66616658e+00, -1.08452160e+00],\n", + " [-2.51842005e+00, -9.30814213e-01],\n", + " [ 4.63377947e+00, -1.08210979e+00],\n", + " [-1.06011492e+01, 5.36109167e-01],\n", + " [-7.82767314e+00, -2.53606667e-01],\n", + " [-6.75073959e+00, -7.40408437e-01],\n", + " [-8.69935545e+00, -3.12229569e+00],\n", + " [-7.75957654e+00, 1.97169017e+00],\n", + " [ 8.09155384e+00, -4.61609614e-01],\n", + " [-3.92432218e+00, 2.64274842e+00],\n", + " [ 1.34533771e+01, 1.50937447e+00],\n", + " [-1.23609532e+01, -2.04689199e+00],\n", + " [-7.35945072e+00, -2.66740910e+00],\n", + " [-6.00397446e+00, -6.81070185e-01],\n", + " [ 6.94750111e+00, 1.59323124e+00],\n", + " [ 3.29133705e+00, -1.77425121e+00],\n", + " [-7.65287715e+00, 2.89331883e+00],\n", + " [-5.89324735e+00, 1.54465680e+00],\n", + " [ 7.77900477e+00, -8.58438881e-01],\n", + " [-7.48706232e+00, -9.81417751e-01],\n", + " [ 4.49139275e+00, -9.50792668e-01],\n", + " [ 6.81091920e+00, -3.94602056e-01],\n", + " [-7.52546540e+00, 2.07536921e-01],\n", + " [ 7.51071403e+00, -1.93228659e+00],\n", + " [-6.07909497e+00, 2.19736155e+00],\n", + " [ 5.29823039e+00, -1.99627082e+00],\n", + " [ 5.61566033e+00, 7.57773356e-01],\n", + " [-6.65745838e+00, 7.60708307e-01],\n", + " [-6.37161399e+00, -9.18190828e-01],\n", + " [-4.99819470e+00, -8.22148766e-01],\n", + " [ 6.94326073e+00, -7.38973153e-01],\n", + " [ 2.41543488e+00, -3.57095737e+00],\n", + " [-6.37953254e+00, 2.06801096e+00],\n", + " [-7.04015392e+00, -8.93720859e-02],\n", + " [ 6.64251827e+00, 1.84135681e-01],\n", + " [-8.90413731e+00, -1.34065962e-01],\n", + " [-9.71334722e+00, -8.41722296e-01],\n", + " [-4.20668835e+00, 1.78971404e+00],\n", + " [ 5.74731825e+00, -2.76852834e+00],\n", + " [-6.87112973e+00, 5.02125864e-01],\n", + " [ 7.02982080e+00, -1.19616234e+00],\n", + " [-8.71848849e+00, 2.36998016e-01],\n", + " [-7.38880046e+00, -1.44912930e+00],\n", + " [ 3.80908123e+00, -6.34834852e-01],\n", + " [-9.74743631e+00, 4.95002672e-02],\n", + " [ 4.02478577e+00, -2.28820243e+00],\n", + " [-5.11628667e+00, 2.12864222e+00],\n", + " [-1.16052267e+01, -2.38645597e+00],\n", + " [ 9.19551210e+00, 1.67656475e-01],\n", + " [ 4.86832964e+00, -5.09673568e-01],\n", + " [ 8.97617128e+00, 1.23387343e+00],\n", + " [ 3.58083333e+00, -1.24041493e+00],\n", + " [ 8.29907143e+00, 1.52311913e+00],\n", + " [ 4.72664920e+00, -1.18160142e+00],\n", + " [ 5.61691555e+00, -1.87639177e-01],\n", + " [ 3.31196632e+00, 1.55544729e-01],\n", + " [ 9.35440688e+00, 1.37981516e+00],\n", + " [-1.26416321e+01, -1.61909057e+00],\n", + " [ 1.06581353e+01, 1.41057754e+00],\n", + " [ 5.57103217e+00, 8.49712224e-01],\n", + " [ 7.25023494e+00, -3.15730605e-01],\n", + " [-4.53003839e+00, -1.23431916e+00],\n", + " [ 1.03887876e+01, -5.24550784e-01],\n", + " [ 1.03371852e+01, 1.18357652e+00],\n", + " [-4.86622435e+00, 5.41118973e-01],\n", + " [ 7.76480145e+00, 2.89297699e-01],\n", + " [-8.28430524e+00, 7.45001902e-01],\n", + " [ 8.90746530e+00, 9.38860407e-01],\n", + " [ 1.16196361e+01, 1.53178285e+00],\n", + " [-2.27892035e+00, -1.31710656e+00],\n", + " [ 6.93934126e+00, 1.45082116e+00],\n", + " [-6.12672656e+00, -1.39269060e+00],\n", + " [ 4.16225022e+00, 1.33236662e+00],\n", + " [ 6.70880521e+00, -2.30884889e+00],\n", + " [ 4.84984079e+00, -1.01331207e+00],\n", + " [ 9.37206398e+00, 2.79762866e-03],\n", + " [-7.47367335e+00, -1.22288272e-01],\n", + " [-7.12353731e+00, -1.03192358e+00],\n", + " [ 3.24799699e+00, -1.17776832e+00],\n", + " [ 8.60226827e+00, 1.36027623e+00],\n", + " [ 8.03277838e+00, 5.42103529e-01],\n", + " [-7.29593125e+00, -2.25098797e-01],\n", + " [-9.32821051e+00, -1.48386160e-01],\n", + " [ 4.56450597e+00, 1.03304400e+00],\n", + " [-6.71153382e+00, 2.60741757e+00],\n", + " [-6.94624427e+00, 2.84040305e-02],\n", + " [-5.30179933e+00, 1.00848823e+00],\n", + " [-6.99809427e+00, 4.44913974e-01],\n", + " [-3.25000895e+00, 3.51861904e-01],\n", + " [ 1.20121418e+01, -1.76838268e+00],\n", + " [-3.49474024e+00, 4.53020347e+00],\n", + " [-5.95076850e+00, 5.48838605e-01],\n", + " [-5.03852400e+00, -1.17272098e+00]])" ] }, - "execution_count": 40, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# we can reconstruct the original dataframe only using the first two components\n", - "pd.DataFrame(W[:, :2] @ C[:2, :] + p.mean_).head()" + "W" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 2) (2, 4)\n" + ] + } + ], + "source": [ + "print(W.shape, C.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "# pass a float to indicate how much variance we want to explain (explained_variance_ratio_}\n", + "p = PCA(0.96)\n", + "W = p.fit_transform(df)\n", + "C = p.components_\n", + "m = p.mean_" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 2) (2, 4)\n" + ] + } + ], + "source": [ + "print(W.shape, C.shape)" ] }, { @@ -1463,17 +1696,68 @@ " <td>12.898070</td>\n", " <td>11.350219</td>\n", " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>95</th>\n", + " <td>5.678593</td>\n", + " <td>-4.296015</td>\n", + " <td>11.357186</td>\n", + " <td>9.974608</td>\n", + " </tr>\n", + " <tr>\n", + " <th>96</th>\n", + " <td>12.209441</td>\n", + " <td>0.161646</td>\n", + " <td>24.418881</td>\n", + " <td>12.047794</td>\n", + " </tr>\n", + " <tr>\n", + " <th>97</th>\n", + " <td>5.523698</td>\n", + " <td>-7.321892</td>\n", + " <td>11.047396</td>\n", + " <td>12.845590</td>\n", + " </tr>\n", + " <tr>\n", + " <th>98</th>\n", + " <td>4.525065</td>\n", + " <td>-4.957787</td>\n", + " <td>9.050130</td>\n", + " <td>9.482852</td>\n", + " </tr>\n", + " <tr>\n", + " <th>99</th>\n", + " <td>4.934732</td>\n", + " <td>-3.554432</td>\n", + " <td>9.869464</td>\n", + " <td>8.489163</td>\n", + " </tr>\n", " </tbody>\n", "</table>\n", + "<p>100 rows × 4 columns</p>\n", "</div>" ], "text/plain": [ - " A B C D\n", - "0 11.109262 -0.189146 22.218523 11.298408\n", - "1 9.821109 -2.902324 19.642217 12.723432\n", - "2 10.169915 -2.745896 20.339830 12.915812\n", - "3 8.511018 -3.654349 17.022037 12.165367\n", - "4 6.449035 -4.901184 12.898070 11.350219" + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219\n", + ".. ... ... ... ...\n", + "95 5.678593 -4.296015 11.357186 9.974608\n", + "96 12.209441 0.161646 24.418881 12.047794\n", + "97 5.523698 -7.321892 11.047396 12.845590\n", + "98 4.525065 -4.957787 9.050130 9.482852\n", + "99 4.934732 -3.554432 9.869464 8.489163\n", + "\n", + "[100 rows x 4 columns]" ] }, "execution_count": 41, @@ -1482,14 +1766,7 @@ } ], "source": [ - "df.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Cumulative plot of explained variance ratio" + "df" ] }, { @@ -1500,65 +1777,37 @@ { "data": { "text/plain": [ - "Text(0.5, 0, 'Component')" + "array([1, 1, 1, 1, 0, 2, 0, 1, 0, 1, 2, 2, 2, 2, 2, 1, 0, 1, 2, 2, 2, 1,\n", + " 1, 2, 0, 1, 2, 1, 1, 2, 1, 0, 1, 1, 2, 2, 0, 1, 1, 0, 2, 1, 2, 2,\n", + " 0, 1, 2, 1, 2, 2, 1, 2, 1, 0, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1,\n", + " 1, 1, 0, 1, 1, 0, 1, 2, 1, 1, 0, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1,\n", + " 2, 2, 1, 0, 2, 0, 2, 0, 1, 0, 0, 0], dtype=int32)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "# cumsum() compute the cumulative sum\n", - "s = pd.Series(p.explained_variance_ratio_.cumsum(), index=range(1,5))\n", - "ax = s.plot.line(ylim=0)\n", - "ax.set_ylabel(\"Explained Variance\")\n", - "ax.set_xlabel(\"Component\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Dimensionality Reduction on Feature Columns" + "pipe = Pipeline([\n", + " (\"pca\", PCA(2)), \n", + " (\"km\", KMeans(3)),\n", + "])\n", + "\n", + "# pipe.fit_transform(df) # fit PCA, transform using PCA, fit KMeans using output from PCA\n", + "\n", + "groups = pipe.fit_predict(df)\n", + "groups" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/gurmail.singh/.local/lib/python3.8/site-packages/sklearn/cluster/_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", - " super()._check_params_vs_input(X, default_n_init=10)\n" - ] - } - ], + "outputs": [], "source": [ - "pipe = Pipeline([\n", - " (\"pca\", PCA(2)), \n", - " # n_components parameter\n", - " # specify an int for number of components to use \n", - " # or a float indicates how much variance we want to explain (explained_variance_ratio_)\n", - " (\"km\", KMeans(2)),\n", - "])\n", - "\n", - "pipe.fit(df) # fit PCA, transform using PCA, fit KMeans using output from PCA\n", - "\n", - "groups = pipe.predict(df) # transform using PCA" + "# pipe[\"pca\"].transform(df)" ] }, { @@ -1569,7 +1818,7 @@ { "data": { "text/plain": [ - "<Axes: xlabel='0', ylabel='1'>" + "<AxesSubplot:xlabel='0', ylabel='1'>" ] }, "execution_count": 44, @@ -1578,7 +1827,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1588,8 +1837,7 @@ } ], "source": [ - "# -1 is white\n", - "pd.DataFrame(pipe[\"pca\"].transform(df)).plot.scatter(x=0, y=1, c=groups, vmin=-1)" + "pd.DataFrame(pipe[\"pca\"].transform(df)).plot.scatter(x=0, y=1, c=groups)" ] }, { @@ -1609,7 +1857,7 @@ { "data": { "text/plain": [ - "<matplotlib.image.AxesImage at 0x7ffb3b98e2b0>" + "<matplotlib.image.AxesImage at 0x777e52f980a0>" ] }, "execution_count": 45, @@ -1618,7 +1866,7 @@ }, { "data": { - "image/png": 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6OZuiQR1GJpGvX8+PljEDqeGMowvxhuV6NSAS89L8kNlaAk25EqGVl1r2L/pcPQpyJboIvGJv1AKQQ1iOYe3dCGl/mJIDgCYbu1KUKr/b+dwoAIsKm1Q6q+NEHiHjvUDjVMkodYfSIEEwRb0Io+cOaib4sDVOLoKwB+1oceHehY466cKV6E1DbDajkKODue8X3CuxYpE+TeA2QI0F1JbBdgBWY+AKQCfwRo6Oab5Dim454d2KkqLx0gKibQumtVJO6x2QucvsVKCSqdRlCcesm9TnNVkTpRFWBtlBzXkAuDIEICAHKQeNwA7I2SqyayBioYo5e0b7BWFQXk1tD41eDEuzIS1PGNaKRQJfswwQvf7LSTCBHoG13sFUcwJvG3Tuzd2t7+XnmDJnqiG1hxm5Aor4w2CsBKIuQGA+xGA59PHr24vcWQjbWQU5THMmga33fCdqByoLsUJjWGKIk+lOrUnD/xBDYXc1BHuctDnBxwVg40qBlXDCL72axBE9AhQYLIphAoFyiOEWVAcheY9NQYTSG2JrSqnJ4BjSRQc1abJJBn5w+koAzgGfEpaPgNG2zC5cWkUZwknUKhhkFnwPy4OSnVT6Y/t7fdNWpGifTGrfzx/pO4I1QHcryC3u3QUB8X6AweZchdKzfuaFowmEnnkug9lhkjCfx9fW7EnKA7QexS47VdYdI4Fo2QGA4PcQcXpmad/8Wr6uxstFB5NeEixlav0rpWdmbOlZEV5lnINOsYYN7S+g982bEHPtsWo005BBlhoK2gcnan5Ka9YAleMNascAdEpWIBuA2HiX19ct8AGAT3/60/j0pz/9P/UZgXLYOs4NDWVD80RbQRp0Fq4MDG2EAI7Qe1QrPxtn4cl4cMHEOKcu0afh1zH6t6PkhrJppJGn4VD0iR6NT1VTMwQad+zGSxZWJKnxYDQam47jgyjkG97HarIj1Yp6UqS6o9UuLfTEqkBeGIK0mdLl/Zb1OgKKi/EfQkwPNMBNQ0xBZolupzE2SuwhVKmhYB7YhnMxipLRuBDYorkbEtrS68B5axJOa9iAHsdMB3jLkV0SRJcAaiqKLBne0ndmMG3CHDgBwY5tOKNNrHx2m9VYZNe6iKJyHUFoKnJd/B6ze7VLAsSiNgT8eRedLLqph84FpksSrfRRJX223eRWKsuGHWWIAeyQAiDzgHKNW1QgV0rcKYe8FGM2AK3p0prc0HuS90FnTlBv0LTC7A1/Tx3NSTPHfDkOyNGebK3PRErPIafm1IHYzbtt1KWZMmRIrsboQFRYYEdQt5huhNYHZHDpCME5CSA2tWv9TOchcPXZnysWuhcQSp1q/QsDCDCG9i0tEnodxx9USAFkSVkgQNYvDSeV252gyJ/VQGwlCR/MFQLj/Cr83Mn9KtB6iwkv3DBbACgg7EBig0m5Gma3Izhu0u20GKhJlTiI7Mc8C1lGyEHC891i0qG1qGDB9jSD9yxghKhhTp1KjTZgoc3dHAnuCw21mT5ovJd0mbPMZZUKGG0cAtib+8wAI7nIKI2wPe/DFBF48bsm7czfcNWYfWw+uxmuHlulOYsiMy+Wj9tiHBE/MZfE0K2xDeR8nuaptEfQSr/K0ZXs5eK+TUAsnUB8UEvWAKTmB3qTAUMoFeX50d4GBJbka8TmAhhmTzUVg4hqshoOiB1kBpxofZfX1zXw+VpcLeRKeyBQIUdWitRZLMC4lhtRk7nPzuhuib+08AUI9HH8kxaUDr+Zbim9bx2rJUBBANGi1ino0wLQpkIG9iaDMlH4C+ndkx5IYDOqbjRKwsus4m7dQhLGHOuwWFsgJrQZc3LbMQJGMswcwGoJ05S/XStnme62wZWTChrdPf/WBmwCn6pNcR1Et4fNvDcjN1skjdJuRzkEOcR5IUqXE7CTlOoCHfgGBGZ7NCn8LApsQ4Csmo7cG45cAeQAOH4bZN9kHTARndYHgpHWCkG/MbAFLMVvE1mLfehHKqel88FmmiovpQgeupMI3lkTLDX4jJ2QmJMUejY1L2bVjhMg0Kmm0+rV1psDV+LehUuRczefwamgVvQ5lL88RwWZOT6botBiIGEWICPHufH3sxngtI0djAFGgKyDtSvolpYpCcKUqjGzEBNkO8WMYU9aEScfn/d16/WhSr2SGLYBrOYA1JK/0Vj6/SVnEnmhB3byu1Lp0+o1OoZ8pASt58mAALLeKns0LE84DacKGoCpL7vSPut+Hr4aV5DduGHQ2lpDPSv2uJea8S0Q0DDdt5Wegfas9ErVyvsSsDUwe7j6pOCi7eBn5fCuM7A4ZVy77fkDsMlaHREx12igsPdJIVq/1GWWHiyC8N5GHNBZRwfINVFiI+muS45+NrJiuUjqeLg2UsxTY3ScSmMdoyrhtQD6fBZOyqvbAmkBjHTw6zWmz1Cap7UGY+yEg69mJSGc8j5pSuJjs2lcU5D/G015AtlL71XVl/2aCmgczJdpP/kBL0QStkrvye+0tbLNitpdhZXOOBh0a6iT8gsDLWdLSmMcs1bf3fUNAHwARnYYAAOopHF/ABss7gnrDUIRLie/enMzae6qFNXIQJlKpsF/sEaI87/K2Zd3hYBTK21iqhRaLKQIczYJF7hQezdqB2Kx4qGULjM9H6tQO2WoArEalUpj3IVY3AGTMCiWF5YWaYEOsLuwlsvUlUIBAceSA68K7CzS9NLNVG9cYhfCVDlCmg+W1Vo/Q6dEFsU48xJA3WhsjVX6+9C4IsnQYSstYlKdw3N3MXoQoLs5O3CapB0BOe3k+Wib6PGijDQ1Ts/I0SX3NqChyrZqMyDH4EHv797U6NRJ2iAYUaeMXOl3BVHsBVYREXXSPglAVcWIa2txPV1afcjE3kqNnPzI3L//boaA97zYHqGLomm0tA7yrWOO6NCtQUHwmdKsiAS1pSqeEigmuROTPoKrIkOGuQiKR6+xzn07pcW9e7R10eEaO7i0WviH0/UmZfhjftdmT5SKimXQzdwXWc0GWpUrUUDcQCyBxwCdk1IgM8eCFq0UxfwoHnbBVoF7MLMRuFm5qBYCF+mEWfNMGYsVwgPEhPc8nWmkUlSeYyXAtt4JlPZajJO0XsOgArZRkaOxSf1MeEftJ2RLH4EHNKZP20cGcTghbFATYghp5Ef7yhkIj6kq/5BA3aWUsUQH1UrPC3CIrR14F2SAnArzPkzpK3cAd2BYPk+OH8dtBFrslhmeFGCZIEZAcoHpa7PUT9cd8QDmSgWT4XR6mwxo182iBTNstgsPcMafmxnnGnrxvxV88UlL4IfsfgSr2QbkiFFqmGlMpgFTn+MKPO8LLWYHFdauavviTS4W2IixjEyMOPrxDN20FfC8oAcTRTL42B1Mi7/D670HPtDkejFOFKLoprSaIkkt1KNXxl3ehjSwYxz0GQVNol8T53MBsHeG7mE/qDurP5w6qNm0BCpbv+tb2pbdYnwIksKail2z8iIaVzIN113YSeNVFzf/tS50Fy7lxSubukuoPP8urCvUF6infHeZXcjke3DAwZQaN9B7Y601FOaWQ7ZjdZyZ+rcHpmT0BooU2IfFBlFRr/e+9S8VwMgQYMNHsLdcQg321OkQqAOGkWpV31DcGXJiep6UwVc6YNiI+VTOOfVKR2+VAF7E0DEBkWp5YGMV6M1o0qwZIhDbLB+Q6w0Bg9dOPp57S4f0ACTLzy6whNEaBeKNHLpYqqWxS6dWygBWazHpFDL1efYIDvIlSqaz1L2Lco8VNKyg088mJV8pdsTrQVotOpxSVVcNAHIqxM4qk2vR8+WrBWYypC3QvrPzazESvTeQLLYPpbxf4FJr6RdI0TKrdDmtCwY/AFxCHlonHA+nypWKabKb3BuL1TxoRK9Zx9alARuIpXRW4JpwXPfTp7TXOwdOIwJvsRRctZy/F6WyUujOTJ9T1gn2s9pmZ4wOHw7eP2can3vmHpvl9LutWA0QK83bQRHQ52KeJfAICtuMBabIJMRqomUHBBbR1uXFw95pTA0jAwqSHmsER6hvcNcGBpFiux4OGSrx1uMFgMpH0uUBoCJAwKn3T9Wi5hCz3nPuhd+veWmHnjnMF0JgEu6PFsockD33elj8Qli9lnj0G+uGNcusRquZO7JxSckABC7PkJ/0L0BWiZsM3QwtqJWtAWvMivqL+U2lLIZbV0Csfxs4QqAHTHEizdD1rI9E03+9w+v9Bz5OPHpPaDwzLAbUZItucIRw7xvdeRYHXDSt142tiqEAiaEaFk+K8eUEB9Nf2vZclGpEx4UmB68PqgJCmovYG27kVUrHcb/VLPjD2JDabxk/bEVM2FjNRm+4UuJblo5X9KkcWnVSHUX24lp0EvtuxBWqjAt0FK4BAg3UjRNNMt4kAJC2CDbqGj8wgtslo+Py610s9W5JI9PAklol6g6Yfy87TWyEKJG25dL8MoojyAnIhTzSBgYLaWaibUTBhVM9Di7VfM3VeNTWqJqiWk6Mc0ANAxuSFYBLZfsIbngSDprARRBRdRNQrAMqSmDBzErEwt4ErhEB5elwLTcqY1qiJjIFxcFClnZSAab4slTlBd6vR3IF5z+k6yjwvlQwBTfl3FVMg7Wccie25s+lvUsMhLVfpDsD6K17SdE+MSM/QMeG0qnZUKqXC0rgVOtextZN1SxU1fDBqbHscc/ayM3mnGYjfO9NZ5lqLkiQqXVnhkgO4ko6w+o8q0dRrVND9C0G3KkqGLM7cuNyoK4oWq42zUCoEkh1GNhylnyEU8SBrqM3HFheA4SpBUkAW0zyoqanb40JrZ3T2GSnVUCBCX1wS3e4yykKMahNEFF65nAqtvdJnyoFCuCA6cYw54DYUIQYFz/BCVS9RrZFshq7LFd/YlKVJaCS+jCOm1oGNFnMPdjpMG4OUJ8gafpD4VR0nYWm+bMx0Q8dgJjxtHCbmi2znUBgIWLDpeGhgKC7FEgJuFhALr+TUNDX9iTt7LOyc9Y8sg2G2Uzj7uw+oDoWZIDgSrFn2j+4leFUHoqf2wVs7Wnjan+v25nYL0Yk/a6Wp2URDZbDv8vrvQc+oYqtlkiuZFi8ySaHJXqxrI0AKckVSotptibuNEsLR0zSAZi+60d82s5nnveQivWvVXk1iF+bm80xmA+uQi/mvNmvRvfSKpPVfcIpALijZuHqBDZFc8omAFedjSmkspv9b6jRrJO6QI1DjaKq/wYX6d2swrrcdTa4RVA9uiNuSqeVjuENsBupVz5TiD1lv87sQRuSnxPHiAl4crQOtbpx+mLstqLhkSLS/FxYShM0EBsl0XBWChTQUEYsOkotFX6+PvNheDo2ci2yOs7HA+pUTCYkVkgnkSdtkq6uakoGIDHg+QayVkHDt4hk4JTUQgDlTrCqeUqBPjRQHKMbAiZxdCwIakuYThGglUs3w90oXMmochp0wpiNNL1ngdR6jG5sBceYE3LJ2ApchFN+juBPtYoRPR0Bn2mly2HN7Gj7ZrDST6X4ZFfYY4eiVK9jfrcKuMjWGSwjkRvAOnvVpbcbjaobKxedTgPo6zAAseB4mA04DdRTEbV1O9raIbbJaYEgS2RW4ujWlN4TS0FHLYSqz3QnLX4RnWJrXhNNXRrc5wsYIbTS9aUx3J5rgcbGnn0XBkh2pgZl5G8JOowQ2sFhv2XvyH5pLuW8c2xqorVGQ8b16ELkKOOwAYdUcrEHHuvKjrox+gatMjbOy7GxZnMDoX2nIg9rLyNHuwLYNouxBdPwXed+prmkWJsjJvde9t54+oeGG03mPFidDKLud+5ZATCDp5zUX4B7ugD2U2sQPEWDnTjl+2Q3AHBtlVP1AQvBQzbUDqzVW0uPgFiBo+PPeUZoXy1RSNMfqUcFJ//IQAnTiRojtC4FQdY/vavrvQc+6B4xnWnchlmG8Y5KhRxxc2uyKtxrAhNp9mYTqIgWm2MkdWjM7rduQj+EQxK4zHwSR4bBOM2dttmqogGrclBsk6NIKdnMMJacYwBX0kigUoI93itjVBnVNTuSm/2mgcxlY3BKXQNNLcSuEcFFJG7yp4ywAirBlgaj2fLQqz90vzXPShaCDNNJ45Vmg0ZZLkH06Q6o+kFOM9Qsqxfxm6qVugu3dCgB7ncfG8GNJ1f1mKsOATcZ2hRbtKIPyy7mZMuoMk2JoZd3Ax1bzyVAIiNLkHIM9LmkW3C1Veu9yXkDmHNfmvtdpYiTYK+SKb1AU0ivT93wOnYBOEYU7vFuNHAtfFBMmTA9+IgqR1dDdmtJVzGaNIaeBLV50ixoiMamgeNJMTGPrmXFNI7p8CZAZjkrjbrbLixVKUXHGOoGI/TYhTcR42Do2DfcSoItGQwPlocceFakFdMaLTYxtU+fkhlDuxaIsf1wCowulgxfxwUHQKNt9utbmo5W+mlSiRuuWsq8OBsCGHYe7aCClKwclZJTWswGnd3c85odAhrRdZyimIIKuWowZQemuh0QHuqatmNkAoKtKgyxo1cGnTqR0cZpPOX4Zg20OGGDVPdWQ0tc/EyDAtSmnJTTqco7ttSfTZDP32uZyvIOxMSsRr0mNeZHFyXMDgIW97QJhFJ0gad+7Pm4w4Tbvmu8o51m9Pp3qjDnHRzvHHtkppL7hiuBj1MPGwrZ6lI/t6UjSTR/w9A4Jc6gjroarqmCgAu0BrrF1tH2uM3GblVM2oXOSPZJneGsee8e6ytLLPDW+mQjE1XmZR9g9Y6u9x74sDVdT68PPKJMLsJtCAG3E0ezEmMWhOiY6ka5nUE0ouU4tXEROBHAA/hw41plws8/OfwTSTgtRPpSG1uIn5Qg0xfXkgAzGLqXjBiFzXIIfCQIvwDKv3JjJWUGDyheQnqpCordzc9G4AUSXErXMJtVTt1nhjVYrcUvZP8OBHDL+Ua0IihS8BBQ6XSKjyXt9KvO+dIob7DbaLWq2gA0NvZWNNglg5bSYPhYitbRI6zVahsRMVydod40pmEbuzYyVFwpZ9KAKjFYNUbQxTVxxSI1m0oPRWNHjSGzLJWTrJYDIBIzDaxFhahHP9rZ/C7nxuneDBwQXZu6qDrjAlWklACU3y+LynUSdtrAHGvif4PPwUhSkSN4hAmKxnvOtoK0cnLgcPQIAYcggHIXdQu5teix+1ZKKpVqwtmrqShcjra1NoQkRrhc6KlQIyhxCkLMkubav+s4ToQgv52H0lz0cSTRGDFQJnU7lUxHBuRoLo6lGu3xOxqt7tOtCWVss+UgqP85bG8BsahVA8Cz2MS1zL15PZhLfTra9sNP4RHNCN14Cxizgq3g7Db7Gx29ToJ7g+nqE5j5LD4AqNpi2Fo2KgZQ++Ia8tKOw5AHYBYCyc/BzIdSlq2HgPe3nr/ZUgMw2xN6Nuh++BnWAHq8Qmv0qYWJIJM+9DC41sh+xgAOpox5FIbfq6381sX715qDgZhXlOz9A0BzIJW6bQMLg1aMlrNTc1R7mExGRafEPyJZLRUBlStLK5qTSTiFIAr+7IHkz2wrLVCuvqeRY+lsvenTpXR+ldt7DJYa33UaP7aexU/O1g+Fsy/uBwtX2qvv8nrvgQ/guWigYw5Pmxik2cXXe/KKk9oqpV0YXCn/SXHKbCJ+htC8mxU86J5JXXnVhyi9sjCuz5lfiAc9DCDV70D3OQBs06FXkpWADuCks5dg0BEBCsX6Wj6zWvOvPJVDofJIu+foAi6mZ2JhtC91gw7hApCFex/nxPLSRi8wRRL8SzhScsfhhzbD1T4pR7u71PRXjqNcAsphd8nxbh9wyg2VEr4SzJIhyMg51G8MirzB0nzasjC6LDmc5BlEBrCK4DoaXeQLzGK5uqZxSwRIiLYglg1qatcQSyYDGGQYrwBWXAJUdrR6xgdNj2Z36mVsovPdSJEL7JZfysMI0DVndWU0osQE6ZBMM2KrQwcpGsgJWKgKkYtpwRHyNLATMLUwlcbt9PIwI1LFfZIl/cQIL7SsgVMBop9VFWItw9ipDGsb7jbmKzk/glMDF6/7ibfDc+xeWMc2uN/SnH8mz1jdTO8FGxc6RUhB6x5HFpHSrjQ1K2BHZg6RNzP79tzjPMMIUfbJqfhrvn/E4JFqoOfn5xquSnTfcJNKpiHlWsS8eHwbLMlGWwhbmogXwHykEGrN9uxx0rYpe+s4Fa1tddIYH+75GXuoe7DWy80jLyMzmOljB57RoXWdtDtc0dnn84w4qgWsJJrVvZYZR69D2xDZ0liHyWDa6vHMD/vEVGYKlLnq9Nj2kEbJwNBC5giwFUpgbDIEKFusc7r6bcB1oftRQap9S/BJu5FrYVcf2+6+SE17oh+i82IQFD5AhuBxYpvZag4r9TO1w5ByjWkwVYF5nOyPBkhBInHfV7h7uD+TD+Au9hkPANTq8jSBP6gTCpief2fXew98unD6Aygyl50ex2XzAy88G0HYIfW83munJPabnO18hMsfH8ad1p1/F3PD17ZKUBXRCpRZhtibOV1Hc5lA3Yzu57yidIQOVGzZf250syyQdoTiHNKIuwvXVDxtilbltZgqENDqQi3ft+LuO9QdWgv9rpPmABDJM307gDcJZFMMhwy1mTdDRv3HAS4Cp91waTI1TP3YrLz23qN/KAEL+Nmb+hyzBTW9DFLmWKeaD9iL6dDsHiSnt4lXh7rB+hlh5+DkqQw0DJaZNnHKztUlLL9O9NItq3LG6ai7MRVbAM56g5xKyNiU0oRiLAleyTJ5XafTZE2gm8gBkNUhvReB4Jrx7XnAS6c6T1rRAJh389Bq8TXuvBwCNgYdy6m1B8uZcXozlSJQ/oxjaheg8zwBa9nwGH+YrZLxjJz3t1MiMHzkmnJAanCEcVZr8JhFulsO0NGqjxFp88hNUW8usyIEaSEdHb+HID47J1CaZp5x1l9OR1w6Gd/15oRrTrlXXN/V0OG10BEsyGEmukrsi+ZaFYq7mfpwFWkKZIwIGAQTqaVAH8TvDQ0en5WVnuywaxWW2KJQU03txdQ62HCVlVPKPWllywz4+T3MD5xCjEBvl5Nrj9oQh7F0S1uY8GGoS+xZK2icfWsA5vUQB4AbjEeLNWqDCq294J6yWLnFCoYBZCR6bFZPIGtdVBhRokfT14O5eypXzZ6tSPoCieJXGzgveIETC3pt2N73gA+zPtCKa7VKgW2TgkLewn7b9pjpU2p10nsK6kt+RItoAKS/0wytCyX4rOK1ZasgMEr8fUDuu7ref+ATNj5AtXLoWhvcripiLlU3Pce7FTc+ECkjL+40dxYFTh50lP/VyuPXbEgjbAtHdVNiA3o2AyPPQ436MsW75ejZ3r3ZNXPCWzDEKjtcR0w1egYDiepG1HH4FrgptcxgP4yZTj57a9FyfbsqQsalCml9p55hzp0pGWdHXiiWjvvYCFuwAY08tG4pCpzKmFbVlTQ4ZgtWUz9w+Dw1zdPPx9HoXrvdHVhj5Y0MjUPzHt9Mv41RcSEjBQhaT0d6ngZ4615j0ha+b+bIgROUyhgUq4GskeEQyDCE7hehflMgYASmuqlBp7C3TslGPEA5jxChrg1i8chSJOlBGV87G+lsrNvCxIWIx5q0toUOlRoTrSa4YiejwV2XSAN9iC31PEvc5agwotVHqkWJP7eBwLn3ZWhr5dJ8hZw7D5H1tvDO8hdmbzJUEOhpakpCqcph8wyc1/UA1ue5M5ne4mGUOqijgHYaLJhWgu5l0pNKsU2aC2Qcr2DKHVqfoYXjIxvac+UDiDkSFOKjsJK/u+W0mTIuMQoO0BpZhbutzTC0VkrMyLA3VmwCy9EEbWnoHiylj0YAnfSkqGTA3J7Dc+jYj0Axmeoq2yrQrvq+RkwuwNiae29Irf2xGS6PbqdZAl7Bz/PdEDrgV/sRvj+BeQM8GHyJ0bENtrE9FUvHBs5v8wB9WJCMlo04LK0rnp7VwMCaR2rtc8+904Yu+PDGnPYTkJC9JE3QHh4C1/X2znVWUZtplk+2JrIewEVd2sUye6x3c028pZkaW24WyOFmI7a6sQf3Vpbx0h47h35anHdzvf/AR6ksszgtbUoj2LhPkao35fTumcUsc9l2p0dlb8N/yqP1nTbOMgyBox3y+Sktp81jDKSXUNTwaBiNQUh2iJBWptmQ6pRX2/mpmuWxdEqoH8tpFrEAIBhs1iazMsuUpkrXGxwvBMYAMnorGXimSVbS2aWZI2wsiaFvpYuWwZocAXqrLDvhai0OZWOP4PPQ8GPAcMAs6Wr+1PNEREbQmmISJiot/dTGWe9x+oZnXDE5cUFzNs3wBYCarx102Adkzjpppj46aDDvPnl0gDluNgyzaD3VJRs0Bn4ezX23HAZcaTiqJXX9fgE6OWfix8OGuSjmdgqPaTkzMz1dpt2Ycwn8OOQ7pv7An4EUHTN3ZvHQhx2iJkDvD9HY8/o9gYU4KuQ0gqQxbRn6YWPtGMRWHRDk6dA9ZYB1N4F+7AYtDbIVOhKkrd2R+PNU5YihiFAaiXsxck1KBlUMvMOJXZuCNY40ms0OrdmgI+VnNZyCCNmJHk3SkrNAcZ7vJkjLPuwKWsBvbI/bcZb7XfIAXeBUabb69OB0liczngKN1seIrwzMvPEEb60nO/uDQY4eSwO9GnNshscfAnyclRqQ4KNJhDyAkMP3/RTfAz2DWcaYgcW0PDiAhqyiU+ehFg1A4y53wO/5vAYQm8HUMG+yW4HD+NtjhGcxchjzMxl9wFQf8NUdw0w6sNFmEXvE1OduzPEyNeDOAujGdHQvMf3TM4iviEVA79PqzaRaRzl6n5Q0YpiWNdaHE2LJPcM+Hz7cdeYBiGktYhjNoJJbhB212ZCyq1DOxAjjWq/q53II9a6u9x74uBoI4ODehaOHgFG0tA2zGBWNakMwOhFTUs64AsLRZ+MbMcNgBgDOmVsIMgBQDtTf7a1Uj++FyoZPGeNxPrHVM0Fi4wZEA6eYX4EDOTVU63yognu8BDCHe9fci5xolXL6NOoWnPp05kg5MQCxA/DhimCr/NXMIMxBrmoWM9VIikjIDBBpsJ+FHaKBiKJbiL5ulsA6jTEl0N5pDmkCaktAR1BxZsyF1wlGXlNh1oFrnajF5ZVOeZ3I7aERebA5BmX8ptB5VWp1b7CJmIqXVClYg+MXjfO5EYhKVRTKkWtdqIp5wHc2e6mQqci5P7dxgDQtwt2IdK8jl1LrzoOaCp9lZIvU6EcRSJAF14eFxuVFBtrqp0Jh6R6cgrJY1ITeri2nZAZF6bOgAS2BwwDvy+OITvXU6dHDzZ6JAMKpheNsNKizr818Ri51xCbwIZHL17vtRQiI6xMQEEvS7iTsdQc4LZNCi91L9qF5lIlyYI6g3wrpzx+0R2JlbSGoHVt0Php7tq8gGwSBonBllUSou7nqSoAm1ErVZfCRwS65kWSRYAYCKAEj9OaxTZvVkQTg2hO5EL35ni6eem87CohZVcoGSpkEf04hv1xqF5YO0WRPKJ31hgOieSrgCS4cjXVjNCFsHOmUT0jn57SeA4cxLrNO3ItoaU4p8C1N7QmqQvdEG8N0+tyj1oVnzLrMsJ3R94bWKSZ9WGhVA47gGuodBat8QsFiThUeg3AGZZTnKAXZMXsg06y7dEQaNzKDYtO8qs2Q1rF4IhYP66N9dner4tT2s22pNfYMMLdAWxewltpBCADShzWe+i1D4Xer8PlGAD5G2cAsmAZOx1k7YG0AXzycEgdwNE8yXsqx9hjeHhADwCENjZerD6CKlDZ93tN8zj8z8q86Z3WxwSEBBc8Kyvn8av/G/XiE2qlPI4jSM0IRm+3zRUUZjXIQ1PUl7cfNVNGVobOKBBjEVnSOGUBHYiuq2y2tQ/Xkx0L0bKYWdz4cKADYIVuvo+oOUvsBn1kYwRTOUjVbKIrrFqYrzt8CzynyPYcc5Tg6fQXLxQdGjjGjFsLCPIIyOjkdiyC91Ng4lXS6UzRcKdNk0iyEblBUmkFDnVaQKrJvYESaKxN4GBtxAvARDW4KR38bgKqGzOwgvJZpnJdogexA1dLhooqwAujOcbK9yLQU1H8nAr1vlHrC8ABdj61YowVV5RBU1cYcd3FJU0MfzFTOUP4C1NGhHpt27+6jIjof/k6zp9w/l0XnEuaESud3U5jJ5nxrxO7ck3KSy3MZM5c8tX4xDRkp4x8Uq4DrYiGn7B7B9GFrbFdDBpzIdCX3ZuCA4y6ymwbJtj0GmTH9hgqBCx2F6FLbJ2q6ltmaB80ytVbdgFLauxPZ1Pl4zNxWwUdQAIHuFz0/tT+JltZKzj+W5l7pE32e19zeaoMw9jDG7poND7VdIJvohogG5poZbc7wvkWQ9S23nHAgA4FLja/3BUJ7KFDmhXyK+QyVHapaM/Sp/rIw3IfrDo6efRLDHJ1DjPmpPkCav8NkCtxyofTeA22PU7E+zWmuyAudKfC8T2UixKwaIoT8woxXa1QgbwOCkPZ+4gHIj6if+zDIyKVF2LDN8V5kpaWPS5q1PICw51lPm4bNZqzay6n9ydAIp8BITsraqlSlX6MEqt7d9d4Dn90ceLQrZTRhcpA5wIMAYndPbtZNsULRQgNTkus88JR+G7FabNumlkVJutLCwH0rrQVMpBhBh1QyCkP2KXorNRFj9Eynm4mjWxqsTePriHtdOf074m70FYqeG7HIZO0ikPFm3L3ZJXgzMriuS4BAkb5AVVcB15KlFG2eqfNWiDLyjSh8PVNFYwshRPDYBOfQOpsdop9izybJTFqb1WKev2XA2kB7kwXLyfdu+PBTB9kJ10xwzG65poUi9R2hs8LoXC5HOxLlRASBS9g8nLUTdX7WTQdKu8n5LS4q+NTjNJgqJ7aEay0ADObDTVEnoLJPgw+yaq5cC4PSbiAuwGDbQFOgLdeaSgrOJ53KBoFSF+ffwmajM/nZeR6bppRAE+p0bjE0wXExfQKlNzgwmKHw8kbDTf0MgCuANwjpuNTXBy0NjiBYSmLiqrElDUFrfZp5MD3kc3ilf+hM7SpH7WRpKrkvnqmNrT/H0dvJm4aTw3Mk1FMhcz0x/TwnbzcnirajJcDYcnILsXgOUgLDPpmZpY2zLXI6BYhyZxUIpHBdlNcHXAEaQLDhp0GBo/AQ41FgmsI9pXZtyqopNuP9REyLQ8SjQMPOMVyhxFYRZoLShR5bQvdupmmjlU7jd6bwsrsw0+FqbgHUozgjQNa5vV7aWjg+dxQrj6A0uoMxj8kcuInZasO8Q4C/2inYR8AcBuYTmghnhOy+AmatBQgUAesxnz06Ma6tUMBaGm9MYFflg38fgbv2XkI9vvqAbMfmS+cqUgMWlDpMwM7T3VhOnlOtS5vaE6DO0TNf8d0E0AUepMqgqOkM8dIFH3RsRnXWPRqtA5pXBj643y3n894DnyJVA5+abIEnJ6UU2XvSteCrx8BIUwsjYR4ZUTN5NqIE8aZhZfaVHvP5V+44TOOgKOIBmALFlE8wZXW5v403uIy5i5R8cGm3KVeAZ7E0aoPMSfJ5cvHPCuDegbWkD2lg75vfmdTL8FR5bqiryVfUvUepf1dThe+U3b1H+NY6dKqSBvjqnB5ErN0JpZiUv3d/IxmC3owQ0xGRjfCjzHTSOHGiMn8mh6pU7SIA0tD5WDwktPXbAObQwoKi6j59QtwoMgbkOOrS50r/EHGKaR2hLTsG0dWlOVy55tDUK5i6C6W8VvGz7yB9bcNagETeBCEhwN0Am1A2wSRBEj8bYt5YeVOI3orSpFEL3lMucRJdWKUjUtJGUp/XBdSjw203T5qQA3JE3gIWgDoBt0qtZVdb5e45/ZQevURkAPF0bAnsm4fShlIPnge7FjZCU9WUZoGsj0Fgzn6psENrVtbJuaJZweXDSrvlsBaZKusqdm1gETlFu0NYq2jCu17PgXWAnFmkeAyp12pMyMR9+iiJDv3Fva8KbtwJsRnjr6CvoX2qLQDLvRR168R4RewROn/rnvF3B+CN1jg3lCBhYKeKHuLyBPqGnbvXiPUy3lw+2T3UKtsMHsb+8a8WKVmP6SM6XIUXspVPxrx7INXYT/0NgT0CXT6b5saNsZrwYkdNg84xFoFpL2GAAYFJ/tXAWnvfd1HBz/IaE7ihhuyk+9q/nO+0LWHqdRiZICBC3xrO/gpgLBbJcwpMgFLWSD2TfqPvGiQHF3CgPI4D6yk2duAk3zHavX6kWjvUiNBFKpjXuVMU779Gw+jz3gjk9Zkr5zl7nuHdXe898IEo/y1D4c1q52mNR0GOsxVVRT/KUrkhEkFaH5j+JW7C5A3J9AUXBjdsI2Lj7MtDKY6RIGYWABjOgGyVFjwlLK56cJoqVAIYczr2iKwVuVMcbLo82E8nkscqhLQ1VwwQoO8hRe8T2NdqCiQLcxaM82ZVhRVJkXISFFn0mNVYi06yUoWW6jmS0DglDc2ujUsanwKQj7YAa1gwAVn3sZFglAJNn5nkNpFH0LqCqTKnzLeiPdgJK/qI4hkz7tmCinGMhrMt55DB3jaMxNRYDHpvc70tpUxYbRNKnwDAUpQ1SUMKuqEFBzJQXHYENJfGC+qTFHb+AkL8Wp67RL2Q4ndpdrTMVAl4DCfPPSPacZ8P2rbUGWHSqmWJo9aRHWsd496N3jr/x85KxhxhJ9ICanwfO8USIpLdUGTpCkchAp4NRraTznJNepDs3dFXNCjSXarwyjjBzA51VM5E5uJccSCQyeMnzrpXH6+ig1tvyLjG5e8IbLeUEJNraAKBOlf67QJilY5LsKi1J3W8eyPjYpQvZs4ifzat0xlJmGN2x6tGOblReOEIjVOlFshpDc1j83vVg5W2qHsO9/QczIGl+n1o/7nb/bMBJW+VQMqmRwtPIFaBR+QEewsh7Qf3C+2MO20rlVwKOmRXu94uP0cfdtzHjESLUUwX1zsOIFu3BO7c1wuzTgX+tKqm/QW0wMXahOxdKLgawBLxVqfh1pE0A7wUDFnYG7MuQ68TiA3OydGlylfNmHpvNoB9wPH8XiyadHxo+p2t/U+Nj6rQkkFQaPVmKH4XuMLMb4iRpi28y3ol+7CnUFtAOVqSK41DyLvp/kbnBZUACC+eJsM1RUDv6voGAD6OqHhxfo6ZatqU0cykNp4jsjGqAkgW+oY2SEBszwABbVaBBn8mjlmRURvo87jXmtyofz4CVPk8OybI4Z+lX2cTZBDoZaB2T47V9xZe6ADWm1CIHHBPHYr6Gr0Dt7bvWoodykClJ9gLniMxOXbcG5kUC7cqijr4efWkrjWmp9+IUzGpjUmOjVK7mMaFXcfZLRm629ocNQ6bagEA7vVhJ7DsDPSjFJh5Gir3Ecm2czEq5mSQKnc7BBtLVVYEeKpz37jyQoE6lqWDO13ey6UTOhSUImS3cN/SE0ToXCc7Ui+VxyOMyldrzGkUd3ZFxPQ1qQ1cEcMAnJDc647vTWDSvrsWIgp5Of2b2GUQzqMQco61NuCpCSDYaFOaEwO6dirWOX6CDh+qe7RUh7mZjemvkgNiDyO3u4+3mj9GU3vGvc9FX2EIITDiIEM6Bu+r6kbr7K3uG11JBgu8DTpBVmxVBzuEp21FyZnr4NNBYvrm0BpXSs3ntlFjYjjTAmY2FqzjA1yZRK6SehMzmqB0Q4yIS5QRBB9RZgzZe4tUqZePWdyYsa/enGNSom+Pv8aIc+6eQuoY3E8g5VQrQ4W7NpA6FsTsKqhRW/LuBs+AxcAFd4e2psnb0YxRDnjoWdatswUDePRQIyNk0CyciWm+OGxRk1lzk8M2KLDlFrjxGAMTJAPWsGD25QQ+cVAS9SwEidThiYVED1NlBrMn/WC/IzvVMf7E9qnF7DrTpjsamz3P0PZbnEPM9wBusGuWqCS6DusKoRPZXTWm/Z8CmqruUVXpI/hRm5eUfo57Sc/sTALe7fX+Ax8ZzW6WJ7tpFn/lTWsb2jPZjB4w/XGOCBoTQZNRUdKhrD3w5uAnl9CsHQlw0mGNfvhfGk/yCCWHzHus4uJIgQGDlq4Y+tD9Wkr3siTq8zEcLSfqz2RnODI0oQ2BrbHRwValKGdvPTtR3Bi+0C6i/kDW1RFNQ11GMdUInTrcNK27kRagLcplST+qJ3q1dgCjZWqc4wYkHNzAtdQzSVFF9DEUd9cYffepgdMQAgBk7hZWBLILq1n/0h1iYuhc7L9uFLpTHbChdvmB2MqPyyFuAT9mB9ecIh1w75VUOsJpBMAHNBKYX7LVqpiqUAUKx+wC8+pzBpo0L7vNAHJ9FVrnGsY08aRoWaDNzI6MYMZGlHvj8N7uIjB6w8cji7bMejFFusB763WAioWs1ttQmxUT6drhd/MwVAth3YxxKfW1tAadmrZwnPxNYsXCXRsRjZTDY7POU5rcBlVEHfycEJ8Si/thcb0UgO7NyiAxVV2NnWJiu/n7pqqCmgp1k5YdSNkRUcf2sHL12u2DTfoRxQc6FgXPriDT61zujnDpvYjAoA15W+9hh+dqmZDz62EOqOpgossnctMn2sErLS0WlkCCY5e/KoUj56rn75S2xV6xCr0KUw3SAGIROAfERBsy6dfWZsZZT/BzCfw43X2ad8pmxnzIAEAIlPmwGrOiUW6o2TbucLqH5t8JTe9gMyUSwscBeByEnP40ZsGtrTFLO4hqgK3eN4yPAy/IZ8hfzDoyYLN3Usl498OuCsio/H3Y1QhcEXipRmvNupnkpM3AkDrlMqqLlYIG+EGDU7In0AHOEUzPa3uPtLHDaWilJCTAjaTG0IwcXhmfr8EVBi4PAZ/LoO3zLRTTZHmD0M9rU7nSy/T9AtA5G5NsScDlmHx/SNXfAzr4tSeihbd5HyPlfeot7lOn3UDPQGhYR7RK1u3cZdjszQREWvexN1/PJp2Njo1rBe45lqkJfBarkBIt+lGcgE4oXlecsb25YO8MpuV0D6sxlU9XBGq/AKpSYc8anKaJMsg+88hiuJR3KNJzgDRFSLElW70ikuO95SxopA/bZZX66IT6pCqnCkTGbsrAYQWkaV6AJcIGCc6f69Tz8hqYvNQYbBIwN+YYiFBvjDx7fWqDZLSi1c9D7qajUFlw48VhErSWj6H0+tFxFWYhBVYRKmddeXK9tNJ8RwRiaxy6+Dzt2NLVUooqk6nNkEYnAuCxbe4JQgNKbEZQyecJRG9EsAKL5n7BnbvRjR0xZfYtkMPPqwHhkhNIs9HoSwykRoSVakpYhtZWq/orNhI5aQjAQnolM1UivIPpFtqLfgbuAtM6JsWYT0acjmcSNdxDwyCv0ZlYEk4l6iMNKtuQAQ7qlEzX2Kty8YTSdVyjtBVsOidQEIUOtTts4LQtYMFAt3RCiujtbgNKkWkP8vaD1Z/WODXEysjkdANikKsDyFZFKedoRaLVx4wp26LwuU4qbViKhg4ENkMTGjHfY8z5YmTZADS1TQQBdvihV7NjOHR2GUJ2/fEaxGKxRln7AjHtBh7H+Rsk2peojAOjDzSLUo3MJUClsvFQMGe22oACBuQCd9LDJPy6s/erDHL1vwFcl4A80jiO89tkRkN70iX5JQZ2KQgtsNrWFYuGu6k9vgtqZsv1c4PByUZPe5RGEPEk07pc36WiEsgmtppQGzCqCek7vN5/4NMOLtgAjEdNqD+DbOuNB905PztO5PR6EQxROTKbrRm0cDsRFWvbarFLZ6ytLPAlAGQWw9JMT/eAnjZgYk8YiP4MxGEw9GKr/C1iPs/TKpqiIZKelws0ffo4c7U3CFKW9APdjVZn9NTmY882PnN1EABGjq6oA+hNCfHS/bJHiEpOo1G1GV11Kqrdp4pDz8XUBY+9iFJf2SWgJerFgs03AVBM5OZyMprbjSFr9Ddoi4BF6TcBSKIQpR4V0bhUJu8EvCWfdzXeSHju0mLqecZNsSpKE+7U2Y63ezsFmAY1a+TXlp1Cc23R4ap8HzT3y2BQBusWSwUZ7RJy9kntCfbUcCTtQy9LqY8FYyctDo/f8iGzF21SSeBfYixiU7hbTN901ADvEOAj2xCc14aiakfITi2TkWQ6s7Q/YgTd7o7bfSJtqp/IQrnCqAGJbLnuzRBGqDw3Amgf7yEgWGAH8aCTQDE9R50Jz7oj26N2AErjFRLRF1YBnadxQcOg1U7NwEKdudFKz4mJExAPvY8LwWkRAW5w8gmI16yNsQfNVgTQnnWaK2SL5iRt27FuXGBaiv9hHLiL3VvhOjUZsn2NsXmeL+CwMKzWSXyAwiUhfACjFwQULAxP53vSupBTZuDmPcoxqq5DBOjzBpIQ/Q370WJ5G2bdNa7diLgwULy9XgXvuvTc+aiaOo6fX2XQZZDi9SsGKdbY5NaeHtojEqg9WQfvEX+8uzKHnkeOREAMJ02k+6C+seGeDacimEDyFIfQCjg4YNNOgheCRQBdapcREwO5DYJlIVVnTbDPU031YylQW0jauqmULq5Tpencq8lnHk4aHuoOHS84nvDdXO898GmZlxXNiiEZTq1XNKZVB7x/HEG47IKloY8eEIHjQFzKbPq6Gyl0TeqZC5TpDvbo4VqWIYLKmtuN8mIcJXAAhx2JzM84wGhR9c0+bLKi50/ljLk5qGPoBoyMOgqoUCM3PccH7OHjiJ4fo54kHSMOvJLN81i2fZw6lPZJgcuNjbyuEQaS1gyBMTqRC4BbpwONzppnlKaWxq8IFjPU4VrP6IquDGlIrBF5Os2iYVkgMNso5FpMgWqcyhV7TaPOajDCCYJdGCFwTfWJ1ix0T6j3qYxqPLutCpg64VUy9oxHN/v4iAVrp2LAddtBfQokYG4/u8DZlNeCwK0EFhkRFlrOdIVqnuRkWnPIdbEpUFZrADrmRCnVZu9J8MK0ErG3xOQX1/nVEPv42CvBVgBFdDJp0We1jdkP9yvq2ZENpmXkeOOaJpXQvqxJdSqQyJEZAJOu5Lx3sGnBpEKaoGovgKZ/YYw0FqVjsaYzcMqIN7YM+NJ3ctW2gIqPt4lHlG2wxwMsrdmw0w7dl9jbt7rLqzFm8VBcaB358Mxx+tqDGIYMs474OT6Zbiuto73VnKMlgL2DgUbfSqFNNOaKw8fZakFWcckZu0u7tWjmWdAnDUUbrD44TZYtnc6SMZ6qH5zjMFLr2VRjx8I9ZwkClAoQhO7w+7mHUuuoJVFoj6uAqHuI2SU4oHUFYm+li4xPA3N/NDeyve09ielkgqCOcpa8tXkRY5+cKpLFmXsxg0jQ74NApQNsVhby8zEgVQoFTK8rQHol2jVq+NSjq+8D7oQuw2yO91XpHtqbtWVvFTCoOWarWWZ7H0jg7OaX7JdJ0Bm5JGxO+cvWmD/p1K/99f4Dn+5Jubi4j+i5Z/4sXPbSAg4osiNs0yQM/XQQ4FkDR47sja0uo06LKWVrA2ai5ji9UBWZDSeMcsTguNyZQlkX0y40VLBCEgRMqxlwTTSiBVs+NVgP6VPInZeNZG62AkfpDwqlN3SgaJK9QJEdopAaqDvQyx2Pydi4S2rfLh1tVqBpTmrRODCLVrDQlsACrEgbUWXosD7qdiLX0Q8IbFV7bkvpuE2Hq03oXicUwzBCoV1spSg0US0RqQBhOuoMGbvaOk1+zXpZsMEy6ArpiyBwmwIvGIFpIsfgmHFRvEb2A9CY16QTgEYlmacl7VNJF3Ul7+0cLKrhDMjAE3iM1la/v5UGWl9xCrOVBpl0lhb0mzFBqmHZ4jEjc15VK3dXjUh2bG2ALRPEqjCVGKN/CwkgWfHDEWXKEIwYQTA4DUFTSbxiCXR2n+SMneZbokooHaL9HOaLBBakb5mT2B3ZNiXsUTy3CpXIDYFqGoFUb5geatcOqwV4lbboZFNJsSau/koHWhIcT4dgT55zeV5h8q38gZiLfugXAzPXaAVkD4Dj17Y+L+Ug+7TmJgApUAPiz/F6VCDHdOIatzdgxnZNc7L8KFrrmUrtjMBZm16MIVdJjwRhGjHWM4UpcA2CSCIHrUsFAey3Y9k1nbDXEvecuPZqRDpI0r3YhuZ5duhIFVfMErPLcGq8vObs/K21MR4yQGsQeGzpLFPBaukoG42UCGfaCuySTXPDDg8sWdIcvyKJcBhg89MEdZUK1KjI7sZqVN2sJHSAM2Cb35MRuHtzvGbfCADr+UgKUe5wqgu5/quKerkCqymRCrQs4wgyZtaAvaPr/Qc+ODnZTNOZjI6sUq/ucQDOyd5FbYo/w+8bBzxthfkKszXscoqDvk0tQX4AYIpGi8sBqUmaue/J4w/+wRFFQ5uTS2/4hNDvJkppRao4pa/OUYdZL6ef9DrIASklNgYqGIKrCINGJUCRjjs8B9kBFLCD6ZPdLT2PU3CNbqUwnEbZoU1LR2VB+bS4H70Q7zcWc8s05txYYY1QA3imtRDzMwADvjZEN6tpIbUFPmwvx4AILcJnUHNMOIdRANRA0IcMusHalNpOygMANjVVmV42cETeYzxDOqWaVNmatScNkkqFLzM8raSP5y9bVXcXjavGc75Jjr3sHGSxSHlT4xRao5VN0Se45klLqxdCE6BNhV4Q+nUXSs6C4HmP8yMI4DouaN41ZmWnVwnH5gasEHjc2gOhXjJOLRDoH2BJIXXNfBJgDE/K6kKxYr3kWFLrmM0EYO6OTYsUUaeTh2f7HyZUQDoYTV+PDX0Es1OUrn0Us5dpY+wUAeuSohnk9IzzsWEGEmwTUeNwR/1i4GU70ZyDG+AZbS/cV6Ndc9T9FuO80LhnfXkNRfr7S2Ashi0sAXt0IJZAONwnLMDuBCFGiPcd1T4RCOhC+TUwbw+1gQBXT4YUsXLwDxvJQMhSghobiKD96HZqBbLRTA1P7yWPgVJm1RIchwxggnZx7LPWeszQeYMjcmEz/z+BYEmnSFtupkqtSXKNrWvEKWKpYjFDt9JHcUBNHj9mMXYk540MGIFz2mPIR9yMliU3aLTO97I+x4CmBNOrz3hXq1RdoDs62Vl8GC/I/p21FEtH5mRiQ4A/2FLhLLtAn0F8J9d7D3zQkIhXuhK4gkZ42Y4crizpIdkK1GB408Fgw8ACirxMMTfRPhfFLNuDXGx4SvyQnLs7nh5xaz9AlSNUOQmlnywi5O3XOKESExP6c6q+4jhPMp+KKK3JkVNKWxDjBtHWfTMNJSkPn00GJEupogxgsZSdwxOkMKcclqBhaePwLDCmPFKt/FHH4XOPNaz/0R5hem0lQqkxYTJG/I7YItGh3iB6jmbANIDTRy04XRANrGBag11363SGzjWpp27TyxLodQkYQek2O8cDnr3WdrgKDniT6t8iI7H7RrS/3y6f874buBBonQ/GgwKVqrHxKZ6bxcaQ6pc0CzwPAHI6D1oHw0Iy6rIgn18tXQwIVEMgxuuAVWsL8mVK5y64+2s8zkraOKkQAq9C1gKW1kiwGGAJ9pQdY5sx43OwfJwnkdPRUz/DzxSo6pIoWxPgDs0tTUEVOgubKPbQ/H3WS7Uac+IItLfE3rsaKB0jERucnZw9a2DjVETC2pVC9WK1l0Wlx0fAKa9SCt3pOc+RG6D6fg6APuDQvZkO6OVrrVWcAEoMSem9PPepZKPYOTq0Vtt5ZgUZBmhTsRYCx6AQPN2iQCAFwcZ/UU7fsX8TF6nvj4xYZrJhjPaajNywcwGBv/HnBi4qqm+DCALGSXfGItjfN5A5EgLqw6Rr6xj/YDsyghc8GFT4Z+NAaKPDM3PSrN0Uz2PAOMTQ9wmYnp8np+9PYvq8hxG2VIiVo4VTBSxbaNzWtoMP6KHWD+z51WxEmw/AKPRh0Ixha8VE63wvpyDdWDbDaU/wmR4AHLq/7ScycAJQkL9IpXu1DurEF+/keu+BT8vwAFyYbwEe/d5/O2wO+29g3idAFA9UDZOHB2F70cfj33H2rTpwABDYcdS2HtjoGZVXQx1544G5+Mq0oenD9JiOfQYcaefoKEAApALInCfggAgoObXD7s9yjHlST6Eupbu2ervE5Iy1/RCimMrRAOwpgXZzvYB0HjEaEgtTqQco5Z8ByJhSE4DRC1U1cqWObqAOYLfyxyxHUDNUjWHpaAOQwl1oNV6kmbx1PyFql2OBiUhQ0i9ojgwgHUGGDYAAQ+hBdxXeBE96ZK8fUeBwiwGtz/SMcDLYHVXOMpSLD0zHZpTYBIkHKTglZ+GjGwpkHwjMD0Dr1vgFRh9j+ttCxJQRvKtxDSAS0EIo0pSxg1NUSsx0snpjsb2A1yDkwFWUp6qjmvXKqiOniVWWDqB8gCqMzQUcBNpCIBAVAud8T9phCPQ0ehpI0s/EBDUWXdMAC3hHn5RqqC+M9W842qpQAMIpj0lvOc3jIAIzCpxbHwvSfRjHGKdyWOF5cLgihs7IKYLRs9n2VB/gp3u6QinraNxVc9I2uhFiT8moybHJNOxixU7EQu0C0tH/o3/Q4r27Uie1DhwIGJy1U8yl9DH0nGKLrE/yGnwMH6wTgtYwFOgwMCRIcfDJ5XDaI4TmEVjTnT0TTKWHVV2A/f+sVQUHQpjaF54L35whjfryPLSkfA9hPybt5FRRc+wG2NOGnnBbgMngFQHosM+YtKTut4zfxLhFMdifNac0Nph+90PQLDd8HhdQrAC2vwyJl3fhjfZ7sUro4Tb57DSRWrMK/lk0Kj/1CAx8CDeDtk3bZ2F4vaa6/qeuVK7RwGWbttfvp0QdoBDVrqze1vswLX/K9RDW60BGL217+J728u4xrk962h0rqxvGH3NP3sxj3mkke5yTDT8XGa85oYsAhzfGO9Bp5hBUS99PiWJORtqBYJl7YO4VwOh9ukw3Y/QmdTt6O2qJqsKbTBq41XKyJ80QYLTP/jUxG3ACHjQjvlS1CRgtbnlKNxVkRCLmKI52gwCIgAwCQzQMduoaiebc+RBIUSSaA7mTIvB087Nh3AA4VHdaxBHcakZEJedV+2YPH41Rcrr03lvzdwGReGnqI4h7NPcyKltT3c+5xWFuaKNOuoOvUvO1UOlsJ5CqngkBF0eQ+pzdhTfZY2zdIsFMz4Y1IZADKzQWfHQH05OLc9MEQBB9zgeiYU2J4rlv+uidXOVRTVYoHo6KYewAMDKadEzcV55YNoacrt7hdM8pUjBwCTXHK9H+s5/kYKwFYoR7I/EIRyc9ueVQ3kwRA6B7Rw6b2HJI07E6e/RYZoAaTDm2fJ/PWjuQDzyGx2FU2IHAG+g0yzuwgXtUmiQeEJuY86MAVF6o2kw312Yn7lSfKKU4Q6xGVU6PsjmMs24BYI6sG6fydlt7ssDT8BziYRjU6asTTI+dsnaBIDXC64b7+GmqHyADDrhCxopMb7jVR6uWyAJ/9PTxqWHFcYIW9Gh64K+KR/oszAJ5tMUcGYx5fqrVO01apOfegrl2vVHG1scAWQTPsZNdTldW+n6ph2PfoJNC7FnjcJExn3oE0jpeBpQZEHqTN0wwg7AVvKa+08+eIT0oGPRVesjtBMXqNNTbbFokcg8DOrQXxmUo9RF/ambfxfXeAx+f5g1Tv6CBs7jTkcUYDbEWejf0El1meXroVG6eo663cZrUcR+YNUDqLSrbQmX9bv6XFHc9vn+Af5hhkNHASd+gW8HGYYnQNfdl8JR9mKSW809Tojc7NbfZJiXIS0YP0dO5FwDBTTFf7v4k7BNipkfGZ1tPgjFsaG48DP7pOfOnwN4cb9QzaOj9XBINs+x+B7jpZCzQNlYl58izr6IwfT02VB7vMRfYYIhqg3HSh6FT3pnpVqrRtMkC2o27Hnl/nxfUlfAp6I6OCCxlxGw8JIj3z1pgDnIaE4U+5GWNVKUX5oiJpTViRsWOzk5xUhtzVt15XaNY1h2t3kmmvd3zhs9H8M9Uho8MsE4iO7D3YSoohObrS+OXOsn9BoC+J+Xsfi40xFrnUchlZyPBudJ5do0LEtiLxalgSwGoisXdg3vW8B6gsWtTKK/I5YbEpaNTA6oSSJ7Bxoei0yQ3tbHyUkUiF1E1cIF9fa7EOFeKs/OsEWxkr3FgmtTR07S+36RUiA1CuLiix6Y4Z90CCqV9P0SCzFsCeFHDjlBAYMF7yK5tz5S+u8TitJwm84hyiHH6LgWgTndsgLoFRkNryKkd6vYuWPQ++AVKAVlfaGF1OHUJ9U/DMMzPzvjHlqsgQcB6gKFYUR8H0mCwMGXkZhXV7Z1PpdcJwLSANQ/xVYrINt5Gtw8ACBpozqW0eQZMTE0xfbsEOE4q8Dh/2/nRVXUg4kL3ywC08A1ET2PJGPvtzIAY3gRML8fNiQ/PU2mQeyPeKulXF7nkvPobKHhuNTBsuMQACKaxy2z0sQXMFGjNJTT+54y106P+3VzvPfBJJkgnvrP4kVFpD02NFosBHUCHY0CNOFwW7T9PfGbU34ZK/N4xZjFRhG1byKE9ozmDEDz+HGYjAm7bb8bCpZjQRueifuahgRGfCFREnhOQ3eAPcgqP5So6E6oUkjPtRmcjiuCxl4t4G3MyuOzvvUFnZVQTZ/NaIB3J509tfDsmbnAIqORBfilDvSVEbUhvwXOxaEXIAnTpNR4Ig6KI0xbeczOARM/4EExO1CZGjUxMCu84HUATsAu4BIq2mYtNWPvSNU0crRPpkr5ial45lpYU+LwoBGMwg+MB0N2cYEfGbTN9dDQLbOWgPpWIDNxg5J6IOXtt44CupZgPCd53xHQCh9eHFtUc4hkx7rxRPPBTESkj0JYDDTAdwo97AVMhKzaqt9INTZZIO4xplcAwLwFVe8WcDF9KDxiblar5qN/iHskgsGqclNfujQrev0EXQYNARZ6dEbh0tlZi98aiakUlwk7JBHxgsKEACwUafYUTwQ9GNcYRn31SSNUI+sBO26g2HEoHVSBzJHTTQjeDdcSk3VHYwS7k1HzwGJKGIvl9cx2VU24QC+xg5RyTYW2GNRlbJf4+6NRFHNUE//thJ6MDwumT9g89MxkJVYHl+b4BHeHUHdtyTHgq5pX+WXovlNL5GMDzMAYc4wzczVU2Z3B1zs2NjQ1C1XNOV8xcC4MM+BjwjhCDxJ9bs2YbQ+yuT2nuf4Ww8HXEyjX274ChVKFFislTaa/6nF1KeZspkuljBVkY9Mk/ZQ8JFaGyc4M9qGozMDbG9ikAVffyB6YFQsa7fdi1JAqwr/O45FkDZKeA7lSxQeBdXvl//ZKv7vrxH/9xfPd3fze+6Zu+CR/96Efxx//4H8fP/dzPvfWa//E//gc+9alP4Vu/9VvxW37Lb8EP/uAP4gtf+MJbr/n5n/95/MAP/AB+02/6TfjoRz+Kv/SX/hLu+8ZXe63RG8Zj3Ztyw2yGlhL9aAjUKr9tvMEJhQ+7e+AJnP48V0jmGHSMk793RDCskMy6bKuRNg1OH6HzA/UfROP8uVC6DAeZKEdvLcPRYzSpTfR7tWkbLHEvliyyeoHGhNrHYLPYrVOuO7E3N2ttfk9T88h00C2moIq6m2rk3WRCOgSaglUdJYZkM8fLCIBjte+a5noMEpjUqd7snFJkG6z/qd3ou9mrSVZ3WAStA+ap+QzRiWyWVd5FgMPxUG+VTrC/UU0UHChEbWSVIj0d9+i0geF1HIPNzBiFovu+qYfom9GT8ti7G7cmgy3ht5wZvxfNst7dpXQZUxbVp5ya92FnlKqOoUGsLtycGty1FUUTQOwulqeCRuxGz59kZqxV4b/vYCdlr/zUwLIa7whvQ3waA41iBRGc40/4yIgOfl/pdTvIOFUWgE19EKx8oZNBUisRGofh4ZoObYecXivRZ1CgoIfRduKlA7ei353ABxH4IICXINPo6ktXHakWkEFTQOxiyG5ADje0JPhccwJ82PnLvgzoER8yTk5BVZBJdsPPlGN/MisRBmXA06qYBQuYySsYFHVwrfGdjs21bmbdGtQGdodSIUfkPvqp5lqoaHVwSVaANQf1zYRFUn8J9FjwXMH/2FcpHJ3qGcgqOvCcM8daezUIMBGtdImCt5CtaK9bOKLUegBtE04anduHTM+uZwtZmVvRYcSgA2eR6s8Vj/tGmImUPXdjwS703lhNUfEcamw9Il+FCT8d1MZSkJpiOb0QOF+Ml/wdBr1iTLHkD7w2Gm8Wm36O74D8mtbWMMTgnN5gYYXwptaIq0Y1tPof7/1K9WnT4HjfsiIzBwzzeBWliqEAIgSM4msOTd66vuaf/tM//dP41Kc+hX/37/4dfuqnfgovLy/4/u//fvzKr/zKvOYv/sW/iH/+z/85/sk/+Sf46Z/+afziL/4i/sSf+BPz+703fuAHfgAffPAB/u2//bf4R//oH+Ef/sN/iB/90R/96m+ouWgnZ6jo2MI907yMWtPhhd6rBTdiu6fmAjIeMU7BEcD8cqKQmPeE72m+RsZbBvx5Mu5TZzPKfxgwmfmp2S6OZliNwX+dviUHIKGaz12kVeeWKvg7OZArgWx2Ca1dAkLFRok3WaBQukoNfwYsrQ7Id6GqsF8auKHKYAKeUI/53o26GW3y58BSdU+UAakiuyZg8mYpaUV8lkwu7lwf+CeFOHpj8tPVfO6qfRg2qoBHjJ0NXH2aS3KO5IwQ6gAuY2ug2AaeJcDWj862qoby3BvUFMEhNoFQ7cMYVVu3pcMA5bwgA1xOhcZRTPB+rB0pIAp3MBf/glKTMPYOqXZKo/V9NHK3aOyNUz3mrt4vSOwkg1B+H24gWaFD0MH9sCOwIyS43HJCC4MPohFxI1Nj24mNlBumxquCQPDGxg6CtJd+oSNdPczYRqNWzWdXNO5I7E4eDmuMYnA1oo0egGixugEChbKcczfLXA9d0vTkUpTbYxu4blYEReax37IDfO5Sabc2TQoMdoz2LNCnAhTHJh0Hq019XA4t0onwGPAYLPVJi/t9Ee72rM8IoGNNGri1Do7+EQJxAetV5L4A2cF6sCtT6qy/O+XJsn+tA63Baj9K6/y0I0doBJymJEaqYVrNiJdsKZxa7ZiAZqqn2vsnxtTHhoUop7nnDHUQ2Cf3sZsL8ny/PWyNU8Ddx85w8O+x2adw4wTY9jUnEGdQRm1hAWXBsGwZDRm/yBIOVjtgmohydFBK6BtEN4C71WkdOvy4AR/VQg1PmtsW09vTTHR3S+/Jedh6hgn4HqxjeWyjYL2yWUGA/cIsbaho7BSTngwEzIa9qyv6LUrha3/98i//Mj760Y/ip3/6p/FH/sgfwRe/+EX89t/+2/ETP/ET+JN/8k8CAH72Z38Wv+f3/B587nOfw/d+7/fiX/yLf4E/9sf+GH7xF38RH/vYxwAAf//v/3385b/8l/HLv/zL+NCHPvR/+b1f+tKX8M3f/M34377jWwaSR03rNUUApurhTMPklFPgwhPY8M8BOJ59oBxGQHhEW6abbbDqEbHobfo3iVm+3k3HEmYQQwZD23HEzAI+HdPZOGVslj6jZIDdjAr50AI5wpINTNGQfA27Mpvudbjt1L6rHyKDzHAeqpv9UJL/zhPtcmcHq6Qica0+wC6BisAVPdoK29Ujfoq5T6Y7FlZCDpIpmyAeYrwTTIOQtRDRHFDjw5x5GXFtBCAQGXlhBdk7p0UH6oZE22il2kJOSsZ0qPFTpqxeqXjK6i+dcAwoxtNBmKG5ZxBnByNNkTLTNi+ABK7FSOocjuu7deXfORDF/0b7nNoDyN0nJ4ARwFuTQD0DB7iaZf5RqbL/rUaLifaBusHDOwuJS0+fvQgcW9qgKhlvC9Z7UgPEd8z7w+nqJsCwPmJFI3ExusetJ+A9Rja6Uo5ErM1SdVEQ4K68OLaKQoFArwWf5RW01mwyJ3BzZSJW4s11AbHw4WthrUBcC9e68KHrQl5AZOJaF67FA3RXLu6LRYO/FtmRlZfSZW/gAolLIMrzMsLvUKBgYPRgctn0RixixQD4e7PRZtXGvRsve6Nq46WAvdms7mUDdTf2JtNYxdYKXYXejZdd2LXpALumU3SDP0MDy4epislgGl/2rw87cWUgyw084oh7NzUuS7/paqwm44oKYsNupo47gd5ixVNVRLSTEYUsMSPSCK3FPE8XG88iTrqG+4drgv8ugagTyGaywrfUqDV8AG/ZwmL6XkHMxQlCZb8PtIEbZfog5UZjLVXLraVf2ykFtlKvi7S6uhynQJBB3/E4LdtjEERfkWDHagLbVvAXeXpjddM+FgJXbB7lBPNQAuFyXncXbqVCU+zmFvlcaVa4rVpSMOIh6HMobbAhb8dNGyct0MvLjf/3/+tn8MUvfhEf+chH8LW+3i2fBOCLX/wiAOBbvuVbAAA/8zM/g5eXF3zf933fvOZ3/+7fjW//9m/H5z73OQDA5z73Ofy+3/f7BvQAwCc/+Ul86Utfwn/+z//5q/r+u88SdC6WPtiLW31TKaZhft5AR442ulVdFwf5Gu2GUlpa2PbVriZjqgNajKL0AlPN4SsgbYVEsy3DLx8AfQwjXYjKtQ5CQI2rOrHr6H0WMGmhLBtRaCNrYzxSAu7w2iUbM2wLWZjcmAaNKIh9wdznCKZ3Me3VAHZPYz+ntmo35S8NWPsDayE2aLzvRr8AsYNNDjfBxmrOyd5MQaSMBBmsnrHkeWNMg/mz2UtE3aJRYooeGgRFsdWFu1rMyNZ/LR1EkQnDFm1c0xWX251RjO/N1UqOUqM3qm4auhJbhOa/Sb0BBbwU8MHeKi3lM5Kx2jhg25yNDLEMdPlzi6Luu0qRoQyiPnNXCWzEsH+BxO6YerNdOodKaTZXglNk2pPS5Z5JxDI45cKo1p4BHSsgsLdIaW8Zxw0evrofqWE6EusGHCAz2iXxyFQJQtxnAlgCUNnYsVGiA3dssVEFb5dqBjE7AjttjB2N48FYQPfI6PRusUpJ5qLxMC5IpWl0kGsQhGaWIuizf9sP1YzRUym1UvonIo+dkFbJwBRzm9o/xZRrABPsOJ3utGiLIbAbbjnIaQfw+PzWvD2rV30iWShY2B1ypHIlYjAj6dDc0JBOLaTtypPVkb1gpRvXotnIZ6Va98bujd0x80fzxTEpPVeXxlTPyr827VG4sEVWusGxVtTY+Ip19xg/FIaxqX0rUF7IxSYlrd9PzyAzyQNHAtYPGa8wXcWZ2K62KTHGAVVecV0t617WmmNuvCFK9jsNhPs8xTS4VC8075/0mo5GJf+zz0PwXMvu5Flek04XgNT6YDEAmzNOp+hk0OeGs2WQD6VrFUAz4PDePQLqiJqinnd5vVNxc1XhL/yFv4A//If/MH7v7/29AIDPf/7z+NCHPoTf+lt/61uv/djHPobPf/7z85on6PHv/btf6/ryl7+ML3/5y/PvL33pSwCg80G4i5+RlFNdNMzaIAA3rfUe0eMULNzzFY0pBfUP3urQoIjCUT//bT4IZGoacJWK8+tuLgeBG2XOJwJ5VgMY0yM41iyhVd8JAxDdJxqWI3jXcXNtLvYbNGTR3qzjxeEo4mU33jjzB/ZnCJ+i3mAeXPR9R7DKZatKq4C+abDYEJGfv6tJha5mVdJWpFgNn5tT3TzgN1LPKYp9Aeiks3gwYWrJw6Z/zWjsblK57lhNAk7v0fgPO6X10aL02Xys5+fZhx0rtUco8KDQS3O/m9Hlyy5FkRbNA67qIsNyymstMe7C6F7CaZYGllJYNHYxkbHHJR8CZHGVmM46Az4YrV6pcYArDM992dDxdPkN+/TSWnDgZm1Qai0DgQ1S8UtznmEwwT5PLLNe2CgKrxEELVbEtrRrqfuKgJtx8hiUiZv1uVvPoMaCeIE7gzeAjGuShAAe50SJtVty8gBefH8S6l94pGxQcF8ZdIguO/svJNYrqGonk52b9V0+XZ59Vd4MkHP5fkCOzSCmDWgEFoyrws6R836icOv9pIcZIC6H2tzvVygYbDAYUIMOcmYN9pmhwotpK22JJm+53BrgITS2A1u+i3GOZy9lq5pIiLN1g9Porq0L447rlnAWhWupKaH0h+gWGWKWR4bN9i1DfbiUsgqxSN2IuE4QBpu4zQBBVlbty+QQaJPzccp0mCVqvUjC5DnbysuzvBlZpeWdGbZrU9xy7oS9eXL2asg+seqq5558J6wpPHNhxtroKqLmdZ4XL9oOBnadvEdXMZox4ne59w//2W0GlfvINs371K1eGODLprUAD3oabXcpW6DRcifrtwKYd3i9U+DzqU99Cv/pP/0n/Jt/82/e5dcAoKj6x37sx371L7p1/pCQjdaOexQ4KjCoKTgF4GgImqlJWtHpBw02DBRsXzpmbfYDO4RACYmlHtX6AAw5nVaDqzlNWJvWKTZJRO2fKVRsMxgELJdo++ME5SyB6Rmkjx7jSt98cvUejFbKaGnRFtwQMaYZYisZ78+uTYHbEqpvOZBoMFWgiCSdemvgFhBaCFaOZev0eVLbvQnSYkFiWZACH7B5xtgnm0Og1yWoG6ljS3oa93XS6K4GfORAhCJ2UfRXat7olWFtEceOR9dXurGidR/URQGYPhiAGh/IOTXc98QLM+RMl/QKYQIBXc30mI0tBNwUkTfOeTl71oKi48ZA4V2Fi9aU92Fg1zx/LTJ0hIS0QojpWxwRuO96tPnnMhHJQq1RLnSxIwvP+HnE0PTcAJh27vLzEp6t0NoqNkycMtx53hQwIgqwZirQluFpv8iZBOy+J61KkJcC1BzKFUDERraElgV0Nu7aPKOMNw6nHblFCoeRTTkZaJ2ptjOSVZEGTghpeeiEuO2dSLUtiWNfxAS6FHry8QE6pLbDw3zGCFm756coi87JcNHxaDc3dCjpxrTYaI3n2CoxN60u0mFtIIMcF3aEx7zPHjBbJp5Ix5aIOdS4lWy0m5XyXD95vnAvG8huHEBDNruNzHg/cX7f0milS0BLafCxof67aQjaPu+r01Nqm2dn6s1Xl2NIfzvmYGKcjsnqWc3fCTuXNsSYY62nElvWQfBmC+dWFxBLC3VLR7ukvgcAsoCiRwpBkAOtp0AujgNjS6aj775xZaL22XfUIslewfaN7B1Xj0X/8p1aI2jgnACf098nxIiReU5UbCC3QBKf9Eaw4WF89YVMX831znDVpz/9afzkT/4k/vW//tf4tm/7tvn5xz/+cXzwwQf4b//tv731+i984Qv4+Mc/Pq/5yiov/9uv+crrR37kR/DFL35x/vuFX/gFABzsZ3pHe5MLBg+K/ijtjowGOFFZHIDjQkozRsOvtMtVeaUilnHO7agZk2ronvBLRqu8bSdy43c6pWIARsCwIk4pqStl/GVDUet+QOPBU5plnOtQ4CiegdUCNanPoZBXJe03EHdIEBhz4KiFbbVpDJIyfkxpRTECqt24tzZvYYTNFhffN51tVCNZ6oO9Y+6hto0zvz8rsJl3oE6mA9hb1VgGjYHLzfVUcZZyYGmBn4BhNOCDYqk/oYF3hEzRcs33hyxXMG8yiDfbp7eL0dE6yQZWSZhZansghtFzfdeNaFaARN3AJpMUUAVYsWnjtvB1ItpiOgm8b0aPpJILNWLEltjffYLRBGe7GLnfcWPHRsdG9Y1bEX25rDUCSFL80uNKjGoUXNQAoHDHpoELPhxBDrv+GhiQ0sccvlsZ7A1kMNAAkocjWubN3jrSQLR1Ano+sK/IjcAdgRcIUyKOINbbvck6brOU+nlKe7DT0a7dNaSTIAO5kuuEMhC+kpoGJzm9/JOdpx8WIh+2CGDEzEdQIkrHCTAxY8Px1maGUK1RCgJ7wISGXCnaAsqdmakVmd4wAwxV8CDNjMWvvNuSiJ7pJHQi2z2KND525MOa6r3BtDs7A3BN8lBkWUqtS21jaugEaBcOs+7gJpQiazBVStMh7V1vdN28f31+adJCeryTtgVsTVl9F5jQr6FKRIDH1SwyTki4fxTnjHfi9K+D5BYoPIUwmqty1zZXzXEIDptzSeTemiOxSaEUVy5ELlQ3bpw1Fg7wSv5uxowgm2soB4yacQ4BomHT8uhDHTQEoM7vW/fE50nZglkj3jx6YqfRQoGDKzkrgDs3KoHAG6xMxAXkIrO/45AM7+r6mgOf7sanP/1p/NN/+k/xr/7Vv8Lv+l2/663ff9d3fRfevHmDz372s/Ozn/u5n8PP//zP4xOf+AQA4BOf+AT+43/8j/ilX/qlec1P/dRP4SMf+Qi+8zu/89f83g9/+MP4yEc+8tZ/wAEadlCDM6A01QPIYDabAIujU5sqRWqO1nxZi+YFD+WgoUUXAk+mNQusIAtIXxI0mi5ZzT45dMVRRzujDTY4W193ngvzHs8HjZjBCUHN6jM406W0IcGk2IJmqmihkQUW7uxWCTgdJR15Y3UxGlLUXC4Z3UDsVITfqqQSE+KqsmrkZh6+AdRLATd7AVXx9G3onEh0EPyoSmuqtqpBnY8AzWOGuppVaGUQFBozbfagpoVl4KlI6AyoW/Dz5lLsHkXaBKh8pmgQdIGl5reeZ9rdo8bgku7nERn3ZrS9a8uZq3y9CBD2Lty19V9NBdldrbJQ6o9uaZF6P3Qn7rnkapciu7KLc3R34QWscorYaB2JsV1NJydxV+NFTn2qdMAOzBts+ncXI+OCyuIRByigyQqOIyhU3PhA2g0jnCeDpyJDUBamNGEysYJwNRqrtMycuqKs4PJ/OuQSyKqgMHQHmNCJRmeiesnx9LBQTM00XtQjxXsyuSGlQE9ELkQmMi9cOqk8Bps3WmJPsigFe4qSsNrIJUAdkA9xtUOxFZgiBZQa1PXYkQhMTyM7Kzu5Y0X0/qkWTKVKCD4TqjxKam7G9s19bAROJeSkTmxDFOMApZTsI+Cb3chmnmRNCQIy3wyYMAHGjs8h26q0nlYOT6ZwEPrc5wC5xqVOwQ8wKjtjkGKw2daOSezb/QDFiAHGLeaSpiiGuSu9mCXfY4BhHFMKMu7WER+4NCYldoRjWGJWzO5wrcfJubWCK1V0uZM27Q+k7SIjWlAgoFmmxEGdyMyIqaDA40G2iVWQTleVwRyU0YAYP6n/NqCMmha797tL9cetajBaX5+NK8XYtUBuk3lzEPJu2xe+g1TXpz71KfzET/wE/tk/+2f4pm/6ptHkfPM3fzN+42/8jfjmb/5m/Lk/9+fwmc98Bt/yLd+Cj3zkI/jhH/5hfOITn8D3fu/3AgC+//u/H9/5nd+JP/2n/zT+xt/4G/j85z+Pv/pX/yo+9alP4cMf/vBXdT+kDt2o3pHEA5XPxgn/PzdUKBLSupv8rYEJBCJsUrR4aDtD9CNwwpQ+EVpzMfLsqy1ETsPICEdGGk5psfcGm8S1M2zz3UumrvU7/XIAl60TN7VodBxsnkXjWPPGBrQwTX9NpZWMr6vAavvEX8yhpVEyoD4IyIcQSu8xqTJ9qzsgL+lsGtT7BAJ786yZSEzb824Ai989DbK60eVjBo72BtLpmJJtCyrTBimQ8eydDa2TE5lB9zXplMe4859eOIxGKxovMoJswujUVivdKN6jVenVzV5JwLT9n1ymJnttpmaHkg8AyUZ64XRW+S0uUyfA4cfZwHAh3AGYf9hgk8KQM2kUeicXqD67UFjnIDEk9oAKd/zOjLfWkPVF7jKOagksNZ/divpohHvWq5yTHExpcKj9bDkl6SRkUcexNhC1Z5icdikcRq+jzpldjsrj2IgMOzaMTo+piKR+RBqNHWzUeKXXBZ95pXkepq5ZUpxYvbDsvEBHspzSEZie9ESAgUQeNnCAiPRiYXvWbDIHMUoOvETKzuvKtsNr0zYBKXAcCDVDdEuBLb2Xq8oae9LFx+nq3mQ3ywUPwXSW94yPOuFI8sU8ysLADxj9T5VSzYuO3EGp2EE27lP/oS0A6YNqByCcTtFeKynQYCakip/FJ6DzbTGTrCLsA8LaTT69DskqlSyCg8bRWXl+lE4/ncaP30m9tyMOW77A+/axI5qzFnPLDSBAmgCwRpeXavx475ou9T53sB59xwiIWnEjg5dUSj1QOME914UzioGY88Bacxw5q2HAcEdK78k1aO8YfapJI0KFDIokuqd56rvmfL7mwOfv/b2/BwD4o3/0j77183/wD/4B/syf+TMAgL/5N/8mMhM/+IM/iC9/+cv45Cc/ib/7d//uvHathZ/8yZ/En//zfx6f+MQn8Jt/82/GD/3QD+Gv//W//lXfjzSIRNMWW8p4Rp80DZkCRSLAY9gdZREdW7B2gMdJozVwysUFOBL8bhoHgS99gIGUQLC++ywQSykSAkPGEY/7k5shS2XndoIEvsasT4wf5WW5gO73rU6ihRE21t3Iywk4MUdy6GxGBcQYRtHaem40HXaorPRu7wR+2jIwo+9hz6AI9vsBI4NytFMt50BrSyNLwIQNdvwsDljYY3FyeJ/jPIFW9csoW8H8dMd+K5LsIKuQznW3swxip2ABesh5sfSVh7g2X9d7Aje2LtoPR3bo58yT8x/hY2P+ZB6f0eeVMpQDaBy5YZrPOhU0xn2oaKU6OyxMY5Sn9ZsN9sypGj0K14XAmzxm6GBadyNGBNyEE2C66ZLxXda+NefVlSc2chM06jnpKzl+LBXe00uHht9OhuCllB4YMB9kwhJuI2DGRKCgCNR8inhjqxHekgBT2pMCMq/ZKAmoyozrzyxMLomfE9J2OA3ChqZXe80mnjsd2Bw/VZMC0hw1HqkvsZF6Oje+1K8wfWycRolG14u0ZSVQ3d7oMFEavSfg4sATqOx6gc9r8tps2ZeMN2QrYkubww01wBJ90oq6F8IKKrTV1nLWOeU3Ncas5k83f1Xzc6gtxa0x1P7bxaNiSkcrmIvkkCytRM3dpOC056THO7ootQwwQIJraG2jQ3d/4hK/VRlPWbWtkZBwXEeilNO9ZWChHkoqcNEQz2tGwD4zH3CFqEGKGdzRfKHBo4bMzFqdSDa+4H5CrZiWc7RkJzMIvhSPT9HCCqfHCTLZnJEmpZQeM3N0y5ZYnpA+AT65X1cEbu2PFWqc2o0rF99tW/AOr3fex+fX63Ifn+/4nf8PRqLBiRiQ0mpSB6Vl2o4aI7Sak4qNrqUhcNQptQkN2Ih3/OfZgAY+nTI6mwvvEmULiBQJ6hUiuPEa/PfSSew3uGjCWpIH+qF4rp84jb+KA6AAOX4YudsombnXwYPWSggpLTfeSott22aNkfOKScGFfOmVwC2Lc63zJW7nz5MYCpeNjTbjh5JVIztSVC8fZy0KIxHwOZt8jxxGJMZjtHUHQojOd6cOxOs8VWyuC7YBjCWWQBHLjZ4yVoQjzQNAci1F30uOm1HhPdGmKHZFgToCSCaRpsxglLikcY6AODR1hk8Zh0AOQeTOEHNz0UgqwrTQ2RWBOyj6Ps3G5MTFiB3RK4WmU63mXihhzQQj7AyLHgNvbGQLIywP/T5RbGSpvWXgzuM6HCi4N5BAl0SjEYlUWnYXu4osSLYdUHr4ACr/nYfystonvf8MjBICHynnk8BSWUDGmUeBosTifa6FN9ciWHrzBlcuvLku9ui5Em+uwFpvkIu6n8zg79bCm0xqzIK9fnIBV1wCXoGlpm1unncOtogJqOgR17SkYBPOVgp5K3DbA4KrNj4oph97Ay+1yZDeN16aIvfeNz7YFP33/UJwuZWmlR5oV+N+uWefMLiiqLUgUAuxAgEApfYQBIBsgOpUiY8CsWYppL8U4hlbmCLIxcbtnpYcUUyHhQ9TrpLti2GzJAGH2aMVxb3fa4IrB0Nmw7ivZVOj4QKMyHXAZTcQFGGje4KCrhAkcbfy0hMuAncITPjohn1TN4SW0TTD2woKKeau+dkBb5CGa4KIUMWvfNbGYccIJxeoqeLDbbN10lEBkF2iqHN36Xl4sQVio3XKu1PdZIpKrDkQyy0SeG83VKVr9isbsUptYySODmmjtPdYRchnuT8o/H/+/rvr4/P+n9WlwY9uZVdVyZLaPG16H5PPtCjW1SzEJMq7hgWLgRA6bvtt8EPaxsE3IcbFCyr0P901gOc4o/P93of6EE7WlLsDXmbevNDrDeCAIRG5sJRv9ufhEc1Qi0yH7h+GQB92K+oGI7g5UV1U5qYeKswgdWBvIK9Arlbens+/piqpp7/HUgqvkJO7dy8H9kLi92zP56KjXoqyBqgapG1uTqSMYZUO0nQEzddV4yECC0WvPiiPrMsclBgH4C7FrCQQFHHKuKU2emiuZCMZobbGMwR4u6YSwpqOcsRZ1J6w1w5TSnMeWfeUHqZA/MbNM6cQwD5l3ymqnmLXGz6qxH03UuyEo85oPpNTY3CVmqiuqZaTgcPMJhQMqN0A+NobrRJ/Oao2Eee9RdADzffu0gGKjFRCGoAWsyCVEY26cqyp7+o4P6hWaa6fHS3GxevPGpkFnwy+78a6vGtCzpygsaWf+VCQguwr8AI63TfBXWZWhbNJ9G1upw2yg+ESj/c4rsLpuNQ6iKVgSgwy023es456agTdc3zBrD2WHa8OMZbiKgQoVDTMfbkpiT/awbftC+kAOi2yL9qtwQNefayG14KrAdkcTyxM+157zt/zuVGuVorknDMlppYEhZNa2dx7GRLCC7A4B919RNScb64yMkJi1MRka5Dg1NTD0GqYte5cvacgRB8B0x0E2xRAukqw4VPvuVan6aqYuQim5v0dCAZJd53z8mgm69yPRpdbQ00bQ6AoW2vEUg5wXZ8lwzWnG3SA0/6u5xwZFKIl2WD1FSuzanoFtUBmpKsiaYsNYPAY09SB15jx0dPoTdFsqIjsefb9UIW9i+u9Bz5OfSjGk1YGb0XhsXKiEsBpAc7uNggwzdlnQtIH98VZCADgXi8mXqmSl/FrVUfh0OFtrwGDLzt8R0Y4mwQxf/fxB4+dMX8NOWp3zZxftCl1OsA1CvqY+0YDSD9ruDM9C3lEp6IUk6bGq2RsWK/KBldm0tyyXFFSp8XVNpSFW546BQozKJq2XZsIssQEAROFRK8pgyZjRaNPdl3PZ921EG5sfeaVM47ul2KtiX1kxpqbbYGTA2oBZChiUq+WtiYlx1AeER/H0BRyQw3idLTCGJ6mqHmiIYqDgOa5WxdkcMYoM70RmUCF7lkORp/nKNAGnECFz7B1ZMPolgSMGNErPtcSMktJQEQdChks9X0ZZwETPfDBsNaXNQgotwDGUPyZp1RaDgRyyLlyjHMpVbSb93MldS/La10GtMp6ngP5MwOu3GPVnZurMT3WAUSzCP0UqtADs+Qf49CcNuCz8mEjY4TGY8iTbSYKbpiZM3d+D8dhwWe9cMxdBLEm4XGgydH6UAvTQCxU3XrNwiTuVcVVESpl96fwuxBe/4f5GCG2EGahZ+2kHPNSPyhJ55S2WwNEaGPBvSFnypcupqi1r3Y8Ai1AqVjt0QF0Antaw9a5uK/WyLG9lrpGz+MO62fLPlKOAbh6yrasaZj4O4GkcFsBPT/TUTF2YNLnTmX3SS9NutD2RwC4k+xuqVCEnWITd0lj6US67pEpTU4Qz7bSeLT3tYCJu0iH1/nxXxUJthLg/JoRZ0Ce2LUfGY5NmYJXeSvose7JYFmscIGVkNaWGvSEnrXhQoEeLZ3n7cqFW92lx9i8o+v9Bz44zM0OjICTGhCM4LblwKJkLHGYhAeuGFNhU+A5Ov0q/MKYyEG0A7wtZFe4kd2/QQAlxzhok9rDzqY9yNn3A/Q0ZjMQOz0vjnPTbc0/UvcOOfrrkY5Axcn7juCQ95POuUA06d1j9P0dx1cwXREo+Lj0OXUdOmOpdAq1DPlSbi7MtgBqQMjUC8qRT8hBEwQuJAHUItPRAje5uCFL7JA6C9E4io1a3tCRZBrmGZgzr2RU5lThlIKGdEaZdJpKoRi4zP4V22MWRUMsQJKqgvP4Cego8mrPex1NzC7PL+feMPtlQ0dMsFIMGcDN6BmPeRsdBGyLyVqxCRkfbASo6GEcnFJCBtzp+a6jD/Pjmf3wmWnWrVT3I0oGU1J93hdwY0cS9xppdARe0NMx1gqUDeqI7pKuIshOcIyYdiHQoHPhcvd6JR3f0eg0ixcSBPO1PiWdTN4NJfbA9EE+wJHniUZcCBd2mDT2Mff+Vjm37AybaPpYkYAXGAMeAi+fyO6NGhpnr+OuDacbqg+TY0vh9IR/X8BoT/y9JZ2bA7LQsyX4nOFVKWBjzU3KOc+5WLpNmloxCwocre1j+gST6vSZYAwIYhpc+tDRyNPwlfpNpdiap8+PXXWrAfQ44chE7VI/rIeNadtej5/2SB57bluQEfQZtvd95ALthzXoE0viIPYETNLmKY/PnexjdeQTFJQvfXp7ncSSS9H3B8C+XwpUWzOlfZDB4GCLUSGIStlCrx+m6YaFikTHTVa4pWGcfYVxgrOulD67x7NpnYSYHpkdVnmxLcCNF+4ZSx0icGtclv57l9f7D3z6AI1EqBQSbynwAW6WlmMBDrbwojZLgkHCeIAPLeg4BryixtHwuxPurXHeq+St0TYAp8qOYaMhHf2OvmSiyzifl3M3Am1tgEW2+pbw1J2cn40aQw7cvS5WBhzfUCfBkILsFd+Q2Y+GiMrrKy3GN8q56HNdvRUB7K3IWRudzbMwzmGaS4IsARsRBjpKZzTxQL1u5u9DgmmCpU1nZiMhsOeDXUc7EBiD5HPNYXHuwjARKqDGZTAUSiVtO0QdWZGpYpLGS1M/5gnfxUaMFJMK0IS0NU0n6pJtryEDmtoGwRzsFam0mNZfubapAUhECYGvLiQW1bxgTxsacK61VCS+JSI+4tNi52JZyJRzdVopp3IHcp7S05gNigM42PBQQlE5PjvCHFFqqcP3xl1ceStCvaxpfF/2xpVL35FTsbVFURQA6PNS+x0tUMQPpCAbPQyFo+gDdTiPEXtAdzTXWl7euLYRhc7EVsv9wI1YbxSF5/ifAGYsTGNslFg5/d5gMFzd6TPIfAn8AHQYZQd32AQVEzO4QCHinrntBvUwTeAT6iVVAuQj0g9qfDg/dMbT+VjpIh490ehUq0bbMoTux+yhndpCbPXVkljXcgO3P3BKzx/H/jDFFFU7KUhny6ekBo/Bi8dS/2Z3U+2lnvlFa9173kXx2gMQOLqSN4wMuCO0rhQliBk+INTnhI3jP0kD2h4HBrUF5mLS+VX9sN3URXEL5+wnfQqBWUCpaQzQ54jQZvEWT8NDJM5aCjCVDdmwboQadd51sxr08Z1aUTwGKQxSQQ2cCgDKABIGx5QlmO4dGcXQhYOdNI4CfGm/2491/26u9x74mPqmMXT1lqMCVnVNKgXALKAwpR9PHDtUr5G+P40b3jog5Vnb4EEGVDlnq1lN3s7mHKfB3hFmqgAhbr1vyBUBJCkYJFY9QIyMFZ8pmv1rzPJMzlWbfPfpnupKDFPjZqvaFRrj4HTCLlqVW/EWbTobX+XmkO4pIwlAi2P1Rh1D7RfalFpgNClrSjKN8DRvC6i7cL3hriH132gknX4IFMVJMy2Jpq3FYSBi8Wvw9dXYKtOkMY5hJPjIB1wss3tFsDaOWAPQUDflaALDIEB0lVJVS/hO9s8C5K37RSQjoGY/EI+L19WNmIMTU8apyyyCyrSD430btHZhYeGegxXFiLQF0MAdW5ospoiXnpePesAs1+OGe5oATGtq6SFVZUKRo3fEuX+Dd4p0aTSXGEyAwNTGdvfsXhpP60kicFdj5UIHhbkGBggdaxJ8PcBDYp9sKiNisUvF08FXBDpLJfthK83102ZCNlrdu1cI4K4PITvf2r9h/yuGyb5YcOgRuPiedJBnL6YlHIpFKs3MDw01rGuc9KmNSCCBoq7rbn/EIy0UgcCiSFr7pjANCXTT/A7PXUTNONLJJe7euHhisGdfwMkBFWBvxwaLbBWwbc8y2aXd1kr3GUrxAHFY+LbFc2O/yV8/Dt1VFeUDNHMhiYXYCkqTHdJXQM0XG7GWAG9PkKJpI+B8OAP3WZsjQsJ2WCAnLFXQ2h92jHv5MJBjVQhiwyCZgV34s1uA7eF5+LEJ9FZ9IAF5xLFvU0QaWlddPAxV7E8HK087L6b8Qg1WtXhTwKWTo5nFRree8JWX2OJZpQxqklo2IFXyrp2fp2Tdh5K6OShAW4l8azd8za/3HvhkYM6KMrqZ0m/09C/h9DwBA5fwRs+ExvmIx2U2pr2e4cNBQ+kLn/xsk7+gKNWfG/H2ZzYjRBoFxSP2OMNSaSGFAJYdO9pEC8yuHLEzHXdG4GUcNl+T+g4bvFYUOEwXDJgg5wyBN230MorvEQUHgEsNAd1XRa6Fz50xWp8KP6t0BJ1IgQTeflPIjPkBr60W7LWRCbIUUDdnpbw4PgH2ICHlN/n6tmFWbnn2+ylzNTiq0RSND4GF1wZB0HryWkpQBGsQSPzHgZymbOGOufp7H/UFF6YiX7jPh6owIljGHYHYNPwVm8BBjqaL0ejWOiF4YG4/sJUeSMRumSKyAPmo+vC6abAcn2k+Q2qwD1QqReR1LYqd/VA4ZcxSuricto29mHgmN48UAVyiy+jXBw27SSHZueWxEmpYcDrtlL3rLPaJQnkgqc6bwqlKCgHz0ZQggFhkXrqVHioAF9OIKAkwYz6bP1tYyec0M2KbwW0kjzmGX3st1PJB377Gyigl1t58PQHT5Ki18ZgeX7RYHVOqPRGG93ZBYMn6GAEgP3swvee0J02M7GXWrxJZF5hKHp2cXvssbw6n/cS2r22WSvtdYP4cdWFNzqh2FIBprIPfiQaPtwgVRdDAUK6AHtDhKGpAktMwYqS27BOPo6AgMUZvh7OvvTbAgTRccX+eRyJr9AXhlHAblAGFPf3lUAkkG5b62Q14IJsQIOAZkAP7GT+f7WZijq0QgLI0YnxazMojI7wBiEX1GWZzVE6wKvNWMYs/M5XudHDaUWOv9gStVpf5IKUD/Hhg6mGgGgwGBhx22fq9s+u9Bz5cfzEGGCExnADKnKrQ7I2C5mGF0RycgDq/DnDwVvQmfzgH/dUMEgQc3LmXEyz0rM3ne+JCEhBRj4qw1sUOEmeZexvZRDrzPiW94ZRWn2hTr9vt3LzLqgfB0JC16efUxuvRMdFoGxzQSZIpKjj7cSEcLKLDvT5ClKuMRwWPpcjAzmfKr3VQKfMEjZpqz0z2g7Huhg5iAc1OzhWgA++g6LpOpAYwzcECkJgSaxpIOYoVOmcp0LrfdjI7T2TWzcZbI4h/ULQ2jYwCVTasqNmt4mncCKTcmBI4hie0iGIEoeAZOZ7vkpbIdg/sw1FQKtJGuqkxcNR7RSLU+8dpLTqeLWdn823NEPCBpmaACwBE8XynHnUaoL8tbbrtcdV7y8+ZJ3IlxR94aXcREqgOapiYeiEIH6ZVh+p6/5S89am+aX2G1qfZOP8ugamwwZnT3Y03YFKzmpVere/m+PHImI41z7I7cLWSBsEyeGqKjp4vYOefD2ChaiOwoiUdGA0AUQqylD7RHA9ygezEwx5xXnT+lrJ3BMdKp0BNLUdvKIet/CUD/JOGdao5IH1IGCzRFm1VB3Qfe+rnBcB97LFvjXu3+iZpj8NpfaVPtA+iqY+rmcuez9t3IZo37HOk3ObCH5SOTJRudKuu3TxnLgRUOewsXOhdE4AG3BdInj2awYBsg9FIg8x8WkBcHNvGegAQjmvC6TAWHUxbLbcJ0P+OTgqQvQhpsLj2zDi50eIgI+m/WC3oZHVojwiolHU+XBvUMC1W3ToF3QwUNnww9unPRmZI/sJDo/scxiaZ4uQ+sp8Dsi9lSTiPL43R0p2UIlnSDB7H8S6v9x74xMNxOwpz+kE+lAtEIKNnNr0QlQIBI2UTR88oblJij4Xgz4823ak+BUb+YdcSJ4Lqs/ihiGxoAjvEc3sYnz73MrIaAbXTU8OpKyhiamCEptEJNq7q+X47O1+7jzboIHX/KTYmGr3EEnXLcOh7/GKlDXi4ID9sjVilRXsKCDaGBQrYEWi4pDforImaavf0JloepGrputR1Sb9g6aUXCcfb7O6VArsIROWwrhsc2Irj1Fhu7gnocQBadRIwC0iFnGkZSLKAWckm3m7V6Zmj+yGTeCBv3XxOr4QKAJuftRF4s5jK2nKgVXzN3YU3oRSXGpSl7vkluTfYwI7ceEl3tJJO+6W8zmPW5RyyWuxObMADMJVhVovRItRdOie6A0yHy0Hpv61fd0CaJQ1EmlF0JMmeUa0onwuy5jg19mPCCDdL98GAQCmwavU+KjaaU0XgJVEX1xuAvKSZyjlDymyGOWPqvXL2jpdDRakvkBzWUmJGRx+MZs+v7y2wVG+lZUPOmHri09oiBIoYTfcEW65Sg77DAVa1jvMAGY8dgcLGHC4ZJeAHZC4gVO3mg4HzsCoLab85+8ml3W8iRh8IPJggRU8bBE4RXjeBlnYwgvo2grrEkj1YkueEaKpqrysbpR4Aw7F8zkRIhwixfQ+b79G3wPmxNvAQBNNWB8y+x+x7pXe0V+OZrlEbhBK7xe8hEOKY9CxxaA/4rlud8AOFyMStKJwNZLVuISYSJ2jh2BwH0WO/Q4fwApA+zY7lpNl1cDDEqOmTV+rIGwV2qYrJ4wd71jN7PRGkZ4jVEwyPVMWmdVqau87WsSBjSN/J9d4DH655HXan7bDH+fI1I5wT0FgZRMNC/ZaPuaGcLDl/PqBHOeIHQPDqVR9NAIxEzZ7wox5RfvdQ/NORF8dgjdI9DOiOQ3HqabaajV2f3p3jsOI4ghd9Du+ZFQ9ppzNOnvftnkPOxQcMziBAA2gnTrWEe5MYBB5QBLDXSAvkUSwNNKuwvPHZr4tgBND5Rs2UlqrwAEaBAdCQNaYs39OQqahtA+59gkoZqkOXrzxsVS4Br8nx6blFwacYB4vR+2lg+wBgVnyf+fSaRIU6sDqVZaMDv2rYDuOEJWMWYgaZNbPzo3m6W2AoEyGEQ/YHeBF9jaSzs16kNS6uLbujeYaWqtzSaUm0oBrAigymfaz/KTTeTNrGzdS0JMvaH3uQo2viqeaQsVSKc0TbBIFbIDgjz/oAcLdP9okTAI8hZuoHSKXNio68TxqU+ioGJTz0d81c+r086+vWnuP9pPgdDT71gws4J7TLLgQ5mQ6w35X7LQXgo2Jbe9DOmms2xFB6v/mJZbjaaQ/3F06Ucj08rhZkAWqLjdD+Nag324I9jUuz9Hxex+mdzjU55cugQSA7wn1DIMXnuCLwUgWXx7Mpq99LdpWEVAzLMMFO6xvLbKj3gHUkpeNRoIpBWziBPN3tCWa0X2yX5zO9uuz49afambTWkdcUQiAVUODFz3VA6TSRLzIyBLwqOjwgqYFQimlALY69WOlxsLXlPbDDM3+5NU7X+IVEDQJ1Y1V6r9JcRCxtdk5uhriaWPPe841mR8lohvdiq/JScGhrnFLzyufT/hbQjlRrjugD3rXA7DeX5qPq/PZdXe898ImOyQeXKPGJ+Mp9LQ/4KaW7qCHgoWkAF8N6OP1pZf407FC0pL+7engEme3cstMdffykjVvELC4bR6BtXiea1hKkBkmoeiazVdIsZ1noAXmOB1zxsuO50E9W/JhaHUngiL3VkE4Odo6nMPgRvZmqCInGpKp8n7JeB3BoHC3OXHruAHCpv8k4tH3GwEJn95khkxuGWmrYCFV9UfNSAgeMVI/YvaPmlPut/kHEZKb8ZZwEVJBO8igVNQsuRoB5DIlMgBmc6jlXixG3UypK3zh6tcZCy8RHUCDZOI69OI5Oqg3YIZZks5QWYfat5/Tz6NA5a3QQ7Gfltdl42YW13FgscFdhFSn8tuhbRnyaqelJfeo7fYAE26GcfzD9x82DWYt8vp6zqyqUjjMNGnz+XNyT7J6r36coH3EQ/jwfAbLF7i2lLe97Y7p2p1MGQKyc1CB1V8Gz31ASl+c4o4ldFQ1Ps0SIdQ2mBEJMRzywhP/qgKflNB/+Bm4g6SDK2QA2mfTP5DoEjCf5FUpP6BljWysDaqo4wNPELpMpUK4Dp53I8jjlVxTMnffHCXq2Pt0lz2Y2rxDfLADCzFMqBYdHClRrXM7ec9FNkfrZK7TLBG6NxnlDpwMxAYmKg2Xau1CSB1k1j/Mw7iqT9zTwb3qGePCyD5s1HSIc5I4p5XhGQI1fNQ4aLdgWKq01Au9NI1NPdrsNhplqgmwpbBdssSX039FKj3nUtOoaSmVqMbX1VTEaLS4STFPZlv9h8kp6NDo+Rxgk0QH4mJ4UQ3Y3sJIaubtJcnL/65FsSyVpSJ+p2TiVwe/oev+BD8AJBwChTTrQPoM7VGEDTYCTnuAmYk01XTmHdGrD2xAaZHgRFEYg6oh9ZcwmsLSP68+gR+xNn2jEFUPeT6SG+d9SdHMpinMO1ZFiyLGwAgfTvdRBkYkPp7YAbwyf/nDUHvlciAYo4SZb7uPS2l88y8WHGZoZWsFqABXQzDk/duaBlqHizlhTDaYUoZk6jR+nJungl3o/qEJqbyKGFWs6R+fi/e06G6sz5t5vARCnFTt4Cv0ScHbu3E4YwR5FpXkjs0KWsLYGmQ1WRsx+1iUjJulOYRDh9BcqYN1WAPAhhzCgGQbJnyZDWIqyBOjSVSTTeRxgnt6VUz2nMffDRiLAA2KBYe1u9RfJPikusiqpKg86NLM8S+kzV0mRMVRDwT4AO7TvIo9mqOQisv1shKvlqjiQqVuZcgD6zFT1mddVe8mqYqkJDKxnG8DWD0BbjHArge49/azY+51czkr1EJJjGiio1KqDnJV8ZrJy9P7WgkE6tpw7dDAlBpYbUux0ndfq+XvEhGaib64Y7ZeuDWdWVqiyK/3gTmWdsWcZeIuFgZhkgp+SPm4Fm9BxdF2ubgZKflP2IfUPgisFnQYZ1gW1GEShN5Ord5QqvQD3gnH/KAcA2S0NmAcl1PmpBpCcbRdnnwjcjLO3/cZhp3TX6NFYhYDjZiDlvRVNkFhmgR3l9QTBTG+xko22jyAHDiY9TtL1ucKNSzjPXrewGVtrZGnN1GmP0I/sA3oq1ACnUwlE0Km1omAPBF8QS8r+PWJpBDADqpINoFbKf3gHt5qsBro3Iq25q/FHkB9guxJDKU4SmSLbqKW+XO/ueu+Bz5wE64hH9nCS8HhbhOloChAtH2Q2JC8YmvIc6oi3TpaeCC0PinbQwbn3MuTgU6iJoYhbls970pGcNToVMbduELP1vc8NPjRBcKHZEXUr6vIzeYzqaHLMXIWMIEbNfMbRRq41BlDawGkLs0TPxnbY4LljclaARaM4eqbU54GOqI6lPxG1GRK3dU6oIiN1PzLeg+YAU+xA4MqEy4UbpOpTDiQ2IxMLkV1Vw8q0RbEyCj5zrD3cD0bjyd7VJgPFM3DUkh4x3ZQtrPZ5X8DC6U6scVFfmG3DoAVTo3HYWoNJA6JMUsOCznVAVwOhwwIhbcYYyjjzRZDPku+6Syka/+4oChrs9pyp88H0hAkdSZChIyu8CMiV9EOsfTBKz15i1OmSZ5XzByERBKx59AHBog333QLBDTldDCDd2oXnKI6UUS85aQK8bQFuO/J1hUpPk7wLwCU6n32NmBpFkHVDuqEfzxjrWLjykn7LjJXl5M20WWtPe397wjQX/CG1bq3owVV77uodCdRt8KTxgwMpgaAGulO2ZA9odHf5XoW67SzF/MQR3M4xE2Czw/RnimVyWrc7mU7lZh4W7FI6ZLQzSLTOYnv2SMtkafkW49ZoVRVKd1lePxsRF8z0ZoAl+DqbYo53nR5SnKeI8zy8IfazGYvZ5xDREHgJsRJtsGkjkEoFlQJd668UOPOvBAGpfduucBLuKxDIrcV7LwUN3O5yElDFqBaLAx4zZj3MJNsa1gQovBU1ScB05XeSsUvdmTem1Uk+i1vUxkB+ogWssRyEOpsBsE0Aq2wb3FdLdqPECIYDnTi9gdKAPhqXy4Df0fXeAx936eV/FjdyQbKzJ3Uu3dbQtKp/DpJ9Uq10rDpzyhOoKNdE+x46FaIGe6yZWflAjzYkyimdhsW4vpxuJ1bjPwxkbt+TFtxgFAGnDooLsx11OOoxaJLjMupDzFOGQi87Jz+Qv8cEawY3WSqd0HJ2HBtBJdHc8+3K3dfmJszsYXKqG11kbzxX1Aw8Dt6M5AGoruCIPM6+QB2P7rNq8x6lG6oCrjgVDwkBiOZ3AGBPIQMIDX4sCPRIo3EXlGkaMtngtOUoIWPhqNvG0j2NYD8eJ0HzUhTHQiXnG2oWKBdpDOGUyzCITY3DvjGdaRUwguePnRThLkx/puVBi4ArNqKZPryx1bvDWjaxdxG4yqwTcDrO0vnvzfPLDGZcfeOKw7t7dHNe4zbgbny2w6krAs/ddUSvchCoc0yGMDPYz4efvAZB96QCfYSFV/BWdcul57+aWqASd7AqBjyYRnCHc1g5GI1KTaY3PhLdiU7NmRyPN4PFvRN/wRHyOoDQa0/7f7R6Ds7iPiJdgRk00LGn6ac1KNVHL8XtXpg0CwgPiC2LrRAWcN9MWbFRoYBy0L5lnwAFHaOJjLiAVJrmZiowW+mdYcHBJ2mc/lHeezZOLfY5gxVBm8xrgUyQOz5H8548o0CiKsViW1wLNUtV6ldjbHUPpKPz5oqoAZcEcWpjEZJLgClz6xPNEDujNRPrPRGHgUzdJu1CH8AkYGUBtdqa4VJaW+IxBTpcDSnAwjOvlsjlMSr8vjbXCZwKMU1baoy2jnrRKd5VOAUpzS7e1HomQjapxUROcVAE9UJpBeDS3HBdk+0nwsuxC9aQchyrG1gCrsPGvZvrvQc+jpqGDsWJfE5Ub6aACJobMeDU1gmCe6qF6Hw44aGfC7fAHNJJVYS+s2dPLPicHU80v8Ol877vPOuUr/UzhfE6LSrPSfFWj5P376OF2dX6vgvREr1CtGfkOCI2YEzcwdcvPfuMpQaEhqBm/GYMHwDJkWb2c+z5wNnBZlUdLCd9sD0QwDhiPQM2VilN7xDrYEKVNokBFblZ/r6z6byCm9/n2IwDiKMRMCuxd2NdZu1cAUEDSro2x9gB6nysSMilnRSWls6zEi1fngcMOG0bGCgyRJ+0gIWMJabiiNE0FwCrRQDnCSq3kTL2zQaHCQ5OoYfFaDQ/ZiJQKOpjBWOPwfaCbA8w1/YYXeAuvU8l1C3UVaoOod9T1G+H3yEBtV0CnauZmltzZEAxotd28GvBJOb7UrqfW8xqwRoEphWLixaXgouOlqEHcpmJI4+VZcZpq/dWyYCLhegbtUPPSa0Ws2KtVeGoeskRmsovDJvQQKQ6OGvtWpDqp+fkCLgMxag9Vh6Ton6tzV/vw9553WvcKtzDSOkuqMLmEew1EpGyERFiVAgOeXgogSmPmbgAOTHu+VClFlOX3rdX4rBw4J4ozYH1jBVxjlPo41xTotzBslD6FAc8spnl01qctChiy7869QuEmEfE5tElre/0OqMqDB01BzSX0qEOAEpGPyWj0EfTEmv6rI9EOyjuWerdiS4/F3VlnltmGHQUSzuoNXg9z1eYQUGAbRfs6u5+dJwOBz8qXCgD81Nl2Zsg+spUsMTO5D3f4X5aedZknFE/ZigUDEDfd5Dy9EeTPGHPfGndt87FfYfXNwTw8UKmo1OUKuoUeTYYwA11IUYEWt1zWvAYB6H4BBfWEquSypl7zqz650YwWCBt6sqE7EPDh8JAHyVx3gVhBjlGGYcMpgN8xMNUXSkqMdNVin4uRyZNo2hhtM/eclZpct26vyUAuEVBMgKgkw0EI5AE6WD4wEHroTAMz6SHYKaCX+j0DwTsXELq88N6waYYVlOEBJKlyMrGpHZjXYlVxAattB4jErxFpQNgMzfpn3ZKmOe7FON0cuZcS9b0TAcbj52c8J55MJMDCa0FpAYgC3w/oic2MqOWY85I61m9UybcZRCpPj1NF5MB3GKsQinBjcClKDbCWh0TGBKGtyJwR2B6sG5jKD4hwcAeZiYjsHewo0Cc+8qmBicTPNKh6OCyExfoOCMXpr1Ze38wKvcaCNJPPM4E+kx1St7AOc1eImWnGlsgq5QSzOhhuRBA6cRalmWz0pMi4IUdYsIQbNpXgZ3AhUbXRlzUu2y4nJtpSqdTA9wLjsg54fTmLlH3mI6DBghyh1shEp2gi6M69mSLNgjtYWo2NjqY59pyNg5IHMARb26gF3xkwoDKLkTyfVssSGg1shtDKKVJncoSkIdYIO6Tx15eTClHmX06ds07JofdmxtFQAFmKq2dYmRqAdVcTxCvKpvW+0H5IgdQJYrpvAbTiY+9bGDCBqzusXMYqciYGaV9sV6Fa22rFD7S59sp2d7SMgYZl8p+gJMQwjWgqdlztMUeCG/0RxWjhd4aoyOsdlTGO3Ap7MYCYuHue9bbrLAOgUAhIqhbs0DwFvvjYiDOuxtGpDrIMy21BFwrYsT8TM/PhHNN2DEqKnfg5yURIECPlQwO3uH1/gMfD7y49Xyg3hhsTgeEOKmdJ9NCHY8mt4fxxi3AQiPFdxKI0KCoefBQ/GYHFtj1VT4Qru6oBnyeidpqPaCP363UUlh0pq+W0/JmXqG8OwTAYAcW8/drFr4B4FcArjrsAFBsTLj7rTSG2aocytfKCUZWbKcvsCSjneExMfDjF4eqpz2eoTEKtDQmPd+hSWMUtosHaWmHVqnpmUAFEggfiVGMNNqpRRi4GInEONDVjPAqg5HRGEW9qbmKHO3Z0Xg3ZwC9jvaldGjpEwjb8PlcqOW/N3SiOQe4y0wE5j4yWHNSxQMCA5jmhdsLWWunArhUaUKQLb1ENvqSM+iLP7sUT5bK1JVK7D4AR6I0gjY4xdLCFT4Py7qvxg0aG1ar5ABDGrvTcfa21iwkaO9+AOb9bEQ8dnQEzqLL2btI7AF8ujzH3ukApxIQcdg0ALE31lK3caUecl3DDtNgb0TwQIqIFnvV4xwDSxTSAWIp3Rsb4TEYcWr9CXBOmkcc2ATvTnU27E963FjMz0UJoFvdeL3Wog8D4zTbpiXyp4V6zfAYgRZLG+jW0TTadq7iKSyVv4K9ZuKCuzCzlYWBSfBzYeZD8WO19EY2VGs0ha3gkPCmEb0NFbh3C1jtVA70Htt17dVoAumKSddElRqVKuhxGtOnqXW75Y72as15hMPm2LeH9m/rNHok+zX5LlpszEMycMD5OYfLwnUL7R14cti09s20dMrucm+Nh1BAXwmEmmyWgwfvzzaPeAJMgD12eL8csy0mK2qsjbrWO2ALsVs9pfQlf1GyhT570ODxdEu3PooDTG2h1yXHandjTr1/R9d7D3zYk4ZG50YfJwdzB7qG0eFvotUzhb/ExChhtMoJezNOmrl/My/Hjrmix/QkCGyGlam5CyJkOgoSyc+qKfU7kENHk4bvAVc54IwbpnCLObCjFTny+LZpGcZ/h55VSDwVkSpZ8dZz5dDFAkFiUgpML9k3upFVAGMAENbDcG4O+OsBZ1Ws6jrR2QO4COBFJq7iqb4+giKaDgcrWFLfjcvpgKVzYEDDCZUqW67YbeOJAVfRHFem4NUFtcU+BStljoargVzMmSfTbVO6iR6HcZwTDZBZnrpL40XDw9LiQ1VHyyAnjfuWTGjawtsR+F4sOgg+311nbVkM392ol5ZjZNVTsVslPy8A9EalzvZpaSwaQKlbd9AlZaWqPtQ9OK0pUBrAE+81XTaifE7rJfjMbjXQSIHC/AqHCjnA6o3VS4bU69ddiRv3hiJ/rV+xVkAAm3qW3be0e2YIG1ATwVv3ls2ybsF3jY2ATtjhqqotlHLqww4y7cZ5qgkSOBZuFieRy9iEZ5rczS9nMbTDDB+7ev7NlJbFvtJlQEXgwSaV7iLM98npXkwXhsqp7eEJHI7zDXcAJtIncA3uWae/o+ToEXDkmXJ+NciVZe9doQx1jC7E1nEapxZBbhUVWA4SWEUoNNfPQFXeXkGJNWAw+5hK+TbGbtt8eE+7kWJrzLmVW1bRQcCRRjTU2dg6Gxk8ivaPtKHsfRqwCrj62OS2fVQA6TG2TS3YFlKUvB1MuIor2BetffAxGGDQh1BUHVClMRwwcQx9Lls91jF1ZAaKzzPQ3FLiFNj4tPWSb1hQQ886zGyrKtLBc/qIEG5HvNuarm8A4MOW5inAY4NyjBT/dViglcH0uzzzaou3GIHf2jBVRQevtT0H1A2gkcPpQ3PKB8HGJMX1DciJA7q05BE4XWwh5wbR1peeBGBEwIP2eBbRakKmQpHZsfDNEdJbKQ0DGDM0fq5SmizOZlTKiAvfr+1z9IUZJRkL66YMMg0oWpE8K9qtCYEYlaAGSexAa3CGEV9yhLL/C8xNv5m6/DiUsAxfCESQJOIc2hgyTaTIvbbuXXn9BJBBtqJltOQMI4A7MIescszYN4pt4M+6cd8kGnCVVSul02WAGGI8tCCaAAXViLZhbzoJ4Zpu4I3maHuhBIwqZ35Z4eM0OwtgI4FVEkmqQggp4FO0x9WqwisyHS7t9xlZRy9BXZI7fGdQ5LxwovgtU7nEWu4OAVbro1TeHwGUDavBNtdaRTCqLpVcjxbGwUWPLissdFstxkrqiBGo6rV3IFajO/HSSv5dXNOrgataHX793Jo7OVnE1vEVSpVoaFYsaQJvRH4I5l15ezn7MeOiV49LzwmBQR/Lwu8c0CPQDXA9oxq9le5s0PrEloO0005YM68s2YAKs438KrFjEQjdj7Hqi5w3Dxk1m0QHn2ZEFTB5/RG6bAY4EvgG1nTeri6sTgG2wpxwXk793wTYYnfJ6iX1QV0nX9WtVI3WfwTQC/dWbyi9nqCI8zBdjTW+O5LEMUp9vNyTKhy9nHRPQJWwOvqlKXWgvT9pqzaCaai/DW11a56YGme6yFpKzq+0dKMdNAA+QSAcAIYAjlNNClaiA5vixRN8QilQOSMynxtdwdZN+hKbDqaMIVsl276g8ShVBgoc6x0I6uFy6V5TVa3LXFiAGrQGcknWUG/5T6/6d3W9/8BH9t/nUwFeaEYsdrZE/JXSl5QiTi2aBtMjRvypDdbAfNZhamjQivYb1g2ZMaGtcgSSPBPMtD8ghupglWdnTsZBrlQLCkD9kAIkPnuFp+BqEUtYtoIGDPqckKZFzDx/LqdmGrhxWAIDJ/8uQHC40KOFsTlJjWN4jAyKhu49nJOChBHpuk8oxyrsI0aPFPE4yLVDUTlIaweoC2mlcyZSOfPH+9iKTLgdxdr7WDFjDwFUSERrES7Lzp32dMfhalP61lBpXJUmIR3s6I6T0wG8TITtbd+y/3LUUQOSfAfQ+tn7PFuDwIUiXKCxVRmidZyPb+hg2Agb1kZizxg7lUgAqtSjGbewFgA8ibxVvtpMLlWKpTSbpSo1H4zrNkcr5cyKXXLgtCEUOcLOzguEcLvCUb3W72i3Gr3olCzVlgyFj6Nu3Teo0eG5WmxwuUMDg9YJ1I1e3muNwJoU5F6l9VU6r8tzWkwzgSe1Zy5V6Z1U2MoLiVI15YI1PwO+m+ACDVg3ZLBjUEUAU8MCdoPHO4TZj7OCp/9T6+8JxK25jwNtsvlM1s1JagqIwbl6oYNNHqcZhIad68kMjU+7B2oHEhfnI2uYitnz6LHRFTe7tm/MWgqAvW0oqGRggUD3rZQ20Zynzm7TJ6YDbiDLwKg1piENDoFaCAwWD8r1UhKoE472LHBGGshYqBGp8yEilFFQ6srvicXfU3/pMNsjz7P2ULJ42nYd4o6ss6G5QILAYs/9nHQXdzwArmrapS7NYTxsDJQKbUS5OEdpp3LRQYL6rT32E49ClrYnUsqKcVeOthBLBweH7Ec4RCndoTR40ByE7Se+ApR+7a/3HvicBMpBkZn0ChQFi/ZX5FCi8UNO1myMfokrT1muj3S4tYBZEgidbSSjEDy0k8f+eGJPV+cGU0NMV4HnsMRJrTXMJMCxxyzSYTTyRArjoMOATCkQWahtA2oDAAKHnG846bfQ/6nQQEGG2KB25djjbKmQULkLLocP0cUJR6M9Ja2BA36C9hVD2vhu+vkzDYTKyneo504FIhZ2M63V5JLZJr1bhjGG9XPVyLVSwOiUYzsCow2RzqEAgA5zowdIOY05Z4hpraRACzJxb5XEqtopog8LLoWz97ide20ZRL1G5pfPBDqOkvDZqSSEdGO71a+JP88M3YOMrZvmgIwLMubYDGqN2CYB0SdV+DC6Tqj0JkMCs2OioHz0SZR6hoTBpte7xcsAsrG3AeIcAUkdkOb6VhQf6bPGeP/POeIakfB2++gLp5EE1BqANBFbaQoIePCso43pTtNK6U2gVHhB4MMwCO4JB1gtRXY1o5HduNKi2svQl3qtVLlvtUCoZlYVlSmm6/xfz7qE79fRPqBqKB9cebxzx3Ec7c+y3YESXtlw3jHC4IPPnZEuGpT1TB3mzC8+EtkCYsHiWpbEM7XHOb7hTuSBYPWaGDioOWbEmjQIQMA79qw8F5ix4JoqZLkIJDBsg8dF4+RWkSnRtpttdlLXheCz0IS2fIDbNDyYDOvrwqGFpiITvbUm1BCyGB0pYUCHMInEfkyf97wPFW19sgPC7MOqR0zatxXA+NnmwSPmuQGnlnvmF11kyhQwIBPWg8e60K3EU1ATBywFTtrDAsSldceUs7RNsgEMmLXeMgYe+zBq7oGQhdwzGDM+dXzXSYm/m+u9Bz5GtZMT9YYO8o7Zpyswo2s5LpXtRrlUHDpkkNndWW/AbAj0ATSODNhdNAYELUVfPnk3RGGaoVw5ihven9Jqk/kNmiIzCq5GO2aba4aHDh7tywAI3XhAhhauDtDmCgvP+Dq+POb7hx7vwhskXO1TcVJzboSIxtxTwUX+aizWh21yigJw3l4536Jzi3B+GRgKXeOwq5FvQjQxAFfryAlwzpxKC6wyULSWJeEcgJ0MAWPAJwtzbZBWj8WNvYLC55UEvud8oy1DVTy8FLp/fWcE4G6zMrOikpUxf0Q+VV4FQG/PHY7lbKWidE6ZP5RaSaWGtt6U3gsAQmeSaW63LOBhBpWDbwk7k6mNuwqxUmMknqyp5cAKbDclVJp4gDJseKG+Lni6To17DTCms3IJLLkWajNusW5am2HGQWDCwyPt0z3Ay7C9OD9pcDWt7bhPis7rDouRuX5d4VXqfZOwM+Y4u0POEWxqLtUDhRogsbztJyT7clZ+I0qJlWakbW2Yn2te2V4n1DdFqN2B1tpJ//G5IIdOMfyaNKfTr+U11UAkO5FFLI1fa0APGKXO7A3QS0GQdCQtoTsCL2hErDk2pNFMD6ORqvbj+VViUAKIvMBGeSUQEmfd+t9e+2nmXlshCCATRVCTBv6XgkI67hTiXdNPqEyUUKeCPEEJckAe0uqHAEXYJU0eGeLIA66Xz72KmCBpqguR45No+k53aN8GQkfSJFNeFMdj5t5jHeqe7PUD+ZtGnyq72mNbKkAQAu95g7HHWXeqmvOp96wO5NwXpHHUPYaiMFkS2Uvthwh0pVqU8MBkxklqCaA7ZjAluxVHcrBfGZ//yStOz5Jx6gcqAzgRUoTSIn1oZ5+CTfoOD8rxnEk0EUDY9WEW9siHhXxG1IszyS5t3midwotJs5GdcFM1OZMy2BJwwXEeRtxLYCtaAMjAKnyY4HF8JUPB7yaCt5sIRQgRqjTjMM5rPH4RQRFqnHFwasznjzXsvJu6kdn8JH19XpdxQEzSuZViUAsAMBWRLjXZxC4hsasPYJUcSp9RiE3QmclxXZciWUjfsghrl563I+ecNfp/6SzkaDAg91QwBFSqL+cIECTOXFaTLdFYuMcH/92TBjSoLQGeWa2BiT67HU32VMs8DWRo/tAEbp4vVMyJ8oUaENpB4egiypcmIfCBeolEACIp5vlW8nd7DlnF0QII/764pFtRx9aaSQl5aSjpaNoPGecBdm3sbQDaw2Tys7yy+owNJPfWuoMFn/mcD+l8RP9V6RgAsRtVhWulALWBofUSYT+jcSawqC7s0r03G1GSYdlM93DA2Q4hfa+QSzl7BQITZFRzJv9oQ0JpEc8F72EtanLux6ntBghzhtvWvvLNa43YfpUcfqCw8gBzRv05IuCC0k8ops9gppdflK2S8ja4YjXZnABBpCMB4//J3t/G7LolVcHoqJrXs3Y3H90NHemGc9Tww0Q7YkDbYIt/lI6o/DESDUlriOFIYkAF/IgYJQE9YPihhgRFiBESMSbGmKiJRIIJMdJiizFBMciJvi+I7uZ9xe4NaPde96w6P8YYNa8Fnng49Dqv7PDA6r3W89zPfV/XvOasGjVqVFXpbMkR7kLnQpb2uNZkg0ED93xKlM5ztx9bn6t1094pM0t93186NzbcEcDKM0DX/qIDGw9Yr1iTuprkks6izhAWh9k2A6JqoLMEZP17qmqSkC+09+1bDHTnM922wjoft6tWwJIwu3Kqz4YFc8rJu8xVWnRsvBYF5lRHcF7WVGQGhegp5iv83rLz3GI3qUXazptBpN9jVpY+plEaXyNHqvJpjt94qKAFeGGy/Uv4esMDn5Z3WoGpPALc+M+HUCBHttaBReuA8cjI8EZMxYCrTExT0nid1I/lmbMv9P7U7jD9NVULAZUPOgYMbYiY0Rmh62hZqpmFJWMwDbUcZdthx2kPZ71DFo2sP/8+bNUAyykp135YPRA2UE1PGzjAka3JZdeGHrazUASeMf/moTsgyha4D8I70amNhlCDu3tWSzALMV/BcuJcbBZYy9VJ4Pu1008EXWQ1bjoSeCSJU4J8HCSLeJDpTCwcEVDqHhbtUfZJmpaue5O+b7QyKZbx0XQSK6Dyapur0/Oo7WzrsHTDGAo9G2yV9ntoDzG1JKDlZe6WSFhtCXadNvMN9FaUmjS4uVTi3w905gsiVu7NQUUIEGx5Mv3MrZthduzvMwLwZkM6Dmvlc6Qgdb84Jw50frxIlQ+7IMGgsehkCe/ZpI1rYFTItZOWG92POfjVQFCYoAgXeMTGauqVkHw+a2Eabs7WQiOC40OueOJej0RhnTQvxIhqLxJs8roH0IXS75AGY06HWU+vsVJVOk9VfSrSoueM9YBA7/dQmp9sxMx303MZ1kNObzudFe7iTYfmgZVLv8uUn1GaWCs0oIaa0ak+OHKiHajYsg8AuwRLWN1QFRTUvkAHQvuNztOBI5nIeojluDFrhSlUH9b3ATMjONeqFB90LpBTK2ml1DBkPQG0AspYY+tKDTkfG7IPBxyzBYlgsgbACkqg7WTm3CvdpiIMgyHUaVliu0uphECRvE5rvwXYn4esqUrow/uqBdBkWw2SEdLo8RltMchhXzVnfPC/nhNTqG0AFrcfpr93yXYJIg3zX2M79wT2L+/rDQ98vMgpWrRKfQpw8H/CaRgNOOSRBwCJ4AD4NY7Q66hi7PTgaEQGNWXUpjOpXw8aHBs/MyneKdyQcoR6GedxMbXQUISOE30oLpAQunW4eHcYkMYS+MMIedP1MTa4MV911tC6IOubMuyYVMYP2eNudv3UOs3VdCPTNSqN0f94XYw43Rsm/RwIei7RTyRaTtfkOXQyADREQ2cQmAkssO9dYE8zGq1aS6ezgo3HcqGxVeV0nLt3S4rurbqDnjOegGBDDqfo9KN6DIEftQ/99LPJlh4CI+aODjWVEzju0w+GEbqYr6ZDO43SZLRbaZ0I4AGkWoxP5iBiUqCFQm8BU6cZEWeWWdi4EuRMt9f72kOARkZ/qUzVYxXoTh0m6L6rp98Hq26UpgKj6ZgRHLy/56X2CmVmrpkSKd6DmcBhcufcxmxod2c/INB2AmT8gOPYgwDoVEjxczbYuXjXxtVW5AEvprsCgcsPHK0See7lGtF/CsTyCJnBu7FoN+r/sBW3+2pQQ7S172CgrPe4BUVQ4ACfryRTtNVBmKzuIvul8+RyYzc/JQZIWEuVEOAM2QQwxVS10VciDcrEPk9AkdLZjLYxULnwqGbBRLfE2bSZu4Hn2zbMwERBUKoSU1aPLAMruy4fTI3PmBEMsk0jh5AtTTHlCAdB6XdFYw/rz8DagQqBfKuKjDs21TPM4IAMGRtc6vnIIDjgdMd0l4ObGUa8OJcxoGABoP26evKWDlRbaTmyMGRnZ2yTAauPtm2qWADaCBaXp9pRlMsCwUCiFjQCRkCmMCOLGjhyjHhAglpWvwXEdLfqKwwqIbt59vvL+HrDAx/oIUfERCa0XaJwUQOAWhuNe5YbdCo92n0NMBHXpXxmh0BCtCoNFJVGjMh4UDAay0hfG3iHuqFGD2NyvkqOU1s9oSifvU7ureYBKAUVimBAynx+qtJvQJEdP8s6i2nch3MIiEcce2KG3pml5FtY93P+a+ORoj8NWtrOVBvejQFX9wBF22bAa8nPeBINa6s5rIc0HoaXDDZlRhTdQmkcJNNdrtyDwGGsPP2WlOawIdqgaNEOKfv2TCG2xkDHtgcx6zPXLFtT1iyBYnave5VKvNFGgqK6uSD+nRK1jk72NdmlLSpGzKKNgFIPMsh9G1I4IKwnx850V6NKDexuOiAK+Qm+yUoNquUOiGbDzjDgl4bASK5DQ3kLJUFu2tJpd2abfTMTCqYJ7mdinA3UEbcHAS8b72Ea6SzpshKPds8XASXB5t7mQ61bkGMYsEsm7opjI0IAAR1YuSYVUap8AhSxIxD9QPYzaoPynDP3bfY8JVfMnEpB6dW00dzoEvCeSVNWrDi1GQj6mM4Adk7QYuFuLWpNqmgjnE51r7AUyPOg1bAgO9kapIu9Y0LPuSEuNlPdsVv3buCbeKCQcfqBNZx+Y7orkLJdRW1ZaP30fsEHy9Oui+7SaJZcAllcgEz1xuoenWCpTxMMVBCTjnGfN4NWb6mUADjNlOr8VwyO5fIrXeoAuSfl5+7MJyCmRo2dlLn94wQdMhFuimttIsGi1jR0bXrUC7dUusCkdrXuUwAVtDkyIGwSHkp5m3OPi5a5NlLBY0tcaA0Zkiyly/itv4pkV3/Pj7ROYtarUy0MmJI8jSOP9m0yFnZML/HrDQ98rqBFf9gdxRpmg0I0tXp3xNg2mABA48JHsEXXWy3fQ5Vv0R0BiBKENi176HAPiEIcYwewEgBy3aciyg48dDBgNX5q0FscIHN4zxN9kH6X0QwMpZoGHX6PxhE/F38WoKqfugtwo5t+t9FvitwWQsMd5Thxn1UDOJ0gdyFAxmvlW8cYoLpF/CFw0F4nCfGeF07ut6kRYeQgw9OHuWutjVLpZL9opTjwtGhsI06lHZ08HRyZFcd3NFipgxwS0kaqh0cFZv5SEvA9NgcMBqj76KR2YcSAHaOh4hL1RNWszNdzdfCIONfZAWuWW/06uEO9Z7n67v2BiImE3VjQxnizrG1oZu5jM2aKflNnpDYHfeJY367G08US51DzP6bveiJXVwJ6Xs9UVyMUefrZCVDgMJDGjFc0tQVKB3YcEAe/h37Pejg7AU705gJ4pl63xwPQ8HY3nnRGtoKGKy4xiMBURSXP4VOGgJYBNqvVWIUkZ23n2vFCkMAf92EOFZWj3EogbUF4Rs1U9QE/J1Bx88rTG4ZrsScdZTbLlTzW6bkjdkq/61ErAwrVjDACiKWRIElG9KRMVd4cBmQs4GgUenNPbgeADVQFog6v3iOIpw3pSgqWwwUpAi7WkOlZMOBUFdlWMiq4T9wnK2XDH82yd27xG3DU9XLQLQs1dHJ49idIIUOzoqYLu4XVe2/anGBalczNqdSCgLf3MYLiZ1ZFkTVp2W6CKZapyCQD7eaW3NNQZZyZSN5iaQ/rHGiPA+rs7r5jM38L9DMC4MSUW89Rtntrz5k9hcCKAtnSCTNbFZXYUFuJCDGFSkd2AX3BbKmWY87+MLQNBQB4geF8GV9veOADGRiX4rmHj3USU+I4PewPJc7zp9SPnJUKEehwrdnUxuemohWpdrdOXgaHsQnBt51owr0Sn8LXmtPLhsAsQIkZf77ACyg5Q51UXqvBjMCGmZyz344jpNbAnxkTJQZy9CcLOMgdSr+VIs1BXk43QJESN/6ag38it8TYnduUZl97jLEw0xDBVgD8BX5uCazZelt8PocHPbqSEJLxmgeCw1AjaMjhe6nD/lSrmV0TjEnP1PsmJE6tnxwmmRAKPp0WWtKY2Mk1ekR9ToowdWAjdes90gaofk2PpnFAZijSSzFVeg4AVOHEf3Bf6+e6fp8LGFwUoCFkqrzwUWile5rVIAuIHeglbYj2sZlQOm+/vQT0N7aTWiEyamQUAvcGbZU0wCvz9D4C2QmneGemXrNRJwFTn0gxrKwzMIB0cjFOfCHxaFi0xe9lAEpD9IAHOgvub+oevO/Ln486zwLXSUPY+7QZzCMChhzcjmsCHkbHCowUvEBpTnRMupLggyxKpN8/h8Hk0F1VKonNiGATv+c8PHJjZ7hw4cH+ZQ1EJHYCEZ4fqF45cujb9wIn7Vu3pD2STOdUNHqJ5dX+gWdmxYUzL5AGsFUtZy0Y9/iCe9mcQcib96cOzhFM3+6HNTSYVGZon0BrTFuvcn3Z1lA6u5Sm09MVwLjJCpoNNgMnqNt6Frs4koHWb01qrpJFGDFFHy22s6SrczorvWPHXg/tB6b32IW/x+a4StS2YgpIinb60XWCC3dFbmskC2g9X7FlFB4/JvDHvKcDQO977rdHB65lFZTSWs20dNsnlItqxNSDz7V0a+zXRFmBMywtKnXZcb6krzc88OHekS4ibt2RUxoXkuoyeGQx6Jgkb4375u9xUrM3ZXjd7msqr4xm4Z8TAPhotQBXaLbLUsQSmjNFivDQm84HSwd2M6K+JqiZPg/hrfn0HNbSQV19O2ToAWh04gqgk1VagChN0JhzjIcoc23kBdO1PIRoXZ+AR07HThmisHFntGPaw72MGuqGrIt3k7zpEaSyDUatBEPuAQQEshf1lKvZj0RrFkuAAey/EctpOWuKMLqZuImdo4HrouHLINviCUeZGMdbyZ/RyGxlYMQQOpfv8+8LNuAWiEBr5w3zGOchGsN4ZIVwkl8yQNIMiLRSk0MvR1m6jO7RD2y41DYOi5gAJMIkaITYGlaQcETahb1bM4ICZxI0L6qhPkHw9HLvBVVoDcBrtJ6xxdwuEnCTswrgWUr8PToyXqvfTysAhLVYfO/pHeXKNYF1n9zuojAzGugcNjM9QC4uLQgZMFcXAovOInhuU4410ZP283JwN0g/tfI8A51Bsq8+N3YecKQkYxa8jvDf5dx0yM1mEfSUmq5eyN24kkJ79p+6+PnViPVM6ThIwyEmPBTI6KOUJAS77XI/5ALTl+3XkIlBxzAvqwRi5DQrGhCDtDIQe7MIobm3AlAX+p7bbYF9dvQ+AeQK4BHq01Otxo7a/wmgXK3lw5LDfhoYEwAUaCysQWpgUsolraW1jGfPdbMJJ+D0o4XVPG8pkPLoVhsHcZFGE+EKKqYcQvZWsjWeobZ05zD40SF7pLV2ZZmAB4NVmxudMzR2la45JxXoJytVFfzlNgWp4JvzEnldV66T3gcksAd1ijRwuJKfWYBTHADIbl4AXoc0jYsPk8Hgyba8zK83PPBx1OloOTvOmtoQ2s+AmwSKXELo84HAI6AptMpJAiP6vdqfdQAKBC6cLzcoCDRyaY5NuLcsZrMHzCRAdq3ulysDZx0Of1J5DqIj0tU4PRfEhiz0ROd3owkBCKd3gjepSM6pBQvq9G/ohXYezUZ3Zmw8j2ijkWbX4Os0KOOBTyg6goBIqOutIvopkXUUUgKrWisuU0xJ2YqYGTRoVi55oRuB3o24oJJ05qupe1QqSymxDPXoQXMaPEC2Q2vP64xbqqDmvUiTh8CqAABoQCD9kaviOAPqBlxggNYqQzdHZICqDSEAGTcmcgY+es9ofaJsWHI0CcvgV2ybRzj4s82wdO2JYjdKZei80u0US5yJ2K5OSgGXDaaBKIJ/IGNNw1CypKHy3pYJ1vPI8VVia3LWoNBYKwTgF3L3AGImUcTsxULXZjVmLhTruQFd52MLSAOTknITvkLhQiI7xRxtrXmpueMcN111EzU3DjjXTVYFroR3vk/rBA0UcHMNGIUXjtrjMKCzaD4XOuMtjRuUbm7PUbMFSV5b5pIGTAGHAsCFNYJTj5nhPuc9t87TBc0IBMQ8HYYccvaORJYrMBoobGQ+cc1yC9wKZIfYrAx0bAE4pqwykqyPRPVtW5QEGg+Xe+dAWHhMTSkQpR3Zo608ZrLVRZ3nljol9jriGdoKjEJNPZdwEAs4zJpW+T3F3HQPaAB0jdksdAAAUH9UkTpvSvvBVW0EpW7dsNijY/aTWwwsuLHk/cjz/Hcspt8aU9KPBji3DYdd1vkyoKwELNIOQKN9ACwB0TY0Wgj1vfJEg4SYpvRMulZVmphTbKAXgawYxk7cUuIOxuO22V/OV/7PX/Lz+/rzf/7PIyLw5V/+5fO9j3zkI/jSL/1SvP3tb8cnfMIn4Au+4AvwwQ9+8IXf+5Ef+RF8/ud/Pj7u4z4On/Ipn4I//sf/OB6Px8/5832DAQ8S9kEDKVEoTRLOd2rQHiQ8xXmoBDI9RsiRdgF4QD0RClNeaJM1oxWUEgFaQlSKBK95fzdAPADhmFaMXXEqQrdABC7w4TbliHMUxsZlKnVEWn2YHEAluPwsOyxS6LzRbGtNFGlBTsIGUrlfp7QM4C5dj0FgrpOCumKJ6vckeaWXDO6SUf8F6W5gdixHgD2RH27RM2g0A2og5mfR0nNoMZcAJECg5nuLkhMs3XdSt7EQZGiqp4Nv0VcNE2jtQ8mLeEigNJOTAiIzpEaMffYSgKmK87R3R00ddvpAn4TZbXPwTt2+gCNJ6J0tMnTzRDpLDHvVWivei1nEVodmOSiwOdyjxIrRozF9pzWJzeqgDVY97d5jYBug5q169l5rceh8dc3O88MpNDFFoui5P6zNElUffdpMpPQdimZT+o3qRidZirjImlwrsZLMzALTOq7gAjhvy6dNjxiHiaAbWsAwFXyOG6f3uaCcix3kfLsNfXi+jptsQD2FBjj5Z2LeTj475IyTVibJoPrSVgcSEl5HIPKCvf6yAQkBxtRZ159QsBR50bFlYuUTPHk7U+mclYd9hvRbS8NquRthQay1PghqQWrWMpFLTR7jBInAeT2CZ9ezn1p71jPD5jfaqcXGbqa0Ht3YidERbgifnR7erFAKYCPx6I2KPVVNBajSU3vSn9/s3cRrPn8o8A1YaUbW1h6EQHG0NbKxZP0E1BEEFV3Y0mqRQezZN2Z43egUzWaclFNsTN+u8j6MSSnGGKxWkADANrUhgEZbwJSkQEwH91Rzj9OP2a75U8gEVnHnm5V2NR20Ooy9+DS4psoCdGGkHS/x66UCnw984AP4q3/1r+LX/Jpf88L3v+IrvgJ//+//ffztv/238T3f8z34T//pP+F3/a7fNT/fe+PzP//z8frrr+N7v/d78e3f/u34tm/7Nnz1V3/1z/kaXDlx/7uNLWAhcInOb2SwyovRlFqom77Xg39KOnPm+eXQI3FFUtDqiEJ5WG4KObHmJl+hh2wwISPEoxgOxkSXH3YpoZlS4X4N3MRmoC69DhkTzd+H5yE88d2Rne+PVOyAMFGlaKfPTgxow70G5CiHf1wZGr5m0tkrlDoAo4i1NMXZ9w+VaAugUL+he88D5oYNuKU1ItcAsZMiMgjS1dhB63qgyC2bjFSXUpICTKbu/b6mnVOlExsS8MmQzTDXad5HsJRpV94HFLV7I9ERetTJEZ/blEsoq/lxfgIENjVAdwBCGLToOVQP8PNzBFwJ4j2AYRoN/k21cOxAHwDRwHQl9Hv2JlApaGYY5qzA6wjeNPv6qKGZAEGhOaKjIUG0GUku+u7CDjriA8gFRodxdEDA022R+1oSqyboPPLm8HHb11quJdCIau1VPp9U5AxNEa/m9ROYbq0qxZ2Na67L5y3TsEngOngCuwNRScCqvXHncrst0dZzBSBVCNwbienyNXvQQCHygBNYt5QCP3kB6Uq1HNtTCZ4l246V6CuBtejUI9DrYrm2fh7JPX5dT5xLFmzUGCsRawELiMWAp4Plz50JT4bvzAO8EWf8jcFX8vofAexU2kXgcQoztNYPrbduWULdxJXcW9TKQMC2J7hl00EuHs8FU74NpYZONKRt3xJEmxnF2Npul4GLKRLg22KUgHhhDwGN2qVuxjyvXQT4p9dc+widPQTbc2YsSufUhAmUxmIVJdeGlZhr7H4HA3m0mOUG0jYnGshS5RZtlSy92N+UPwQu+aB9Y5GqCH5K44S08W9tIQKoGAmD6Cg+1+NGXtrXSwM+P/VTP4X3ve99+NZv/VZ80id90nz/wx/+MP7aX/tr+At/4S/gt/yW34Jf9+t+Hf76X//r+N7v/V78s3/2zwAA/+gf/SP84A/+IP7G3/gb+MzP/Ez89t/+2/Fn/+yfxTd90zfh9ddf/zldR8vhmAA5LewBb6IMMzR2+GRuEkBkHTCkNIz7b0xjvy6I6J//Q7rngXQmASF6fvJuyGgo96uUSKarTU60783wBLIfzOioU3DmCwJMRzOBkA6Bxm066OhanoJGxtoWf+5Sx146BVYmDRMkx3EJ0DjtZUNMXQC/EaIw6WMmPuOa8lzLME+sSGONdo9b/cC5fnFiwdx9iHo9zRdPCo/zc0Qj12H6dhfQSXBSgQ4a9ERIpIthFqwF6ybr4UN/syuIHfCsn/G+BXUujgnMXeWEMWT8ckpzt8S1AqclYOvm1k7ntdX0omwY0dnhQ2yY9mQ08HR66HBlVKGY5/qyPDgUk16d0RZt6S3PT1WjHyXWikbxoXswBCjfq6LzVlQXQVhgmODbsB7CLv5UY5XmOYVAGO95e8S171GN1jJtVLVxpBmAAoEIC1NlsIMOG1lYy0wrn9elYCGUBqXvVTrCAQEIzs2I8LqY1GS2Z2OFo2sM+JyNoo3kFHvIHQCb2j47l3F0vi8p+doA2e8nUGhQop8wAFrs1XMDrZkXMpfOV4gG0/3mmmjrzm4ZUOS6+HqBJDrSCx3JNF3yjFZiQFLnXJF0hDl/RBPBvPe5fgZDBb+WI2WHg49ACJRRhO9eMz2AqLNkJ5K/4tYDAHWdZm9SqV3wmRggRUokXJvpwxJkGlBqsF2o3uAIkRMCMh3uw8U12aPrMRtCy2KwGy5Pd3oagUcnygLqVt1YMxnaYvpgHZv8jEXll949g2Co6lSBlR1CE/w5DcpAWa0IOrAhtWpg0uqKbGlL7FL1M+5FPtEnEQZVGl2hZ+hMyHiHliQg4uUBE329tPf/0i/9Unz+538+3vve977w/e///u/H8+fPX/j+r/yVvxK/7Jf9Mrz//e8HALz//e/HZ3zGZ+Ad73jHvObzPu/z8Nprr+Hf/Jt/8z/8vI9+9KN47bXXXvgDiHkQqFlgNMdFdkMuI+kew1w+4NHM8eOW/oGCnT4dQSOtbxDQCpU0Jg9s+hoUrXoq8D3VTqx0qq38ebMJ9Luh3500Tfcx2gFS1hAoa4m5w6xJwII+R8YHvHD7bdGpl8EUDErIotDsAgCBnZthmaIGHGlZMCeHpijLqbwHCg9HqYAq9puMk+6VkWqINesxxGRWMEBLgQIChezC5eqb9jWlrvpYpEQevR3spNPkhjQGkKCbM74IjJOf29YWeR21f+KUnbtkyq6SaVVMRHufDj1RrFbX+gSI6fEteR9x7zol0ecemvtLE8pG9DqynIypsIg4zEXMdfghMhL1l98bLSM/QlJgK2JNHQK+h8plFQV6kvmuw2LQ4LtniApk232PQC1Q+8nxGh8GT8W0Zxf7vggyYqUjWjMiZFbJJnD20lp0fgSTrM7JDM5hW4GntVRtAjCkUeFD8DwxNQbkRMkhZ6U0HJTi6ZDkJ+F+MbxtQ+jGKQMvoLf73k3U614+2gXnRKkWn1VPPY64Qc3fPS2qLQWXWSh/yPfMRRZIAUsuARWlYK4Ui70UmIyWK7WdTuAVGawISwKgsl3QHsxFUBXBCKrcaFQiWM6E05kP5yQPa0UmgoBrqzKrNuZsVwCViR051xeSM1iLFsAtHeYzpT45azwAh0838LxZUcXKyZqzQJGwvbbeGHIcgal+mgBOQNDtSCBGG3gA4TSQbWGg0qBsYaoji9dmuUSEGcyWRk5fXjP9PXReugtK3MkoeD3kB7U3GbfYjxzAlO1KuT0Wat8agSaofQrZrZJPg/bnZAfCnK98UTeD02bAs7W+L/PrpYib/9bf+lv4l//yX+IDH/jAz/rZq6++imfPnuFtb3vbC99/xzvegVdffXVecwc9/rl/9j/6+vqv/3p8zdd8zc/6fgLjiGx4nOOkw48XJpannHZD0Sgh9AAYN0frcBR3PifH8PBTXIFjLcx05oRGLAggTQSr118IOZij4Chtdg9MtWZhDa1eNre4HQFi/dY1tcSq+h7SQOboTO5prrg5wmmmFd7QNjiQgSb5SptKsEaH4oaHMczEiQ7UUj5bZZipgZB8j0n5CCg8JJgMHUye0LN+noKei0MCW30r+KwIFJbR7lKqpXmvlwzki03AYtKRHNan3fOgs2YKRQYiFrYGRpLBoKFBxAEfLSpb704gyGddpu0FVtE9wKU3bsDsSOXbEXljcuQGGWY+5F5n3UvlrgSujejFEvwlJ63U7SVAvzV0dZ6zJS/6XOq6ZEDhqekcYNsq4z0nJChCdXkvpKurLZBLQPqQGLmlQ+6Ulqq4h9iSItX4L45+SecG4UtsPBE54jkEvNfSWhLAUMuVFP6DBrfWIrO52NgSYkazCxd6ND0rUjZkI2PhChVABIBYqAysJaceJ4WT6mrNs7bh9Bb/u4zZtR51fBiUxlQnawZRdJDRjdwU41v8CjlfVortqd5U/K9UjX13S38ngNVN1gatgEdAKl0hRODSENC2LgSNyoWqh4oMcphBqPpjAgXr/ZrBDRIoNYDp7vlsnoNE5APAZul5Eghktjp285k+14a7QPb68aAw+roFFRyAvFWC3rNnqve0ymCXfDFJ03jxXItPYYb1fnebqX+HmvUh0FvVgRNZGBCEjGnzDASbChKkMKgcA6ZApdUgyQyM3dBD971Bgf2FlvBadmAKEQBXkGHXVLsSC9sX8WE56LAPZZGB/cJpDQNVyNbec5tO79IscdeolpCFHxGAprQToKf83j0r83K+PuaMz4/+6I/ij/yRP4Lv+I7vwJve9KaP9dv/f/z6qq/6Knz4wx+ePz/6oz8KQLjETAv4MLILodwnhZXACYRELmrDhgEOZKgVsUdB2g9pYwSYEocdcJdbj3lw7iNuAMgy3Y5Q99WYtBzZHm56E8HWYZxaL8BU6QI0fReHRrVX6qP3qPZIDAitt5gFp7H0+e1Ex8ljV3s9DGKC2qbw+9F5dmidcATdYf0NQiX1wEmZ8YJLgKAnNUEdSXbj6qnbAIJgZc2zUrot19xXtFORcvzdiE5kLGlXADy45gxKasDfCoNm35MF0tYlWW9Fw1l64RHoiipGomMhItirCRgQ7U7ijwbFnvo9C07bW8ZsY8kV5oK1LmYaR8SYZsuECfUe1KscgF1QlJiMxPUwYF6AaO9m5HQx0cU9Zuq+gYdSAM9rz/p0nS7kjRSDYdGuqiuDYG2ZgQga9YjGtZZgcdzAHNMAlrY6FbTmnCiQCGDlOikreNCi/o6YAazQayhqDrREtoHAFdL8pQ2JhM/aD2QpYvySDMycFbfu5w8DTp1NpGsnEwByKQYW46B9Prq3oDM69ihoEVoRuM5dgKLmQJAxgc83P1/kCU7aq5DZqsQRqg1gLa7tTrI2xCe8lisWVjJdbmba89DYokJ6lbjrAxdC5wCZAu2YtV7TmFQGiOV1mGAKEKSjw46mEN226YawEZl4REjzw5RLr0SvwCMbj4AYJ/bWeoRBuIsIXOFFaYF6K7JrfVDq0FF4ROO5zu70oqktpm1j9wO7N/e07U/kPD+GnephpXhsy56E7VYRvOztFGpofA3XkH2VjtGuG1PSYMD76B4bcONbCYRC/WHbzOjGhY0nFRywKaH3nHInJVCoqJIMvN519rUArHd0OsOR6CJryBIIB9AK55JFLXUe50v5+pgDn+///u/Hj//4j+PX/tpfi+u6cF0Xvud7vgff+I3fiOu68I53vAOvv/46PvShD73wex/84Afxzne+EwDwzne+82dVefnffs3P/HrllVfwlre85YU/AIQejehbqYrrpAKaZdim9GAjZucvR219Dzcwu/8qxTk6F1OMGUBqA+6hqU+aQm8CcwtWt1PMzE906se0/ULgQuDqAxqWDStO342VmPJc28eVSU2PcmLXaH94XWuZij9C3rN3jyO9C8UN31LpnO3osg1gMJ/ndJGr2la2glanhI4RlN/ngRpjTY0SUwwxgZKBXd0ioxKvnsib4FnXHpo8HDVrvc7HkqFQR9Mu7hfonhKyxaDWgGzfea6IOAJDmeOVjv6OyaZzZ/OwWkoD5LgxY7ERBRMQQ46N7AcE7LTB9Ty4/U4aSftTjmT0VrMxwKhPEbiBh+8FaV1GTETeDeoAYDDUZGVstHRvYVbNf3eED2hWEVB4wEMpt3QN2Rsr2Dm8i86l5ESr62gjdI1byK4NxlUSy94mrCvb0uVkszOzhZv31GLoiVnn9hRmHkP7pPEsJM7XvUBO55RC830zMEwGzy2LHuYBlirU5BScePD/hIxP+vnZ9jQmdc5xGgQSS3/szHj/jrJ9hvU+QbAA2ZdylJMCOhGsXrL2ZS2k3j9iAZnIuIa06KTuJGTXdjS2NDuRF7AWx/FAqcGxd7ywyJN6o3MMpRhDZeo9lWpthjWTr9FeIHh3WszsX8zv8YAnSjaRaR2CE4qOk0DMINNbN2IqEx/gfb0OzcaKnrAmsKeyq2Ph4WcRAbN31JtJUN1KyVkoDbOzS2dK79c6y9KP0lfxfc2H1OMhITQDEnQLnBHEuzQ9g8w7YwJJPJTCLVPiU3UW468cX7hf1gNBgTQYPE8PoaYAnLIFpRhRAkhkgMO2ZHIjUJDfg5UaEkV3vRjYv4Svjznw+dzP/Vz8wA/8AP7Vv/pX8+fd73433ve+983fn56e8N3f/d3zOz/0Qz+EH/mRH8F73vMeAMB73vMe/MAP/AB+/Md/fF7zXd/1XXjLW96Cd73rXT+3C7JxdKIZ1mAAF1LN/s4iWwsjbwnMb9kIycGYgr1BAUsbSdEqdYYXoxbISDdCOIlb5ZmiX1/JOG6YgYiJqK4QOGlgdeIpFxzVTnt7hPLbXIIA88u9jvtLiBpV8zCnuaiTCwfE1jlK98RrDrFZBB6kfgGnFFMaB4zAWm86Og7IOOVZFN570gEtg6A0/S4H60AfKm0NoDPwOhqvt8ukg2mRUjm80kDWPNnReMhoN+a1dKCAxUc9lEozjcZEOAweTBd3taJkGZiGuj3LgMPpHYnY9Q43SScZ77iNyADBIn1mmL6CnQenN+e8Zis9cXd4rTduVaWYA6CgPyW+xlTXnQaEdrze3f4LwaUqy8k6dbAyazeb1VUoinU6je596X45loVfu4GH1tjzkKpKjdVCovAH6lYAzwzngw8NTglz72UT9DywsSPwSDrkTkXmyYftZIUBAUELCfkIAqCWIc9YTNElmaRl0LwurLwIzJMpoow1gYNLut2ygmSHggz9X8Z1gg4ssOGeHU8bLgOwBmOJtfRzUTqmLAJe2h8hJ2eAHrNvjigVwOWqmrgFOv5z7F6mtY4qgLhZqIiFykQFy+UTah8QAFbikWataI94JrkOeyWeh1kWsjBkxpYsJ8u5EdSUPKA0chR28v5ZtcSySGqRuCYPMIhQ3aF9rgK0FJumgmpdTwsktdZ7r4VHe/SGxg81bZzH34T0Rhs8ENVM3U9rf514K2y2GJ5Wai18wprWIc3a0ooC9QD6aIqqeb+ZqsIVWltNoFGl6knHMwgCojwMk4NB9n9iD6Hng39KQYU4KRX6ZLsjuAIyz+sbP0kBsxs5sm2MzloDkUurWseo3MCmRJViH/FSvz7mGp9P/MRPxK/+1b/6he99/Md/PN7+9rfP97/4i78YX/mVX4lP/uRPxlve8hb8oT/0h/Ce97wHv+E3/AYAwG/9rb8V73rXu/D7ft/vwzd8wzfg1VdfxZ/+038aX/qlX4pXXnnl53Q91xiZ05fSglJ+2RMCNqws923lcA/bYyTPkkMi8mlzrnyxO5R23x1HC3zYWbIxWjeUR/cGBeLmVFvAIksbQxsdTvkMIBD6RpO2TFfi9IkO+hhiGjRh88T0b9kyHi2n77y+18jjPuyw/cY8o6M8gVMmTA+dw9fA0OaAnSCN7TjrjtF/NBqoPAJerSkvW+LVqmlzH3kq4szGCfbyfp2L25BClc87xfDIN9BItDsHu9GhVlLenjoD5gunUV8VrqYBf14hMEqAFe00oSNyO/CY/dPZqkLrsy599l3YsLXAnUGkd4zWTT5sWBqgsRbUxJD0ktN/22uq11Xa1Ql4yOi1m2QuGTftCcvHT0qMGpyOYr8ln7NgJOdcC5kS9pVi3KxHLMccvcGxDNBzzxeE5GTczfBAaSDNgFLDtO3rE7jmFKSSA08BX8H1Zoqova/0mhSDcYVmryWBNvfqOasrCX4aZ9/wWVxyqAXEZQiMC0z3UfMlgy9K2c3dILCgJ2EjJedzbES7sq8b6KnfBMCq0Sprg3wSzFTixTMZ+rvef4HXLa6OA0fDLCZRBO91Y7e7ugukVwl4uZFkak11thXV28aSpSjZuMATFh6b+qcG5n0sY4fAqm1Fyq61GkhaltDS6SS2ilYCLmwJAURCa/4sZRkfxaCFgHXd9pgYKEZpKvcOsTI17JyZf38xdhIAkJ5NN6bnVbCwG/o3Axe9tvjUWtKA1mKanepdSu2SPWPFlJlmfo7tAh+6/y2bMh87U7iOUwI1ZBRha2cpmp5xOdqIV1CjVNpDD8hWtZ3YKaDhezW8egCGUZ3U2Uv6+r+kc/Nf/It/EZmJL/iCL8BHP/pRfN7nfR7+8l/+y/PztRb+wT/4B/iDf/AP4j3veQ8+/uM/Hl/0RV+Er/3ar/05f1YU84v3lMZCqOskv3H12JEx5hR0CSTpAHCDH9GdI7e+5TfDG1bGoaOUPjgRLyTQvTeoYwsyXYKs0BFj44WmagPC0EMR2jiqQpxskgR3mTb0RwjsFBGAYW4mheGjaOOKc68b1AGtZuRidsgpiLtBdS8MOPK4gR60WA9ZBzdW3Bbd2bkEqdS6V0iE2JAm2xBNZon9RyzrtS8ncEzR8lvpHUv3ONYBWgsCmY7CmYwNvlL74iEdQKrJ4GgCjFCGtZMxptVRKkhX1j2PoZceLjgBOcIs4a0s92xMiS+5PJUxBpwZpRhBPSKFauTwrIEQoBvdUzrw8nqfYoCH0sAW8wN8Fm6BEDZbEXNWBK347IVzOuRYZjPXgA22jEuySKqkWg1ENHZvvF5go8t2okSsqtguACPyr34glua5dWPFxZTanA+OsVgtfijOsyiIXQruBVdzsiS9IMUSnsx6wqkxa1sOWzzvPecnEHENe7nS4ISAInz6A2LseGD4vdnJWCA4CIEEvwc/iy0YdjG6R2yMxN1nW2516Rzz02k3xJ0dIAgDAfUd7xOc3GcZuiIOxrRiRB+2tFlsgWCbKGc5TQAfvBKLkzuCRQIgU3N6jVGhwiaDkJ2xLcsRO/MA1bRCKNmSnvvQXnBhAAIogSsDw2LQFhF4vRkjbe3gso0LFpSUznMLUKWDzWZ61o4diNFTlpgN6ahR3aMn4zBWAtXHMHVGLDxXnlH2HA2NPp8JAL03oX3OHcOewwFLKkjdvce2RFunGvDw0JBNKe2hXVujRs5ZLvKMZOUUIPK+mP4KV9ildyANoX0krW7P2eM6ze2+tK/olz0G9f+ir9deew1vfetb8Wv/75/EjqHN6HJFHUPdhadQhKoeMhZ2umsnoAcTPQbWDp0RRsPlfKt7HMhEHYXZ8AMI0Oxg262ohejlCXy/Q273RE8rYl7nyIf0eB+0rA9WQeE4zZXHwA4YkTbHZb6t650RHzJoZKOUVhJbsEICVgtUASA0mgCKFEHglPr9TP57yUhiGZAAQMFctMcFQEJvp9nQFOo5UgpFVa2D1gHkRaMRyV4ZuULVAzR0mzYOsZT2sEPPRq6mwDgTO9U0T4a4lJKMKOpvZKQfIPiIKDzs5XGAaVWph5MEisBxtNVTEu7A6rlKPvGAtErUI6ADvU+KrKY6YxHMqj9R95ni3J2zUGcKcwy9GAgNaOTissInkUmqOlequ6qNPJENI2mlaUDNw7p4rWa+rDOjPot6kpBoZao5+jTntGPzz2h2BUA5DIoGWU6F+7LE3DIhEJBurAn6OJ4Ck0pgWgm4FLW/XoUViz5SZwoF2oEVeBaJZ9cTnhJ4diXWtfCUF56txLOnheu6sNbCtRLP8sKzFXi2nrCuC2slVl5Y6wmv5MIVF7seS0CcmdKXSfOHRLT76NwYOI0uOL2qLrjfTQjEQyCW+4kaiUcVHvVQU75EV+BhsAhnct0zl2tWwZSggRT78AjQh35LLJvHPAS3qmE9z2bRVjxqY29quJ4/Hkfv0TWN7qoe3P/VqFK34d1IjZB/vTeiNpuG1kbVc/TWyI0qrH7oDG31idF8RWq9OY4EsgliUh0gOgRbE6woeAgGNKupXzRjGngwSmGkggX26ykz+ZUvpHyWe7slEMV5bjsw651d1DqCtuCaJLTT2AL5BQAX3CkZOFINP8wngYgCqRbbLgRTbqn3A5oaPbO99QC1YtTYRcSkJa1FdVBUSvW2D243Ki+U8mCCkLR/Cc29477YsdSaXwB40vc5wnD6pGT1XwbqI8/x977p+/HhD3949Lofy6+Pucbnf7WvbuCZmvJtOQ4FNgMQvEkOVKBxZRt6e9kbk6HqCUcwNL76zaajSYSAliKy+2cB8HTeKe2MkKNxM0K+mHoCoX6czcVqsp6qmETAnT1dGXBXIEVzivA2/VlAgtT7bnfTlXMJgyvQ2Zl5iNnzZERCDRPlrC65IFZQki3YKLjrrlNb1vWU3su6Nyr6U+M3lM7yHaQMVtPlwrQ7kSBn50hb0q7c0nqZjEmIwWhQCxJ9E93dUgA9knY9euXBRY8Q+EiU1+xB8SzPUfLQTWtHHMFkmw0RaG1rLwPPp0cGlEohdc6IV92DwyyhIlg5bDeNxB00qiEboNdUn3tx9Ih4AWwIrXPNt0jyBrISWTEALXUv0LN7sYLLWhQ6jZNqhCbMq5uMSqEfDaVsaRjp4DghLTrh1rHtMv5wN106XBcPdKj77lhrNvD3KAmgUf2QlkStJKJo0GUX2GFcKdE4DIgjXkSgVyiQgp5fKA22BlwG8oAYWMHl8ncyiT5jCGhkDlgFJafGH52hyT5vsL0AkKrCGoCpa3aV2pSlSzcREh/ZHuUNRLGz+kKuVKBEx79MOqUZH4mfIoarcgPYhZj14jOJef8m7TwN7JhK0ZgKeL0LSAUgwSnsAFQOX1rXIouUG9uouR1cSlvowFADVEO2heNKQnZLAK3VUDCgKpViyjIwaSTezgWkA7Oee2NDyUU9kYJB9gFyg0+CzuegJs0g3EUTXNOmJg2YnnCQLSCw3XquslkQi0RUPBqkA17Frui8u9mhQ+Oj0+Q54SKqMWYd3d3W2rSzCD7QZSHzPsyubS1OKw227ZaGbNLUkpkITLsFx302G5rC85f59YYfUtpidzgNHHDG2ukEwEa3z98n13rSYcxN3+HScSrzr5AAuZwq4y921wvghc7MQjECi0vCu61PWWJZMhZihUZEuQfL6V/qQ2z2J8A0jLDFOArTrSxJl7PgrXKdivZsZfKzdfBT1+u75kytCW3G0YnNVMqlOa+nSc8LmxwX4LVI07yJy1UaQZC6jFrqRBNzFm4MWggcmsHLZcAaZ0J90OjHYpQ8zc0qdM8nL2/HsqQNaDkgRoRb6+HupT39QarONXdietjU9lL1LY008j5JdrlevU+aLDI0HNpqHpdPsz8OfUAN+EGImi6lVq0X0UMiaPG768d6IMLJ03/DUSfAz3+o4tA9oJYORQmwtCdm+xk36BIV9TGFqnNCEZp6hzRgoScM4lyZIgOu1gOk4G3GyRYOxkHNjXCuUaB3Iy+vn882e0FZYxFQZOzSPxB8+IynD34YzHBDLSSuXOwlFDb33Binckrrl3y3k97iGfOeYndszM+cOm8odYsY3Rs1eTrHt73Nwh6/QwO99BAE3ATkIprsA2KekatxXAQy9ixsB93iYREodk8KrIJJp+hELncoPu/hSi8yyCrR1/XMXRCVyAEqvaw78YBSoAXSzgDTjNBQYK7BQx69Ss5U2iZXsfHmuI9cfcTrpPMeW1xNCJIUytM+kSGrLjzFAocCp8ZQ+KFiztkVvBeyGd7XobN5O4ftZqKeocjAlFWOtzmCzDmNnMA+yQeZj74G1Hr8i6XVMdWP1M7wXuztWlkGZaoy1ZiXbPPRwSWrLSE7DcoMdImTqvKzsx2lf5ADCO0hEORcAm1k7bmAG0Wd1htR4/P/zy8zPE/hoZx8qNumL3Aib/hhetEdfcWgWdOQPkR+aQRleGaBSkYdYO4Ujn7tUCK0uZmmCGdK2nqQOBtTQOUKu8CEjS2NBzc1e89oInoknNs9FRoU4JqF4tqI6VDrfwK2CSa4PnWYIDvNdNTYkLfk9VovlH1X5p+1ttCOfVwEwEiDzGd4rfL8JqMAvdu6iwxtxCDNRQxMkShdh9jrqzUGrE2RMcG51gDYjiBCQlM6gZLBvW7XuoMphs6YJpN0XFwT7z8DBd6+DMFyHl1iPt17yAAbALUB1aQpcUSU8/Ze44BT92zoeHuNgEXM7+u5yfCT1QpvRK69pyh7nxmG9pwIjHZEqRGKiM/16ZJ53ePi58n6AMHMi5URBoqQswUOiOlmmbi78gZCbB7Zvwr6clcXInET5p6GdBGJBzhzz3A6lCqz/ilV8RUpZii2om+uVa41OhI+g6XqLoEaXXt67QNwIJLJ6/RQUOhn0eusUvCa4LM2DrcHKPCPK/wMJB48k3np9TVBA1PJpxlhJ+9z5s5prw6TpLXqmxVlaTuB7FalXmYKcPB+aC+EsrUxM2NmwLVSr9TUsENyxaYtq8O6bGwfDxjEZrAKrBX5kOU8e9+yBcafCQj0YYnR3WIDI6ivu9mfSKYICT6ty4kpammvQqbABJSxb2yn7Iv7kQGF9rDEcJHHdnWdgHermtEtLasszofsZ+k84BRGoKeJ41gy2ZWSLwgFwNbnlQy5m8R2ugJ4s/3CUopY54VVcucgl5oW8pxLEyn7wcyK63zV+wg1sofWgezCgENISmJgfZ7ky/l6wwOfCAmKS45RuVuXMtph6vwe9IoYpzlREwCoGsWA9FJ06tLBDiNpSI8BRYptKwbHe3cEXxkzIJOfY0qQB3+pPwz7hTB6cMTKLrtkmrbfcyI1/t0zkSatMQidn+cOwjBwgQ64NEyy1uPEjYKcIjjvqegYGN3LvYLOaT00KeVpqJWpFEPfjCwOkAnrgfRAmmmxUpmnQVubynBvjQZGiC6HEKkOw3L4jyo5AgMEpULsIEENwpJyvMGUSEGgJ6AqJei+e9bLcf6uRm9RxNIRMJrX6AVrn6R3iiB1HgZwHWJIrAFRRJcU7Kqt9KHs23tFJezLUabdRqth5kljtp55avPSUKlT9qBRahUSNW0d5pHUVskqtwj3KLDymghE5pSGMw+zFPBL2GXXz857cky8vfxSCXOrmkqgJiPw0dpiPQMPiYGNd+nczPUm+8WEU0Ls67TC7CnPFXvcKKUd+v2E2i7cwJtvJKgfUrE3z7qYL/bsouBzRtikT6HBhvkQAQel3FspNOqhMKDHjwBKB5UdbOasV6rk2roL2zTuRb7/3IexbZJxM9yoFtiDZqgRIYxWiIBUdieD4yT6vu/yRfYinA6LARY7aoTCZnh43YnEY0CEGd5W6ikN5lFsTiga2tWD6BPshW1FEKRCDPXuUjsDrovtOYMHVutu2bMuaggnlRgx+rgWAF86CqVzA7AE3wweQZmDNky1pjuSP3BS8Xy50nlRKJ21rlIVbuBagd0P2o3wXo9Z/wZT5aX3L0D3o+1iUMOHTbCjNgZs2MWu5+x5VwSBy5IFnRew7xVszmY/QOdTXdKDacZRhzV91TBoL1mE84YHPtTMtqqKGkCJnYlJ5UD6hxecvJkAIVQfmAaEwk0H8tHRWeSYgC5TvGpYNpHZDSQAB/i0y2xtSFX2hzjsiJxWdaNyTedfBTZyyLfNA9kwJWkP7Q+VvBurEHTxjNFYs6omKQgOOsNUSqMykBXz+QmNUhDVD9HaSknz+tBT4sjo9wYKgQGCy/gwjxGNDnQSsELPY95bYM7G2f/NNt8lcKd+FWajDs4IsKtsjUF2M0bnyQMcX2B9zaMdP+t9oue50cZJeIrjkNnbSBVhYnhEZoA5fhr/BXDNvQZbOp+U4Zu0RcwadM9OooGvE0UhVUXTmF49BnhMn+SJAMP6HdxeWBJwc7OYsieRIgcReu245+MML5+hLZDkielwp+DNkRQ6Dab3PQMOiEmdHApGzyU0kgTcv0j3QHKDNbvyQjbZgcw1a2ZTTfZACDaDCxAEw2ZFM9g4dLWZHSYErEVbZjidPkQfEXi4OsqampNChfRoqLyB9/buImvkAEi2q7ER7ZLoGCdnfUuU7i3pRGuLA02xBeAasHOxNjjidj7Zp6iUVuzGlIJHu0hCBzsUrLWY2/IoEeHTldi71KqBG69w7ACC4t5SWq3GzgFmAfn5R2fWkLhf18N0Xcw9WG+G5vOmTjE0lLVAoXCiL1bBhcDfipTgn3pIqOCF+40B1eggF1NBFtOT3TbYDKWOZFPTLIh3o32D2m9Uc9ivzoVL2CO4DasZaDFIskQhUVuAKxjEWO8GsSuylHBTRFsJ+D2Ctqjt77T/9nx4yN6edGzmqeAdllnsca8F8l0Cq9qvZmkh8E3bcYJNzLrQAlhb+DK/3vDAx+mSlnG4AwM3KmQp5NGFMGXjFEcYPdi2I5KlvksGjo7cTokbws3wBNi5AfWUq/RzgQ7OT4opSXwKdTvN4CRx6E3iRMahz0T3GH9bmzh78nwp4rHWJPrsbUAaEzNdbbEz3++CVf7kZ64wkKIjgKJgf00UHzGl02Rw/Nn84HAuTFSx0zpLQMrGMyRidBmn8/bO3tvZqYsLHuDcr6Gu1dJAFoMi6LTxAQ2b7jXF9HRvOqwGOhZKJbblCiPY17eu36k8GSMxii5JH+FrF7J7KokCYoPigFCFq8Ng1N6KvDE0sHUvxzEJKOoBHCzIe569q29xKWioq2z0AgF1yIWNUgz4c6CwJo2aA3S9tNpseh76LIXOqbEMEL6gJotOp/XNu3k+wYHOmWZ1ZaScl/c9ewah2KslhbZzloB8xlKkvVGaKu51XOiKqUSbCwwO6LQmh/tOaac454fMUN72vaU4BYzoObVvuHcWzvk3eFkwA0KQ65uv6Pn9QM/IlAdOqpaAiGClwuBf1mIxlZMKgKzxY0HAQ5WH1opYm8Pf9TYytiUbZ+eoWVGTKm0bWjjt1tqDTpMZvPMS6wCn25Pnv0psASuKGOwl8vEAkOgkmN3ey1ZvhsTBI97lfeUS+NN1QxbkDq4DPdcOM2MAIi+WnQPofcb9uF9aa3+Ve3etNWm83apyRGAX+0JNKUk0NXAZ4+gZhBBILD3nLbaQxSGt/Y+xuY0t3aJ9gIoWJsvgViCl1CJthQtHSr2PLHEw697NCkRqVR3Ux5gVl7CvUJGLjIA7Y/MsJAeO6lBwhmGwM7jYV+gMFChfMMh6mV9veOAzeWxFiA9Z8Us5WBohAZBuiXHtCPhMXLXkhoBOazAiA4Rfj5MfMIIpgvAwUr+nU/rU5iiyiGPIjJpxc3Tn0w7o0Td4P9zdAEwt+hpoLCvsTDHIZ+bQ6D0tcHsot2xBuHHbndlwpN9hGOI1YxSw5CiPtomOxWXMHqZ5Joyrgq1rPiesuQo6F983Ac8x1nIXCOQ0oGSOH5PCdP8PBYNMf6qVc7fBXeMpEg+zbQXURUralSMB+UVAhzoHaXZAQMKM2p5p6ID7zWDEuwDp8z0sElmY6BtVfKsYO+BW6VlXZQQmHUbD1Oc1A3iZ4kWAjQhb2gW99rZ9FCBwPdx/qkJRZZxrmeouO8/GpG6yT68oxHF4qdfgBYceQAX2UhqtnHeWUzVrpui8R/dSs3+XGs2V1oyAwKkSXvDsu2JVFzvo1DQl7GiBojvX3kBeA/JWrJlV1onpFpy5BogS/PLduw9QWkTaA4QtrD19oyT+nj3VE8y4SSncJDUsWs1xWNCZI8DzQFbpX+r+ebRJHdC9i10JOXizPTqfrcBvbErQLu3yulrP5AELNSJtposM+rwBSvIAAiLaPM7RYhdm3SqzmcjNk/uIIgSY67jIZNVjWHYAnM3VBE+rlQ5GAc1KVn42z0to41vwa0Gvo9YCtZFVUHNL29qB1grmkn2fkswHxNIWApzhReFyyopwiyug2T3vax1RWP85EKWlxUkGR8qtVyceZZvEMRyMU1lD9wAZ89PsQs9JtivF6G+Vm1t3Vl1sphosqIgUSEcDWcOyPWKOKn3TEusVUDpRoKhMFoDtOlZMgItgf61jK18u9HnDA5/MwCWI2t2TnUY33Kkz7cUTU3WTxc356I1cmqMSco5FNiETMyRuyr/11VDzLTl3iyxjDlMPOjfgP+p3sxlKhwQ3c4pl2rM3eAgtzt4yVwZuZqCYY24E64nFQqhBm5yeK6CmGaEOlaMmG4UJIvyzcV2864JFdjb+/P6kKbpHCOzeQBGcQTa2RnoQG8oMrj8ZmHMoEn3AU8ictESNaOytdRcYSK3NRquSQNFLAp6qbhAgJEtLv7l+nH3Tkx71lxm0XaX5VphUF7HDKSltMG3gqcYG3u4FxW3R6sVBA1d6H/QBpwYv/qVheNpsyvm+wdAdwLYM/4rATqUyDE6b98nHxuhwS6PA/Xj23yLRwnXT2Wk5iOdaS/cr5msEiisF+EK2X87GfbHirKvPHgJsohbSQa0cdpPxvHo2Kg33vBtLzSHZq4aVdysUoSsIMBMJa5ak5bJ+2dqeSuDpughM7hVcNvrNsSUcsCoGyedAjJB1e9FW42nGlB1SHIBg8OWO68Mo+9wrMnlsVwduYR+yeG0QbEAjRstgmUyBbVfPmeMcqZ/RLgFbRVfuHGbAKwfVAhYQoFCNs6/AlZDI2+frVx9a44dGLXQTBDN43EAJRPdJAyFamkhXZ7HzudP5Lbbcp7STANiShema3Wd/+NlYpO/zWHou1wpAoy7Ch0030dx0aDEeEQKAOrewFq8BFaoJYKYAmFggZQv47hdcgWetTOsMuOLPTRTb9r6JQjY2q9FaWYw2iD2NV+3v2kAvgpxhl4b1xqTBVhIge/RNp1NuMf3VMjGi7QLEQvXsMf45jCSUNnaie9LWMSb+pX294YHP7hemE9CoJwVi3cBUkBi5oznQTY4qeWK0n1wxhRPZOTCUczMIWHJ4iBimhNOlMWmNREiHKxFtkKIsVakcJ8XUTUqHAtCguNMz5Ig8HsAbLbMmUp/zF3ihC7JN4NJFGfAs2Bj1ACJ/ZTptIydrAORoPHGIebE3TqMxXWaDbgM+cRP/98YE9XzsuW992qx/oseoJGTkimXDBTt5LZV0LzSeBo5HbBmhPHVgqrWoR+H7b2mZAOm7Yi5thJcdSlsgVJ6qSHIHzuyt9rZ5YVYcdTP6WamMVymZXIvzv4YF0W+0Wh+sUCucwkx3l/NpXYMZFMNX7+vJVAafXQuoQIwRmmvBQ6R91o3H5ucablp3tPThBDA27EtGnBfv/jVEf0798OzRyFvf5M9jNVWBpfJQe4FGq+WDmStdL4BuVkN67GF5D0VNSoQJLNZgZcgRASOmN9ZwtL/WGlDiieWhs8y/cY5Vy3GMxsHPWAtFRsp3AAl4ZVvg4CWcPdK+SbVSoHfwFlxoPDqdRMEI+afXj7QXAgUQQ4EuXM1O0AO25YpirbE3kUzfuAWBL2jkArIHj960c3FsWyIUvBmkyrOJcQyw101DrFbo+ShlY2dZYp1CfW0qedBdSm2bfOAegWVnYWsfUjd4gexaDhs1NgeMaajJOV2rQx26q4Cos78qz+dyPziklHQgwcggYiqGDWB0ImEAFYAG2raE5LTTdYzLzU5g+P+VvMZd6n9jTLYCj4eAZ0NrqkA8A9Ri8p1alXac73hSrhs9c+v4XGlft86oQRrC9saWT3ta4LmkL2trjWyDYaAmfweC3XOnL+frDQ98iHgVeSVz1I8ba3BJ32N0b0reQrEck84v0+ceN2HtTMv5nmGPrjw4Dt7gw8ksiwXtsFjpgTHcDnsLzQMOyyNp3BxqtjQshxFqWNfgFJbTQ44cyXaR1t+KKOCf3RinJ9GcAIFEq6wUkEPzJo+TAnREcQlI0Ehu5bdpECEwZzbfBmCaW5lCB2AKv3SI2ARUtHCop0gV2wkonRO5ROWzD4eJm0AiqnCtGODixoKl94WAG9MF2kdF0ML1qpuTO6AuSilQPb7qwqXOqLtj0p7DAAVE+xtE90RmS89971KUBoFIXs9E8xkUDovRiABiJQFL3vfdCxl6LnhS25VF408QwLRIae+N8wefmcXQdGwnveqZPdQsxhjtBoEfQYWMLJrRoNnVCOmcrGPiM89wVCtQGynDWgd/veDwuGdaOq6lCB46N8MczV4i4Flyih5MQWYgjvgUZF8SfE+m90jp6yBwH0XiUh8UR+Qr6GgDZhgDCA6r5OMJeEaXTRAf61LKlA6qY8kpW8+hzTQwyec2UXK0BjqcOr4w6VfuaO0flhVzY9YI+wEzAU4fCbDrPvZUS4mpUhQSK5hi6ZZNFGgZOrwYHLX/pT3apzqI6Q8Jh9uu8WggI+4Mqhx/+WdMMT7X5z9lzznADVgD0Ny5E9RtW9UAsi8+VnVZrWDFViyDlZhggjrNGjBqpBxbCcNY3Ksl/RDbRYudSsQu9pza1G2h41bpx3PaLb0QAm4xEeBbPUCA267mVKUiARNHbThQGu2m9JImEdmRm76yrF0qIK7UVpNmK+uwsXOFAqs6Cz2orPEUYolgMXMoMCQYZTCRJgsJsNo29eV9veGBz4IaOt0NixTwoc1n0sbsgCl8MgVWdZw4YkOv0Xu41D2VEppUg3Q0NCYN9/WYL4mMWNpLwxamNH1NAjMGBQs9oKcgzYTTK8nIBRALAkWkqrLyTCFGwPwZ03CKHsOVHT20cAaARXdpELVCosBS/CzgRyckcBai7xcp39WsiFDGRLoV5r5deixLAmtVuBbUM1y58GiLKqH5Y3LoEci85inZ0SMcQdXQ2GhMybVTjK7M8NRi630KbnPv9JijXTFbLbZQiJYGk491Kzo1i2zDwGWjkTFj59SixcMh8B0AnlJN92496YhDbynbMMME03TwhGpverKYtyjM66Qy+LyJ0ycKWHRwTw75/CPoMwOaIcd9nkGH310SRPJ97RwC8CCuEYOTfGhhXbFpx3KeNLHOkpvxwSJZAS8MeFBaLX0rpToTfmvhjKg4jdqOrg4AOn3W5HQFdqKBSykLd1QfXaqZKXo4BPb0ywoiLL2ZACICmLEiRy3C1Ab/ljrYDr8cBPi76mWtdaID6SAzuKtv6WS+vs1kBQgym3PMhgG2gwyumh321jy1HMAhkCMw2qJUC+4Lw/ujINiH7hjhSeGLAdlGN+p/RTyVvAZIW6emdgGyDbvdF4l2ZhpophgxCfbNMKfO7Q5ze+pxo3LtRo3mh5+jJ6L0XsBtUEqFICX5gpiOtUYD6hAjL7H3bfYtlCKqm+YygIsAEiuPnU0C/L15FqJbqUYyaFuf46q16p7PPRR6O0rGc1Lo6CtR9ZBNOmkmKHVb0vkAgbhSdqRugMckgmxLhJjbwx4bGGVAHbv57NsnLrneliBEu1s2q2FzxQkqXtLXGx74JE5ZK6NwKBKRbbz9rLvZJLANCDAiVvmaORxOG83P4GiIf7eOxGmqZSNt5+6OmDfk7Gi8/WGwg7qlJ2JatmDYBuWkXfWCYC+ZdJXURLnclLOlfE6U09+6xmholg9O7hhO19mZ9ly3CCaCQbj/jtZBZaLcx6KamylE904xeHDkXtB8sZa3CEyTuuU0kAANcqnb6hHtkXCQoW017VLU6jRjTLpF/U0aYzjahiROtGlIVWA1ycOMSNhxOp3EyKyD+i/4+XZjBQeR5g2UhCv87sh80gg09BfOUMkQNeWIT24EEXmMlpXzinIt4r75QNjcs5cPJl3QummyJTwFVaax+Z4m5bznp9y6+zCao49R5Q9O6oYRfonBwVyXAXxmItrtA8hKoUtT3/1EWF0YAv9I4Hn1DJzl+ISW7S89OzoOuRI0nN6gA4sr6QiHwRFwSbF9cbR+LbHIciAgYETDr2v0msTR6i09F1Z1Or2a8zydep6eNC1Qr9DcqTTCC2mutHcnWaNgjdgzFEWf97Z18b5iR2b+LCFQqis9IuytZ24QyeueCiV52CkoCDZufchm6F3E1nh/C9AYtkWi+8GZW9JYcrQE7QFt9JKgWmmaEOhPBhS2lW4l0D65kdLHudN9vdCvCRBDSLoXsRO79gB02yanDj2ja9YoGrFTAF42Sl0NUxVRnlG2cmFv889iYWJhdXMq/GV7TVaxdrEZd7SGwGJslEE7///OpG5slbuPTYiGpQcQiEOmNDe85rVCoJCZAw4p7hHAO4kVOuOwkFqidlcEOjB6GAhlnuehdHWrUeWjzGoHkGyFUfGLwOfn9dWwk6BgtOGbbrEKGOTCbSoHAPvNGucVE0jGiL6c7LEFP518pMVPwKJQQNEtAKvpq6FZKMdw2qU57eR3vHA0tYZrBYKoux7B7robI/Q8bciOg7/F7+Pc00xPM3+t8wJH9EDPdUV4vJxKyftcM+KkgHydNC431sssAHiAx5GB6+2RCNN8EaFUEitGYmnG1QyYDWkqakp+W8Akm5HJFgiIbjUmU6oxJGqUBwo5vpZTQC5Fwl4xU8Yyso50w8eb87u2qrruBpL2UJ4uJxsu/ZnE6Hqvcs+aDo8uUndsejIyb5j8PJecoIaiaQwjZ7ve0z02Zq/rtrhXJcycZ5pGtgRvS8xLxfBGYhNNc5ONvDRuAhpnEIvAVZwMKgw7qCVZ0kWYRWJqtbBbOf/MiZYTTslA+oN2gQzvTUBnsxQH15xvqLMun9NWAHOh1T1bPbuaKYplh+E0ZfB3M1nmvoLscIZL+1XhpFTDku1w6hgwC+bD2jMygKspfYjPeHisQeNqpxnb1oU9kEonppt6FQSgSs6HzuQ5a4QMJ/zp+Tlk4yB70oKIHFeB6bEzIFispIeWEqgda0KWe8pJGNQ0wGGfYlIVBLmoRJwUxKsz/ZVK3yc02FiguI8Y1/UpgRogjsKAs9L+T7TaaBDEVgDpCkI9n4rAWhwzMuN+XAque4mLLNKpeqet93XSoDSirwNSUs+6gRbDn7JN3Wq5Ee58nXCGLleQIe8HqqwibVySKQgLKW3Xk3XKyx21aUPcd61K58VoO9g6sKBUWzA4W7rvClaSud1CC1hWYPQ/uVJDuqEKR67TWgY65U7C1CBGonS+cTmgkGYoFnKaib2crzc+8HEaA2YAFdXX/fCK5uNv8FAGxWJ2ZAsx36eP23DnU278AyIATI+fNnIPMHoDGQW/bhgduQNTyQdcOAoPOt7p6yN9iqsH+uhUfMAhh9zBA25IRSCj6NkgD61J9ToUOpDsZHr7jMAxLADcRpFC7UAUjcwGNUGpz+JZZa5/Kc/uyMjrz3/omhUhE6CKIg2zNdYgBK4MIEo9Y6j1CbgEXNGW3o9nbLEBoZihrXVP/TyiWWYJsNxzCYQJKKWqNqxBqdhiMQRq+jwX760V1ArtG00YyUj1gR5w5mrl6djdRxsR4efJfbBLRhuYUnJ4mfW/NkK8GaN2MaB8MFh1qHlkTxdzjxHJCLFCMWL20B5gykgOq2ueo90lBMIa/GynVs0ieJYdMR4d8Q6tk6JSD+lsnJYM2hbY0tRNVU8QYF0SDicCscgyPjrGmURTOHulZagE1BlQCqsRMVPzAKVbvGdCAD5vJz6U/m0BZr5naIyKzrk1TK1EtNMwSuWl9nDrngyV2FzvOswDSsz1Ybxa0N+vn5J/OLDhtbpHM5+6z59spW0C6JA3TuDXtkNwxA/2l3FEJ1AUcA8ufXIvIDZtq57TdvHAVrpoxlEci5AReF6FR7vlAGaGFjeRgoVb64hADwhb6YQW0BpYjGpcTqG096PYDBmXYV+L4HeGzIZbafDX089d4rENpsIiLbzXeih9TjDOlHXrLEFr7PQ/G5fG2MtAuqUXIgO7lktAR0PFhRXjmBLsS7zeZoBjnRE8DXaPziftK4HRvACl70cWgBoDE2BV23Ox5KEDEzEfp95B/N2KOKNPomcvRgTy8v4+QZZboLglwcsGJm944BNx8txyBzSK/r4dsoztmkA88FwO4WTACQoarBQxJg3gNigUt3ESKWNA8Zsng9vwnJJJ1YONYKAxeMpRYFN8B1+NNtXxpQZMvMsVMSgo+sW0iwOSAGaGldE/Dz1BzIoEqo6QVjds6t7zeHj/QJYnxWPSXyw51/umUo1ts3hSYiIhCLhkYFwfgMZpyqZIZUXgwU57OOLzUoSdgjO8l+XPBdMBS7QsQM2G6lB4L91AaUhhsIMr3d+ptltxaSfQAUlui45Fp5lMad3XfCGYjlOTwbDNMoB0NUfZThIgZzaSCEMixlI6QmvlHajnaXG7pTKefRNQpKzJ5vy3AgPlP5kK4t6rG3AOPZ8VjYOjWtV9fK8rDwxo0OGX2T+Bvzsos1OhMWxV7Wg8hM7FNHKTM6qqeW+fvJmD1UB7MKSYufHJ3DhKEbvhGp0Tm2U2PFjuNClU0AFG3ytSYn0cDQT94fkvnB4zIBwVEQat+Rfa+9mNDwNHS3KKCCgrk7jd4K7JWyFYkRhyfJJmIzQxHNovc3K0ngDBM2CBPxnT3aVkVYgpbFiH0c012bVhLcipz4yZMWXtYMvZW6DcjTljDj8JNnh9G600uFN8PCDu60V2/mYzwz5ZtiKAxlKrhwcajYeZyliELwvai1L4hMCjRM6c0aY+W5YPmClTbBB7Ej1q9AlMDwuYyzQQ5iZ04BUC19r6/QABAABJREFUV66SROM0FAz/A7gu2t1Cc/xIq1Gj9r4xyQZ5Ggv3PVg6tJf6AeTCzILjTLbACJtv55GAieMkkApOxBSTAVocb5EK0PKiPbV4PAXoBNLK75HHd9KvsQiFvibZbBZmqnlOMwN9/WKq6+f1RSOEcdr31NE041M1zXgP2Dlrk5pGiZOTdezl1z8pwne0ZgZm4iulthzppozdtmHU+xlkHNDD65Ucd5gbAKfRVhvQ2ZkNXLqBNUUwN8qbWESVK3JwGIcmBxUEBu55xKvgL8+8JX/OsDmq7oKF2DgaBRv5iJnpMmuZdPbnWdmQ8LPZYDJoaPT7NPJ+orxHRxCkYhkX5y6siw6EeqAjTCWVDdQyMyYdg0BkZ6GrcD2RUbKffK7uzucxxAwVdIflrcUOiD257ZMdhGiejVUIRJYGDtpItVgLPefm++YiFU3RY08F0KNaqdOY5+kH1Gj0C6wHV61NGw04ZK7fYyMkAUOHdDSujGk9o6VdcaO6S9oqxaBAx/RHIWgIGX5Vo62Uvk5sgg5BikWxYQa4NgaKDTsPNxXlvq7a4MTnHDYpJVr2PuY55H7fwfvaMr5PGWq0aW5EiR87hNY2tV0QODIP5OCX/+B6uR8PrzHkKALRDzjFhbazOf+F0jfur8O0O39/U8BBO9OaXl5s8mc1E58LN5A1R3a8YSAlwDe9Z252okFhcaWddgyg98/9PGNEKDgsrgCS9+4ClEJSEqr9mYkd7C2UHQgJfLuYzoIbF2bz+YJT0okOVc2U1C4htPfCEnXb+7gFA0s2ydW0NXvewNAeOUpB5tI5LuBRW0Bd+3ZxbYYYqkIntUIeWxJ9zoD01vQVArYuI21XZsI26qTQ4ZYazZEgxtUZQjkCmX0dJmgbQEOdpLuAtcaGd0hKHsl+PHr+1yJj+4D6YCXPastHxCXwFKwAxlo6+z120ARS6JmsyJEPSJZO+z6z6hv73rT1JXy94YFP9YEPTm35O09CqV3qMglFugYSNs5yGoc6tZwvZKBiqJMWZZcvAAAi8N2b1UiIY3z05flHAw6a+pJAcwjp7bVjVMKIHWOILdYziIIo+QuMxDZU9i3HlQI/NrQvOEwYREAMBQ0Um+95DksAzeqLsC5A9o4CSOumQnnmYzglCOGqdsxcqhEhNlRd14jmAMmWaLnauWyWlpOR0FpobWhsm4M8r6Uoo9lwb4Gi3XCZbOPRJTAh0AJFvC06fPd5j2CSwuMPdt8YRGDSkwSJKhOGYLAMXt2o7gZkMLhy3brvjGlGl6awZejt5Z3WRDO1Y12Wx1qQQeGFrXDiQ9d38WdmiTKULqyY52eGwuAUwVElTBNwP+5Wx2PgBZYi0hEwn3cqRUgg5XRhzFosgyI0XDHUEkJ7H1VvZCfWkvMP3xfXGtLbLK0DAwayoY7CsxtIRfgC4NvslIAwgtfzDIkLOWneQEjjENjNn50GbZhzh/B/dC+wI7ulx9pA26wQJn0UYqPcFdmhxKWWkJwZ5/dgqqWbQNbMDI8xwZMO5QG4soUJpnFLP+Nnn2ifD3QrONSbCPQyBb659/T2G0xZtHGbII6Q7gC6CLgXpUAHw6StFEts26AYO7bFcxgE1AAunmmXuruj2oKD2FsAmEvPI+HO8GYJs5mi333Gv6AhUEMWzy9kRRUZ3hAYQhkHtdLtjbUupbYMxHr6L03lmrrS5josfAug8Pky6Nvds/5MTYUqZ4He++aD5B+2ND4w6C4FUNo3K2ZcUOpzPefOYzACAVxOwQce2BNEqGshEFqDEChyhjBoAxL2iQfIbe3ftRzE6HUdePyiuPnn9zWjDwREAtIJNFAdEpLZBwuJRiuiAh2onIyCJH3finooOgpMyuoEOhOFUKibUz1hUxQCMSY65Fs16RdifHsckFNlxFoWXo9vAgfa6fMHzEDR0UHedsCKA7Ubna47ZbL+Wfln49tPROjSVuBsfozxxvneXBY3+WrrObTOyBFQ+355NBhNN9yfhJZuD5Tg2A/+6saVaz57R7CvyeX+L9T9pKjf7J5rXCUtWAJZgVwnzcfbOxUp1ohFMMLZ/rdTJyl2LerocsQ0Vb4IZPlc6IiZeRIADaUKDQzDTEaMdovbzkhnZDxwtZ87XT+K+2bJEdtReZ8Kc8tZT/vJweahvZfzX/69EBrSCjorXRcDhJi5bly+GgAwMvEBjHyS1Y1WkO5ydTsxC8M90kMPBWmKvg90D6h6JxtZchZ6PhlbQJOgij/Tz28ARjkt/ijtvMkktTbYnEsAACWgKS3P9KGJJcfDfXera+KTH5B8TpYrumxMptGq94Gfv9kWQF2P3cRQe8b5PnVpdircf1i4l+r87M/l82kL34gWaJ+KaSc61Q2PU+E1SfPTrWod28s6n2fUDzfTU2sIbcQMp45PvzCYxe5i76guBXB5bIUAcwDw8FCev4ufbTAKeYFMAXTet/dy6KGaubdtdZz6oKHS3CwHjdrfDjRDUE/94dLr9zO6vbe/3wH3wWCgyD76Cdpz0/gdoAAf9mH8/jRIXbI92u6AUk1N1nNyCdKY8nwxUCDDDKT+3ZFYa8HDWSN75hs+rScG5StVjZWo1coKEEqXUmKnU3mYHKW2qoHAgvs8RQBXP5H16WYl50v8euMDHzk2C73kV+FImFUmZh2sJLuBAh+A0AaT7oHpYgEQaT8o1ROVC6AzTz8JuDeONr8Fsbe0RKPEWvQJAEM/V5NCAxZuFjWDg85eAJ4NwwCoJmpv9LAtoeoYu5SqrTRDApPbtuOJYbq4njpkAkKP0b2caLdhwKl0oZxsiz3BCN28wLLxfTRLjkzRkl/0/T4N1BJQC3W5EPV/cAqgz6RxP/9mqXSWtSzjP7nOoiwiHKUHloTsBrgBArbTcwVwHx4I+EQA2TVCnrUWdqtFmj7QxBc61GekBU5iKn0ofC1qDqrwdInOzpS4GNMRN9392JUmSVYrWlmiWKS4wZQeW9pj0ll2cizPLml8tLHsusOAqNVLBAKd/J6H3Ua4Ak+SqYzDUlrF3XK42XCTRs8FIt2uRydDGFLps6KK7Ac7yLqc+tZXB2ar1NwzimzSjZltnWFBbc4kC062TmlaKqitulrrpz2XUVjxhCuviYT5KDcSS2dOJyAEFhRETEPR2bd8WEf7Npv2XIfNBtiwzueT6ctQE0uobF3AAtbn9HlXg2KAKST4d1qps6Oxa501C25H+wO2dAi4pFrPVe89pfMBOV2nNB5gc1gxydIP7thknQJ4sKIEjcBDoJV3swf8cfTFUmfzGF1QNcjCuGGgZqUxSiEcdKFE6Ix3LxQI0KNK2CioaUHhEkAw8DML60DaM/ZC1hRhpjrOHpD+yammefZNlZSbL0IBcHL0uwCYwQvvey31k9Y6t7QPrnJddQ3wrdoUc/ddMMCzTYDIc5Wybfy3WuRKrB+pP0HbuOUmFA1ojAUr4Nyvh0FUcg6i+LyTHsWk4mljFhA1Fa2BC7sfv1jV9bH4ctdaHtnAfXaRYzWPbyu+THpPm3ixEYCJDJYVSpBmdsSG2u8zgy9Nm9qaDKhoYRw6mOkKrCi5ISy2YqqA5rPga1QUMMacF7gUKMCHSx+PUHO9oD4E3VgyIq7F4ITroyvRIs5N7ji9kRaUE26CiptERwbGihl+uCpvsXDrG+SPkFNdGRIVHwFtKeHd0DwmX1PwKU2Rp7vdBl01jRhz2P4agqRILdNYMXL2PQeAKKYGuY42gKBdAFkcggr1ngAImAD0o6jXCTZNK7GBV+jA35mkcUpOSMkpT3dqvoZVcqH3g3RB0OJPgbOG/wm8ZZxHpxSBRzvYEoVAlw1th+Ed4AaYrHjKWX9vwmEI+wDZ0wtH9PVFoMlUq69DJ0WsSm+DOVfkYQCkNXMWkmeXAlpeq89cptOkBm3aWSkQ3gTGAU5qn+p3sIP78nmSg0W4KouFB2QS+f01gIkQkB0mUzO5eF3p/R/kUNewnmtYGoPJluOfPdaYIKDVyNPPi6kiWawqoJdlJmg0So0JTxACVHOzeCjksYl+ZpjzOKHgBIIAsLURBYBm5+r1bRSts9Ni8topcabAHi3eWfeZOH2QvLbTUqRaKUqdZetQcLGyUgHCjOjRuWHTVwu2H2LZIEct9kOfH7ITZAedVuP1LbB5Kkcccg+yxcLReab3hB289uoO+wz5G53/Y19yprkbDUxKay1D+tEledRDNzR5gGdzAkSJjE3ouXS9Q5W1PldKS5J14bOt4Jm90IACPtrpoH1d3L+RoYaEpZYa2uea60WtEC9gLXWsCuc3+PrTJRu4IE2dUveeNh+4gOWe+S/n6w0PfCbf2NQlzKYdx2NIYqaDB9DattM1QUwL1JPH0Uie3jMUzCuStyPq08MntVENLlwxw4fuyg1G9iOs1J5hvwtV1eibaWYhlBIKpU3C789rUPPPEVvGzygyAazjCR1KR23UDWz0pDmqpb/rxpOro2Qsuxtdoa7KeToYKww3zOyisO48JBoWRwvlEi9NRI3bWtQY+Dw5Y+adppupm24RiMQAigZYJYG2h4OjETfTQ7QEwtJdKJJ0Won3GkwjYStd6lTmcQlmAcoUTAt+yiHUfHyw8mIzSirVr0fEsCeOpGM+H8jFCq1ETz59qnaqTokuaIDpDHg9l4CKc/mAmbgYkMF9eUsBTGR9xI+u4Jlxm6F+HcOyAhX5YodnRXYAXgBlcw0IoChzjOWmZ63mtjqJ0XgAIxbuOJykwUbr9QZwBwzz3FnzAwFXa+NWK/WgtOu0blDFkdMLTlMv0fTuIxXIYdAyDZBS9V0G5SdtBdmUOXsGPcCwaBT9O7XD3jyA1kONQEspLqaja+wZxbQEmE6zF6C2DwJCK9gLKA/jNF2/x0610rUtYlzVX3XYFqCPvgzg+cliEAAeoogF1J7PgUTaVQl0qUeUgY7aNgBweszBAGzrZGu4kAr64JQVhhUn0FxzJp1KYQomzu/LVrIZLJSGEuMW3qp8fhyaLGCOlEg8BrCU0ldPATQWHrtG4P+owlqJXQSo2cDqxbRstzo3YwLO6IWHKjJTc9Mm/QUxQ8AJxiLIijXZqawDgK0/srLGjzqHEBDgT6d0E70COxkoumhgLSDEjCn3LdEzNw6zZKmigTuwFxsLSycmMkN1YWEh8gSqL+PrjQ98oM3bZ/SZoy3vcf69B9WnXlPVI7aMVmlhuVxbG6ad4MIx4t54pl+DSo1heJpIHEGdSyd7VrjbKK/xxBFO97tXhJM+RsgVjsx1vXYgmsPDyKfRYo36dojn4ABwyiiVV36ulyXIHgUIHKZOYrybDn/0ADaPZbCtoAG1UE8UuQzfJeZiuqgG5MxqwAjXlgXCFTxM2daTqAMtwKh8upMCLcaGlLEcCnjdkddoFjiL1rN6mN6gIV94RJ1D2zzcFI/OOELOfNP1uMtwFcs6/akDhINGHtkOLid+ZsrslhJFjLMMBJ63mu2pV0nXPgvcNtSeTcXPHV3MpAgD54OZHkKE7phf1+260RbyQ5PlTZefdFYojRn6nNR+5f+3NALcadn+PIJmp3O2jbz2zelszDN3RrfkAFu2vifYSMctqlCrm94igak67qb26dF34TCwYpGBUJ8S0/jeM35diN1hozbtRWjMDazPyhtzW44w9D5cNM9lG4B6Axt0tIPOCYrlJFIM4qSssAfLPyhjY3NJ09eyDRCINkhm81GCOc7XewgwL7hvFwQijiZEdsAswg3o8DUUKW+DcOBE8g1E9bBNfn6+C/gzBqx5OdpP+jCAslup9Q09t3tqCSkApSqj0H13suz9SXNvuiWrDwOWedJKwZEhNKuzlHxjsCcT2I1cF7q2qtECWWfkTgGIS0Nf3YdMoLtlj/z+o+NS+4YBOO5JFhgWenxZFcFqOaPBVJTtSC41CeyGhgfRHnuvN9SgkqDIUVZ4NlAGcgWudKo4sbOwksE/AWUKbIaCHaUWU6nFPCcA3ksKptppwxCwypcLTd7wwMfA5l7GHuloaMLNMWxuPEdQJGPfrcOVajWPEcYV7iXit7LNsinwjB0e7RXc3ltX8wDcvgGQ7oQ+3huakRYjZUC+Au6lw/x/j8P2hvJ1D8vja1QkWloHwEi8xgn4ei8ZxwI0isLRBH9nC+jfm60BXJdW+uu4AkyPDK6zmIgwKJAFyQUXuiKh9AZGC9V+Tw/IbLNtThlAqY2a/He1I+w+ziaC6ZVBZj1A0wbeDdtcfutmiNOXSADuEsjdQe2DzBfc7JBVfLyn5Xxp+JGf52UTfir+7FUMxlsdqEGWqWv2BHTfBjMhx+T28V2NrVy6n5GI9mEV07hIn01TLMYunALFpEAi3W9GQEV7l86IH2R9lt8/BQoUsHIvw69pbN6o+ithQKArXVhZyH8878KV3JnS2+KhPW5dHh+1mCFN9UYD0U5tqYRXF8+5YdKZDHCCIuBgJKrvUw7GNXRl2HRw1p5CO7qFgJCdSgMhh6vrdRUbWaOjyeG5GOsywZanbTvdS/YFL/RzqWZ7BDtMamzYaLMFgKl/bFW3BpZAuVmjClUUAZMn3pOyqnO+cFJp0Heq3CVL7Cnh1eh16Pg2ECXQdLa+QTO0D8i6u0faBcu40YGKJSa68LS0vrl4vvIcklipDu4YUEGm2U5bCWM167tuk9uteWMq+CbE1ZnJSGzZLBdgQDbFe8u9jGivDHYwAKqvQInS6wzJGOjFnH4k+dX0F0aivoc89g7d46cQBPutUA1oRDyxs3Ng0oHWk7lB4RjrSORKvfbCNNgVc9YrqfPRGUVw3SMczt4AOBgouiqUq+RWuKVHd8sIvISvNzzwmUx2QCLbhofJUerl151D1vq9lfcKnVR/DOXw4am4Lh+uqQjzO9n8FTSde5wAnZ2wEdFw+DoEeGSoLrMU8nAul/f7u5kdtRmkiu2cp/ym+9yrdRcCeCNkDKfsQvnpGxjMUNUHEfqyQQr1YMERtLnM/DAuoeXnCbRuCmgxNjliVwOqYdT6GI6tzyjRwmysKIdlf9+N8ewS8rqCjZQuWaIdZLVcNg05zobZPDrpB8Zc8jpkRAOeBM+D/9jFCecCty6nD6g5l75fMEilpsKgrsRqbEVtCQz7AQEdbx1X7N3FwwMgnCrQtVBYyrmgld7HvJgViQfOtHcyJfxvLALS7XL4kq5DrArbldBhue+HL+JOWw9rlYy6Q3vFp22GOgbPkYt/ugtoGswK63kwqZyHhf5OtZbLb1ViDGm3mtHoPa3nqfO72bzQpfU8Wz3AZNIYLSZhAN/Fsv0Ap4Knz+5Gx5o1MKlGJ02ONJBz/sULIZDqqxJGgGQgIijE14rOzC+vnxx2A3gomtjd2CWNTO0BQW5s2jAwEVshYVZFq5S/0Q87bIH1KnRi2F9btw42OwQOE1QO9nQWq2gTdxu7mTvClLubiZp1Cc5uoo0U9Nb1X7LZZKtClU1u1CgnXXGuvxtB5QqBo4BNQ+xv+7W0Lx4E7KrW0ByrqJixOZcqp1JzBCtK7Oul57TIrtaefesLIDNHtvaenOWdF7IXardmdbni1DYW7CWUF9/HOUVd/XUtRMuG9Gw+ANJQjb7PIziU8sOpenND2sv3bfudgZUXu06HfV7CGMprv8KtJZTmC1e2rklXtrre+5xYmmHf5kKhZ8v39nK+3vjAp0X9yeAPayAwQE0eQQ4PoKJZGQIzKtlHt+IvGtuJdwlgcCLNHTmRKHUzgYzFiLINKhTHGbyIpWEUcdJqvN6Gh7gNGwWM1sBi6pVK1YjZ8fwtm1qzJkZmFvvqnMiJ9tyjU1N3oTKbyHHT3ynpCXbhtw/bc1Kiii6lpZVdMIw7bMn94HYD8ER1pb9Ojxn3j+3RjrhzbKTdhoSm7tdkQRTMiNFZpL4/yUTl4UPJzEc3U1yLhgRooHTgEVjBFEF5b+gQnxEMAQQrGdxBmT43hk2B46Ogw7gc5Ftc7T1NQZkfIVzJBxhntFvJzD4G7BN47yuZ+/eAUrgvDABUq5zVonIBsC3qX2/W2ustgH2YMNvmkJGVBzAw11OjV+B8oqjGlSlAVJjeTfD4GOKSLSYu2r2HCFhmxpjTSlqQwz5xoz+vUg8gvsiBTAQEaszuhNKRHINhZiiqkUmHh35gxbPbSAme5dEH+ekEp4U5VZ0RuFog4nYKztkx02vbssQu0YFRTwc0COYfKp0moOHqNgjgd6uVgtqCN3rOs//OMF9dwZvNAGvmSZWCB2BGKswshY1TgURbCihNY0Azc1dKTFlhRamJofaGdFXdm53Wd2lVbLdxGPoQuIPTtA3ggUtplcZAawUqYrtC6wMzLpgg7b4b7StS1+SxFADbY3QlHmZqscgEa6BpG9qpx48vfteD+2mz3UGnReanZIX+oA6INIDxfUvz5sism8F4xoXpaL3W+LsQ6EUGLg98lt6LwE/FD1oxp/qc/gJOAIuAKjOXGOBEXDHBwqxbBOeYgSDTzycF7ruJLp22S+9zAI8AopPDc/OBl/n1hgc+fmruf2AtDKByXNHIG6oKETjy/6JaERkjFKZ9dOC64Vqo6ahsJ2eb1byGlcHKFhkRCwahl7REftQyqFQRLQeizR7+/YPODQwI3pQfLv6dDiZuq8BP0+Xh9HbgDxMpGvzGZCXRlZmaSgyIQpzy4bBBbMIIRmYpNiuBTGmmxLgpsja4K0VBABSJGKiBzI4jSSit5XXT77Ca5qyXj3PpGefyowjR+LqOxqQ0gJ5S4ahGzpRkd65OuHkgO7ZQx/R8F3DdnCdoVB5Bp8mUntYegb0pPjYDqGwFRqDoFGIGEsXqj7gBawGHEaDCaVkZ/XFKXKQKsZvWPoEgGV1IMSt8CFxVsoasdFsChuNfUjvmpj9Bn3NkY+onwEaPJy1EjYUxrfduKYK8rUnxHZbAzDimOimzVrqmde8eG9NBlotsKavFpIsFwpVhOn9x7mdmiXVMsHBxuwCCElfEpCunmSGSbA+cwqUdyUotk0DD7Gun4LnXXNk2gNE7uwXBA4yU555HuSEbJZ3hVtoEZI1ctbPNmphibu7b7j3tHlyp2dEo2YXcbL9QKfm6bWcArjIiU9k6n9Jb6eTxfzfPZW0x0YWqrWDNQehW4KczKqC0GyM+jmh0ObXKiiCngclM9VyPzznt/Elbjp2LZKqlgezkkNRw8AWdVaVypZnjtPg168BDzvPEAHDp2ZmJ6puNb3RcGOF9eDhu+BaOuF3sY64jTYjtRKLO0GjsoEA4prKW916YcPJoHWQ8L+7BgMr3Q8CEqVMzlGGbEAFrfAbAICh2lm1fwX4+WzaLDSJ1XyppH6nC8MAxdjVUcSsxBZ9X/mKq6+f55XJuI2D3tjnl1AYpWw6ZLcSFmjNxJjs5OuDQQ6Yl2h5hOs9CKRwidlagQHKSG16hw4A2a3uSM+b3TkUZmKaQgXxSBM2meRLvQqXC0T6eiKb+ISXe2KL+u1ldYJDmpnOTupu1C+cXFGXcHKD+6+nWFkbPFhZws2DT+oOGKWjMWjvt6Eonp+T4Gi5WSjybN3H1ffzBxFohhqZbBxmiUFvdubU+et/W+6wGPIGYtOyms4ytqcJ8bfZCN/seMeLmFPJdhb0MAgHkUtazNEcosULqrmBbfSkUmC45JhJrcX+eHim6XjmyDorHG4dty7sDDYOghkXRGQHsnNhS8TImIhXg93Tn0DMwqLj0mZNGEOLlFrKgmU7CmgZrruQ7aJgz0MW0rEuo07k8cHyC+02lns2kc3Wal6parEvxXDDEUZJMpY8NabAMeAl1FWoak1qnlpMC4GetoJh+QdqdTE6UjzVgZtKlUdp7NavrsQfeB1zhpYDDgLSRUWrRQNaQIMf6iFsFoM7akM5Rc87ClVI+Z0ISFil3lXRhTFP5rG6dV7JI1IQxjWUNnTv/ylagB6B0D/80E+Rr70ldOIgyg+r1YuFIHcPXvmbfF4Om0jDTVoBJLO+WEA8+MwmzX9RW8X0NMmxU2ntNdggdbHAaIBPv33H7AF10YfHZC7hfV59rdbRT/kyCUYInTSyv5whVWGHxPK6+lPapI7dY9COMogtm+VfaTmGuLcLQxkFFw9o52ul7UMu2HASRZKvZ/uFCZuIh4LnyaWx8N1Bqo5Kp9J2613YAvfjcr3xStWipDZz7WgkkWSbSjViLoneidawlMbqeG4NiXuO6nvAyv97wwGdErw1FAKdexj+LLs1UMhOD0WVAPUOOsxYPkad5H+l8pcpsB/UXlr9riviGAA1klI5TB2KiABoDRUS+2m6U6cGAyuZ5kSuZF1/WN8i4uBdODKWAMRK6Wx0YCpXb6Z8VY0DD9OUgMF7bRFZeS7/jDUiaIbu6XWmqJnuaI9SFS3qJLYCVA0p852JNmk6Hzlk9JTpIifsZK+0UAVHBt3uVAeW9nD4elF32CBgZtBpAnF4epc8ohVVphkHXYeZqyztNZNiL7QlWD9BRGzECYpXNszJZKTrdfzAIg4dylkSqvr6l51WmMoIADgYU2tN6ZAL7qpzwc7TAfdad7NRqRrgUGEvA2o2IhY4YgJIjHJUzEFBrY2YoGAAZD4J4pZnFJAYo2j4l1KFI+2hzumwoyRrwhs6zje7RRT0pzVACbqzcU/fv4AT3pUosNNOUF/geZHmoc8DNQDt9TWZniZHja1j4Yh2dqoNm6OnRYjk9PTbCQYYYG4IxLoErDK3N4X32gIAuOmZ3nzZI9nPq9pR0mw+xLUg0VcBcS4b+2rd8zVK0vW9zt05qTMBb8Ks6xpH5fBlEQ0GNiaaqRu2QUDlR/cBoB7RHxdEOEHWncrYyMPjlvna7gsAl4fDGpedkHQvbLyT3Svj8i51b7ukTo5/iSWJasYGpurpxe2dv6fy4zzIBYSCxtZ/ztm8DD7BJ4qpTVMG7DBS2jnCowtR7W2x1bwZdKRYNqrT0wmk/LRw2aZ5VN9awOGJ4i0womTcOMULeJqUnWfClNQLcoFB95lIskwBirkUmNFwsIB0jDDZjpAfcVTz5e9L89JW0TQuZLxf45P/8JT/3rx/7sR/D7/29vxdvf/vb8eY3vxmf8RmfgX/xL/7F/Ly78dVf/dX41E/9VLz5zW/Ge9/7XvzwD//wC+/xEz/xE3jf+96Ht7zlLXjb296GL/7iL8ZP/dRP/Zyv5Q7MGbHI9rS6L3f/jFEOvL6t/5pNcO8SRoR5fh8yTorYGL2EgozGBWC5B4h5TYMoh0G35oFyIXTKDivaJkEORTfBSeBH9Dl9fnCiMnoFRRtwYuhEzwZpM9oDjMY6aBi6T3qNQIkHleznaeRWzbM0fTGEBa2R4oI4IufqOMravan70ZVFS+uR55mxIgcAzSKeSzjJRoxW87o0lCXq7jWzZY6u22iDzEPbp56fvBCflRrRrSAVTrMh6DLgjsC0sxCLYtmlNMnqYnl0Jlby968OXMjRxyyBURosAti1ZIT1HIc9AEFjJl+XAXiUu0ckrBS4CJf2OkrVugYr5XIpHRWnao/asBZUBzzLB6C+pQVyHM2bKimxA5OWxGFRczhL/o7XKwTOZ6CnzgEDlJYmxQxf6meKZsVqOQBIBB6cwMh1lhbG2jNX4F06x1vph9Q1cFuy0gfBHlBP45W4iXeTDey5D3DsCORgB6xqP4pFPUwSAdHp5nsUJTNPTe815fs6Q16fA1wKnI234bLwDQLdRz8EpwvVD+zaFBjvYt+6AvZjY+/SeIumNqU3dm9G/t3Ym/ob/ndPmmoXewjt1s+7UL0FaGhzHuWfbQBbZ7MFgAGiLju5eMFWqmMUGxeqXD+Ix479Dkhgu1Rqvfjv5HOk/6ZOpeJCpCpxqdqHmbSIJXLFAFnOPdjksEPvo87wwsgocDBq5wLWBRaFLP5XQJhnRexYNGpd2E7tZ2hkTiLXk64/WQJvHRn0Xmuhkg1QkRcDowUi7VhqJqh1WCFNWiKvC+u62EQwFq7rSRVXF9yT63ri9zIXrrXw9PQMcS3kFazUysS6LkRcvNcMfc6FWAtPK/GUF+JK9LOFvhaudWEt3d+6gLiwrifEWnxdLK374v3mwvX0hLyWqu0W55plIH+hTWf/r//1v+JzPudz8Jt/82/GP/yH/xC/5Jf8EvzwD/8wPumTPmle8w3f8A34xm/8Rnz7t387Pv3TPx1/5s/8GXze530efvAHfxBvetObAADve9/78J//83/Gd33Xd+H58+f4/b//9+NLvuRL8Df/5t/8OV3PsDSygh2mlJ3SkNERICkZ+DURjvUgIYMHvs6gRVSpEMTtP3IOoiDvUYMHXEDfszh3Zh7xyOBB8mCE1108eGvx961naTjV0aoeExMEHngDqkknGXil3ZWdjvrmQL0ddDMzP6tPSfdgMmAEci6zpCETQFOL4elO22YjEpjPM4ASP6AJzexNe3Pc+kTOLtQ8rhRR32KIQUPF7qasWOB8QTeejDGuNDYAxtnXMWD+PN2oG5k5rdjQva04gwVxAG0vGVVde04kzPszl5cGXsFYyFqFhqK/jumH5Co1TmI/zSPNNnSr2snXENwDVxR6N0IjLYCQwDw4pFA70VVhOhBwam3SaNo32Rbplh50S/cWL1bCcRuSefS+1rHYxRTs8ouiUc3eSBCrtSIQpVEx3aLXxdBlYIOC0icsArwdWMvpnHNNAUNHpiV7zhjBWQYj1tR5stB8IuS89+3RFcRCZeCKpcAi6TAM4HVbM/wyIA2Iz3TcGEkFUoq8ydp4t99EyxM39bBRylGrcs1MrVgx258G9jajyT47xQfJz9hOywmMqFCivUs7sINFCdwsNYaO21XCaYtcdQZ3YQCMwUz4d7uYolRfgzJIhfWSPQUQgKojUThN9rzP2GtrEumpwgOlW8ipuRlljm3sOPZ4qTw7gRHIS8Q5kNQWvQ2eUHCtHvtqblYJNgBctD9in6px+nx1ohysgkayxIBGMUiNVOVkUteUYvR4LHmWzkBkR2EAxXNiKmMxHdgYwTcBtfpAoadqUZsdK9cwOKXALCKZCQjZfvuD5JnpjJGOTJYuGNQyzci1pA/m9XJWWivVvBQA1ZxVso/P8TK/ol0q8jH6+pN/8k/in/7Tf4p/8k/+yf/w592NT/u0T8Mf/aN/FH/sj/0xAMCHP/xhvOMd78C3fdu34Qu/8Avxb//tv8W73vUufOADH8C73/1uAMB3fud34nf8jt+B//gf/yM+7dM+7X96Ha+99hre+ta34jf8sk9mQzLuFjkbGgTEod7UYBuuFnCEfyvigtv5+yDGHDelWOAycoEJkOVhuxjpB5TjpLNqsGyX0X2hX0SiHaMPCe6VKRd0emQcilJdBmpX05hmNiMY7cHQxmWfndZh4zVboOoUi+8lJ0oHajeZILkTG3Xn8Vckqdy8AcumwLfBEuARTwYkOqdhukwVyFlMeg7q5RNApNuVSfCcB+xlJGKMNKuCMihQdYNDRm5sLNhN4OIZYjsJbD0mg2Ve1AF0Bvba8wxL0WI+qXmi1s7VGhsUN7OXCHUPG1CzSaZWNw7TtxN4qKcGPQrf59E2wpB3wzAqM5ONGBLWg9hZPbSvr3laI0WgPdoAkhUqJcbwkuM1+zIGGkpLjZ11Tp9W/CkYGFAzEidoELi14Nyi6K3WC262yXEBAv5KMyx9DzKmrlSkjkJpRgFR76/r8merrDbYEdf7l1vSEDXxFImnRQC8Avi4pwuxAs/WhTc/LTxbiet6wrPrwtMia/i0LlxrYV0Lz/IJaz1hrYVnV+JZPomqvxiwROAKFmK7QWIEO0SrA5GAXSFwnYBK2pUttnV6dYGpOz7Hxt7A3nyGz+swQ4/ezGY0sDvxvHsYoEbieRdiHWvHnipMF7GX1tJZoYB8oyd9bU0fwNYJ6B7dGQJK1Wyy5iroqCo8r8Jjb7QYo3E9EuM/aqvEvtD7OdBKLil4aBSusZUQ28LnSHKY+r3iZhXbdklkHmJwHGyaISLAdqhTjelBdjk4RgqM0jjmKKNon0qBwNU+G/y91cWVbe7zCgavIWA72h40FgpbzCXPmNay5ANkB/kGyjCM665JUdGttfZgn+cbbgvQ7JHjVCow7OLKC55ub4DjcS2RwfYXYn17pTSwXMfW+UdgAkqL5V3d5d22/f629W13Jx60Cx/97x/BX/5/fBM+/OEP4y1veQs+1l8fcz7p7/29v4d3v/vd+N2/+3fjUz7lU/BZn/VZ+NZv/db5+X/4D/8Br776Kt773vfO99761rfisz/7s/H+978fAPD+978fb3vb2wb0AMB73/teZCa+7/u+73/4uR/96Efx2muvvfAHwK03yMF3Bh/hqA7cfDT8h0VhJOZ4UVFkYPpJoK17yAE73LTOdye6nWMWlasHPlViqmBYYBnfCvc+CFzzWQYWDTe9YhUA0ypXK3apvlWltRB4DgtDE3E7RS0jwrciWKlWUYWqFUZrYNZDUV1bpCYdETgSBMWeGKZU5bVEACjR0bx/9oQ5AvENpxjVCbfp1J8kkqtwM6xgBI48awBQJaG0V7QqzlrpbDA/1OkYjrnzBTt5MYFpswhEOzednKUHpy3IRl0RnpE64K4qxpisCKxuaXH4vUvPnsqExDM7xLahUXQZgJuGZYQwWJI2dmorDpPhk0yNCh3CjGiR43IfIabSSp2MVemlUrId0DwrTBSsgFDPUDR+4KTqVNEx0aBSjQAk1A45zZhQd3UKrInFsWN3FVc2hcTJD3bKKiGaWim86JQzZzKqm+wG07J8Lu5R7K+I0DgJ3VtIRxbSowiIzyR60KEq83pSk1DW4V7tor1p/cUS07DGSXMvWFj80HteS8MaPdA0KHw1O5u6l1IqkD1ylK4K7vt2WqoKKO7FRzX23mqmw3WqoramS+BW77cfm6xyNQKbGhzwfbOaVWOyD4/dKjl3yszl2TxwVTHpMKYKMffepE4QnccUNau/rM2ToSQI0m83Ens0VjnpUiVMR0vmdJb4NdSV1EcG7VIFWx9ELA41Nmt/K+N2Gq6lbylSHANcHcg6LYS4sHPhkQyqvFk6eWYrxZysQKxLtijVHTyxkcD1xFYZpCDJhuj6kqZOaScgVmKtC1csZFwSKjNVlLkU0MWkThcS12LaC3mh16X7Xch1Ya0LiMAjgV6BvBbwlIhLTOa1kM8uGuPrQl4L18X3zMXUVK7EdV2IZDqrcyHXM0Q8ofMC8gIUMORaiOsJkRcHry6m5tZiyux6yRqfj3mq69//+3+Pv/JX/gq+8iu/En/qT/0pfOADH8Af/sN/GM+ePcMXfdEX4dVXXwUAvOMd73jh997xjnfMz1599VV8yqd8yosXel345E/+5HnNz/z6+q//enzN13zNz/r+5N5hmjlvomQZwdamilBOWmkR06VNqnJD83ASmroeY5DQpkKNZqVJGIDE0uTpOdKHEgdwUH0rRSSDUC4bNYPSdGwIzlzi5x7wASRLcMEX29yn3oNRv75PskV6B4zYFLBgMW7rJ7rU2oaUgewTQUcGRyjQg7FJ3O1e5nVNh0CtjeZISWBYWNjQyAX9op1Nih1wy/6SU3TTRjoQ/16eCMTVTvx13qupC63IkiC5SpVv+uAc9ETdkfVB2za2zWQwal65sEXxpiZKm2kLRTtunLe7NcOqZMDlzLS3XDrv9Aub/PF7ZlRcpRECrt10OBkx3VH3gC+lxDYjNTZfU4qTu41OQE5+aQBj9yZR0xI3tyuYBNKazNUS2GMaSiFFAXC5akrvpfNmBsNpVQMphpR8YCQPeS8P/SJBo2aqodjluZuGvHvWFmL9c/agksxlTQgfIadYq1JGeo7wwEV1kO0CYt3E3AunT1Lw/C2B8XvPpPAvg6BufkcQfpnNaL9XYDvlJ/Fuz2F1lZSccrklB7seI5RSKrGSmiv6qD0VSSVWMcQWhap6mD7kx1RtVJNdDg9j1rOuUHPN+3XgVNW1Sryrj46ums0wPexWZodgtQ1+1b+pHtzHtdBF4IU8tvShQGVSpGPnGg8aimF/TV+z8ahtxdGdtdbbQSocUMURas/QW6iAYhcQ19iCcIDZ1lUGnsRucqsYfDBcKqXxaVsXS/vB9NPRlEpW0RL9Ow0UGDvXGZzvN0EVfdRDEX227YF8YARce2f9Y+IaZsYBXqOVIdHvh597T4UWIof5ibRxS3jI6woP4Q20y/I9JFo+dYmdTwQeGrkyY28sZHyJXx9z4FNVePe7342v+7qvAwB81md9Fv71v/7X+OZv/mZ80Rd90cf64+brq77qq/CVX/mV8+/XXnsNv/SX/tKjmRGd37jT/qyCCWjjko8jaNDMJwCqYrGR5oFFpipuWg6zxLDEVATY6M2ZkvEBqNWgUzvUrYeNkv7XYVSLX0+P7zj0/4VbYzjIwQfTVwYaaIw+qWVs3VwOitztvICQdKYl8ZAlHLYsNBPG36Jlb9yE2EkKluBG1VOy6hFJQy8tQMYWA5E66AXo0BzIJjJbB9+6Id4au5AWHHlzLWw4uhop2tW9YtyQzxVO7ikTEWrXn0opypCVqhPa+WdfU4+QmE+LYCfCIE732e6kCqXInForrR0TNWZXeC0ETzPOAqDhKotiw36I+9N2u50/t1uxqNQ73qDppDFbz7nR7uEKkR4SAsdUrMn1jqC+m6xX65o7isY1AAQl5fyMcPEaVmgNBxQQCNG1CMTbGSEEWlrDHCHHQPu5wP0yFUfjjE/VmAXu3tOpwZGopEBZJbpeIUbxgDc5nd4TZtwEBIa1tkhVbRlF+aHwh9y9oUQwO2SiNZusboGBzyA1JLIekUA251sZ9AiYtG5jt+9bZ7Y3utZ0US5rekqiZaUeJdOf9H8lkL11rhn97yggHhqsWdJvkYFYcsKPNortk/LWIFeyOmCpfTeymJbWDA24FxDXWWs3IBUECuWWGNyB04uKKJVOcthCXgfC6h0+kxUhGxNw0Jlmj+1oI1VJ1cOSjO1JwNPTr/UEM1C8XjbAuMBgq6qQudCbZ8FnPJW+nyBMIDsykKVgrh4KKLkPV/uZalhoBud/ZWAX9WwHLBlcAxHXMJnt0yBb7ipD7lJJDJIC/kiymCsOS1tsWkUmXD4xllOHPA8utuG/U0xSwq0B7oGb9UUIpnrRdWxIMwhkAPsLjPH51E/9VLzrXe964Xu/6lf9Kvydv/N3AADvfOc7AQAf/OAH8amf+qnzmg9+8IP4zM/8zHnNj//4j7/wHo/HAz/xEz8xv/8zv1555RW88sorP+v7hZ7ut26CF0bTcvoAEbKjDziCgWnNwGFWVP6IF53edHpl8hnONwM02toZ009B4YZ9lBwRrfsCmHYQHe2oxANGexGAPNQB2iDroftAnNEGA3danidZfdQGcgNiIGfBf3RYRnqCcGqWEj5O6FseF1RELTm7Kk3UjngBKLk2i4LonBQHEnDfIWWZEUsjAFSam5G3tYGm+Iaasel7sRUh9gCOLYOaivp6uV8MdTKQOHLmaPlx6UDvCd0FVtpGjOvrVFBgKSKUZqi5Xpf1KaofrFxojRTwgEA+DSkU2sabZaFVG0t6L4JfGrMZoyKAa8cP3dcWS3aFq6QEVEJuxOCVW5aWTyye92Z1oxcGcNGB29kdkekSO7WDjNkKTLmxfd2AfdH2ITbHe7G0TwwkzM6kRdnFNXSKoIJjDDxOxY4qRivA9QqNh3fKeMZUNO/vUlohstVoFKTuM9kNWCwWi2d6OpaHot5rpcS3rjRz3zClG7iagEZQ2OykowadMk+rD7Acn5VRQLcqqIr7FmKsbaO6QQ0JB1Ch+oFy5ZVsR22yZ3vTsfQCdT6x6Jg2q7u8H3Z6b7qazKeSZ32L1SBA0OdWY1o92ZY0+wtF8+xvi65ltUoQzOAfbfarlf4SS6zrcqNS1UbAweN0DR5BM/dBJ1PwxBJCi2nmme/VYeftwEL7UXobp4qYim+BWTI2/BdtK+2ACkNUCRPyE2TuXBRT0uDQjjuQcHf6UINVmTqw23GpyS7TdK7KZPoyRoIwQU60UtkJtJ4xzIJbSCxbDaakuWZh9CTbluhlnU4i4+Ljy2CxBOgzOz0+qLEzxn6tXGJXzTT6vd2JPw7TE/x3IYH1cjs3f8z5pM/5nM/BD/3QD73wvX/37/4dfvkv/+UAgE//9E/HO9/5Tnz3d3/3/Py1117D933f9+E973kPAOA973kPPvShD+H7v//75zX/+B//Y1QVPvuzP/vndkENODWQQt5kxXP0C04ngDTElGFPKXZbc9Gq/gLci4UxEN1NbQ6BXMmD64/3vx7apCP6BdBOlbTTHT0+FrhrEG5slXuo3P+Yyp5Pxnn92FeVELe61/KW5MzUjyJcurhOufgN3Q9ICosCdfTDDd940x1O1dQUCDVKYjeCG1LQayjxbqcMgnlqQBn80CpjDip9hsChhFyhSKKseZJ3N5NS6GFSGJvEGFqyQTGv1VvxGuTrIU1KRkpg7poRarSwaXRDB9slqqcFnDQJYhWjDXdu/24lG2/G0n/PwAj10ymZIAPBElmQphdAkgmknkWExQ6uAUcyHWd+BaOt0bpPkBCKTkOMpq+NG8H/ZnmyKXuCHjf/42ooRJCY0f2IClCZfsxnmQUyTe/0XkZMf5wIOwUyCZefUZMVsIaMqUOdBjNH1dgPprMnmAi639K+yOgzRV7XRfbi5oBnbwYDlkisaCTcqdYwImCk5ZhnhcCi9B2NVIWT0uFodGw0nqPVzI6sT7GsvM4IFYqHH3heG7t6dDXsc9XS7RV2PfDYDwqMd6E3xcav9wO7n2PvxqNYkl57A5vrSP1QA7tR9cCu56h+4FEPlP5eeKhvGND9AOqBZOOpkwaqIzCfhpRippgc9eBT2bSUA6fQ6qTfFTClNTkCA2Z0EMEJ7HK+cHprGCKd8oS0Pzn2nMRpSLNGdk6lFTx7ROUEt8HxEBkgINCZZ8CVLHdfLFd/ICYVl7FQi7PyAH4+jAcimMbKhbgWei2UQCi7m7OSKpYrNpNl6+siEMtkvn9JU5MLa2FsxLViNDV5ScPzdFHD8/SMJem5OB7jabE0fj2p1J1l57FuJenrVjqfQd3RWrhy4emiZgcug09OXV9KFWYmkBcinxD5BOQTEM+AfNJ6vryvj/m7f8VXfAV+42/8jfi6r/s6/J7f83vwz//5P8e3fMu34Fu+5VsA0JB9+Zd/Of7cn/tz+BW/4ldMOfunfdqn4Xf+zt8JgAzRb/ttvw1/4A/8AXzzN38znj9/ji/7si/DF37hF/5/VdH1wpcOS4nNuYBxDA1GA9Zx1KSYoCF0ssNxUjnWw3BIZs/H1PyU9I1TWI6uIbR7j8oDzUZx2vCldBwdb49jDsRUCy2kmArhtOanIhTn+JpstLsHPEHXZKqzcQMAuk/P0WI7d1LBjj7M0qL1MXIIae7cP0+BrXZEwF/qdl8cNV3EGcYZADA54pg1SkVerhhiwHboUc/H4RoUDVWIlEjcXqdLFOswOgyJxA2NnDaBKzD0bEyvd7NirlHYi0yOB0Em1eB4MAND9sQ5nolb1Xco7UzlLJCIVO8SmJ04acXOw1ameTEBcqdzy962pOlpzwqjMXX0iaICZ2815xMQLKh6UN6JguHbMxdQqnKVXgygJNCUNkCg4yljZho53RpqFTGFzdHIZpzXAncZib1VPivWESlA2NqN1VgrxfxZlFxz3i2+z1LYERiNkDvh9g2I7S6KwvvFfU7MImY0RPfDqTifH0xqxGiZKUIo8uW1hRmJccRNUINTSQc0dinl21wV7wmPQSADs9j8rQD0ZpUUUuLmRm+lTOB0F1/jnjzZ6/SwCQJmAgppUJrP3yl8dOCBQK8E+oHeG4jrmBsHNsPWNCIuVVMqSOiY8na+P9+a4nRXEGqfgmm8hKapiyl0KWvo36XU1VIPndmvkfNMRn/YjWoDl/veVSpd1W2h60gxPRMYhUMX2aUUu6eACDaJsgfVtoGbouTm5+S0VUm1BwHIcxj6+fTbltpy6LqShjDFelXqHC3ZKTFa0yKki2ymgzUJqiH2XqXDcLd4YsWUvUlsDTiG04OyETHBimbqKWB2b7c5CxlTVu/g6AFV3cqGKwoc8LnXLzDg8+t//a/H3/27fxdf9VVfha/92q/Fp3/6p+Mv/aW/hPe9733zmj/xJ/4Efvqnfxpf8iVfgg996EP4Tb/pN+E7v/M7p4cPAHzHd3wHvuzLvgyf+7mfi8zEF3zBF+Abv/Eb/3+6pnDqoO0ouc7D8nQZJ9xyoNJmAMOQDH/TYKRmsV7ToSRsUHEAB45up73xQ5qhMM2HE1H6ovs4NBoN/t3MiIEOD2/M71EoZ9DA+1VcwbftFxsKmvo3HCtHPiHmtWPctiPVbVAFOYNuPMkAjb4C44NuvWF0wFYM4xBwjw44ma7oXpR1E7Rd46xC6TamAcjTpnLJNGetdbXQFt0qK02NOOC9V+tKoxRp5xzW1dJsyXG4gyvFkSCykU7H/ZGm8ih5YRExY1EuTyjukmPhZ0uiAI8JyCUNVtNA7A60tFAU0Wq/iYbnEmm9BSrY+0vOI+yUzUyKPQuwWgOQzimN+QeQ2AR7SKX1NWYsJY/RZG9t/FDat8hwGqC7wsShgo/eAulxEUaQiG5aMwxwqFYfojipFOmn3EyQWg6DI4KutQJsskePxAaW3OUh75txY1mjpcOgEPnqQtRW18jGji3an5U5MKuoYaYnDSJ7ks10UstZiM3wGqxWI1QBylF9dxO9b8wzB5iOIkv7wOn1Qw3adNcWy1Xq3WPBvJ3l61tTuhUE9Gb7hw0WDCwJct29vdT2oANkgnAqAdvnDRyLgPCEF4KcLf1PQ2Mwmvt719G4EeTxRqnX835lKwhWUKY0gK0q2SVdJOUBjY2Fi89UzEzzBXqefA4B5W0F8ALBRrAGrX2YUtq4wsLy5kTc9q7TbIxypOdpQpQ0U9WBqy+KzLtUySqfhCDwlWvpXHp+JRZfNlWf7YamC4kKMUh58zVBLU8p1ZxdtI1wOweDc0dQrMjqKESZHeM5c7Uyg6k9DGf4+aSqHoMNH322zxDT0HroXN40P0j1v+IiivFeQxRwXV/urK6PeR+f/1W+3Mfns3/pJ+NJ0cAFDKKmXoWHV7j3sC2QA5AhbtHnrc1VU3XjFIWXMKcLNGcesanVw++HnmgDrthZMizAbJ4VcAsZFeKqb1BYwoZxOk5RGWDk0BR4UdkPx52iiJ0C0j2zEqfH6IYM2NE88TVehxpFvg8zHWrKmc8q2knJOV3SKjCCl6F123N9z/4kM1VlxQPlGJvnRaxPFDouqWPK0HRA1xE863+XRgOgRXGDYygSaIMaNHYU9iUDIUf2vBld0bg0hzfKCD604B2gJiaavVMy0KkBk4CYq6LIGQBz98DrSsGNMxBIeXScwamoAZ7t/em9Wy0gQ8F+d+HRt3tqpbPMaMkBsWkhcKyAV1DxZdEQc00P+MctCp1riAP83CtLeJ1VPakS8jbs2AhVZCWUctLfq3k/Y9SLAG254k57iynVGGcU9l+RaoR2MMSyqD7d5TlwrYVneSEz8Mq18KaVePb0hKd14U1PiVcW0wPX9YSnpyf29VFJ7rUuPK0nPMuFp1QZbjwh84k6Jzhlu1ixFkoP99LaCYhKGEMtDp1DtUDLY2Nv4FGgrq/2pLpYwUVObG/g+ZaG5NF4/QE0Nh678PqGQAgbPj7KQ0GlzYtW7yvuyUSwF08eAOwUc8luAUzZMGvkwOY0MHS3GzM5ABDNRofPpVlCY3RMbNJXZHAKLDrJRW0fNqYyqTlGgbZMDKFsVIB9lnidDvXE0KRYbNPRYlNXJK4G4U06lDTIELvRtD/WVLkitYLAvatZ/Ndx2lnggdFBCoRnANcmsH4uoJe63zT4AUXfgRDjPrHA2JrRxclGp7xLiJHcYGqbmkBKFzLvgFsgZaXsHhlAronmlHmdgjaKgYB9hVNz6uWzJC2Ii/si3WcpRhLhvVEFltqjjxShbb2VN2ngv/33j+L/+bu+6qX18XnDz+q67EgUSZHSF6qQg2859ehT8bRtjKBIO3hwHJFEC1HL2rbRbFgHw+1v2jgEONjIvTkZFzEMhEkYADO+piCxIJZK3HtACsQIdJAdoEjYBunWTAxySG1FPw/1snMJVl/tXYhb87fwLTjqDkVQMnJxO3gjiOu6iY0BSzmnsgsKqjNujIIJXIpGed06ysVmhy6v5pfqqvQeJKh7jAM1TIrms/UcBTiDB2z5XsBGhHzOMaAgdE9OWrTWkjqUHANoLUKhsZZ0POkdRhgYDTwErc3+eT0xhlFgIJyCNcsGeLq7nf0M7hA9zF4oxaaSwWedLMfAsCWtLrlzDGJYRjcqBBSdZXKYJcROTOTG/c0Ug3OZYoFUufjcabsCtlJzS/fZ6e2k1CN6NBxM4cAXdMCZtDItAB/hrt9KfYaB2xENG+K29nYrXRKtFpbh0ResisRmumfJiULO75BYhciLnljRiJlcdn3WGvgaRi8Ss6+WHIR/z12zS9G/44P7c/De6AHCsgjS9ijThlbp+i7agId67WyBDAuOd201Q+R+2QrRlIjBc2y2jgmgcWGXGRyp0xSBs9WEStzDQUyIJQKea+f6ultlzDpCN7ZQA1/hEn3uA55Qgxw6887hhBn8dYH9BFw2rVCnZTNyegEPuKAAusSqy5pIjAscdkV0GlOaZUAXI41wYMRnpspJnS20QR49jHsSP2rDAXSLpnVKlTvKcJEFFq3Ue/u+0MpQ6PNpoBgMDzAK7tNklRb9VmKB4HSObEF2HmCXfL2fhdwC6iM1CIE+KpSlLTTrnrOG0eqALZt112naNg9oAtCaWhwAoqlzW9lopeHzF1o5+/9qX+O8gEmv2DA6peMOo3t8kY0ZRZvd3qAxJb4s/VUHYG1AKPoIgRRmD5SykQNl+oqOiJTwOej8cLFJcgQGQyKF2EhtQIXTEnbURGe7HH3nzcHxfglCZHzT3ogRsisMYMdoKrchUbKQfd11SmFsNKAo29UdjGrt9FxJECCNCgAZC9E3rkagZ3QWSsNMrxp9XsNdWY67q8ZU13CmkVJdCIIhvagytTFSkWDNPaiwiQ5MgI1dmvk+1aWflXLcKcH7Y2hndKCU+qBRlUDWQCfXzEXysi2NDyA4cjUInxdT8DKGEbNWJQO0IpQ6OKD3VvguQ2Ua+TyvlI6pkawAQ0+vpJlDBvOjJfLr0nOQdifVa6f71nzTDq5njy45h4BGqWTgUQRSSw0r2UiTvWkQMb2yTul9T6TtIYohB9DV6HUidY91qN1YqfeccxraYHRajLIDu1PTow2aNjpO3+toTHrQwu0rjq2whkGYmAY8nPg9/X0MaNx6D9q7Zt0o/DcQaoFfrpedYJshqcSj9fwlQN5Twl5sYFjAYz+UThMwAUXRjcRulvbXfoi15P7pwgyW5Ry3PWwvA6EH98kWsDO3I2e4GtjFPi3su+ObdEfqYmWfbAJNXglwq3o2BC7CAZJY9lgTLCYAtxNw4JIDTPi8txgR7miznrYtRBQGVZYKdFtuMAcJhu2JJ+5va8TEUuUtdeVAGbb1Aj5myM2gedI5m6GStfVwZWtCydi0bKZACvicSucSGiC8ApNaDqUlYnEPhdBt2Dc5ICQqUQo9j23zmmofEMA3EGx5ELKhi05Gr88JBHJRS+aGppBvJSD2U8/p2+bmqdcs/Mv5esMDnwd4kwcpazNvsgnoo5kZmwhuuEtRo50/cKv0aKDdOA1O9RwR9Iy0mO/z96hDkFBVYucNaGMo4gNIIYvF4cdzg6UcF6OFUi+EnsPmpooRbGPP7sHQoaOBsOYmUzoAAbZdAFmbk/KxKsTlqAZmgIMjVeTACRoo0s+5Fx6Qtt+n02qvTU10suUQO9VkDhJz2snq4dwHqiKY+gmxUVs6BsdmQCglln7RRPPU/5pFA4BbGhPHYbss2QLUkDFGHwc7KUFdVxY4rws0iBRoJ1Iida8wU5+F1QTeIU4+g9qZjLjtIcEIBarsHBwEXhkHBEvfYGZj0gGNU04sBx2DMsWilBvxUQxM1+jUIfc99WliChWVezxIhcWiCgh0Nrb6jwzQrhZdn/O5Zk5SfV7IiBpUY1i6e3dtAKquDzx3sNE31rbBIZ1qgpdhsXBrqnZzNEFADMSZ+9Q3Sn8hlJINnaG87TA73LjZmBhWLmMxvakfcsQIBcxTQO61gAbsTkpXN66mhtEPisPF8jzAZoOU8FCr1sWqrV0sY2+WsqniK6Qnk6C4Nrt6N8hoNe+7UBzTIofHSe9kJB79gNNAESy1dmNKM2q7Ck9mwVoQREGY05e0BzkrM4FTAGwiSFizLA/wS9rMW05rAdoIO3DArSxcaboVLBYNr+xYwiys7VNgKShmgFOyN9kcH0ObkLr4nAQNjxG52nlP0ToOX7tbqcFNW9CqMg5gbzl7+QWDgmFIwAaNFmynRPIEbSeFa8BgG+mitEgJuiMn/R0SRA98DDdX7QFC3v9AqTGrA5+Q0WR60Y0/3eAz85q04mjoRCQwIHZaVKSCg2TZ1ZXP8DK/3vDAp1rG2IDAixvn5y2EDEDRQI9A0s3bHjKqLH+tiUTXWPLD9rQdNYxJhNoFbuYgBKYpmNE8r0llwOT4Af1vS+dAm9F6rUZKlO5D4lkfxmxWjiETjyqWUqcOemGutwEhwtBhFRiCuINmBVBLADrdPnWvDZAuBsulL4NFOctovj9tjhpawfwPppIIZVebbhSP1802SSip5eY9uvw7GW2evkugriicztyjiWG47RQPyzxLWoOVMaW2t5XhGgjAtau1moZjKyIHCEI6eD+FEtPhpl0CR0SDErnbEMSk9CI19qMN9gjmLOne2lurQd3ERJaAt7ardKS+B5ByBiE2opU24p60lNBApMUgOVCLpY7Ns7eVvpOYuSsFcuhgE7c0F5huoLj1MGrhNAgE1nT+XMJvhopibvW/chVMNLKpb3sOzL6gVshnifc7Z1JnKvW6ShYZAGyGeMEszuVdr3MhE20BPMC0SSrqzdsIhQjdl5kgrtcz/R6fT7i6nWNmAsPuEZQlogxgABS/X93YKALSzcda9RAuotZkt+Z0NQFPF9D1GC1QiUV5uOGqGLQGULWBWGLaehgoM3uRDIAIrpJaNrPLwHTrJsvioLAEkAdf68nojKqwQP+0ReFr0ntADIj2k8El4vycU84DTlFPawRAVwaYxfXfvd/0KHwZtG/66SZtL1N20tc8z/qBAreAqnm1L5cBCtRJXGzh1r22WBw2LEzZKb5XKwggiNCz9jqgyNDnGnAzusiwNougNARerpQaKAXNktGTX2d7zv8+TjPCsHB5nYIT73Pph0IMkpk0Bl8aJhL0eK2NlFhwA9cwqLJkIKCsBHATir6Urzc88OHjyaMbqC2hrSOI0MbU601NyzlgIpOGc6IGTxnSpADAoPMXaUpIZwCl1pw+6HHi/IDd4AZIRXyK8nM+m+c+R7vsbpjSh8CRrgnQW/mvwYepDkPtMPDBCB3T150yYPq9yWPDPsZrIFjXOZVH7uXClINEdjdjpdWaskc2CGR0v1w9IMPLTtgloMOLXgNapO0x1ZESJFrjA+ke5jmfMmq3K3DJvgV7ACYGZXVMmBpiL5xwvyOxMFRMki7exVk8IS0YAs8l6mXfGl7nCvZhesBO1iDDc9G4J6+wniHQJdF3k6GAPuMO6s0TUFuhZy4jafoeEROdB1yiq3VWmW0rj9+Q82lpI4LwzOLo5ecZ2qhawLyBx6c+fZduC0w9nIMOHP2Cne2krBhR0AD3cQx8zdGsuVqz9zk7PqvV/ky5VjE+1CEEqor9SMJDgR8oCTwTIaLQDdycqqOD8fBVLy98m8KbXIdSNRrZuwCbb0LbtlVivovl6f3YeDzfqK3S9Eh4zloB6A1+XzO3ogFsQTvRPzMIVO/JmV3U3FSKoSmg8EDhIhMYZHmiNosdurG1dwxGnoc6oKOBrZRFLhsKtQzYIwUwcB/uuI5WxnbQwIPMkO1JDBhma4atFFtixSVwkNixB+iU7N1Sfx0aONrfOLS99Go+pwUPn47G8BAFsfchWxBAF++XqdikEiZYdg+ngtshhIsV7ulVs6FMvRnIHLNMoAwHH+FYRqAgQ2Dqif3IBuywnH8pnUppDdtbuIuzizkQSbuSAAx4gus3KfXg5EMHDU4z6m1pZxZD/lhO52p/S4ieAkwjeE8+2xBDHnExa4KYmYNpdhEB5C+wcvb/5b5CQko9xBqnfJz++GN6sqPHAJ23u5aGI2uEaMo4HwKoAoFGPY2s4Ry9fT4R7kMsjHtzROigCaB5LMUcGgvBxJqgT0UNFEVzkKYNCI2Hsu5yrnLYUnCLDXbWAy77t+7oACt+zA732Okx7BmBqJrKKBjEWIGTNj6kj9uC2EgdajEyu5B5jfB4wGfofrQO6VwGnPevQwc34Jbnvr4RXkOVQxKywpGFDutUB4GAxVVqAFClXLXyR5nB1IwMkRsUziw0ld0GXIabw5o9TI3HQnTPTCnSu+4grb4lYaYJB7DIyTjF9oCckp5l3f7OLESgUimpNGiVkHcibd13BmrXvAfHufSI6emUTmSLgACWQWUrOo+JXp+H10QnxUAV8MUQUID7380yyw5SrESE9FjShHiMAn8/bhGx+VX+X5rpwNFODSsgRqJVCdQ45+4K9iHKKBhyt41+mNFSUBJkBhJrAikHJzkgzbPI6MzdfwhKqTx/vvGRjz7HRz/yHPv1jcfzQu9NhmIF1rMnlgR77zpZtRu9xST0ngnstSVs3gI9j63nV+qbAxS2AM9zak06wDDBNkT/Tc5FgwMCde8lo3AnFZUKAp99JatAybT4uXBvjrQ65jjLkjbZyqDVWrFmz7oPTcA2vPX5DCxWyvZov8DpN12Pdu7YaxiCykcQ7JkrD+lZErOjtHe9X6B9a/vZAJ4PRJSNxO0rDovLe0/Z5cOk8Uz1gDgC59Tv8Ocl0LMkSVh5A/vrvHfkUkdlBcOxpM8pVcbl0R8mU21TAOGO5YpKWufU60vtDtfbsoaQ0dne60hmKATiANpvB7ChNTbDNpC4j01/WV9veOBjhO3KERMtkwOVs78zIn4ATtHwePjh8F0LmD4+/OKBUnAJODKGHTCkEzkO1g6AhqOklYlhWlghyeidkgBFi40x7tqljPwVYW4ZBLQ3nDAdcECUbYKdpEDaTEYuRhJj1TInjQYcRoMROT/MBop73Bu3BJByIoZSxPgoRwxcm+0DschsJMjIlA5hmh5tl/AbKPaJnswGhdKU6X1goBcCRWLXUDRg3QPCDALZlIvzxR5bmgAxB2Z8Go1VFDM3nEaBnoW6GGuN2IIfSIVqdOwyGtiMzpfBoLU4RJ6e38OWAsEBoyhccihboCE64MGjrYuR1BvuvUIsavCSk5qahogClaH86e6eTt/cbtwTBMfUYy0LOKG9WK5sup3FAQo2ohiKZ8S9EiZZ/MnakRSo7XmP2nw2U6Qg4/wUgYf2A3Sm3XU7tOaPZtrm0vkh0PVh914O4U2t+fLPe9gon08HNjYwjoec5mgAW1Ex/BFBYXJX4SMfeY6f/OnneO0nP4qf/unneLy+gccDVwMf/+zCm970hK4H9mqmHNES5Bcae/rlbAFpNy/samynudRw1eMnOsCBmXBox6T21j4zsMhs7E4xSwTehQ03pOSB8dAQAztVbHUP9rC9KD1HjP0R+w0rqw57bckB7RtwKS3rQg/WZrQAyBgyWaWNkjbLejHkIlDUHmc1GRNhjcIVrmYKcNTGrZdMA+7VZoPu2YI5+43ZBQZlTA0z3ePxNZDGzIFRDpN6PyM8RdTaWHEWyRqxyJZQ+xobtIOpq0kzxRJgS1bbZYpxgRoP5o15jJkQz88JRJ5WJ6l+SRtAS3jMxovnDE/6i/1TJtvA7wUCW0OdVWEpBgliGUu+02NvMhYe8XJHVrzhgY9zugD4kKpHA2NHetJPfO0pQQcgY3vBjf8Ef+QoHzExyLzHteQU5RwM/TmU0BHziQXiWMMBWScChZw74E6uOTfDM2idSCssDYDVHUo5XIiJis0gqVp/fM/p4Gp2RXOLdLhmSryux+AclcOwcNHkGORYjepPrHfASnjyNXxgbIYw91Yw7jpRGp2Zn5rYihVKeXlV+5RCh9dU1SIYbHdzUlw7DqvV2oTTNNYJ6Z2pcDzGWQ6iQhUvY2wZ30RQOOuU08LC3g+sVdQQgE7BlRO8TYGmCDwsIAYB3+MFgeBxGOFoyXsjZLBcgSaQPJE7UqLjPGlF4KTc1NX5DhBCYa+vc+m6MwN7b0aVOAGHwVTrXOVt4VvRdUyUzedmJtBbDboH78XDvEr7FVD1ltfdZ9hgXE5c5ymDKwCzUfB1kKHjPflcSzChCGJ5LwRP6hVMWi1pWV7oaOvAQI6ZWQyzUyxN/+mf/ij+z5/4KfwfP/Hf8F9+4qfxkf/2QFTilQA+4QLy417Bm9YnAs9iZnFB6cfdhcdmY85q6vdYvs7xFNWN6i0WT39P9wqC0h2NhznL2FMN6sdEPUnpEDrF7MflpqClOXcby+1IxQzQ1lKYTY0YA6BHNEE4wNlOPqht8OgAyo61zp4Inhf3Him4EusCFNQeDU4P6/uokl1LoFwtaEY70W4qGrgBIKYL4aMTFj1opK+KMAyyzWqJi7bF0uxEnXFvyhF9n/Oavl+dVbK0YsHAiqwFCzVzgDm0Xz1Sgwy2WB8FsNTvWZJxXmedTgoEAY1rsbda5DrgTP4inZeONfcXAemCSBEM85qNGG4zBeh8wi0rkT4Lj/FT6wYGX8bXGx74RDialHgQpt79N2kloGfZwIxpaNApgAehg9HiBQy6rlvFgY3DozBOziXk7hLtZoe8LjqQmWIOXsRpqRjj/BIUKVdQHLfC6YNTJmxgYWBk8LVDozmI9qgnSveB6JuBMp2qrRpqBgYai9Bk9oArGxhV+jqWSoy3IikPKDXw22HgJTFwq319BlYqDdYimQB0ktLPuKaXTvWeLspocBZON6Rt1gqEcv1KG8oBAxRnh1iQEBBihW9NZAU7RpxrWaADt1M0O7R172YlGlDaL4fFa3f17cCjE0hWx1QBvWxkuScWrANz5jBRvdB4cA9qneP2OoJMClaX2s+fFCdoJAvY7vkj+juqBjDSjTtt4M7ijDqjzp51mOBfiA48y4vPIFlibP1axQGm7j+0C7g0MJeN31LpwsBztMYS9ESnfqqXxdHa9za5gMXS5yxHh5qVnko8p8JEeMLDHJ36gkEZ+Po1xkCVQelzbhtyj9LtFQmE0fZlNWm8C06/LFRzXtZP/uRH8MH/8yfxIz/2IfzHH/sw/st/+WnE88bbPuHN+NRP+nhcz17B9ZRoPIAC1pVsNthiK6Rt6yo1NwR1PGBjw8fe2LvPhHZwtldpVhWbSm4Wm3eiY6tKUMJnhMrfeWa2/y5HJekVNVLtEg0HYT3sME2jwLLtgWBBdUmgjGHP2045G5PWtt1MPydA4QKXPtVIcCgTPd+ARkocQXLqWhqL6C+K9yywt5VazyhVjbn6zgxWaMeSZd6NGT3R2gP0F6QY3Qi2FAj7zAZAgXIr6JO9C8QpERfbtcSqbHiorjRmWs3sHNBj8M3xFdL9hEe1tABTHrY5fNY4x8vrH2ZAQ7MJtc3DIE7iaj4XXolB4+hJsRBRCgFzMi2FHhbKXZo6OA4mtZde5tcbHvg8j8azENMiQFNC19XWMaiNuMDNguhwdpMSeGAEv4KG4VQPnXJwbh3lbQHR8JgoOeUwfAgAEFy0qqeCh2skENo8bSAhqh7B0t1xXrfXPpqbT/4PsOORYaEYLoa16dBoBwlbXXJczZ4uLq+uzQPTdVKHPpSOvKu28sFmVmiUAzJImrZMQFfq1Mzf5+Xw8DyaDvCMJ2DEmRZ5KvSobmSJUzOTMrSWBeNulEcmYku/tDKxbs1TWs5zjDask1KpJiwq5r2yD4nZJihKsWHxbCGVheveQqB5F0HhlRfMW2EFqh/wANQKV4g4ojrsjkFa2QBFIHvjKU/1mEeTtPYo06N70jRkO5nC2rDupSba5laVyNMBnn471XOIFZOF2jT8p/kjCHy0R6ZLuLb87s29rrWu0igUSPuhOUG6lXk+fC8MU7mL+hzr5FJGf0vgO20JWodcbIJzdhdY/psB9Wly1EpgjLBn0f0K7WU+wYMlET0l6Qve+wRG7iHF+NYs1sbrj42f/KmP4D+9+l/xv/+n1/D/+t/+Cz746oeBR+GXvOXN+KSPX3jHJ78Jb3vrx+HNH/cK4knNBFPAave8Y6kfFAoEQM3SaOEFeGYU21YQoBBskP14lIcFg53IxZzVjtNOQemamufRsmes+zTj0F0qYpAOJC4CJzvMgfUYQOw9U1qfvO2hmD3uoTxkQiTtE/Om/clYQ6A5JsVcsoVA4Ul7rIgxNJiXe6L1LI9e54jpDzuo59nnLLDTscMUlvZ38AGE9qZHi/i+bJedBvOaUJwMsR+lEyfGPP0eXEzOxLLNEeBZwfRvBK7sWV9XHIZ8B3KpJQQIcASkAo2lzs8ZTm0vuASREjXt705cqR5sy0IJnaGgvYVOTUosnbLnoy3lMYT1ioAqR2P9osbn5/uVjs3k4FbI6baz7xTNuRtvQwyJleoglYoSbSfjPQ4LB8EaJADwMQXQavgnitOO2K/ydYHOig2orLmoaZh4oiFMI0QCHgG2hsCZY1GGOe7fkqbY9ckrqeGwCXUdFNo9MWIYmdRdmi0B5Ngl8HUYPcEWDB4MqgKOudCa5aJ29LBodXCgaFAxPDnr65LUdZx5KOKYe/Paa/1iSQS7WcU1gHABEnjawAJQpYJYCoNk37RSWhSG34YLBo3oNFsL/p0M8tFaORqqlnZIRth6nZJo+gBOR0/SsEDGr2mMOMqk5tr1xGFRJECRMAQsJpIKTKl6a9GHFhdm5K8TuMRKNlbzJ4X1cAIWzTQj2iyYzkwR+NlHh4BHREwXWUio7z4yrrAqi3i7h/Jmt3OnAkLONBC7R9dVTRGuquRvqVuC/FwyzhnTKI2XIXF1njSER06gBYoCuAQ8utm/mBVG1jxoDr1EwZ4pc5KXPJmPXfjv//0jePX/+DB+7IP/DR/6qQCevQ1ve/ub8QnXc/zfPvkV/NJf8ol459vfio/7+FeADDxHYdfGdA3vDWyo+eTiCAr1PuoCqljOzmnsTIeRIWLPHu5VdhZKdfnl3DOOT3k8OEoE6jQf3epvldibOjUOBX0OztMS26HnGwYlt3lcITjRBk2h9LkDjjaD/v9m789ibs2ys1zwGXPO71tr/d3uotkRkZnOTPdOcNnH5viAOBel4xIIijKIG0tWyTIII5CFLCSQkbAlDJYFQpZlX4C4M5KNRN1wVXKJglOlY9xi3JK2M+1MpzMy+t3+zWq+OeeoizHGXH8AR1WWHReVeIUiYu+/Wc33zTnmO97xjncY2o/hP5qyr81YYwbegmGIdeV8ggMLH7RK7BcvBcZ97jhYaBbv1P19uiVbKVi77jofv/e40CB7uaYphMWGp1pD1Bv7BAK8YSyL7y3bK8aD2N8jatt7bORbJdMA0XZukSwGDqZRcG2OASD76Gnofm4DINsTyUGOdcZ1T/hKipjhGzRhHj3qlY3k47FVj8ApJb9Gps3BNTxh+WLz0Zz960fpRLivq0bpGC9P+9iLD3hW1xc98Mlx6HNkTrJERoBFeQeXAQAqRwbDsn5BkgWdwKFyjGdIUMDZN40/k7UwB6Cy4zi5ADKJzy+KjT+OFhfqemZhX7Q/dA+qJR2DeYAQ9QM43luK9+ab34wA41CDpTuNi4ej7AErgJmzFL2rZ0dxuMSncYDU1WavRHbvzygE42Dv3/anbTT8XoxygTooiqxb7Wp1LHtPKUBJgLOgxf26ECCJ4/N5rbp7ea6JOQTbRfFsWey1tNkB33pDPHiOGrNAuFZHq6biY/80Pumt7IoAcR2tWFlLYg2E4NXnbTlAyqkMYDeM7m7JXsQDhHYHSuAAOdN7s6GCnaO4eRw2QcfL6JiCIxhI4X7bfcQEHpBw/Y1rSaIbLkBzAHYT69sbzH5/ETPWSy7ujPUWLOH7WnxVXXNwLEllFz7GSIv4/ei0HKWrrq45kjFEtqGW8fv9b6qjkSFWi3oZoquZ+bnNGnNkxUnd5RY/SF1v4utNUEpSpmzMQ/Ae8V4MLwxkR/IQK35Pt/sD7zy+4o13b6h1w6svPuDjH7lA64EiV9zd7Ll/NnF6srZhvq2iVW2aujOvce3oBma62nP31mlYOat6V1drSmsGnEyvY/e0J2OqenXfr9yoPnHdWGx3UFZBpNN8exp5Xek+CiHGmBQvd4rTKbY3DDhYCbQb0JDsYMlYp5FwBcMi4EjbgJCvzSlAu+CItg9GbUy7R9xp2gJbGFsGMxpngDFGbtjqezdiKeouzM6Eh1t4JDzhOtw9fkWME/8sNmqzj3VhPKpnP74OBRlaryhd92C5scSmB2MUZ4OXnmwv2tejSpGzfR8RRGzuXGTF6jct2taNLXq/+Nh+LzmIkdEdZ/gt9oDFxQHEEJAJOHY3yy1xeEoz4BYgqiaezq4jigxZGTYDNVaBTxMo8kcGhn+gR0M9e7eHqqHYYQkrVloxO5buhOXx8I728eoBO1olY/YVIp6P4zS8Or0rRzAix0POj/hxQFlSHjSyHVyEI7SdRB7owvfGjefwA9bP8hBPFvH2ahVvizbNSZiz2Xnqh4MECS9j4xvQww+lAGVOqac0MqyOvzcPTsnLghDskY4Dw5U6FLE6PPn4PGGq58Qv0iopG6NhTJdBoNa9nGLogSZ2qMfnsonxXlJMBhItFvjhqGpizvcxVXZdU7YgZhlqdK95Vtt1AI24pxEIwjyS7oDGsWjqMowQUViJOcBqVwc6Dix8XVjt3/QbmgrW6WAEf1WbqmSZmbGRlc5BovRic9YqrsvxQz37ayumcVK/3nTcm0VBlF7FGBDpXg4xUBMAFgfr0WMVIl/UHcEDVPgeS74RhjuvAxNx8NP1uL5Ce6P+vbhgknR4PEVhJPn+iMCKmBt0vEZ0zdi30gCZoTLyW+8lZQczjk+yB9/s63mQBf5RYzq4+IZNUtxPJTNKBQHuJZhAL8u5sFewOVqXV1u+8OYljx5V7p0/4CMvv8bDF14mT0Jrl0h/h0l21lrd6xEMVsu0RWyt9w69exzTZiyUdno1FqV3K3lZwOlIiJ7Fhc7xLTUT1U5zTVa1cklT0ErLmdTs8zRpQ1ul3UoSza9tVesKy6o0GjKyfzdN9X2Ml4jB2LzoRg0Dx6TH648D6QTOPkWCEYlgJyVjS7qXskcpbKxjBng3s0WLTV0c4GDXZwB+KyoOBiv7fY+YHdFMpEQqY9ciKyW5fF4yqLEgHTszisRctqgixIGRrAVerBBoAF68jGUplq3psOmIUS3OVHo51phMBycpYpWfGclkB0lsMSf/3ehSjRJxnE8pmloCoIj472DAmCMYs/KkxeWSxKUI7oElDvuSxSnT+AyoSZTDlM6Eukgk+0ga/5kP6PFFD3yCcowAKZ7pRWhnLEI/B1UJXx3AaWHPHiDE9owRBnETPURrzITyQOhsLiLBDRxfB2HU5aNTKdIeEZ8b1GNWE4xuGhEGXaoB3oQyznJftN238ch6PJ6gzmDFJvAuKfFFzDHoC3Ew2PNGGSWypzi0ojSlcSX8esefE7fug//BMh4HWN7GPLrPEKysYEGpqWk6sqQhTuzJmBybd2cfXlKIXaOLxAepYsHdMp4jAhUX6Bq4E4T2vmxLkVGqTCU5trOvpdC8iAvefeZU8QOgpEwWZRIbFhhAUKRT3JpAFO8GU6OwhSFEtSbjOlycO41962zpHJJNX68oexpb6exFqcnYPDvYhAVrtWesVTvRVb2zJjmP1o5sHUkGezjuJ+q3LaHde9H0qL1Q/36AGtsCFgizZJIyOrzSAGW2LmIg8G3WT4efVqx9X9e+KsP0sR0T6QHWQz8Xnyf2d+rJ2+6FSYSShZxt7eUc8SAR5mtxuESAH3qJ2EcDIRlgHu9Dgj2zvKRj93R7WHjv2TVvvXPN5fPC3bPCg3sv8PCll5imwr6ecnO9oy6L6eUQpFu7tCZb/50oDXa6WI+fYo7NPYCuVlQtQWqtGSvUOw1nhGCw2WMmWwNJtp6rrzsRQZvxVlnsGjWfyyWpUboiFCR7QpN8ujrBgB3ZNUlRPhfnNpOLtL3sJQYctLuDuiRPNrHUpltMM53+MUaro20rodkXumN0W1HOPonHGb/LXUPvlijocKRnrHtvb9COqA/fREnJGwI8diUvUYfcwNakeRfha0DlyAorFrNM8pBGk02wJmFLYdcv9oAgqRt7OJhoQSWPsSoBDm+Lv1M6nkXJZ3Ql8TKhg/Yx08vfwzAdHEAnednpNqt03KtJzO4jPIU88BM+bWNf6HFG39FTyeJDdHkJCurwZ2ymD+bxxQ98MNSbhlgMIs2MjYFExmo/24QRLD3i2qJH3bMkUbFFWm4t6AAbAXAyhuhtU3qE1nhXQjji2uPIwDissIMqlHxERm2iw+6HkJFLtoSUZH4Jnj0JMsSaAUqsVbIPABdiPiuJBTsWm8/edvXsPdqOjYHAGRuv7/oL6K3yiAG1Y9dbdOWM4Z0SGZcBhwgco1dAu5cmsLbMcRWOjMZw5HbaPQAXIu6TZBupuzAv63GujQki7H52jgeohWULdBZYzaU1q6fQap9hymbgNosJ/SYyU86s80xOwux/Twkm2/Z+T0xYGa3wRlSl4XnRiW46d9h1Yq5pp+bOri/sOiwKNSs7qdxo41or21q50cq1NG56ZZ+EXe9UsQOz+TWtmBA+iw4bgADVOWFeMIqPyhBUQ4NQjSFTUx5ZueJYtoxRL8HUdN8Hhuc7oWy83fkjHBlCA1cCYsMN4440QqNhR1KOPaehdHIBfaB5jgfjyNgFpmTanOFb4lmolVPxwzoY4tv6iGO5QVNyM0GbIxVt7LYFgiVwbC2umaBxsyy893zH06vGsi88vdyyq9bvlnNiTjP7Q6G2PLQP4jYIbg+JjuXtx4Z7+WhXak8+j6vTWrM5XeqdXb6vqzigtropmpxtdLBojsL2vR7JjBsTJozlrJjQv2ljQpxFdAmBONRUd8xHfH34vbi1h29/nuKlLtvn5ksUTIPFVptLmNRL1AEIiKQrtIkRAlw43NwM0DF199hka8Vi0uJNDiYDPGrfmp8LQvdmg+xVefWWcl9nDjhRc1sXDExHR7BDID9TZOjI1K9ZCLNDDoE/B/457Up6TENIOeK6/awNMA1Q4uy/wEjvvelhcvsQuQV6jOUMwJTiMBhCa5HJ13IkbccybkTqmF1mbGr2SGcfQOMejt8JuwAvEUsA05glZmfMH7Wz/wEfQaUrkcHfOhujJOAbVryNtnt2aSjVfiF0CGSfu+JZjW1KX7QjAw5CIYAMrs9RZ3W8q8ZOUA/ifRyyJr62Z+nHipyPVwjsJG5qZxvLjuRBIhIZ6RCyYps4paO4euA6fx/aXSCdDGpldcjl50m59TxgwCvo9/CacYI7UNZRDB7XOMOgwZwiiGF7YTvQvftLxBivJiA5XLG9q0utW6D7tZNwR0aMpUNHu2T3g8MbcIlSX5QtYxSAHZbJBv2JOzwLqDbmbN2BBXP0LVJYJwM2cy7MaWJKwpQnpjIb6+MHYM5HV186PsWcUdJBuzusKviMrQjulsU7DOudLubf0josdKokDlrZ9W6Apy1ss3LJwqUe2GvjRhcDRSzsZeEgyla9XOYiTTwIN1Vo3TNIOHIsyVlAJZzFI3O3bSHOgB1XobZGcTfqqoxr3IIZMo4ecaax9e5ePL5WMYC6+CiQGKxpgnC7R8E0xVwwM5NzFq0HYxD8biQBkZHbda4ZSlLmuNLJGdPsmazfr2B6oowTzM7tSdih3QC3qSDOx8xh6Ty/blRdo0xsdwvPry65ub5iSmdothEUEXOaH0JxTUcTorPQjv1BXeennd58Tpdif/ZSbet9TERvEuYCFkw6ykHrLcAXCZJ4KclKoE0VzVDE2sA1mZ5IRc3JN/ZXJCw9G7gSrIXe189x9IEdf0mPQCA5WLV1Zfcte+dUOMgbALaE8mhX4EDJA496tyeeN4jHU9FgBAXpXnQagbDS1bqPxuURRVkQNZFuv/X15CyREVmmiepqrGL1+x7AR8b6jAt8TAcH4OCYBJCyxwznq2MBgn8v2tf1Fig/JrkR41Mug0FKzuZYc4adOsmcCIkrNwawShqvHes7O3iJQ6Z4CTcAmcAokQXMQW7VOQZD6k8gxzMUgiG0e5/TH4mb/0CPMRbA/2yZn4cM3ygmd7ANWp2f8MEAvhG7t7u68NJbhyM3FMz7IZTqFpNvlbUIJO6ZToCewUPZYdJUj2mRf01cxNkDK1hdh0EncyzngKP97myBKTstWKuMERRGKVrk7FhZQxNIMYFv1igSGB1tdWJHPw6MnPJxoKYjw7KupCh9qAMzCeIYbWlYCwTACo5LnEJG1XMcOYLVLuaHY3fStZ3udq1RpsEZ2GCdoEm1IN4hZR2HklG7rqeJoKN2WKXeDcSIlQ9zFlZJOcnZwA4Y0JHMVCZKmtz4To1RoDC6Gfx6GCM98mZbfnqUPop2e+8p2TDDkfI5EFehU0zgHAFUO71lpGdqVZZWPaOHOTXu0lAWFiqVA5U9XRau+45nfc+lVK60sk9KTTJKC8TtFcYa7XSfCRci/0C0+J4w9iH2lv2qg32Op7SBbNt7uP1BeCxFmTcy9w7eTWRrOkqunaDKh+LnfTq+CNzdLRPAaPYcCUQygD6l0Dh4+66koS1K+RiUxZOjlDKSiq9XQTRAkb0LiXWUrODpu5EswqLC7qDs90LKp5DMzqDtb7i5esIqN9J6QfTg2o4YK2FgbGjYxBU6zuCY8DYoO2ttrz6clC602ui9mr6H7rOyDEiEr0wLcOKt7FEutGtq4LQn6KmT1X3Dmr2zXo78nqL03sjZWLUu9p5EiiVpOdhBE+ia/tGCT2jLwtsMByRxjy2Z6Tany9eILzGLgb7u4nk8vHs5Kfb88boefcZdtxnxyhmh9wn0nYUydjxZLJKKpjzipw12NbM/80fiGBc1YnbEdUjRkSrBNtvZYnMOj91kvgWJxoKSw5VZiDlfsT6jE9S6wSYvL0KUaMn5FqPauS2IllheDp6i5BXC9PdNdyckETETzcJAdnBkZ2E08jjUjffpkCjqGPFa6tcFNTbxg+V7/nsAPi7aSt3OkwiO2ZFr8+wy6r8Rk03L4vRKZN5BkyYZQlW/V+bxAiMjMLFmJwavRVeECbx0bEawQ6apHfKRVRqrEb4WMgSAgg4nUfuA4RPirdSRlcituVrgDNKRxvVT1hdbDGn1gJHiOnQf+eAMimcwEgAe/50AU/GW8CllIqhT9SPD958INssGxrrWwMtOevwUls2HiaT6oY+13YpECpzMxj2n0dFmh1wEQDVxcI9OOX/n2p1qNnCXUVJrrCRxmjLrnFllyzhXJdu/eTL/FxGymLQ6k6zWj91oyRWSs1YpIa1admmK1JH4RAvqmOfUfb2pZc+LHkWVu9p4tEs8Vdc+qGWVV1V50jqXJLaaOfihkkuyziMqJXVWqbOSAyd64Fx3PODAlh3XsuVKD1w3L49JZwfUZK/dJYSsto8MeEUW55vFdRpRqgofIP+J9/2LB9cwLzyWKeL342A0LV72I0o46uyQdHQrx7phxuuN/xt41qaji0XVZmZnMjFcdJLi99Lo9ZzyEHLmlNyUUwjWVCSbAWSy/Vok+VBMYbTlENcoigG2v5aWgY0dNhlWq8JyuGa7u+JkU5iKt6Xj3l4auqrjzhJf2wvHC5oVWl8G66utmzszrqvq3UpedJZugKYnqNJQNVPN5uZ5lo/5GJOwlsjNPpHhAt+TeFeZOT8XqSQxBpRISvxahalhNHoE2xaMXRTyo6wjdMLVO2IOsT7EynHiVg3RQo02B4rFXqtHLLTPZB2Qwci7oaOzip5tGciJ/YWJywt4B1oyNlybrwEHShhTYVDMXZLFy+8c55bpSE2P8VxSlJ6sSd4+cTo2ZRAlPdfrxDDYcT1CzBzgRvz6TkAa+zSlPN6PlcmcoRysU4NUiPZ4K//eYpTcmzzYrUz28uut82mE1TTMbe1+qX/qmM3oryFCDqYPLyWPD3aLvfqAHl/0wCekNZY52/ITZ1SqU8a4diDKMnYse4kKIkcZIizbwB6gPMiL+uwuN61KGKU//CQSI0ODmIRr5QIDPXaYBep1eaQHXCWi+1ETAaER6X5w2AfGF/9RfH0UbztfIsduaXP3xMTNGpnv+IXjARcZp38E9Q1nBpC27eM5u1+4EMtFB8jRtXrQCd5ubG+9q47WZAOlbrfnaMt0SPYhLZOyjWklvDiY7WZ0f6NmIqjeWZT8VtjnKUnIvTOLUFDWOTMrrCVzOhVWuTCXbO3LKZGzUcyrmAbrzJhlnNHZN1KbW5mnQLPSgzSbW5MkoTmZloJGInuA7HQah55476bz7gI7zTypwhf2mUcqLGJrculwENgCh4SJVJJN1SrVtESTFBKNVVZO8szdCVZUUt+zSltemyslHdix41p3PNU9jzjwpFduaNRkAstxENqHpAffqM0Fz31kATF3LbvAUXvo6+x6RAmx9RA0eqC/lQzgADb5utXWfKbQLc8tDXE/I49PSczLRx18pNt6iTS6ACfX9CS6ia+JfRd6pTCDtOw8JrMHwyq3gFL8PQ4T1cikZSQ7nQ5pxbw+Y5oau2WBbKxUWU1szi6QstD7DU33gKcJYgaYkYyJgw1PZ2janEe069dbd9ZhofZug0sVlm76nqbN7l+3PVLFvLp6c/F/Ftwoml5wGAKi3Q5QGsEWDEbE25ijK5LcQQ2c0p11Gdd1dHv4fXZ/ou4dUFi5MvshbL5D9tl79mJTaGuI++4POXovWViz3VnV9tQQvUeSJzgwEkZgo3uHrydOFBvCjMsEJCQG2ZPfhZTDSLC7bs7KfUGSQ3QlxtpWNB8rAsP/hgCF6uvWHLKLYMJzcfbE1/loO3fMnUUszko6Tk2PTD46vhzYiO+HmDV2jPUJSWW8WZt3eExYg/WxdS3Hf8Y5ah9qwJ3YfMT5E4IEOA6XDs2m0MW0nOmPgM8f7CFEoLViS2SP7RbIOGaOaRysdmYFwLBsPUpSgS6OHhEWvHV0F7jQKwlH6bMFk+MhH2iagZatPJRMEMkt1idBCoMy9WUkR9M3A0IyOh3EAUojtAA6/lV8srjcAkAaB4X9bm8xw8y6LbQbw2EZpYxpwEFbhQBZEeuj9RJC7ADLJGKbMzRCEm3t/p0hOI7A6EBFFZsirGpMgNPCUdKSAHWt+ygPC8xdbQyGHXRH9qso1nXVOuuU2Aisy8QqFTYpsSmZeUpM2TLYjA2/lOSHnUh0zo/6fAQt27+uOdBurs4CIfjs3Q6SiiCaB3tjQshGb1Y6XFrleld5/VL53X3hjZ54JsqhTDTP4Ex/lWiSsGYYRaSCCCXBNBViWGFqQkmJ9xYl60Rh4qKs+XASXjnpvDAdmNINN23Lo3rDO/2G9+qO5/3AFcpOhH3rPsXb2JpguQyzHx3LY8VV+nFWnjD+r37AWGnRvVdCHxcLUwVSDAowHUL3tWyWDVZqiRQhO4ukwCRRiNOR9QZTZK39xuBm9ZJDDHX0rDnmb73f9M2Fm3kaIPt4VESksKPh+Fz29yKJKRdO1jMX5zPX1zta2xownQr3Hzzk7v2HtLagKEvbQj8QwuYwq4zEJ5IfiHJU904tSw7csgfUBpgubmio/j5ba8M0sovSu3dwpU7txxJf6u4pJRDzwMQToK7dR0GYY3Dv0HOxpC/sItRF1WJloOZCeNvg1r1VXNPolfLxPqMkjXgnksQoHAMRse4yMcokwJAne558jRK7qjG/zkbFgT3crjmagSaPpXS1nkovY9MrmootzzgngNYjznf/PGrAD2O8c4AZsXPIRj1YuTp0b0rzziuLI0q/xQYro7tK8gDzo1M5GKJg0vxQCaAT8oQ0mJjQQ97iJf0e4cacyePrYC3jtUbsPSYwt7ga+5nx/9v/8L6kfUR9//0AxmGf8kfA5w/6cBozbLi9wk2UlQyn+AC8EXxDEBwEJvi69jPZRYuxSWVgZYCjTbqADbljoOTsq70GFSowFMuuw4lyQehgUHsta9P0zhJfQDa30LLyI5a2ACiBkryePyBbLE7VMfcrOjC6qvntRKaFZRdDTBllQQ3PjWChDFTa3DFvM3fxp2EkHdm7X0pjYVyALIq7gXoQ6VZqCH2WgpcS+rG+j2cQHoyT30Ork7sOpBsjFllFEWXVOxsVVgnWJbMphZPVCVMuTKmwzjCn8NLwz2XHr7tqd2fnrJQklqI4yLMAYqW7NsCh1QegJ3dd7gbamhrzU0nsmrDvxgDW3ml54WzVKU3Z75SddHa1smgn5xI4kpS8ow+HCUlYutpQyySIFHI2MLpNxlJkmbhcOjco16p86dkJr51e8OLZwmvthuf7K54cbnj3cMU7uuOtduApjZ0062iMdnMHcrZ8ZaxbSEfTO2GMdbDO+jaobDs/onvHwHGYwzUHhKI67BhM/+XMSj/uD7vPzv4F+3YrHo/MWNQ1UqGVOOqRAuiIg5/ZvVqshFDIaQIc/PoB4eIxwkRPvXxjbIF5kkxJmGXFyTpz7+yEw90DKT1jXXacnd/jhRdf487ZfQ71wKEd2G7foXJpBzp28DfsGpgvzOBhnSluVLUuv3BD1u7MxCjjNLo2Wu9U16BUjD3q2e6J2hA/OhUkUbtfy24HXTiUD12HGvBRzyjN+dnKMQUro0l2DZXHXZUoZtkurr5PTcfk3LqOY9DXiJdV4laqk70iDliURHGwbGwXZEarSbIuNis3W8xQbYMVXNSHpWhy5tsSUDNaNA52aDF7dDV6sim29uzSJdfqxaRxY0FjJLBqctPBPsBNcSZRJbkze5SiTNwc69YSLh2Cd7DORNuC0VJvJdiUDQANAJ7EZRIWJ8X9c3Ky7q4xOsgBDy7SF7GxLsNvKWWHQbcqDvG8EYz8vR1NeYVIEBhhMu6mrTciIxrPJOPpPqjHFz3wCSV7eOTE4ZB996hnZSGONI8ICEbBSjkumktHdBtZpNVwPYDLsYQUaYH6AalOe6sHpviaCQINeMRiSuB6Is8noySXOsj7syE/K5ytYbBXEt0G4LUnGaxS9/cRNfeux3Z/kg4/EAODrvdXW/i+pRgt8yLGxox/DF4p4ZbsGZo4gRPCRAm0z6BNWz9+DssJnRmQkJqrlxGCovZymlo+HM3z2ZmvuC7qYvS5KSdJ2WjnNCVW08xqtWKVCyVlUirMubBCmbQ7M9TNw0SbM1LJhYwystRYDYpSsl1Lu4YZ7dXAYZLRqlv8OtfWSb1x6JmbCm/uhDe3mefdsyqd2KvSCtzZGBiqHWpVaq1jBZYca8+nJ1UrOWjJSE80Gtn1ZiknSpnNKTVnDntl15Xr1qh5xVeenfDynTNebPfY7m64vH7Cu/tL3tzd8May471+4MpF0btkn6s6ANGhiO4kM4YZ962I6TCi9BNL+BgAOWaVXb3xw9egKKLHADmGn474KN5NVe1AGSVV/3lMyJyTz2gTIUmn5GwCdvcyGr5NKQ4fY4Gja4Z0K6uWeG9pBPfs7FokVVZC8NZhBNJEmQqnJyuW1lgh3L3/MufnD1ivTkh1Il2VwU54asNIZMQ9fGCwVkd9hH3Hijoxb93moqHdRcNq3V3dGCI742L/OI3Su1tS2DDTMR5Hu7Ml4gadlrgoDXKiquloTGBtlhsx0NcCpGmAohswS/QA+qGoMU7Gx5R088OxIKGu77KkIjq5XFVjHlH+N9HmXV4DqiDauW2GEY8Yc8LID0PUgEUTtzFRtQRsCmDQxVv+bQFa1DH9Dz2hkmk+DiOGi3YRn+nn50xv5DwdAazDN7lVVgrX5TDzM3mBf43kTKXFUnnfzwbosbVIrGU5lqlSlMS8a5FYRyNpEP8Z20jv99XxEpY/p2/kY8u6ROuBr7H4nfHbsY/01u8FWzd+gg/y8UUPfMKBYpS4sM0bjpoJsBlLnql6O6qEqZrrCSJ97BhzIOrtpoRtv44ZQZbZepaEvO/mq1pJI4JZCHB6sCN6hFbiAlObCJ/iA5muIRACjI0eviuRfdvCBG1Kw92DuUWR2nqzQ3OwQPal4wDMoGkZHV4BvCJbhwByjuXVp1t74LM7gCu8/bU82zpmrgFSfROj1vUzwGKIbdW0OVGXliNIi49jsdKm2RcHPatWOZXEGbApmZNpYiorVtNMJoMmtFbWdCYRJhqTqgGfZME1JsATQazdKqQkZ5RISG80KSw+Q8m0ABPSFqbirfs+a6gr7PeN336u/MerxBtduHH2LdgNW1+FJXVKgnX2Nn4Nk7pqGah2GyypBpB7BfGZUTW6onrn4ENFUy+oCM9U2LdEpbJeFe7dOeP+/cJFa9y/vuD+5TNeuHzOa7tL3j1sea/vebtvedQXrqRxSFbWqq5xS2pl0eygWiQRvgwSAVAs6+9iBpVoaLhCuHr0djFxLEfAH7jZhfBE27qXhY6CS9d2uQN3ZNVJEpMfAJps3U1Ehn2rm1DEhECSKNnKEJrABnza4ZKTDVQcpd0I3a7JC0POpR6oVbjZHrjZKrVa1ptXF0zTmpQL1IXaa+x+woZSxcwmW3dGzPdUu/WvBqPrP7N0mwBfh32zOj1soyKMgEzUXtEk5rYc27nfGkzpWj1NaqAI16Wpl6AwhrWrIt1BRyoeNo9mgvZXVy562Vk8cQFoPkJdsdtp9gihXfRD0MssMQwWiaYJpxb11k97ctT9c4bO7KjQjvgFRYU2fgZfh0rXavdhtLcH02Xlu4KdE0mcuffPav9zUXx0o4paxSB5h24ybq07UEDU4ow4CBJnwB2USIphwrdLqQ5IUkIlTDjzEC/HxPVR4vK1HgNIo7qQ/CwIcXTx6xxfHwmJwxGLsX4tcGYutEQB4USOsZhx2t36c5ypwUT5WebXOcTYH9Tjix74dP83RF6x2SyzcCQdaHPoFHxCcbTn+g1S8dbvW6Ao9oSrO+wwl6N2xgL8kUkyHU7292KCudCFhu6/qZWzugMxO0BuoWsx35rqbFSO13NwYp/Ja8tqwUnw0QUKeNkproOFRdc5gS88O7Q0wNMQkXoeNVgrz9Kw585O10iXWMVE9qLgsxuPzwX+9368lpbZycjeg3ZV5ZapHR6cbPNG955ld9YquwLWCuveOEE4L8JpzqbnKRMlGZVrRpDW4jtpZ8YAT8G8OoL1S8R7SdB0UPK5uM7D8I/R+n3xfi9n6VpgVROJ0psdtZI5dOWN68bnDoW3SVSxromj3xGQCpJ0ANucrWOmi3Umpt45LI1DXQYIr31xkJsgJVpLSLGgpr37VHRn0JLwelNWec/dOxvOH5xyflJY3TlldXXB+fU1L18+49XLpzza3vDOsuXNes07fc+jtucS2GJl4WATELsW9rllMAYabKTkMZeN2GdxGtmHRt3bJ0BPd0bA9KjOaqAUf4rRgm4ZjQMiD8JJvDsmjSCd/IC1zi7TLSQ/jJL7pQyAPoJ/omge7fVWVrbntRKaQyDJo7NStFKXPXVRlmWiH5Q8r+gyg9ph1jG9jUMiZ4Fj+rqXhLwzSf2aNsd9xoZaFIlRKtbFhs/tCudnv7Z6y8ywq7kJ9ziwjHrtDvC0d1JL9GwTwZvP+VO1slvSRpbJNDrJeRW16XPhPSZeoo97qBy1NAHkkiMvQUbZS4guTyw5QUC6O3tDE4OI5nCfQGOndi/v2Nd6j4aExQBOaAYH42MxpjsL1AXvDDN2o3bz2mq9OQAqY3ArqRNTxS2OKSkrqbfjrCoXRCcyMRMrBnkOJI/HEZcPBN5Lye6DGW860xVMJMdmkGDVg+1JKY11Ihzb33ExepTHwqPH9IoOtsaWjDXuzKZ4mzr2PCEtEL0NUnW8bmiJOhZrQ4+lmvwMsbiZPQFX1TEj9YN8fNEDH0k+nKTbQu8BTonbYwt/Smag5r/lGyzQf6dETHakmsR0H9bN5Ej4FmvfUSbxrgTk1gKSQcWD+kFgbzH576WkY4RDtPfar9tBb7Rlp+DBEo4D7pQj1didnfJDJwaJdrAN6qvbsiI34JIALD48L3QUEgErWvpDxBeHmDjrgB28cR01Sgh6vJ4wGIvRxhgHZYBMD+jhWeFJh2eXxgAYyLrFXPl9mntjDZyIcpLgRBKnZeK0FDZTIUm2a9cTtVpnUkmwSp3SIUun0I2qd91XFrHp5griTrkqXmf3FuGcBdFKr2ZCmLwG3tQn2JRCSsVAbK1ui1SgmWeQqhn9VTGAhMTZ7XX1ruNA6HTURTQ5CakUTlcrTrRz2O7Yb/fQ2xhGWZjQ3jn0hJRGTsU1ZLbWm2ZqT/z2s8b688+4d2/NV9+7w3xxTjk/Y3WzZ729x+n1FXevL3nw7CkvXD7nnf0V7/QtX2g3vF13LEnYaSfHnJXk99GBtaa4l3YgZc98W4A8v9ehBQgDwT4CrDOjEURd02NLsbujsB4DsYgH+eRlWvy+WBl7isPZ7/HEsQECB/dJfAwJ4U/iXV7p/SWFhGvBxFqPRWNoI5QsFNnR24GlnpLLCeuTDdM0mS6E7n47zdaMhD2FXZPQswkKXr5qrToTKk71erlLj5LZ8OqpdPcCiqQFYvCsOjOjAj2pgXMxNqOHlMxBgjiDZu3gVlbu3VhRvf017d7mb4lTU/eBEisbGZtgZS8vUg0QcCyBFcR9fXoEN4JlyiMZUwev5jEVvII44AjNFXZtNWLwESQjnaV3My718yB5LFN/vRxwTSx6JcxENKeGtkTXPMo/Ks1BiJvROnyL3ja9lXBYrAsxnHo7fAK3SBhlVhFSKkQJNK4fKaPedEG6Va4SA4gxsT46uOyCJSRHl6KM78d1FIQYAGtlM44x+ta5aNWJHAet/7SxWnHlkOS+cBrHimtmw1Ep8h1zk7/NuH6Qjy964JM8C1ei3c87rvxQQ7z0pdbeXF2XEzc5SlvEIZ/SLRBhP5OIspkQ03qN9TkGcWC4qEbHh4EE+6Z6VnEENv68XZ2KtsWZPEO5lff5NGEXZHtwSOKibJX3D/cTGQwTMICJaYnidw36uW+nvXfPxMvgPv0Rn007Wd20jAA7AcLk1jBCy4BiLIXt/T4qih0d7I3dGw2NIMFlqWeGo53cg9GscNKVU+BUYINyVjLrPHEyTZzkCSRx04QnXXi6KNe9sTRhU+DFSblXlPuTUnIbhmD0Slj2qYA279iL9l2/XnFwe73A/ugBGLHMvXebmu1X2kSlh871Hg410VIBKq1BKpNfR9MLJIzpWVoztlCgNws+++2Cpso8QSqJ1cmK3W5nrFBbWJYFeqIUe3+LNCTN5k6cC4Ktsed7+PyTLe9c7fjyUpjPTsl9Qz5XZhXaUllfXbF57z3OHz/iweVzXto+48HyjN/bPeOtZcdz7eykc6B7F5IOWh1PPAyUe8bv18qXDiG+DIOE0EU0ujMo4lYHx5KyTbcOvU33DMBuWBIQ11sUTc60GctTJFNSGWWDoetJiZz9IPFSlvjr4cBzVJt9D0QZwQ7dNIJ3ksKcE+t5T0pbqi5MSViv1qznCdVGbZVl2UE/uNaljx1iXjtx8LrKR0Mn08ywtBnba6xOp/bF/tyjrGPib5tKjzEXIrRkg3BNlG7gxJISP5a6aVn6LeFvGqVFvMVe7HVSGsBI9eisHMxclMdCl+ftSEEKDyYIhZifZ9/sDmiaHaD+/ZwM7IQUyBIMtyEw4Y8tAVWPqRbb1eNa99gzkjf/fH0wQAquG/NgCZqd9nZbAAFVn2XlhoHJP1NvSi7FrqVaYtwiZnXXvQV7EmVAOZbxjt42LhYepUIfCpFC/CzjHDHGJq6nDEuJUTJz0I6fCcZp+muojdcxfailCSEgEAnAY9c+HJqPbKgnFXH+4YAtPoHEbnZN6BBbHwGmrQtnxgc58ME8vuiBz6iMyJACDARuX3NlfGSU48dDGBch6AhW4hC2zewotyvWqmi03/gpVddcpDHjKmzVx0HpTE4RKxRYkDqCi9aB7G2fEkJeF9ThFC/Bi9jj+P7s/ZeU6GoeHLettOz/fgxn06dEYmOZYwgCbdiklerSCIyiR6+GPgCWlSIqaqWM5JmvWObmnsaj1GXW/nrcvN2SkwyQwgnVM5P4HSKLEGY1Lc/cO6fARU5cpMRJmVnnRMmFSWaWnnnv0PnMVnl9D28typUaWJ2l8yArX3MifMNZ4+HmCPyOAanSmzk5a9fjFXfQS/UMWiOsJvrgbdU7UTpSsvl4LBV6dDRldrVRxTQXHaU0A0dGPZvDtNRKV7UZSb4gWxxurVK9I0N7p6zW9NYoqqY38pNau1Ky0vqBpUPKyU3ObAzBdc88bxk9eUA+v4e1wwpJJkoX0n6H3H1Mfvwe66tLLp4/4t7le9y/fI/Xnz/iC7vnvNt2XGbY+X2NJgKToPgEp26T5okMUiJA+8HqpWQ/O+0zpgBC8fOeobtPSffWYneAMmPClMxwLx2TlfDdiXWJH1hZXLPjAHbQ9+oDcuNgE7/+I8POdGffoiX4aAhnB856tWZ9WinXE9ISq9WKk9VMawv7Q2O7v6TWa3rb2+ftoD3K89n8aNTZDW9+SJGgOGKIspj6uhAVWl8w32YrdTXfw53uQn3vcvKGBZXE0rrFAwc2YS5Ze0OzXY/ZjVQb5tlTkBH7IkFTxRmh5KwRxuJEcqnRuuxz6fwoTdKd/Uqe8AVLfIzn9E5PfcQf22NRMtfBpBvrE9HOIo/KLVbZz4PBYIcoKeJva86c2L0w3eVxhI6xwX3MBjy6wduezCrmfO2NHrQGOQ/PMo1kQO3emF+QnRGm8zambEx3H2yQAZgiRyASEeu22FnEWScHRSrRBeZlWCnHnxc3K/WrcmSiYh3HeSHjOg+wLAxwE3fEbCFcRCGQ+vHMsbvu70utgWXYpPwR4/MHe9gh4l0WQaL6RlG9tb7F2J4srn/AblgWfDq2MyHKCIaRtKCMGrbFZ3XgcLvkEyyRHd29h10XeEvMMWvt0dmlXoayrA891oVL8B/R/aGROR2N4iLAQ3hgRIC0wzbYqRJZkDjoUYaYjhSBFjt8/eCywXfdJxsr4s6fitW7zbbcPCeqaw5CrN3FaroxfTuAloz3ZxlD1XCA9oxBQ8itoOaZMSmsu7IROAHOc+JimjkphZVn7ruWePcAbx4an953fmcLT3vmWpPbCnTmlHlP4XBdeXkSLiZhooNUu4eJcV+M4XPn4B6dIMcyjmpkqNbpEYdg782z4tjYXj4jMQvkKHM0K1csTYmuoJyqHRJJ0C4c/H2Xkt1HxKoddelM00RoAqYpk+YVqXUkC+t5ZrvdmdHf4WDrbcpMUyGXGRVh2mQ2914l3XmFdHaXVIoDC28h75185yHrF2+oN9ccrp5w/uxd7jz6AvffeZ17736B168f8dZyxWNduJRGk0R14GDGg3ZgWTJwdGe2R4RP3zcesI0R0nEdup2ToWn1zNaBKjFV+pitZt9qMZ5idLUgxATq2EZ26ISTs9j6Tj6QV4wl0yhD+M8awPM5UuLrHyGliVxWnJ5O3L+Tud4r/bDi7vmas/UKtLMsB7a759TDc1SX0boepXH7tw9AEzAGopzV/XMD3fx2igg7rQSlojFKgU5roMlLxmoNFJpxLyAHnP1Yxq4hThdBtJGd5bDmJtMENezwtKQoCn9+FAfbJz5lK902Xe0hx7LX9tJPirWgoVU0EISGTqT7eJxgOXziPHYTQ0MkeHjsprdLvnAsPtv3m8dfK297unc70Q2whiUjMVZF2rERhOLsiccEHMjHc7SuqFRWfgZoUmvHNzRI84wvSj3i62lYJcRZkULcHJqdKGVFV5i9z9uMkSOWseck/hnAPRIOB1H+MxGUJc5QjaePu9VHhcDGbPQBWkZLu4ZQXY8B3l9/lNaI8uY4AD7QR/r//iO/v0drje/93u/lYx/7GJvNhi/90i/lH/7Df3hL12KB7/u+7/t45ZVX2Gw2fPM3fzOf/vSn3/c8jx8/5tu+7du4uLjg7t27/NW/+le5urr6fb8fq1e7MBWvSXoaWTBgo2KLN+YpiWfGIXQLsa3i9J7YeAMztTqCHRhNWk6fWsbXcPO1bChJb2WCMUzPwbPP5NL3BQvF2oPTMRQywrMfBiHi7nIMKt27rALgCNah0AUWz6atHKa3qEUZ4CmybZvy7J/TC77JF7RiAa/ifhqSjlSxCnQvCWiCZq8Xs6YGpemHjZmJ+etEVo9Tw/6+IiecRThBuZvgflIeiPDyPPPCvOLOPHOSTZXxZC/82hX8u2eV/8fTzs9fKZ+riccdblRZtLPvynWDxxW+cOj87rZztVdaVfvsgHk8uf4KdfO7jqh3bqHgAyItiHr5M1v2ijaSNLI00IpoRcTKaUWFtTY2NIpEbppdBK1oa9Ydg5v09UatlVorh/2eZTnQW6UtldYb2/2Bw6GyLNVAvBo9PqVCa52Tswu+8X/6E3zNH/sayrxCJTHNa5BEmSdyyaT1mj5tqGWDrO6QVndI8wVpdcG0ucvmzkNOX/gIm5c/yulrX8XFx76eF7/im/jIV/wJvvKjf4yvvvdhvnp+wMf0lId1xXkzO4HsgDgXE5sOx1mOoXDo65IMb6euQhNv5w5wDyN50XFg2oGf1AB5iJOzuM4np8F8mR9PYpbsbI55t5iGx6bFZY12cYsdybnGrIyhmSGgTWrdgTYDrqBSUJnJ0ymb1V3unr7IK3cf8OGLDS+eKi/dmTmZ7HBe6oHl8BztW8BHV4jSxNvLEU+sonxow2VrW+jqLLG3qhs41THEWLVDNTNJbXWwtTZBxYA2A3WqAycdpe/WQ6no+1csZoXzsyCWFKj6dbcRGb3X0eChLqzs3cZCWEJj+rN2CxxAMEDReRvg18pVFg2dhY+Dn0hGigXyfiw5RloSdiaC+iDchmgjCmym4zoml/G5u4NNY8Oae3NVN5S1NnnRhkpDmwmntUUiqv46irROuH43YNFK0+7Xw+Od36uRD8otsDkAin3mIRHyu9IGUAvwYmvYdFbF7pw3TYwBpuLlXQc8IglR4xGTe5ENcOKgySQYaZACNpNNhmYpS2YiMfm+szvq71RDn5eIYTQDZPpZJhrM/v+fMT7/+B//Y/7ZP/tn/NiP/Rif+MQn+I//8T/yHd/xHdy5c4e/9bf+FgD/5J/8E37kR36EH/uxH+NjH/sY3/u938uf+TN/hk9+8pOs12sAvu3bvo0333yTf/tv/y3LsvAd3/EdfOd3fic/8RM/8ft6P0mPBSD1jRSPoOpG2HUAICR3N/Yb71TJ0PJEIRIPflhWZIyEZwK+CKsb6BnLfkvoi1OFEgLgIGz0fe83NrvGYvD3ZZskIJNvTEcQaXy9ezuxPVtkXym2YBdH6IxgEoyK5PdrWLpnDIbpWiSRDuwcQGoI72JxO2hUILlpl5eFrHwjI+CKhLD5eG9ULSiXUtDezIdFhTXCmcJFgnOB05I5S5mTUliXQklC08Tb28avXMEv3yiva+Kq2f2IdmSbIO3ZH3BQ5THKZ7aNrz1J3E9KmcSASwAv9XsvDlBD66OW3fbaySW0C9Y5EdmieWpY6LYKTyIl5XTV+bJz5fVD53I5sMhkupimfrAq2hRNxiQMgCjdRPtdqWLtyEFLttopUzFGJRkjt/RKzom6HHjj818AOhONYaEgUJfKMk882x6gzKTpBPLK90qwoS5UTBMyCyWtkPmUtDknn95jOr3LenXG+Rd+h7tP3uHF7TPe7De83bY8F9jl4/KJVj5jEtIogQTYBNeNxDoBF/L615ydtPLiETRHJyCedUcLcIihx2wuBzzZWSfz9okRuQbOsrNdJqSPidkZKFYqJ4MWlIzJ4tdYu8BMToWUzhFdU0Q5WR242BwounA2d7TtaVWpdUtr18AyDtsAA6Ok6vEjKdD94MqFpfUBcNWvZYcxsR21zj/r8TLH7ehera7Nab3fig8WA22EjNhoFbWymXaldetkirJW1UphGqzBSATFRmakBqlkXHXioEsh2+fyPkMrY434yK0uOjdgdUGsaYjasCIQYqhoFP/8QmDsEODdnuLlLWfk8TKSWiITrHukXInkoM+fRo6/G8xldzbFPod4w4u43igAVgQ4HSN1MkKOtYMndGrxv2uzV1dxHapCErOmiKfy+xxMTjQBMEqsQbw4dHHNDhFn1WHsrZ8BHbYMkexbzPe7FPQSOuJBVBT6uOt2jdO4Vtl/w/V6znbdPjfBu+giKGiwfR/c4w8d+Pz0T/803/It38Kf//N/HoCPfvSj/Kt/9a/4+Z//ecAWyw//8A/z9//+3+dbvuVbAPiX//Jf8vLLL/Nv/s2/4Vu/9Vv5jd/4DX7yJ3+SX/iFX+Abv/EbAfjRH/1R/tyf+3P803/6T3n11Vf/f34/tqBGMcLqm76p1RdaVnf3HVsupjo7rcpI7ey7avXaoGO7o2wI4BTCOa8Li9t7+yaM+xtjM2wony+qeC9eN01WczseECMD9vek2GLyjCbBQP9W1zWkraHwDmBDBH63rucoUouac1YzIUSivdSHf2J27CmClRqjEx0YdqA1a221k8pYpfh9FdOlpDwGIaLWChtCcBwMWiuzHeqTl7TOEO6IcCFwUQzwnGRYubaits6j7cKvXSk/cw1f0MJekos7w8IymLawH7ODdI/wSBOPDvDaJKxUmTQNEGjzovx2N8B1EOoXzw4lRVLzey0WHNOtrLYkWu1+KCmzCB9eNb7+zsyb7y1sVbiWRGvNS2TdDOO0kUpBpI9yRmTDxlomF36GhqbRs5Ube69sNmsEWK9X7LY7trstu5trltrIOTHNK7p2aoXtYgJr1UTrzljqraxX48VtVlQjUWVFK2dM9z7CXc2spg0X68/y4NHb3L9+wp3Dcz7Xd7xDYz/2VXLwYvsoJ6/7u5YHBElQJCaUx9pnrHHxxCQG8NooUhPSZh/vMTD1ANppdOUFj5qTIzLE2CbJfpRNiKwgTSATyoTKbDFATWDeU6alQskbmq5RZkQmY15agjlRUOqh0voBbVukXrFsn0JdsW1X9HqDODyxLeDXyK+1MpQXNjwT6xhsgyWwOxE2hmRrY+8i9NQdyFgTRQsditXU7fW62vgJDDDlVBx7BqDES0zBFHs89GvuTqy2n9TGqKTsyY24u7gqEz5A1kFutEe3eDt2O+2e+uc/lm2sY2y4DPcQfQd88v1AMAx9xOQYedE0dI6mPerN+UO1ZNIaGtpISGvzg97jXHckmXJm6Y2UlNySJ4Fgd7p7WVFARk/Y2JuolaxTVpRmCWoXNOIh3sIOg6GLiQHRqm7rNKifAD1x5kQDeR7XTd2derTppo5SjmVGB5EB5I7VhUw0q8QIk0jijf30xhoCh9lvH8eTxCHhInA/a4NkECwORpk5rsAH+fhDBz5/6k/9Kf7Fv/gXfOpTn+IrvuIr+JVf+RV+6qd+ih/6oR8C4LOf/SxvvfUW3/zN3zx+586dO3zTN30TP/MzP8O3fuu38jM/8zPcvXt3gB6Ab/7mbyalxM/93M/xl/7SX/p9vScd/4k1YrRjEaPQJeH+areyeiJricqjOEAwdJ00PFVtIb6/NY9R8jnyHgx0HO2kEpmJI2ljW/KtIBNZD5612S9KVyubqY18iAAcmpmgefMAayYjizeXIyvyIDucoZFBldpncT9p0dE9Yy/kQjv7DeZktf7u4C9qz5alhdMqnr0km1NVji33QZGpt4WHL4W2YxZakrBGOZfMvZy4SGp6nlJYA7OXgS6Xyhs7+M2d8p+ulc+3xI0o6pMXZXxGkBymjt3BsIGHm6XztCX2MaCTbmLAIqRigsFeO+RiQmVnhHRppEkGs6AOWjzlsf/ME5KUzf0LDtd7+r6Sc+EU4eHS+MR5RlrhN68WdmWybjkj1BGg1oWc81ijAdxshIR1+0gqlPVEmSdWqxPSNNGWyjQlSk5M80xT5fTsjJOTE54+fkrKEyebNVc31zy7uuSXfu03+YZPfBmbzQnzvLHP1A70ZY/WA/QD9M7SE4+udnzys2/y6c+9zs3lJacZXr2YeXWdKOUeuRxYq7I6wLpPTLKwp6IpeqMwhJ8qvbigvh+zyWF457syNCgRYO2MMAM4Y12z0/iMQxtnbYpkpih9+/aQ7OMndCbJhMiM9AQyARPaNlSd6W2mlxWLTLS0IqfMUhe0N9MISWEuM2C2BbUp19sb1qvGK/cKKyq7m2uuLh/DUtldvsPzWZjWGxbZ0dvWOv6OfexYWuT+Ox16VW9EcidmZWiAorRF967JHkDIy0Mt/tRQNcYTdXCUAZXBdCM+TsK1beL2FeJxMkBZlOPNsTl5E5jt6+YDgkUYQl5jSmzmWxi2dE0jRokEEZ38oxwTFFe/WAx0BifOfLMqqYhkL38aM2+apVhleqvV32cvui9S743QKHZt9vMjsXC9VVdP7oSDQGm2rgbHpYB2lGrvXzK9KzU1Y2R6J+cEfaFLcYDo19Q7KwfIdRCGr2OPrCM2D4Qgoe85JtTyX/0XopM4efPNsZHH9W0jrz+WtmIQN7jONF5D4o64pQgxUiQdxzjdAqO3YRBAp49y5vHD3BaVH8+gD+rxhw58vud7vofnz5/zVV/1VeScaa3xAz/wA3zbt30bAG+99RYAL7/88vt+7+WXXx7fe+utt3jppZfe/0ZL4f79++Nn/svHfr9nv9+Pvz9//hzw0pPf1UHfYZ1EdlgkmwSB06m+TeyMj9JUoNBblLO/TtSQg1YMfNu9fBC0abAmtkDEMzhGiSgmrGfxTijxOVUaeEWcDjGdkShHV1/3Tam3QEu4SY/g4O/FwI1pS1Rs8jMS7qvdAZUv3QGqPHN636awz9n8/ZPa+J4xUi7+9QAVjs+WRXmpJzJ4cOGwDb/EWSjFNuussFG4NxXu5sKdZIzPSU6sVZgEUleuFuW3rxs//xw+vQhv98QugpmLrwTco8Lq60ky2o3ZCmKti1jXVUpMK/dgWRfyKlE2K1IS2r6itZMmp5GbUrcVSrb24l2FUkxfljOyysja+LicM9ODU9JTZXlqYGjSxoNd52tWO+ZDYp+Uz7XOXnyWV7dWdjo01+7k5H19HrTK8MixURu637NdGmmakSSs5hMTWKNW0ikJkcK9+/e4GczPCtXM0yvl3/+HX2J7fc2rL9wj1S37J4/YPnkXvX6G9AM1Z17fr/nVt7f8/K9/jueXW1Y5c3Zxwb3zU14+L1ykPYfnW25ulHf2J1zrCp0VyZGpF193jZT2pLSnyQEp0LNpJ6SoBWHVEQ8TpiWRlHxz+nXwQznnNMBNysaTzAgzQknWwl58kn2t0Gui5sK6r9A2sSBs1TQSc85oKiDWiVXKzJxnVKFRmMpEa8b8pGyTqKbS6K3xdLcw7Sunq5m7q0TJnaQ7Doc9l886WQ+sTs9YnxaSVOvqUTtMqiq9Vi+lYmVNW7mWkKk4C+fXBoFmgNEY7eMhKd324dK9LN7bUTuTkrM2lr0fuzSbt+VbPGhdKKlYg4faO5mcL1UNzZOBKRVxEGBiZ7ofjjmYdzN37OCePz78VyJ4OQ/n8cV8mYYxx0gOR1xLptdCY1K6gcGUBG3R6u5Jp/+5OaAgOtvcO80+nxs+qkMBj8njkB6nuMWqlgzQJdwLLQT3JdzFq4+vyMbM9o6JsdNgvdUtBiIQaQdNBj6suSW57o1x3oT8YjBgBHtztFOIsl0YSOYUifYxsbeXlfH68XfFPKwid1N/DpfwD9bmyOrY3YkKRpSs4r55hk4UOGSUDHKcnHwA0uP/6vGHDnz+9b/+1/z4j/84P/ETP8EnPvEJfvmXf5nv/u7v5tVXX+Xbv/3b/7Bfbjx+8Ad/kH/wD/7Bf+M7sZAAQqQmxjpIcgdQV8RHZ4SDhhBeNbXFkjQoTyfpxVwjRM1t2QqbeAfSMSMPR44ARTal+Oih0CNx1T7cpIXuQzJlMEtGM7pVujMKRzBnba2mKTLnV+sAUfd9sFb07p9BxufzjarqzJexGykdA0FyQADhTO0nbQTb0GWMQBTOsY70B3izrDUluKUUsY3HEWQO5keESZWzlLibMw9EuJvgNFkH16ydIgXtyqKNR/vGf75SfnmfeCKZA9zKovwOhImXt+dZEO6EcBAxb5RVgZNiP5bU2lWzJHS/t0Pi6oD0DivroKq7Tts1ZD3ZtWkNmhcQi9CZmE5PaPvGsl3YXb9LmTP5NLN64ZR8f2J6urB5euDk6Z7toXL3IFzrxBNtPNfMYREO2qmCl2zDcDLM9SzlX8+ZFQtnq0JNsEsmrH6wntis1pZxzcXK9kl4fNix3iQury4p85qUE1ULv/ypt/jMp3+LD8kzXti9S3r2lNyVcraB0ztcphN++o09by1rWp7R3tnuF6bNBW9fVh7dNNal0/YzrWYWEilneu1odU+WnOnLgqbGPFW67hBZkNLo+YCyh1IhN6R0zI6hI6kbmxOzmYQRbMWTjJx8aKMH8ZQyOWdEJxIrkszsd8phLyQmshQ284x2a0jYN5vTtkoNTQulwDxtmYoyzTDPhZPVmjyvXGsDT692dN1z91SYtFoZdjOxmRMnm0Jm5nwjvPX8Gc8vr8hU5pOVv29XqHhbuWkOcebBmy2IpSwu3jYtkjViuEeUGuNiyYMXv0NI64LiSPJUXd5r2MH2b7evmeeOs5m+r63UiY8mwcT3oZnDkrZGHWyDJR3ZLCACD4TOg+a6Fu++c+M7A0T2XKGZ6Z482blr8+fSiOsJ8eTFvH3s+nRPtJIns8bWO5MsRFAzgKXN3auxf91ZOHHLi8i1ejGDUCOYiYzW+95BCjYCRCE3f8/ZAVXz3/FYnBXvtquIxOyuWNdpUE4GjvpYByLFNU04UIl17iBmsENxPjj4cQgS8EUUc4YGhl9RXBW1Iy17yhxJtK24NDptQ4NmZWNbLUdxsuv03lf7UGsEiPOZ0N85QYCXtT/Axx868Pk7f+fv8D3f8z1867d+KwB//I//cT73uc/xgz/4g3z7t387Dx8+BODtt9/mlVdeGb/39ttv83Vf93UAPHz4kHfeeed9z1tr5fHjx+P3/8vH3/t7f4+//bf/9vj78+fP+fCHP0wYV8m4277xu7n82hifjnYXfiUdmyZGOoi70JpgK9ZinPQ6DnAfh8xYCp6txFKLDSlyi+lxAaf5HTi9GwezVepp3omFHLOqOMdjEx1bMI+CQNFjsAkLkyEE7UdRsx2gOPizIFgbQxthTpuWuZl+yD5jTLdWga7JNoiqe60EvwKa1IGmGxm60K5hGVkKih4beBnmciuBM+BuSjzIiTspcZ4SKxflTiREK4eeeHff+dXn8Otb4SmFxYMeovRmFDgiI5nw0UAWJEYrshGydybhThaKd8dobyiZZb8n/J9Y/KTI5rjL4h6mBxva2BW0NfJcaIeKLnDYXdpqcSHi/PIpu+2W/bvPyecrSq/cu7/iwUfPePXZnt2SeOPpnu3qhN/4vWe88azyvMMztXJhStByMoo/FegwFeHlc+XjL17w4Zfv8nRZqKs19x7c5Uu/7MvQNHG9Xzg5v2C3dDan99jVxn/69U/xv/3cL3Gza6SSud5d8u7Tp7zx5PMc8nMWdkxnF6QHL6N37nGpK967ajxaEjfbA5IVeqc34eryhjQdSCWzn4zyF5mNsUrJtAx+Awz8NDtgakPSHUQrHA7AAlJJpdJlT097ytRBDvR0IJVqJcisdOlDKGneNj5vKhVKnpiSdbbsd1C1cMA65paa2e4EoZA1M0+ZRc0U9Hq3A+2kvgOUeTVz5/yMMt2gKpxfnPHgfE09OaFMK5uHJ1A1cbXdcu9k4nRKnGZl5oAs16T9JaltOeyuWHrhwZ07mPuAjpJVo1M5+nUZgPFOL9dD9G5anuaGmC5vskJWa86kuAYomhRSd7NB22vhAxDDgLUbO9b8gJV+O2nsUVmxtnW1LrHmrcpop/bOnOVW4lhNg5MSlUbWZEykWlkwhoA6RTEYO5EjKy54iSbitxgASyMABrNuv09vg/FQZwn7LZah9Wb6OP9cdkk74mMwEJ+F5l1bquHI5VrQocX0k8RZYyTRxcAPtSM5Ex5LRc2zZy8YwL7FjOFnQtLJE0d3oNKEiaTsDqEOJ8T6Yp1XGSy1nTdpPB/+HAPMJPPHtpPGdW8cGTWLfWF2aGApIIuZ+Iazc+jq/NzzYzBsEHvcEYnPooR+Ms7L+Fkddy6N3DQqJCGl+KAef+jA5+bmZgxFi0d2syaAj33sYzx8+JB/9+/+3QA6z58/5+d+7uf4G3/jbwDwJ//kn+Tp06f84i/+It/wDd8AwL//9/+e3jvf9E3f9N983dVqxWq1+q++Hq7MKQ54tU06ps2O9mHG5oMoYLnoV28xLrgYzxdbTPf1Xwd/jeB4VDJJCqLVcg45btLwgjn2MQTgsedI3gExnE49C3Jm317BAZkJP92W3wNEsF1Wyw8mxt9ZsCuIiwXFSz++qb0eL03dcdRLV56NTl6/bx0r1cfC9ZJDaIPUF7FlMdm0rF7qSiJuTHbMEIwJg5Mk3BG4mxPnKtyVxGlObFAzLBQrcS2t82jX+IXLxs/dJD6vmb1vZkHorRIz2FQT2rq3c6ppOwZLJZiJ1sLUK3N3yXNTehKWpZOSXQtBSNl0TqmZsDd0XsMUzz1fqkKrRjSl7vfRUBH1ckvfV/SyUp/tSSlT9UBfDrx854y6P/DaWjjUHV/3DS/w1vWevSbefXxNPjtjabC93PHwo19C1wO7WtEy8Yn/4au5e7FmOVxx99WPkc8eMJ1YS7rMp1SyT1SfaZporfPRD3+YerjmJ/+fP0u7mXny5B2uHr/Dw3snvPjVX8+TyyueHBLb/UR9Wzj0aqLnfMK8nqjNhLHznMg5UbJCHIIkA2ae+alAGSJO97kBpoyPjeloq9CV1iutLqTSoC+0w8KUd0he0LSjTTt62ltGnTq5eJCVgqSZk2nDKs3Ug3Kz7xyuFg7bg2srhFqF2idrQe4V0oLOhXma2O8Xbq4u6fsDQiVPmYt758yrFUUS18/X7O5seLY5YXVyytm9u1ycnVLyCtGFqQiFRj3ccH2pHNpz9jdPePudN3j+9AkX53dZn8xMkyBS/aA37V7sy6PNZ6RBFjdCZByRQ7vpWZwC8Jl97juVhNpM1ExTP/Cas8w2wb2k0HAM1RWClc9FrcNIsTgzyhMeTXrvJopWh0bd7kXSPDJ91PrcUk/eaNFQiZEe4hJE1xIFGPJYQjBgXsbEk9JI8kzr6DYlIxFzrRidbE/iCYz9TFFjbcLUFid7tFdjVfrR6iM6kPp4nm4t3L6iwXRYQvKSvpCGVqpRpQPFEtuk1GrdlZEgRhkuAGTqYiNfxJm5+LerBfd0TMQR15E6ALKBy4w4FOW5NBJV1855TDbUlAjzw6Hf8fKZAjZtXjzxdpbstkZHjutQ4gxTO0uiqziYKeKscb3nKBl6FA7HolsuTx/I4w8d+PyFv/AX+IEf+AE+8pGP8IlPfIJf+qVf4od+6If4K3/lrwB2Q777u7+bf/SP/hFf/uVfPtrZX331Vf7iX/yLAHz1V381f/bP/ln+2l/7a/zzf/7PWZaF7/qu7+Jbv/Vbf18dXcCtbEGIucemPXKaYTATOqzPRY6LPGP6ET0qkgnSw8pm/jo4oPHPGBRpIGjF0bMvSrxmrBj709TtyDTwvNdB3T/GWsHt/TXtt8pHtvgi5t0GRQ7Ih4BYxOcaS3c071PAxQehduxTiNjgQdKxxh5MSaD8jl+Pzm2g6LSWvz9zdCV+wi9feNIk1eP0bC/BzQinItzPifsi3BHlNCVOE6y0M2uzQaKlgCq1dT5zU/m5a/isZm5UhiYg6tfx/sRnj+m4UKbnMfGsX7IknK4yF7NQUh89ET3q990EnyoCU7HssIFMmTQd7412JZVCXRaaQ1hrBQbVhZQS7cmWrkJeT6SqdCr0iu4qZb1ic76i9US63CLbZ3z1hx9w9qWvsds20jqzv1l465O/y9mdPet7J8z3zin3XmS6e05ZbUjzK/R0QpcGumOeXkCnmZLXdM00NYYtpcYLdy74n772y/mP/9v/yq/+2q+wHA5cPHiJD33Z1/BIVrz+fM+0PuN6u6Ut1UWdaZRK8Cnl2cc7LNYSZp+9TG5HYKWSUgq12uGdXGdzaA0mF7+mgkwrO2CXA9oneu30agxQk5mUGiU30nwgpS15rpB3iO7QouRpxUk5YdXWtOvE1XXj+bMDl08X9vtGX7a0QwVNNmup2gFQ1ivuPnwB6VZ+ur56Tt/uoR3IGeruktV6xWo90XaJZX/K9vyUV1cvcWd9xovnmXUxGr8tW6Rtub5+j6vHT2H7jN3uhifPb9is1zy4d5fT8xNSUU+sOGpzesQY0+FV3zPaF8AAf+3Hie1j4OVgke0Qad3jmkcKnxbly9/+yUm8DMbI4o0l737AdXoXyBlRsUPDDTZXYvuwdRMEH5qQiwmBS8Zdn715oEcSB0j1uOA8g4TwliE6jz1p7/vYdBJMdEje4z0OEl7ikx7HCw0dlDj7A4RTs9JNX0OwDo2kxkyaJYB9zcCHz9nyGGeebMaYWBbnpT+ApLQmSPb2hNatJd0/I+2oo5TeSWICcTCX7qR+juBViwivHd9/4s74Jtcw2xDF/KPkyA4NXY7HZgbJZmAz0mH/oiXbfqJ51yNYqE+BEgkNJ4FbB2MUyXqApnjF4HfABfCEQa36Whe/9zp+7oN6/KEDnx/90R/le7/3e/mbf/Nv8s477/Dqq6/y1//6X+f7vu/7xs/83b/7d7m+vuY7v/M7efr0KX/6T/9pfvInf3J4+AD8+I//ON/1Xd/F//K//C+klPjLf/kv8yM/8iO/7/djVKldyuw4cgQL8M3ghFuyzdAGGIIAAnE7wsdhlIBScnbGcyBnQuJwB6VpQC7G4MEkt1glXz3J3o4FJrG/NI0p8hYFvRo7ur1iIabkoy082xkmYC5WDE2P+PNw+/PB6Na43QoMLv4mhHYWYD3hGKMkBoInRIAWCKq32bYARtp8evmx1hwbBBFWIpwl4X5JPEim5zmTzAZhQindauIWRBoNuOmN92rnUUvcjEzPM1EHU8mFi8etJPHRHXSZfwsoK+CExDQl0tQsm+2dUixDMzPHRGvqY9vTLSYMJBcrO5SElJmkCyoHJAu9YtqcyVpIaUoqmbZf7D7PmZQn2mGhPd9xeHZFuTjlzpe8wn67Z/3wBa7ffYTMhfX9e5y9+BKn907ZnJ2z1APz/Vdphz2dSsr2XGVesSx7yrT2tQw2Byh78mUHAm3h+duf59EXPsvu8gnr8/vURfnUZ17HupSEtHtuOpLWPSAmcjZTRPGW+pZMD9fVWK+unZyazb5Ktk6mMtlBWSaK9JG91+Z6MrWSaBFhnlf0PkHr9LSia7PSpVZq66R9I8keqXumaUueblCt5Lym1BX7fWG7X/H06cKTR3uunlTq/pq+u6Y3KxPF8BdJiTxl0Cumec3m7BytlyQ5kFNnNSdOTgqnZ8rpBi5OM+cXifv313zJwzNeuTOzOel0DvTDFS3tWNo1Jd1Q9YaD7mHKvPjiC1xc3OHizj1WJytIVk4I32E8+enOnlj3jwxWp7lBnuCMaZStex9lLjvIggFylggvWGn1gagWovrQ9Bhg6cnMItWZEVHoSdxx3J6nNTOr615G68F6Coh2EpMleX0BMbGcZNPmhDtyODZ39a44Df2hdzvdOhxHd5LH8aZqdgQBdBS7Ysk9dBS6e/AEYDiyre5EPY5XA0B4wqKd41wyGks3Z+zsQCM1dadroYlXD5Kzw2KlbFUbYio5k8XuLsla46dcoJu9hrZmhpd+bSUJrVX7mhoLLb05sHKhuImGbkHYdDzngsTxmVxhfhgoWv2cyiNKyvH6qq0ZA0NphMk42/BzNKTOGudP3H/ETli1Um2040us5gCunrUPG9J4z8Qo1w8W9MAHAHzOz8/54R/+YX74h3/4f/dnRITv//7v5/u///v/d3/m/v37v2+zwv/WI5B9zP2JOy8jKzAho3VCtGMG4RxoBIfYdskpzobX1UfJzJkGHMjIkb25RQoeN+lA1s5OcNQV4SgfLAuyzxBQTUe7+hhNEQtUArTLyJJszauXw9T110fa2ACJC6idpaF3gjnuLnBWrDuipCjMuRcSao7M3sJuAdlaZaN1deQq/v7CqEs9i8vADJwn4Z4kHojwQOBUhLUqswdgy4ViEnSjdqgVdi0a8w3IRIbb/fOIBzsNXluV8LNIaXLmyDxkkignRShF8S+YSFZ0BJ2mmFV9V2Ry4Nb9+aaJMhVoyv76YC3EKiMjNO2BCTnrspCTjT+wA72zbBeQxGbekFKnXy1sf+8dZCpc32yZz09gs6K+85T0UmFzds72yduUkzPazXOunjzi7ke+Es0r6rIwr2bqcsO0yUieXKNmzEvQVX3Z8uSNT/GpX/kF3njrEecPHtJ6YnNxh9XJGdc3O3qtCI0QsWqzA6l5Ha/hXWaNIbrHDeV6spBWE0ia6O6YS9/TUh7DGlv19oLUrTwuWJcfQskJs1GYyVP4/XTTkbQ92g/0/Uw6ZMphYdVnyrRif8g8fw7by4m6LeihInVLyQ2yuubM0omcMql0EpfMK6UUePiCMOU1c06cnq64c++UuxfnnJ2sODtbcX56wvnZOS/eO+fe+YSmA7tlSyt7kB29L5xsMuv5gnZ+ypQnNuszTk7OmOaZ5KJf9Q4G0+KZh0zrnlz0RlIrmxrDJl7qcsbChcsQDQ+waGPpdgDFsFJVL3eJgwbXCGlQsbE/PYYFi2wOvYx25t68m9HXUiecyiu5h+N46Oq8fdr3ehNFerbE0TM97ZZE9N5pnqiUlOitHZNFL3WhcVRHTDy+cSENSUWwZZax+TgixNrRPc7Gz5qQNpHck6p7gpy81Jiw3+kOjFI3h3aLNeaRhKqX0DtaFYof5N1E01G8mbK9xyqNrFDUkaePYJGerWzYQ+w9Dg7AQGIho1REy5EFsxPgFsixLypKljLOnzCJtahuOqDQ96iYJie0oUQ7PTiDHueWH27OqsXP4WetvZgxuWmcZgF28FcOT5/wM3NP/yAhPmDw80U/qyuLCfZ69eM6qVGMR2jhJnkWsH3szNjkSfzAvFVDakAM6TIkbDd7tHNiJZPRlWFHhncqxNnrgmL/+a7xvJA1qD5ndXARodimbP6+YrDecGf2wDD8IcQny+O6m+ToW32ysOcM4bVjP9nRZKyGWvpmbbMJDsk2QLiPWhaVjpy0qtWCLXVisqr+seY+qPgj05NJrFDOJXEvZV7Mwv0knGOdW7lHO7wdULNrECqwdOH3dsrrFXb+FsTBWI/r0JWe/MLidvhigCa5LieXZC2bAiUn8mTZl3XWW2BXt/VPOTsj2F3HYwM+TUOk9Lqg3YaZKkqabJZWU7M209p97EWmMdEWZ1w8L0IKUhI3V3tkndF9pyxb8pw5/chL1KUxX6y4fvcpZ3df4Pkbn2W+2DCvV/S+cOfhazx/6w3ufPQT5HkFUji792FkdQfNM+GcGn4m9Eq9fsIbv/of+On/909zeuce+9rIJdNVmOcN15dbK0kKDObR/U9sTZoZnnaj51XVTGElIWlC24GmnZQynUbJvt6SUtPE4plhyqZpy0nRerAsu8wkMkuWMX1dSrZsOmVKMc8cZEPra5KccjhcM2Xl4YP7fMnDC373rWs+V59Cnzk9PSFLY71prNcFslCKfY4imVImchJWqxWb9ZrzM7u205Q5Xc2cnm442ZwwTZnVyrrkVvOGzTqTV3ZsztLRnNA+k9ZT3FkEmHIh5Rkp1gFjLVTR/h0CZxPhNq0GKtypu/dG65WOAdcezQa+Ac0DSI+HT9fIsQz4q4l4zQ+sO8Nk4AWsMzVKSL0bEFSMpQyJbzROpG6z36zzPDuI6YhmtPloF2mWcLUKEk3R3uCAdfbkZAej6YqLxUpVwgzV4qiM2DH0Kd6CbsTrsYwXWiT1GBTMsmBlaPNf684AO5vldgFj8LGqARrUhd6K9k5tdpDnyF27RdCs2a0FoLnAOTXMMV2E3MW70DKtKmRjdnI3YDQ6hbX4Z7/lw5S6J23m0yUOwPAYZP2cdr2aWFE9iTV9xNyvCP4R4YPBsYHRFntCVBwaoNs/233fR9nfvhVi6yHM8K/f+ruTCSGT9uKrHRX+ukI+lsVcJyXvpwo+kMcXPfBBDczAEY2mbKUbd6BAPJvq4u3jqoN5sUBswVyBMWgTF6MlZ028fo12n60TjAdeVz4ebmOeihpL07t66czFbog/l329u0bHlpb/V/sQWTv6svDqtugiGdSFisIIcgkdgy6j5OX6/JGVkTzjEHEdUoxDtBlfKWWSmqlg9dp4UKopcjAN8WU4xKbxGg11gAYT3ZiekrzEBRd0EzA3SIYykKxkaUew1+DxtvMrl8qnDxM70vAcGtmOOtUtxTNCzzrK7JlmIxivlBo5wayNeyWxnoXW69CHiSSmk4l2qLZZV1ASaFpZVrgC6Y3esOCmQpoSvS52TaZCrQ0VL5Mh1Ao5FaRYjR8UKYU8lUGJy9lMu75BmnLz5mPK3Q2H956TmXj8G58zJ+/NGj0oy81zVmXF+Qsvk+Yz8nzGzc0Vbbvl9MW7mMLa/GhCu9Xbgcu3Ps1v/OIv8Fufe5ObtObkzgusN6cgicfvvktvdYBqSQZQDEw3wn8Sn2JS8SDbEzl3pC127UWodbHg16tbRBS6HNBs6oBw0O2yoNknYNfOlCbbH9mFZjXTBHKZWKqQHBRN6ZSUNlBOua573n3S+ZoXz/if/8SHee3Vd3jj7TfYHTJpmjk5VTariWlKTDkzl8yUEjlPTCUzl8JqtWY1m29PHl9bUcpkbtIls8ozJSdSrmgygfoqFWxa0ea4N0ZAOmbG1pocmjDrKmqu21E/0qrTLkdRbwY9tqd3hdbMnLA1Zx78vMwk9jHKoustLxuTSdcQkHpDxTFbZ7ArNmLPDlh876kYiMie9Ihayaarx1MxnVH1TqTkOkBV9aHGDUo2ANaOXY6R5BmjwCiBjvflMbGp7+mEATCPi7d+xIGBM1fBWnsMN1CkR3sPBz61+3DqW+Ly1tRLZO4x7ON6gjVSgUM3k9GsyYlfY3UkB4ARxwON7sa2vTeKJLQJiGlOkzSQ6owwJGbCC8nedYOefMho8u7RTu6CZB1wIfl1sLlXYqBVZbhCh9FtAMJbRYhbqzSNM6c6PzNkGn7oyFg6VrYSXJ82QE8UwI7z9+Ksws8ADQZpiJkDiH2wjy964GNZlRpjACbS8zO/NRP2GUhRv19GvwmCj0oyQVs+dncRNKeDCRzt2z0VBzUOF9yLoYSIbWxTq7PqUL3rsVQkziiIAZTo4PAl7KjctUmj1d02dh7sTxu0eAyHi5UeACFASo7f70FqRRlNMZ2PoMmAlLWyClnVDqYUwjjXH3mQTpJMJ5CC2ckOSpQkmdRhLXBHOvdT5l5SHohyVxJT70zdSmCSrM6ePTvTUIC3ziSJuyWRq4+M9UNYXa90pIoTYYs/XKGx65RVwWfjTMC9SXhxrazVMt6clVImpiRISeRS6A02a0Gbsq9G20tODrDVBnBm06yQMuREXq2oNwdksp+vy0LeFFtzJcPS6H1Bl0o/LOTNina5p2wKmhOymWlLI+/tgN09a8icmV+5w/LsObUmpjv3aQdIG6HvLpGUWJ+covnEstreQGzL2yiMBZYbHv/Wz/PG2+/RUuH07Jz59B61F9p2Rzgex6Jt1QdWyi2ppJrRXc6JRSup66DUxccB2UGRRunWgmQF9bw1Qe8HlGSt3LWPKN6S70cEUuKQKmXKVqZR8+ZJWahZWXJiSmsmWfHu5Z6f/bXf42MfesrHPvwyH//wV/Pe5T3e3f4ewpZ5glURAz65sJomchZSKcxlopSZ1WRt+CmlYfpYsgnic07maOCmckm8S9OZqYj15pR7FOeGH7kJed2fpwcY8XKfuieXWqdbDArtzWerdY5DSdUYvCjTjPlcGOipzb6XVTyFwUtTCcSLxKrGUFj2R2g+tCkyZQcTzbVs4mUjL4u0xgzOoFqyYyMpzCQ2ZUG0gWYvjyeyl51VDBh0+rANGbZ3vpndHo1YEJ5DGksj4rE6gE143US4cSSkemTkw6gQjppNlMqtppFuQ0Qb9nsGjvrgRsLnx8K/j8EQY8oF07zRspfEKomC1OpniHU47nVhlUHFqg61dUpyMNsbXUzrkxHX4qXBh+Bgxkpi3iiilULoMY0JGmVnbg3D5ljyOoKe+APHnxpo6MjBHOkAkHD2iesSSMjvYY6NH2ecwhHe4iVmHffWIFDcmz9ifP5Aj4FCvYXZgo+pdKKbJ9DlbXdL+3vcJgYDEs+a1RZA1RjncFTHi7qrMo7OxYaeEv4UjuGJ7EQANWGgNUUJx5KqPW938DPFW1AvR3HrZ1X99XCRsbsih9cPYTBmGXKWTsxDUn99Y8Cau4wywIxjdu+Ss2vUsKDtT49GwNc+gFxyoKTSPAuAgrJKwoUo95PwIME9hDvA1BqFRuoNSQZMikUo62BQlzsmo7kvVdFpRvoMh8MoYNolsgBlXbauQUKg1WERoMA0rVjPE2e65WOnystrmJKQykQuZsfQ6EhPlEksWNXK/oBNp84GjrW5JisLsl7RdwsyTeTTDfvrvWuGEpIy0qzks78++L2C9Ut36LWxPL2mHqx9OqXMapo47Bc7BPaVPCubl1/g+u13mNKL9JSZ5zPqoSPbPXl14Ob5m5w+XCGnp0iaWA476xRyg0XtSquVm/c+x+d++ef5ld/8PEutbMpEawJ5Ik+JeV6xvdlaoPRSJ1gJoi12PQ0Od7ofBr13cjYRtN8JJBkFr60aCCtOsitoqzQ1BslGIyR0MjGttuasYvFkw4Bt7c2Yx2QZfVGh1U7LE0syMJOziZs/+ZlnvPfeU772Ex/nS175GC/0ezy6fJ3D8hzRAzk3ZLIMuhSbHJ9LIeVkrEIybduUDPAgDUmTMxUj1/HM91guiEPCgn739W/hXVzUM9iNDksTb0lXK3MEQyFxPNj+rk3HAQ2h4fEkxXdAbcbwkBTrlLfv1Nao6t9zsxRrdFLGdCV1JlpthlvtLuANdieFsLjReyJnO7S0N1qzEQhJmntlZRZVKM7MuNVJ7xlJjNgWJTRzpbdyurEeprGzmWReznLdF9Ex1o25CUAZ/8fXil8mt0qwe9F6d4DpDSve7dntzRno6wrOCtt1BgMcilAGa65e9j/4NPWkHbWhhEQzSGsVxRgvEQXJVLEhuZN/3iYFWrK5dGKiZ+sCs/XQpEJSsqYjfkuZTnebAU/C/HOJVAOZUoiJdGNOF15CJNi2UNZoHHEMzzKP9e4AxK3ClpUtVYm2XwN9trJ1AENvZnGNpPrzdtKwCvBnQ7Hht50P9vHfAfARbxl0V0+D/cS0bNU+DsSBKRDo5vwak56d2jEm41b+USKtQzw4dGJoadCN6sg5dOwRsPpgcUzhD7bBs1slu/x3gClfFhTB3WUtjiimLzq6PB+zGHNfzuP9dF/woTcy0Z2MxejHmpV/iIygm0B4PIKQ9hwg2ki87X9M7HU6PwyvTDOjTMB5hnsp8QDlvsApQqmVRKVIHx4ZmY60W7V3z6oqwu9uG790qTxZ27WJWvn7OFsM+HVVci6j5AaQ5hU5J05WmQs58LHU+MaLwsNV94NJaIuxD2mekKlAKtT9gjKxtIWUu3W3iBiD0zqpFHrPzGcnLMvCYXcgTbOZObfGYbswTYnFW7rJVmqr+x29VWMhW0UOi3n8kJhOVuzP7vDe5YEX799nWm9YnZ8gWlmd3OX6vcdsXnyJxEzfKyyVp7/3Wc4+vCLfOzX9jCR211e0fsW0PkWXHY8/+5v8/M9+ks++9YR5mpnXJ+zcCRhVdvudvR+f3q0K0tSNLMX0KWqGbbEpxBkRurEBqZhZXR1HK1RzyKQ4Ta6e9felGXu2BGhVF9sLOq6XG8Y177pLhdaEXJI5OiPsDj6WYypIucdbz654+guf4Su//BW+9hMf5sGrD3iyfYf3nn4O0WtjLsXkmKEpG92QGGMzMmaJUp+Yf0xEGs+OicBv29wz4WO2HclWCIOtsUBdk9P9kLdDU91ID+02bqSHvscV/eENRXj+2CsXERYXr8c7b3gpDQsoyQd8dvBJ56Hniz3th1qy0rl4mSb0Jypy7E51hlvotGYxohTXwMhE6+YsnvvClAw0KNk6o7qXRFw3yQCUEhfqCMZwh2JvGFCE6omY24MxrrQeyzJRKgwtY1wxMLbNyvwhmLdSlJXD/fqo3S/TWxq7ktVd4CNSq1BcIKwdyNl1v0pOLmAmWymtO1OV3Ze6BYhrqBqD1bu7ZAvWbef3oPXuCajtse57TtDht5Yk+7rzjkC/ZmKIxqQacpu9MQZmFMy8khBt5sO0MFCkDO4LDQbHgVXX4G+CVPCEX3B4Ffsi9F7gTpK+UT5ovue/B+AjDAO7EYnC38WpkthwBTwQCOQ0hIJeHaOAt2i7DogALk7O6bHe3P0m40Anvk6gaD3eWpsp4+2Jw9iNUao6zmByt2MY7ezGK/kzS2iRlLAw1+zgDqfUJRib23Ogu7M2USaLLNOXdXwAdRZlXE8TMap3cll5j1tAMflAVQDTNK0lcZ4697NwPwt3NHGiyrpXijam1Mit2VTt6kHf7qTpl3wDbSt8eqe8o4XL/R68zKC++WzoJJCtFILqsXslC2VaU1JmSnChja87T3z96ZovOxM2shiFnk3EW+YZWc0sy8LSmpnx1YbKZAdyyUiZxn3uS6cfqjEQXZEstENHxTKyaW3eJyUn86MpCi0zl4m0nrh++pi5ZHS3QySzuXvOdnfDvCr0z36G+YU/xiE39pfX5HXh+mahnN7h5t1nlH1jfqkg84a7r34UTs7toE4TqsLN5RM+99nP8PGv/Fr6suU//4ef5ZOvP+emNtYXJ6T5nKQzvToc7p1ps2LZH7zMZdlY8S4UwNaul1402XpudShI0NZC+c/wVPEFPvQKWBYcy79jpcSkVjZobcGMkrr7AFUfSZFAXd9CAulsplPvplNji2pmlc851AO/9elH3Jkn/sf/4as4v3fCYX/N5U2zkSSIxwu7j0mCBbZDRsaei3Qk2oiTZwieCXvWbT9t7IIdHngWHMxDXAsDDaHFsAO6O+NgTGJrsDSGJqU1A0eti5XvSZRULClTy8S7XUi7L/5cjGTLYmBXzJLCDx0V0N4oyXRxGWc+UkV7JvksupQ8NbHOBUvcxLoubbZldsbVtB7WXWnxtUnHxmhA0uQsmjNNKSCJC+j9uqaUvYTuIxvQ6C8xgOylnCjh91uxWF0cbixWHyAoQKWoaSCbus4qyl9GMVE1wKP9jnZ8ILPdL6vuJJImeuosxJlTEfeMS+rt62IzDZM2tGRaU4pEM4Zdg1aVqo3ijFzlaD4YbtwGnFyULYlot9e02L7qDC+e5l18YAllVkuEA/w4Bzm6lMX3AXH9/L8xp+vY1eUpsCftMQbl9kPi3PDurdgXERsMBPUBwOCWpOQDfHzRAx/b0G2AgzDQSmoeDKFl0QArwZI6Q4R3qUjyAIAPg1MMQImE8N4fdvDGrBEraXm5zdFzbO14P8aKWm2XbDRmIOTQGkVkUKL8JIMlClt1xEwas+QjALKntFKNsy9+RAzmKf5rdGk/ttBHScvF117tcNo+Dqxb7bD+WcUDWmSekTVMAuei3AXuC9wTuABWtTKp1bdTt8ykL21cFwlQUxntuu/t4Lf3nR1xz0JPNeTVgB41SNn0NKknymQajkSiSOPFWfj4SnmtLKxbtzZjUfqUKfNsbcUq9hwI1nmlSK3kuZBn69aqVUmpG0U/HafSV8XYolrRvDJQsVh5qORE2+3I88T2vUvqzSUpTSz7Sru5YV5vePKZz3HxpV/C9o0vcFGUq09/ktXHXmVKaw5XnXz/lJOXX6TWRrm4i6zXPH/6jNXDShaFbsLTLpmLey/y1ecPqMvC/vkjPvOf/zOv7xYqwtm0pjZbXzlnmpcQdtut7yQ7wFShLuFNJWNfxN8jfYDQWekQ69OaJx5RwggG1A63rpXmB42kDClTVhOtNg6HA1Mux0OsLpT1CWWakFYBpdXOsj9QazXxcZkoOXHnZMXZZkVJJzx+dMPvfOqzfOxLP8S99UP2uwO9Xw5fpo7NIooSZPLumLDRT7heSbjFVIhnvZHYRCw4+qsMfxIFfEhoVzP/U3EGIrqyME1TUx0memC6uk4cMImmjc7M3Qcvs99umVcHePaUm6vHVi7qdvD31s2d2jtaycLiYCVm8nWJOX1C1eaMa+TzPnOv2UBkBfcIsyOkN+/IaWqEnHZM6atIryF1pGOjVSQfgUjSRBRTREOTgssOks8SbBRfY9HVyrguFqeNQ7JYZ5gzkJ7FoABF1QFPsJh2BNh1D1mDNgfpfkL33uxaIi50dqB4i/1WUZYWw4MtyvZm2qwEpOZJtvh16w3tQm2NLpnUDPzOZDMldO2c9s7Sqhsn2jWlG2DNKPQFkcnZKUVo5CTmKO9iY7MMwNeWGUomZ2fCO+s206K3zqrkLLopIV3jJbHiGZIB+z31ZMQSzaQM5ijme1nTTTr6Vo31fARNaTzjB/P44gc+4l4CvvHCz8ZuiowuLeNOdCyEcWPVN6BaSSpYFfft864WIRxB7alM9xOUctT8DbhYV1O08HUJfxpPGjXq1RaQTItrJmbNqB5blP7xolPB6Esd+h4kAm18hhAfK0c3azuikjMlxxk5gD9XmCsGwHJDedcSmR18mChG86h5ZFhZMIz9JpQTgQsHPHdEOOvqbsyViUZqfWQ92btIJFTjt3bkop13Dp3HXU0/kOw6K6axCafT8fuhPyExzYVUrOSVcyFrZ9IDF/PMnMVAT7FsVXN27xR7jpwLkidKWdPbQt6conVPa52y2lh7az1YmWqeKJIs8yJxqCbE7RQ0mz5lf3XFBnO0pVnwydPKWucV6r7x+HcfkfZ7Hj3/babzc24uK2flhPb6DeV84urNN3nx/gtcv/subFbsSZzff4HNvUxrO3I7UFuH1R0zVZRCKsCy8O5nfpNPfebzPG2KpoTmDMUGafba0b542a75YS+uWbAW/tqaZ3QGUuZ5NoF277au1Q7ElIReD4iYSFiS+PwoD7TCyNrDryVGjQC0xZKCkgtlNTHNE9o6FWGaJ/aHhalkJAmHw8EAURJOJnjlxXNee/EuH3rhDn3Zc7XbcXV9yW/9zud5+uxdXnj4Ipv0gG1b09qBQ1qYXFtSELdrOK75IgH64707A+EMa6hF1Q3pPCCMtRsNnuYqXAdACkdxxfd/t2ldrVlZq2qnjVZgW0cf++jH+e3f+Rw04ek7Cx//+JfS5MBvXv+6l8+qz/SKUo9tpK7YwS5mICjZEzXXMR7jSx+2EHa7/L1pGhoc7X00DEgwKW6oqKrQxPRAHZDs3UweY/pi+/ZWGc1KN3pLI+WshHgCePtaK17ar0N03TTATMSyo15H0REvx6ghjY7XbuW7ztESINi45tDGRbyQCF8w8yOrIEpvaZTnhs+Sl9nrFCC0UbqANEqy69PEusBKM+amcTB9j4i3x4uV/7pZbNj8s269Cs6G1d4Gw5NVqQ7JRBeKZLuXPUZTdCaJkShiPlqE/hRuB9yYH5nG98XnyImP5xhwf0gcQsSPjvQnLrU11vgjxl/Etcrj2sVPf3CPL3rgE70nwU/Q8U1mHjdWF3Y9TuK44dQ2UrAj2YGRqNfCJWqstpFkrBWnSZNtFMbr2xOp9jFl2KoxdtOrrZyBjI3KjUJaHnXmpK6fcE+KAHOCZ0IBsnAkri4eFAvEZh7oV2UItp0ZIjRNVpkQjdJSsqClimKZz/EzenYn0WbpqiUZH5jcldOcuINyNyXuCJzS2Sis6sLUG9nbREEoWay9W6MO79bmDjxNUK7MatqPsV+7jX0Qp4XzPBHDHSXZCAkphVaVVbGZNid0vuzOmlc2wkZtFAPrNdO8oh92lmCBMTvTirY7UK+fISLUMpuPDJ26r3bg5kRZb0irFSoFaR1qJ+vBgKXAYWksS2MqxRxgxcTLWjvTUu1Q2t8wn8/M917gcFVJ+4UuM+WkoE2ol1vY7Tm9f8F8ItSSOPuSj/Dm59/itC1s7t0jbS7oJJZlocyNJ299lpPzF+zrbcvrv/qfeP3RJbVDnjKlrDl0mObM4iUAt/U1QBvCYzUWMGW3TPDg2A4H8pTQXFCnjpILy2OAqCYbGWO+Nebto16WVBq5mB4kT9ZVV0qh1YoCm7MNrTaunl+CCmWauLm+oaMsizLNM9NqZr1ace9sxYdeOOHLPvYqh/2W7dUzGsLN/sDl1TM+/Mo9ppNTfucLWx49vyavNsDMh7/kNZ4+/QIv3l/zwt2JnA2E9KENy5ZF+b6OgG86F/xoEELcOXQr+Ab2w/TYeWSsQuvp1qH9/n+DuFAVSlmjCCtdcfPugbN+xqM33mC3NJ5d3OHtJ1/g6bMn7jBu4nsriXVq6z5SpXv5XulZzXAve4eWKtrdIgArYVvp2D6cpGx7MradC3jFGaHeK+Z+it0jNxRtyVK+FNfGEyORYAyxQbOkwTTcBoxEjB7bPeQEpj8yYZENp+3ufwQcO3Mlnsce5lCPD1o1XWYmdImutfKhu90BaVb1cl0zFletvC+Dv88j2ZSePJZ751ntUOwe1ubgr9sBZMmBOrMNNSWKemdjsnIvLuYn/LTUGcOe0Zas5H6rRtR7h1SN4Xe9kbnmK12EJQAr9pmQEDYroQcNANmxM6QQbGeAmP+itKWxJ9wvLZb9AFJpnFIggydIt/bQSNZvPe0H8fiiBz4oI3NEoHmGqqJumGnano75q9j9svlR2mJz2vOIKpIiK/LOCI8AMf5THL0HcSdj7+r4c2zcEs+DWcQHsva1B/6+1NF2jo3bb3VsyVH8LO43dHsxRjlLHNmNoNEcMKVbrZ++Ug2vqWdXvtF9yvIkt0RuDkyyJJuDlqOsFaLCTtbORjDQo4n7qtyhc9JhbpWpVbJPVDbWKY3sTLzEptE25jXtKQn3C7xWhM9UN1LzzSSSXI/h99AK8tbymVw3kLNtPxUenGx4eT5wzoFVSazOz5Bpoh12pJLsWpdsgt6+2FiDkxPqYSHPs68DgWkmrU5QtSGXPc3OEFZjG0XI6xVSO+mmMZdCP+xpybjG3hpTSuyv9ySBuXfqbqG/85iShTxv2O4Xps1EXs0GBjZr5KUPcXW9sHowUesl9155gbKejJFIM10y0+YUlcxqgtf/80/xoU/8KdrNNZ/6jU/zzrbauA5J9DzZZ+oLrVa7nj7Asnu2Pc8zdfHOrO4HUnQHpUTKE1ISqgea2sBH8fWXilnzt+rg1EFPLhMJpeSJ5dBIq5nWqnW4qVKmmVYXDoeF5bB3diez3pyw2+2YpxXzVJjmidV6zenJmgenmbNN4cmTpxxq5dmjp1xe3/Dmu++yWq/4vTefUpmoMjHNK6ZV5/mzS958N/Pk2TVn6y2vPTzllVfPWfbPeO3hOa++fEJGreTiYiDF/KPyEMdheyNFmcH3kkcEHaBHHEQ2ejse8831KIY5XTTrjFBJMx957Sv5wuffYvv4kov7Zzx46QG/9Z9+g6UkPv5lX8obP/u5cVA2ZXj42AEWpQXXihgt491VHn8cjPVm4nP1Tj4Rm0JuTK4fVl7S6mKOaHRFs3ewYoxww0sfXcjFWqybC3ZJ4qLnGJFjsVddfNLFhqPa27x1EjrLZqHQr9D49pG5aNoG8wgWk1SV3KGrOxNpI7l2qqPmbO3/RnlRUbR2288OsCKl7eoWIkTrSmahUawhkC6mh5Nwp6WTJ7vuMacwKRZfUkO6UBxcmx9QPAfOpDZLYCX5gOdOjhJXEqQJvcQoE9MjdlzI7logVzqj3WJ3w8bGDN2qpnFuhPeyCix6ZNqQ9xsapvHp8GvvyfS4MXZWdqKV/Xi/7B5mB7wGvm5h1A/k8cUPfBydJg0HXw/WJKtp+yZeWsNmoeDZJ7bxXW/QwYIZnqWRvDTk6Bf3nfQsL8pWwTkheKsmLoazTGdM/vUOCvGfw7NqlWQivq4uaHZwNmjUYHssUzG/mzFWbgAUFbdoz1biK6I0cY1Fijbk42JVjcq1Z7PJMjsDRQM+EXO5BGGoXf2QTHROJHEujTvaeZDhjgqbrsytUbS5v4cDxgCo/iTq9yN1xTpLGF4hd1fCa5NyXit7XVy858aPkpEc77cjUiilkMs0mKraG/dON7xQFu5JYyXCvJoRyeih0vbmFVPWG0qeYInOrErrsHnhIYftFdoaZX2CpsJhu2dz94Fl1G7MVpu5tHJSSGRys0jWbq6RJKTVzLJ7hhz2tor2B/J6RS+zdcDMShUDbRd3Cs8fXdJ7Y/PSBSdf/ip7Mqd3NuxunpC5y3Ko1OsV+ydPOPvYBUiB3I1iX51wduec5eYJV+894VO/9xbXfsskCZuTDde3Wk6Dboc+NGjGNlbfGwbVc5kQUea5UMqaZ88ukfiZZiUtK6+a0FzEPGrCEb1Xa2OvvTOtZmptR0YxCbUeMNfbxjSvWa1WCMq8mm0mGcKd8xM2m8x6ykxTZlkWnl02dk9v2G5v+MLvfY7HT55x58WHbHcF7cq8LuwOlVKU1rfcuTjj7PweSGE57HhytUIenfHZ33mbT//uFR//kgyH59y/s+GVl8548aUNJ6fGCg02Ipgaif/dysJvZcJReurdWAnrXheilF27Hg31pJBTZvdsy+7RlrKf+Yqv+Ebu3XuZ/9e//Ul29cDp2RmH3VNefPGC7eExV7tK70o99DHfqzdzIo6ETXG6uNvBlmPrYqJp1BjgouFlg+1DF/R2Z3XS0anVEqocWkCXDqiQuonVrcW+kRL0vmBT4gs9maIoWIfkgM3ijl09CU+pWLPiw5VbH2AropOV8qKDSEc8DNFzEgOZMSXcSowuenAWLquZSabWBzsXwC1K/yj07iNtELO3EDPj7OPkaJRbAMjAYbfuRRR69fXvAvrqre9inVUtCbVDoqPSyJLQZL5IGRu1kRTzYIozQQy0dNfTWPWhEXpTkyQc9UlRru3aTerWo3Lg56bi33c9k9+p4kAzYGtA6AGOJcTfseYcILrgPZSB8ayR/n/QfV3/HQAf1+MQm9PzAbUD3uhNB0difxkW6TBaoeNGHwOcbVDnfDg2NtrDNoWNMsBfP8pS4KI5OQoeE4IkvOTllGJOo25uwAnfxHJkoHAq0cFSGDBmuSV6Tp7Z+GGlxOBQC9itHzvULK5ENgVHQ0X/XLc0AGESGOMool2yK2RRVl3ZULmbOvdy41wzcxeKWhcNrUVnsLXBD1GrvQYJq2vH501qnhkKZxm+9jTxbu/8wrLwria6zCiNnItdMu8+EUmUabahmBrdIMp92fOxufHyJrM6XUGrBjxyQnKmTGsXGi+QbaaUzbvq7K6urDx0coaWid7tUG55tkneBdqyp5ycQM7U3QGkoLs9ec7UG5g3Z9TtNUWbgbzamU/Mj+iwvUEF0sk5qwd3OGy3NKmcPTylZGHz8imtbTl76QF69Yx8+Yzt4TOwuWD+snvM91+kPn+Py8dPuPj4J6CckfPMg4/+cZalcfnot/n824/Zq3BYOvMk7GtFigXP1Sbb+lWl1oVgALfbG3KxIYvqmofeG70taD3QphZHqq3j7A0FyUCQJrsn0zyZfqV3Op2UC9o6ZV5Bapys1nZYL4uBtvWaPE+s12t3Ka4IwmY9sS6Jexv4+IcueOn+KZ/5/CPevey8/XTP5eUjfvc3fpWyPuXs3is0LSzbA1NJ3Fw+h1S42Qs5F7bXWz75a58klYn79+/z+OmOLivOz17g2dNr3lwVpukFfvetA6vPZy42Wz780o5PfPkFL9zP5OJJle9T2zQJM3jsx7LD8OjR4766JbbtzoBO8xpdYPv8mnZd+ciHvo5XXv0y/sc/9SE+/5nP8Jnf+S0++du/wePdNe+88ZSTT/4Sz7bPuNptqZqoLqBWv8bhEo2DLgGaeAOAvU1jwtVcsrXboebVSro0BBueaaWq0Da68R95aGN6VTvYNXl87aCJXMyi0pji4qdjR7sni2Lao6RWb1c5lhP7INiDmdZbB6eDzojILgcQT/5CvKzOWNs0emeuLRCPERK9G3CyYagRv80rx65fd02WkNVK+2Y2aYG7iDEYXdXZaKWnY2LaW7NBsMmYQymWiCUto+tMWqcnZ8LFhruKWBeYWNBGaOQsdK0kMuqzu3JYT4h1CzcMJAl+XSW0m8dzQul0B7Gh0dE4PwfrFtc7zh1r+uiM48dHpwYBILeuuU1pjy49u+ohjDg+v4V68a65D+7xRQ984lYF+JCg3hPWjUU0H/gt9Y2Q/Dejoynsye05LVDlMOOCsVgCDLlvpj2Tqmc4jEUiSdEe1GMo650uVKcK5Rh48NcMGjB4qwiet1F3dBPprcU3mHi1OnpywVv8bvIAYZPmj95G+GfTwTh1H8YX3xfP/nFmyQFU66yTcI5yLwkXXVn3RulK0W7yzOgAs353F3JjbFHySchD3G2PLo3Z6eGPbpRvqMJbPfGsK1utWA7SXKdgm2hen1DmlWUYrbHJyr0MXzEf+PIT5eK0kNeF3AureaYeDqZfmSfSPFk9f56Q1dpYC8+S0UZLE2legY9jqLWyOd2MMlATpaQMtbHMM9fbSn79C5y/+iptv0duLuHqGbLaoFqZz2Z0W1ltZsualivk0Jnu3WH7ZM8mK1fvPOHy6Z754oLNeweWy2tKLsyvbmj5KTv9NPnhDemF+5wUWN7+XfL9D6Grc3qfaYcdT77wOXbbnZX8sgXgVjvz6Zrnz64s8GcbnyGpsF7NbLdbkESSgqr5DYln3Gimd2G3O9iMJ3H+IFlZJ0k26r+ZWLP1ijoDpE3HUMblcPBJ8jbqYNps2JxsmNfrsf4RY9K0NzZz4YXTxEdfOiH3HcsN1MOBw6Hy7NkjfuMXf5qTs7vcffE1lgo31zcoME8bTk42PHl2Y7dqTlxd31jm3pVnz83b57B/j4995CGZxssPLphXM++sO6989Gv4wutf4Ldef8IX3n7KV318wx/7yrucrBsaWhaN0pK3W7uhjxr6cbDj+7mHqNkO1a7CJp/w3uff4BNf8408+8yvc/17r/P5/Yqf+9n/wC//1L9lt7th9eAef/X/+u388q//Mm+/+3nKlGjdxNAGfFyc23WMuIgSDjir4iQexQBNSdadlbKXsOSWOFpiUrhFukS2AauerCSE3rq5Wjtz0DFRroanmRobG3OpYm6W6YzM2d2+7uLr5MogVZ9+HuxDH7FY/MAU/2xR0jONz+2hlxYxS8os3cq53TNf08yoz9mzrqPWo1wYJoEm8DdVU2KhW6lLvZ27C1UriI2xcM9sO8ybsIosssKQVTsb2quN2OnWg2sddGJxUFujJTOW1d4NsEqyVnV3i+7aSIVhv0JOfo9MMhFsYu5h/RFlJq842E11UGpIRlGP6bGeo5pxK+H2T5LGiaLj54kkAGc8lSGYHmenwPDAIkDRkcH7IB5f/MBHlO6o1r8yhH04TSdifjT8FyhT0ONAOl8kQfmI2HJWjeGiwdwc0XB0HwS1Gs7MtjeTMzgOHLzOKr7wIjGD6KZheOsE7hhq+JRGAJP4eVGb8qvWlYEwxJOKATpzXLWNkXqnpyAbw2kztEHi4C5o4VsMUFOv5hk5mekUVTbASe/cScp565wlYeqm58mSvE3WNoFi3U82BdoZnuptsXEvxDZaVgHpSMpMrXMmiXXqpBbgzgOQ2KT0lLO1kosF+dVq5rV04OvvJv7YC2s+dPeEO5tMffaEstmQ16ekEz+QSqElYbU5Zzo5RdVHLri5mXVaKMvNJYiPphDYPn7KtDmBNFFWViarN9ecXNynvLyi755aR8vuBjnsSetCOrVZP4fHj8jbLbocSA8fsLus1DeeMb+7RZ/v2QOcnDO/+DLT+R22b75DEtimzu4zb7B59WXSs2s2F5fofk07NG7eeoO7m3Mzr5OZLMLuyWPunKyYtgs3GjOxMjeXl+RkjFkqhWVZEBH2B5ODCgZOovxKKiYuldAO+IRlbbRajWlLycBV7+YPg9DrYhqRNBlI99EeZTWjKpydnbHb7ijzxPr8wgwKk5u9pQx1IZFZTZ3XXj7n/p2JZ4/3vP34mqfXex4/epdl94y7L77CanOfm5sDjYY2pcwrTjYnvPfeU+48eIEn7z2m10qZJ6bVipOLC6ILc71e8fZ7T/jwCyf8n7/5T/PCCy/yH/7Tr/OLv/kpLu6+xpP9gcc75ed/Y8sb773B//GbXuXOqZqui8ET+4GmAxAbCNGhnTLBb3criIndo+e8fHfD+eu/xefefAvdvs1hfc7N8hbnLz7kG7/563nv8Xs8fvac//Wn/u9M84pdPXB5eUWttn5bb8b2dBM3W4nKRLsjH9Rj+UIatAS52/sP0e6iNnxWuu3xnkJHaE0GVq9UyyRdn2NlrmbjdHoIp7GuLaKcbtc4Bqf2XsliAt4oP6UmY++LOxR2wXU1DFa7K3TtFPBryGC3xYNndL1aQ4lnvfiICVzYjCVgrXdaCw2XWmLcF2PAm9ogXbW5YdqhqOKzg2jZYmVyRiha53vDtZwWw1ITG8eSFBG3Y/COL1LymKY0qQZo2mK/2yxVNUOJCcnRZbe4XYFd26gMdIGuzUeCHI12o8knSXQ2GwBMAYjinNE4D+2c0riWntgdIeWxE6/dYn4MzxzfT2AhJUCQegXlNtz5I+DzB3qI37UAHyHiMqX6sWSTDK4Ss02inomarqE5Uo1Hl3BONmV/iO+GtkdkiJAVscyBW11m4lvOOVoNvyBuee04sjbRmQwfi8HgeIkppqV7AziQnd4OlG4GhbbAfXE63TncaV3/FN3jxzbWY9kiRl+omqzNvCE8bPhzJVXW2jlHOVfljnbOUKYOU3Nfn2S0f85eRnTzuIQtSOl9+P/06Pgw1Z37q9h1mbJymiAvNifH/IeOU9e7NkpZGYDTjqhyURIfLvDHXzrjI+eZqS/sn1wylULZnNDLhKZELmvmzYZle8Ph0TvUp48odx4Q0snV/ReQnKiXV5R5jUwbptMz9s+fkHOiLY3e9s5cddZ371BvniMqzC+9RLp+m1k6bdpw+d4T+uNn5LrA4yccls40J/qzPbo+Z/XiGfW3PktuitQKL1xw/egpD07OuO5Cr5X92YZVVvKhs3vrkun+XebDAovNOXv3N3+du1/1tdQ0Ufd7rt5+i+fbg4k5VWm9It1YnH2tiGSWw8EgeIdptUZWQt3vUIVSJnOZzgaE5/mEZbc3Fqw3VusJjT2C2rDW5A7lvZMFm+EExpzmzLReM29WrKeZ3c2WlBOn56fm99Mbq1XhsNuy2x5sH7cDL9w/42yG3W6PpolH15c8ff6MZ+98nufXW9YXD6kdui7WIZMStS689dZ7pnvzZGC1OWG1sXJamc3zKdumQdLM9c2Bx++8w8OXX+T/9D9/Ew8fPuRf/t9+EkkzebbRGL/52RsO20/zf/nmr2C9XsB3cwAbNEwflaO5X7X30EMXA/Xpc+7f3PDOJ3+Fi5PG5b2Zy/wltJzZ7rc8fvu32C+VWjuVzm6/4/nlJbtDpTXbl7kpqcOhmelqV6W5qSNRgoiShgCjK8hilaAkFyur61eKmJBbVL3EE0lGtzIwmGO0gwH1Q7Rk3IxQkbbQ1EY1xExESGgyaqXHDET1/SzGVCHG0oiYTKCrtQxqxKeRcLpxo3r89eg/mLdupdksNmg5+XWw+Kx0Z3O7A0V6N5uK3kaXoypQ9cgEIdCdpXJAUoy6tsYHU+KQBVpzjYvrnGjJBMtYmam1amDHSwO12ioqYXzI4u3/2QCNZDNYLMlKlcm0QMn5l24HjfsemR1Cax1SttEyKQ2PtzgXsgNaP5qMDUpp2DUcmUwCvWD8X5y5cWAokS41veWOHayX4m78R5jjEnJ/jg/u8UUPfGYRmwgMxJ3UbkxQFgMjh2ZDRMPFsjs4irbKYFE8WRvgRMSdnLExEuF5I344G1OSHB1H31F0hTEAhTFJoYt32nWgZx2vnQYKt2ckaNCBs/3hf+1OIaZoU5UATTLYrK5ON+JUb4A+bjmkimdPfr0mNzdrWGksarXi73FF45zOfZQLVdZq96CIMBche1t9tJyK34uZRNio22EZtLSXukQ98NnrJRHWKK/lxlva+YI2djJ5kDRuLSfrFqi7Gz50/x7/h/tnfLxd8eoqM13dsDpbI5uZPK/pZHKeKCcn9EPl5slj8jQj915idbJGmkWWsprZP3tqWp6cKOf3kPUF14/fZZoyslkzpdn0T/srm+F1esJmveL60TMOtXJ4+4rDG2/QKqx2O3RfmT/8kMP1gdXFmrZU2pNr1q+c8vSzb3PqounDk+e0L7xJe3bDtt6QX3yVJ68/4nQzcX215eTuBat5w/XvvUNrjXL/Pqd375EUDtePYHPG8uyStN3xdLeYyNjvfc4wr9bsrveABXW8/bweDq650sH6zPPK91Vnv7sh50KRCaXTFtNw1DDEVNCUSFNx/YQF2Wk1WzAV8/q5c+dFnrz3mCyZaS5WdiyFVITL6xsev/E6L736GqtpotQdH3/lDmcr5fnVjqv9nqfPnvLrv/jT3H/pIauTuyz7PSoVUmHKpqFoKj6ANvH86XPyPCNTZl6vIAm1Vpb9wmqz5v/D3p8H65ad5Z3gb6219/6mM59z53sz82YqZ80SmhBoQEhgjM1QVaagq1yGMt3YdDftjrbDYZsIHBXhMuHwgLsrsKPCBruxK2xTpsBggZAASSiR0JSDlMpBeTPvzTude+bzjXvvtd7+433XPleFyxEEVke1mi/jZuY95zvf+b49rPW8z/s8z1vk6sOXbKyvK5MSWx669xz/1fd/gBe+epUvfuUayVdMm4Lnr035xGde5APvfgDnm66tdNIayOwEXaJwsiyW6dGY+vZthuMdZts3iJvnmJw+w9QFFvWMum6pU6JNidgmZouaxmafpdTa60Viaqhj283rSiIaYIgCvWRrTMJ1vfdItHgKjw7DzG1n3fDF4iwKn8AV+nVrTwjQRA3jbJO2a8R7CgMXWZwjLmn7TBI68kFIKVgd2FKGsmuvdBKApBtzEYKCHdugVXQUrbjDrlexrB/XreNiVZyyLDkWzxxMzpMs8QZnidMpGc/luuOJRD1+2XGXyBmCWiyL0KS2G1KcglcXliQlr5LHiY6eyR2AyunnyZlnkhLSQuENuOFwUuCCAlYXdA3W9n3qCt1IAyGRUmWtpEghDizGQ4t9gRis+6G6SuNrVAgt1gp0CkITQkOitP8HpyOL8lPIrSk68Jw1PjnqIO+beW3J0mVvRXL+oWTfx528Vgeqvo6Pb3jgk8W4eNe5lpxpE7xz3dyTjIz02CfNn8jUp529nPODpG7quCczLtqq0RRj7ZdqFI0AJ2AjXyDe6Mhkz+8srCgNrG0g/d15GlDmFDOy1o+lgYhB08TsKlPWI3b04cki4LOq2hgvgZMcDew1stXMebzL+TrWx3XW/zU2ywMhu8gkMUBYlsRqSqw5GAKlaCx7bm8V9hmUQta/Fw4dTGo8qMohNDvD2/NIzsSX+pkCjvUy8PYlOBPhw5OaK6mkcWqdDWUeI5EYBc+pZsajIfDQRo+ldqab2qLG9XuEaoQLJdJGZD5nfnTE8oV78WVBnC9ox8fKUvRHUA0oygVSOPxgicY5XDOht7aC749om5pEQWrmiA+Md49Zv3QPbWxwqYX9fcrpnCCeWBS082PEB45v7MB8wdGdIwpgOCgY396jGvY4OpzQXx3SDCrKpqW6eIbj/TGD3h6jkFgKgf5oiSJ4Eg0+DOgNRgrs79wG7yk31pjXM6Y7O4z3Dlload/pP+pmQX+1pBc11bVtakJp7a0mmj3Wn1ieJcc2ZBZBiwDvrV2boAiBEIqOOo+mB4JEii34Of3RklLxzjGbTEzIGoltTb/fR6JZpsseZ+65DCmyuVzwpoceYWujz43rNwjBs337Fs989vdw3jNdCK7Qe7RtG5yDqhp0wmGcjhARYGVpyHA0JNgU8qaJDIZDFWQnKIqC6bzh5p1dzl84g/ee0hc8fPkSo17FV55/gYNxTdVbIviST33hWV7/yBnOnO4r/2Dsqd6PkSStsQzJ7OEFxzu7FAf7rB/c4Hh8SPngI8z6SyyaSNM2pJRoU0tqdRZWHmaqE9rNASatue/0/tGZXycttZwifALE7mohWyXvLXwwioPk8dHaUl7dWRoN4ZT9FlGXkkvgNOlbvyfqqiLROu3clDjERdVTGtuN6U6yEFmvL82Loct2Uo1YMlZbzRs68gErUAXtsgV0aLSYlTVb2TV+w9ZtsqHDmDZry3lRR2hQjz4tbQdas2EjiaGdToSuri86cGU5aEklPCkoS16G1LEfIomq9EjbEk3wm8RYluyijGaNo0FQVyexoPDexlc4FTdblo/z+nmyxUbjUTTTyLXRwEYLPpFs5Ai2lqvEI5AHXuvKarqfXASLFu7WEO2YG4wB6gw4ZMG7s1ZX1p6aDMNaZLpcOGNC87aWgRR0jpev4+MbHvgYXaOaljwISLKNXHuQPe9o80buT6x9iCDe0LByj13iLKKvl/ucap1UwWLwunBrPLnQ66q8XJqcAJLs8soC3piwClksFfVuZH1XDzRxQj3aQpZRe6Y8O92RO6mKMP2PIHjr2edBq0mEPCxJKeDYCds6EOZyoFcOdzRxooM+sBQTqyjoGYhaYXWq790uukwT668rcPjWBNQenUhMPlV6brxzej94dXfEJuEKz1IB9zjPavBcTYm9pmY3oS0I5+i5RIgtFwI8XrU8OGjZdEKv8BRFgfQHlOsbGrIWE77UNsxweYQP0IwPSbM5xWBEubJKWF6hXcwoqk2K9S0SJZjrKUWLjpcJvizRifQ9lk+dRxYtTMcUh/u426+wOB5TVCWL8ZzWB/yiYX40oRr2GDz2ILMXXmbaCtIukMmCxgXaoqCUyGS6YG1ji0Hhmd7cZbg6IF1/id7qGs3NhmJ5BV8VTPd2WXrNZdpmSjzapWwuUFTLjG+/yvadPb1uOaneYlPTNhHnhLIMIKofaGYLQlFooqqgg0SdoygLte2m1jq7EY/HRU1ZllJFWmWls7zaGGljIjWNDqp3jnY+I4bAom0oyoKZ7FMvaoqqR1snYlNTVH2aGOn3B7iyYBAca73EZP9V0mLAbHzM9Vdv8uJXvsKZc2fZ3q8JRWlMhmM06KPar1Z1RkUJoUTwLC0vMRiOcD7QNC1lWdCreqoBicpe1DZP6otPPsObXvugWnh9QesSK6vLvOeb38q//XcfxaHz3A4nkc8/+QLf9e1vItGoi0j0ulUxs2qVdLhrgV9AONiDG6/QXx/SPvAge6KtxkRLmyJNFNpk4ytMsxOTueJMtNxGDUJtGxM0x6SDXWPOCjLmN+kaF4KNqUEF6s5nq70O7ciRFikXH4pyyW4+7J5WMKGDayOewiozsfZ+8OZiS44owVrY+pxs+sBBconSZnjRFYneQGLs1m+xSAvNWXO0YpEAognt3aZsa6waSazoVQqI4CAERxuxoaMCopq9kDSoM7mWKIkmmu09YcGQ+lo6i89iY52u1yQttJIVvqHQ8R95zXZig6QLZ7jBEby6YEE/B0Fl0YTc3tLAyTZokG3Z6vFuEYITYpOgMNu45DShAm/XXIsjFNY/SMrch6zzEMH7PHYodet/mwt2ceC9ZfZkYsCKdWNvusDcfFWIHXkHnfCUk55E5hlOAoE75qHbM7/erM83PPDRtrUOhFTxmVF3GRQYE5SDlvSE6AktsJh0y+tJIt2wPOcyRSjG/pxY25VhsvA8tHoKpjtxBnTIJ9ylTtgFYi2zExq5A2HuZFaKjoLIc4cTBfq7JAvNvDNBmznPxMKmnKO15M/c5sIATHa72dHpkL7Vh/rVTEnavCa7FRBUwzN0kWWXWMExQujjKFF7p+IwvXGS2Mgmh7Uhc1tLq6UQsiDPzpNF3nejQazqxAnBR0aF0KsC31b1WGwv+HQNTeqxWcKaW3AqRN64PuC1GwUbvqZfDXEI5aAi9SpSs6AcrqigWFpccBShT9kb4IqS8tIGxfIGTdNSDEc0e3collZJFDquYrgBKdHzjunOTarhCvPpmKroUy9qQtnH1cfMd+/Qm42Z7e0hgxGz4yPaozHNwYR0PMM5mE4WNPNXkHlN1QuaTN1EIi2L3YbRygA/7DO+dZvkAwwHxNjS75U0hwf4JpKaOf2LK7hhSUoNvijpry7hRKinYxYH+xztH/Cmb3odv/6ZpzSWR3TG1bDo0e8pyU0ILOqG/tIysW2JtV7hvV5BSo0Bf5BQaTxDbCmKkunxPv3REt4VOvOrbVWbFRM+tsS2YV5P8d4xXFrBu0Q9OyYuhGldI0B/uMx8PmM4XCKUfZqmph4M6fcGbJ4asdIrKTxMD3fZ3d7hyS98nkktNB5cOeziCCofSG1L27aIcwx6AxZtS3AVw6URSyvLWu2aM0Y3tbZrzwVnlmNpWRpUZCVDHiw86A9ZWloipZbx/h0kNsR5zfMv3uQ7vu0tXUUbUzTXljISKQVC6LN39Sp+b5tRvc+41+Pw1EWmoUfbNLSSqI3ZcblYAGN5tJUhUdteOrQUY34UxGcmFyVL8vQGcjxHipL1uKrxiZlosfvMWRu8y33J/qSI5vfkATb5WGFoR7PHkgEcj5imRCiMHY/J7ntpcZQE7zSvi0RyAQl53UonBZ0xShmkObS1rhoSsdC8biKaFYtyAoQkN9GsdW66qujA0hjxaCs0F43JuY7p0IORIGK6LJ0tGJP6sELKrTXLzikTGouuLbYQbF1GTPiccDZF3aWTrCQJOl0yOEcZHYjXfCBpKQViUSCNuZKTaAGHzkMLBWa6gEYEF0o9CdGAEV7BjRcrME1Ub8dTQxWV3Wu96WJTInXXhXJBeb/IxXg3i8/2W91Cs1k9/246Y05+uHyeLOHccaLL+no+vuGBT0QV9zkwSUtT/Z4ibq8XgCVyZVDjLUE4h3X5YEoalyliuwAM52YGKeu2krd/2U2nC4D9jLVrgm3uGJjKlVRns8/Uoy1U3qhbn/FyBgQku/D0OcZkWivKYrQM8zkTLPugi1sUpa2FaPqau4SP7sQFoZ9dL/IoJ6FlwXk8LX0Sy0RWXWI1CQNxBNPu+K56kw7wKMPl8NGCw3LatemLnDXDJSZ8kVmr7A4REGd9b6GsAr2q5H6f+I4Vx+CoZTs0XCgaHloKnOs5Tq0WDENkaWmE4CiGFbVL9De2dCDqaECaqWPID5Zx1YjW90ihR1ONmM8jPlQcbe+zdu4+okBRlpS+QAiUIdAc7hOKZYqyR+lboMaFHs5F6v09/P4OzXiPldUldq9epVhZYzFfcLSIlGWBNFGFv7Mp5XKfel5DLciiZbDcpy01/M/P57QxUq6vqjCxGrJwkeGG2mer5YJi6HBrK/hRn72XX6bsFSwFR+kLZsdHbI9n7Nc2XgCdpJ7ahqJoEd/DuUIBQKNiS+ccS8ur1IsFRRGYTWMnOrU+CgBN29JfXgVcJ0yNbaRpZ6R6TooL2qZG2pqiDIRYMB8vKJwgzRxiJLUt86QAadoscKEgVBX0K3xzzGqvZDrZZzqJ7N2+xUd/63cheMqldfygT6j6FJWOHSm8Yz5d0Mym9PoVS6vLtIfHhNIzWlmibSOhKGywpNeNKLOZFkTqvcMlWF1doSpKJEZcEY34TZw9c5Zz505z+84BVRjyTe9/I4Ed6jpR2ZgC7J4MviQ2EBc1NIlNFzk8uIU/fYre5QscxZY2NqTYaosviYmzk7FmrS0ppptKAIWyaa0e6zbm1pZoMGsr5KnjYs4AsbUx5QrGm/FCcjCf4FBvtHde2QoLPesGLefnmTHCZ8F2hxvUpeYIFlegrKh3pd3LqjfxcjKgNEVBAl1OkHhrqYpT4XMmJaKiNG2Z64Lu8qarv9o2X2MiRFs1wRVgieKAhTlieWTS/b4knkSgjWp5j61GZGTGLrWmlYpJgwMTtK2CsCSmpUFwIeGSZWKlZIJqW/fRgMFCNMsHWs0ZQ3DRWK2UqIriRLJhHy9HqRhPpGYRtP0mjUfUJEnrdJCpoK5R3U9MviCO5FXa4FK0XKVgHQOnWkqvlpk8P7I06O+d+xpokm3xnRaW7pI33Y+zpOzM7HDicO5A04n+NfH1fXzDA58AXaR4BizJizl9MirNlKzv9CSZ1tVzJl2wn+v08spKFFjv22UBnd60JBXzglGbLm/e9j6C2jbVwi3dAtQlNUv+TYBtIILvdEbJeug5+0YHERr6ttZed2Ea6Dj5PCcjCO4uB/MAOdU2SAfuAvr/TVL9RpEszdocHpUkRuQWlzByQkWi8nqxm05Rq0Ls+Bi7A9CdAE/2oeqw9eAgWE2RWbNGAWxRAD7hJYALeJ8YVo7XrAbWhyVjLwyHDatlQzkaMFqC0doyDIZQDijWN0niaEKfanWV2dEe5fKWHovRGq6ocMNV+itbEIXp/iGj02cZbEbqRUN/ZRlflhrtn0CiTl4PK1tIk8CN6Y9WSIubhLamuX0DDvZY3lwmXX2FVV+zf/MW83mCjSXGs5r2eMH6SoHMWyZ7U6oqkOqWsgy0RzMGmyP6q0PGV8esrA9pq5Jhr8KNp9q26geGayMWxxOmV24xWN2i2Npi49FHGB/uMzueMFs03H7pVaazmief/IpqbvTyJbY1BVr9NUlThQfLKxRFYDGb4YtAQUVh4yJcWTGbLQg0+vm9w5WVnVvBWTJubGraegrNlHa6j08LLl04xbkLpzg4njFvYf9owXyxwIWAxAWz6QFlWTFvVby7vHWOuChZWgkExkymjldfvcVnP/M5prM5Za/P+toShAFCYLGoiQlOb6yzMFv88sYWh9MZFIGl1RUkQlnq9Pb1zTV2d3bxOK2UsZZOEWjblgj89ueeY3vviNOnNnnwoQc4d/YsriiYT8a89qEHaevnmdc1d3a2eeDSQD+LM9fdouFof584n1EAi71bcLjNmTNrrD/2CEehx8yEwU3Stpa2LXQ2XZuctbeUzWnbltRC0wptjCa8TV3RkmK08RfdntK5VLNio2tT5J3Ga8srZ+4k7buTzRuSwUY05iVp4ejzeIVO88VdTixlbqLpYpzT1OwiWGvbCa3Twi0EHTfjJWrIsLfoDC/25hSYSPKEu4L2Oqbhrr8mK5L085o2SIwhQbWVNSmniYBE3dKN4VHwAzivo1c0erB7bUGQVmijsj4kQaLiMXVSJXzy+MLTBtMahURwhc3OSpRSarwAjgZtL7rgkNjia08oFZwuaCntfTZ5TwihK8obxNg2fR8+6GBhVzoiCZFC54wFS8aWnDInCkpxtF4BkRaf+hxlynQzdMlm8nVMoC7ePrP/+oMZlxnglLuIGzkx/xiDkKUSOd9Hfy4D67vQ09fh8Q0PfHRjz84BQ8SmVdd8GzszTv+lqFW6VpH3NnHX2jRaCbm7KDujc5yiZHsZcvCgJmIqxRdsWGODUeXOoqVSDuDqrl29iO7qn+LNPZVBjM3F8pmGFRPz4SwVWi/SLCbz9vOZas35PxiD5J3X1Ghy5WTOB9MbYfonZ2Atok64SoShE5aJrDgTMyOUXmeLaWFhKD9Xl5lJy5/NFuPsegsG5tQOpYuqS0KOTs3Jrj45qByuAtFihaVhyWi4Smwi4lVDNTq3TDuPJBeg6FM3kYGvWNSJ3soKi6amf+YefH9J217VEhI8vbXTNHViMZkz3DxD63TIaVn0CIMlUmyJTUM1GlEfHNIstE3WGxTsv/Aq3p/lYG+XkUyoqoLhxXNMv/Ik7ngMVcX6Gy5y9MWX2LlzCHVkMOwxm9ZQRyqgnrc0IVD2eoxGQ+q6xteJ/plN0sE+1A2pKqinkdHmKou9BqmPKX2JbB/SvPgKfmOVcHqLQbXKC19+hZXlFXqjVY6SUHqvcfxAWRRmbxWkCGyurjOfL9jf3SNGHaaamkiMkcV0wvrmFskFkkA9i7bY61iJ4PKmJcS2pl1MoT5g5Kacv7zMe97zHbz9m9/NhXvu5eatmzz//FfZ3z/kN379d7hxY5uUEutLBU29IC7GbGxu8pqH72FYlawNIjEt+MLnv8yVK9dZLGpCCPSX1nHVyITUjqXlJaazOTfv3MFJYrS8xHBliaPxmH5/gA8lZVlw9txpbt26w87eAWVRnFTlDpyLKvyOCraP64JPf/kG3l+n/8STDAo4d+40zpVcuX6b7d1DnBMmRxV3bi3Y3T3LtRdf5NQA7jm3Qa+E0k9YHi3RzI/onznFfPMUC19o8m8yvUunBRIV0mYtTzRGJYkJa1Wf0sZoVbxqe1KKdDLmpCAks6V5JpWQw0HvYhKSMdo5c0eXO6IIhfhujURMXG3zyJIzftpa8lkcK6iuqyh0NRS712OyzoYVi+oUVBCSTC9Z+Lxmi9nEsaLTdZ9T8ootOabPEZNq1NS1qqxNShqWqsy5MpOqWzrZYJMVZRGhcAWta4ju5Lc2mX9PQmoTLqoLyyVIOS+pddqC8sZ2Oh3QLIUQBEgKqkMRKcjzAtXplc9XIxEpCj3eCDgdDdo4HSUh3mkysySakAiUOitREhISrujpSfdmFPEBgjrzWkkEKaBA96CkoNKHk86EDhw2h5tZ5UW8xougI0+8OBubpOc+dwp0bc7bVSYbsv40B4HQtR7tUu/ajdnH/PWXNv//AfARh/Zf/UlaZJccaWxOdhuJYDOzdPMPXi9OJ5pF4F3OMlAquRt6F5SWzKFNKuxSlsLhbCPQxUbFhKYNcvn3GCuUtUMY6DKUnxcw75RFigZElCY8oXMd4JLZ8g1MgBEp9podYruLS7TOUQdwjJnkZOp0VHGm2ER75xS4JKGQyFCEETBEGIhQ2uvVSn8REHp3XexqHBO1fGInAhQQZf15BkCZVrO3Hbwn9DxFr1R6OHikp1VyPh5xNsGWPmIITPenFJtnWYy2iPWM4eoKbRPpr5wGPIXztMfHuNYx2DoPvkdvZUkXGScsLa+TnGOwvIKIboaxaXFVRdXrk9oWehVhOEQWc6aHu1T9PlW/IsyO8ZWjKQbUe7d0yOnGCs4Ji51d4rwmpsjo1DrteMz+IlIlYWG6s6If6K2OoGnworlBw0GgaXUzLIcDBhdOQRSKNlEGez91jT88Jt3aptrawg+WufSGx9h/+TbeFew2iVm0xTGhLZ+6JjYt/fURR8czekWg16uIknARmqah1+/TLObM53OKqiIERyh7mrYbvIYbmkssNQukneFn29x3quC/+M/+FI++6Y3c98Dr6PVXcWXF2tZFHnnkDcxnxzx4+SzPfekZPvXJ38OlxLlTm9zaO2Zp4yzvfe/r+dxnP0NTR165co2rV69TLxY45yj7Q1Y2zxF9RSgCtInYtJRlSTVYop4cs3PtJZp6hncVo9GwY0F2tncN9EVSmyhDwItW2CvDwKyumURoRcd04ApaiTSNMG1g96s7VFUPF/pUg5bZeJ/t7WMuveFBbtzx3L4x44GHVhgsxmytbrA0cCyO9jn/8Gs5KEsWkqib2uZGRRMv640SJWt5pPsTYzRRc6RpI22KtKk1TY8xbHmsF1EAAQAASURBVBJpk9A0qcvhEhSsRHPe4TPbrXSsT6hzKym4yrelwxEEvOlzdaiu79oqygBYASWQE+uydtbbfY3HsrSiHscWnaenSnicRHwU1QI5TyMR54XSmHLt8SeapM4rJQ10/c3jFwQTUNtykVPLRKA2fY86ZN2JaSNpG0xDX1uS7viq77RX0BFXjia1qimKnqaNypZGbSnGKOpkE8DyTcWb9MDcVwSHDp8o8AZ0Y1JA6AuYpYgvg7EugZaW0iWqWNEmoGjxhc64b1wCyWGCTkMMDdwWRVTA1waNCCDnR4NyRonWCylowlCBpfh7SDY0NrcrnQWSJhza9LNgyeS6fdT4OBMzd40FsgDa2d6WyNuLHgeNSHHd8u/sfebf9/V8fMMDH4/vmA0RpWjzxn7yHKNEM3JFkbza8mzKtzY2rd+sZ8o7+5pd8DkzIVPJX0uxOrNyil1m0p10HSCKcR461NJjLSGjogtjh5wtRlpw5Yvd9EvWqHeSUY3pd0SrQ7HXypVZHlPRLVQ6rEwn9uaeLWr5xJlZ0hZI54TQKtBZkshySvTRkRQuOBYtzMWRkmPZQ89nMJbfV64aAdF6LZgV1nc3nQqdKZwGi+HwpaesAikmmnFUzU/ZEn3AL/VISau+sixo5jV+aYWmhaN5ZPt4l3svnEWkhGJAb/Mcx6++SPCOavMc5eYFYuhT9YfMxhOC9yQfWN5aYT6dAsLR7h794QhJejySg90btzh1/hzS73P4/NPMtl9lOOgx336Vvac+z+YHP0A8uEW9GNNbX2V+NEX2D5gejNV6PxywV1ZUoyHlmSWOt/doJwtCG+mPFyzqHZZLR+sda6slvWFBu+8pvUPmC5r6kMHKgMV0gV8aEQaeIjhoGo6//FXanUNW3vVWGC4Rm8St3WNuL1qoAoMicDxbEFOijZFFXVPESK/fYzqZ0gi0swXz4wNC2SN6183VSm1DanS6e5REG9VOHdsFbTMnzg7xzRFvenCDP/9//EEeeu2bKUfrFMWAUPUJRUUBSKn//7o3fRPveOe7+e7v/V7SYsp8ts/q5nm+8pXnuHnjVWZHdyirHjdevcl8piLoIgRGa5v43oCyGBBdoN/rMewNWaSWej6nCH1O3/Mg4/GY3qigrhdUTjOFCufoFbCx3GNtbZmi8Bwd7PPA5Uu8/rWPMp4t+J/+5w+zN4m0bb53zBThA64IHE5m9HoB5+HSPRd5/ukv8LF//2FGvYJL6wPawwVLS33uXD3kwre+h/mZyDihs81SLir0YnIiRGlpJFp7WzUlrWXUCDp1PEpS15GWTEQR6qibKRFcq2tfTNEs18YgCcaEZmZGN37VBZppOWvo0DWic92IQKvrk/i73KIpEYKtFllHEg1cFKopVLu2syDDFh3xYPEZUQuYQjBtj+CDlUQiBmQSKTnTYKVuzVTgZvOebOfNYlkdoyDd1zRJ31yhYinZ+ksQcbTo64hT/U7AdSGczkCVWEAk4ozlEZs5hx4brIhNCnwaoAyBFCO+UHejpEgThJQUVLa0hAhSBV3rRWc2+kJHgKags7iwFludPE0KFEWByqgDpeQ5bHpeiyKz/YKnNDASEQKlsTBi57VFKFzA0eIyy2QFvkcsWdp3ESPee4slETKJnykja450BXneV22LJUMlseIWEaLL1xpdcRwzGvo6Pb7hgQ+ZoXAA3m48a0n5E3YHh1Upluvg9cYtOHluJlcj+bkns0fEbjJN3zSGKP9ECNbasmpLrDdq8FgwICZ2s+Vzbrt/ZpEiukZIpkGxqsplkhDA0kc7JO06IIbQDaXLQmvBXGL2Kz2ZbsaoS3N92UWdxd0+aUurlxKDlOghhFZbHtPk2E1wK6rO53LhWHZ2obusn8AqB2V+PFiar8cXxiwJOtAvWnWadKluF63lb0BhuoTUCJQl1AulhFvVCfX6PQ6OZrA5pPAlJEeqW0b3nMf1etTjQ4anzlJtnoPBCv3RKqlt6C0Vagk/PGQxOebo9g3qvT0uveUd+LJHW9c0syl3Xn6JtVNbHO7tsXn+LIevXmHt/Bb7Lz5Ldec6px+4h/n2LarFnFnbwvgAmdUcHEZksMqs8sxcwF1+DS99/kkW9ZSDSeLB++7F3bqFrzzjowl3onD+4haTm3tsDkqGy0Pa4wmhmdNbLVjs7jFYGRJTw+DUBn7QR3ojipU+busUB7d38FuOW1+9zq3dMTMHvV7JfNFY30HdKc7CB5aWVzh16gwvXXmFaq3PfHysk+gdLJo50q/0XLW6STkRFrMZqVmwmOwT6xkyP+DyuRE/+hf+Gx5/y7sJhc3g8sFSn0vNBSoKkB6bGxdxDs4O1qnriYH0gvP3CTe2b3HmzBZ7uwfs7o87NmKwuk7RXwFXsrF1Cgnq4qqbhqIoWEwjk8mYYjgiVCXOO0IZWB5WrC8FLl04xebKiDe/8XEuXjivRY5A1auoej3aJnLjxm0+/NufwQ9XGU/mxKji0CSCtC0+BA4PDkEaer7hwvl15ntj2skBfjphVZZwdcNg6SzHeMrVDdxsRhrva/MmccLoWGWsNnWULRHVXyjYtNEHUWhjq9e+/WmN6VFRdNQhrynpWBnJhRgn7S/n0FHcVgyKs7R4sSDDE1CUyFrJk1lNeU3Qt+nJKfU+MyjoWpjn7kk2VaREdA2BApLGJDSmSfQBGmOhgngL77OBn1ryKXslNt/PaTRsTLELoM0rZsw6HTFmqlUo5JK91xS7tU2ZsrwZY0yWWeCdAq5ga5hOuBdiVN1ViqJt+KgtuCxTwHvViyVbO5Pqk3wSUpGM/o54SgO5hbJfto67rNkqEiEFUqGjZPJ8u1agFUeQAhFHSMp+ZYdbCAIhWRJzok0eKVRYHhCkgVSUyi4a4lCQk5AQwBXaLSFYejPdfZc81NJqECiW6E1ucZ4InD13MUCA3FWU390W1U3Q2EI5SYH+ej2+4YFPyCBHTkBCxqg56iYnHOdciC492PsubwKcpQ3ra+S4J0vkwHs6+hd7DUR/Jk/4zZb5VpT1yRWWt2qoze0rY1uCU/s5BtyCiZc7QZ5dKPmf4EQXNfuIymRpBoS3QX/O3a29cTYCwmYGeU0Tze6tLs3TRIs+I7Skg+4qEgMiS0noidpnjwX2k/BCdLyaHGcL4XThaCSpQC+dMGOFM8CDw5vgPLXa9c3W/xSFtDB7v7FDEHCliSajgqUQAi5G2nlNKAuKQY/oAmk2oV9V1O2c9dEA18yZR8/W5ia3nn2S4fIy1cYZ3GCZ/sYpY3qglUg1XGdleR3nHVvDEdPlPdo2UVSe6fiYqqpYPnWKatin9IF6fwcme8itMcW15zi8fpWL7/8Q+5/4Ldi5yXBtxNHVHfyjj7N9+CppUePPXmBvb8L1z3yRi8t99qaR3XnN0p0dDuctLX3qxnPQJE7fmHJff4XN8YzLIXLf8pBm/1iF5MOKlGp6oa8zw85tIZunKU5vEs5eopgtmB5MKJNje3uP0KuojdUM3nULzWx6zOXzZwnVErPJgtW1NR64/x4+Pz6GEKiqwPHhLlVZUs9rFvMpuEQ9m1PPJsT5mHp6QPAJmU/40Pvey1ve8a0kP2LR1FRFQVX2LUgwb1OeEArTBUWCeIpQ4ICmbdjYOE3hC5q64fqNXepGoxuKssdgeZ3+aJXz917G9wcgiaZesNxf5/bNmyytKoszr1VY4lKkmY65/OA5vuuD38q9992DA4bDkU6dBwpfqJvFOdq44LHHH+S3fvf3OBwfEtuASCLGaKNNSgRYWV3GpZaDvR12XvkS733Xo/zgf/nnuPXSl9gYCBunTxF9Re09xwd3dPNO2i7RzUp1OroBGh0tiVagMbt9otXNOYrak5Mzp5fO3xIlfxBRINCxRhk8YRuQF835snJcUBZLkrUwvBUm1krJP5jFqDbICxFjf8iuU2Ws8gBRjw0aNmZZx5Xo/aofz0wjCTohrGRWOoMP06YkZXp8CMbYRLz3RLLLU4GKpNQJqDExMniIelRbQUP7bGfuhMpELfqSM0YJJDiSdeaSy8/X96jRPM7OhajTL7m7gI8y7zFJF9ER7L2mKJACKZwESuKdMvfxZMq6GgQcJCEVOWtI8CF0153kaycGiqBaomSiZ5eEVlSHVySl7BORGBJFSjpuSITCq4Yv+oD36qornIYbpqgAU9xdkSjSqnDbKfDLxp2yK/XpuitdeW7ARtUU7iR65e7v5X06M3Ffx8c3PPDJbak8IV0xgeu+f3Kq0LlDmeZ1rktkvounU5Ga5e3HqDocsbvXGSTWKiTrdU6W9wxqQtbOeDo1ezD7YMAuDGtrVSEQEZLZwD0WOuZzW8xa6EnFfBISZjjkbhF2jkrPYKmz5Wub2oARkNtnzmvFRA5qNO2B6DGrvDCKkWWJ9CXhonDUws0IVxJ8VRXaXCgClbWyEAU3atZSca2zr0kSotebVhYJF5xNYfYGGHWx0hsnIk2k6BVQeAN2QjOZK83vQOZzKEpiGynXegxXl5nEyHDrLMeHe2w//XsUMeKGp/D9ZQ2va2q8JEJZqV2930dcoG0bpgdH+lqjIRJbpuNj+hvrCA23X7rK5tYWu7//UcKdl9h95gaj+oAll5i/8GX89BCOj3GVsn53vvoSi6Mpw+WKne1tXr0zZW8y4+B4yuZb38xeusLLO7vcbhNHR7VuWsHz0NomMugTtl+l1+8RRo5e7BMnc3wVWL68iSyPWExnFEtLuLOnYXmDOqnbpD045vjOPteOxtRJY/bL4GiTXiRJhNGoT1lV+LJP0ff064YvPfMco83TTI6POT4+oCgL5tMJ8/mMdj5jPjnEITSzMe18n9jWNJLo+8TaxhrTeU1vuMSgv4TLk9u9thE0F4tO35bdhMEq09TUJBHatqHs9bl2fbvbcAfLq4xWt1haXWd96xSzKBzs7zEaDDk8OmJ1bYPZ8SFFAa5u8ZTgoCorNkYDHn3NffRGS8wWNUVZKnNr6cHo3UUTW6bzGfdePM3vP3WVohrS1K0ywikqDhd1Gb7/W7+J69dewT92kYPta/zWbz3Bt7z7MYbDgplEYmyJcUFMDbGNyjKkDE6U4UkCsZVOVGyYxUTLunEl0aaFmPurRSt2SY7UKuuTreq65pgOxClgzLOs7m73Z9pZOoZYW94uOZ1LFZxVLFlsbKJW26ScMUjisrXZ/gSvG685RZOJjEPSNlotrYXt6dqVkjJEJLWEa8Kh6gyzZEHNIrq+iWkaI6Y5wtmgTr1GdEiqvbfsqE02sbxjofNAoQyWtEWfYiILdltSl0/jslA6anikS6rvyYNnY1QQ6E04mlogKagKweNDQhkdjZ9IyeOKgkAy1kbdeyE5NVDYz0pyeiMXQpkECtEznwISKtvXXOcaS4WnlBKiUJdCQVDHXApEc8p5EjowtdDU72Sz2cRRGhsoQLKNyjltrYlLJDO8JOPNWtHuQR5paTJX8hww111qtgch3XvOkwvy8/Ke/PV6fMMDH++95UFYNULW7bhOc9LZu93JXKET9a8hBndiv8tREbmFJmb1I4McuSsQ0XEiAss9LJfBl3Svm2PWndfZWklOmKoCtA/qvboknCE4UeeD+NS1ypwtFPi7ppSbMd4Zc5PuYorw2U2V306mxAVfBNX6iH1mH7QqlIYiRQai4KeMiVmEq9HzpRZeSTDFcbH0bAYYeaHyTttjXqsJBNpW9VI5L6WL9/cOV1qy8kJTfmOdOrpbgvbGUoq6KIaCxbwlizJDr6BtWqv6nCYmT/eR8Rx/8TyrW+ss6pZYjWjqhlFZUK6s0DQNi6NDBrJEKHo040PdkHsqVPbDPju3r7NUBabXXiAebbA42qFXz7j9yX9N/eyn6b/+rRTLS0yeepHB1ir1V5+GeU3VL0jjQ5qypPWBQa/ixkHLV9sJ28cLjkR4ro6Mn/gCbfBcuv81pL092oNDmqZlNBhyNF9wZzHnDcMeRayZ7DSUURgWnjJGXGzpX1qjGC7B+jLl5hpptE5sEs14jyf/za9wnAZcndWMk1BVQZOU79og23rB0mBADBXjWU1/aYXlds5iMcV5YTaeMlwaMRkfk5o584Ndin6fuFjQzLXFlSmC9dUR9z70EK04fGzwPhB8ZdPfreKLFrVv1aPafbOuTlsVvWrIl559ke0b23qecXhXsLp1mtMXLrC8fp71zdOcHlScPX+GV6+8wvraGvs7d5hPp8xnU8peX11pTSD1ezz93A3+p1/4JT74ofdw5vwZdK/VBTxXqfo+AsvLy1S9gl4JSysD9g+OqKMG70kT8SQmMfFrv/5bXD63xtay5/t/4AdZLCZEV1P0esT6kNgeEqUhmYIhpkQjyTaCrOHTMZetRAsA1LaV2qvF2r3RgNBJizuaKlS/rptwl3joQKK6HJXd+V+1ygULznMWl6EsjZPcdNFiSw0S+stCx9pAdmSkJJaNpyyioGujbmzYuqrsrWS9pDPe3Nr3qhFJyF2AOJzsmEg0YJzfi7EFCCQX7Pjl9dZZ+1bXRo8C29z6P9HA2PuzJTWRkOQRS5k23373fLXqq/bKi347RoyBywWa5i/5oMDUJcEnjQIoCy3IY0r4ZL8jNhpJUGhbLUcPEPS8E5XNSkWgJdBISynamg5FBWkBtEiqKEJJY9/TgF1bwwtBY7X12okSKUQ7EqUNrgwF+NiQfFAwTaMtbbTN5p2BNue10BfdY5NXqFsKOLwWNpl0MMef7kGZRBBrW8jJOQTj3twfa3z+qI8OpQvgT+ZXndBpeoPm+VjYkmzZnt3MkZNgw7v4opztY1OmSZzcpPrXu5Cu6YasYnGGhBOpq7xKQ9edmshnsJVlz0Iogi4MoNVU92J011AI+joRrXi6QabWyjK8o4Jnoy9VoJhTFbrap0sczyyWd0IBDIBRjPQStMlxJ8IL0fFcgiMcpbX7ClJ3s2imj6bRqphSW16V0+h1J8ZMScK3QgiOJiXqmUW54whe01ydOFKjFaF4T13XVEbpLRYNEgriotFBiM0xdXmTSqB59gvI8grF2XsoN9aZvPQs09V12lnkzGsehrbH8d4O9XjMaGOD29deZuXeBxiNljk+2Ke/tsyrn/ldCloOpnu4+RS3c5P6c7/DcBCIL36ZeHjMaHOZtJjBfEF5eot45xZVCvQGnlHd0l/qMcPjbxzR94EXUmCyvMxkPsML3N7bY3w8oWlbHn70IQ4PDxBfcL1e8FSTON/UrF3eohr2aZ9/WQe/DgMy6iPLA2RQkVxBbOd4X1AQWV3p89SXb3InZnFooiyCshzBExPMZnPOn9li4XpUZY/JeMZkXx1dgtAfDqkXNbGumR/eITUzHnvLG/nCJz5GO5+SQY9zUNctH/3I77Bx/n4u3fsQMSRoa5JvKUKJ7bLW97dK0QWCN22K/V3wlL0hm2fOIv45BKGsKtY21pmOj7nnvmUktcwnDb1eydkzZ7h1a5sHHnyQF597gbWtMzRNTdu0bJw+z8a5e6mKwJXJjJ/9+V/hgfNL/Mnv+RMsra2SRO9Dh42FiJF+b0DbJGazGbN2j0Gv4NHHHuHGzV1u376jxUnh2Fjqc889Z3nrm97A+fse4Jlnn2HoBkxmMwaDJZo4J7W1rgG0gM7sas2J1bStubukY4FAWaGcxCwpqcgW3aCT6EiK2LYWdEg31kLpl0RnaMjgIyf22vrHXUtIIdbK91oOpaRBePnnT1w+dEWLgiQ779GEsF0Lw9qo6cRYIpI6H7MnYFMftIVkjF9KOi+RqCwXVsA6cgwIeNF5axEDCynZNWWsVF5P8CTzaAUnaGZPjhvJhasjJku2V6SIcyr3TU7bsR4d3pmNIVk1oby4MUQpC6ZRLZZkIKmSA4KOkBDzzxdioDVk0GTFZRBlwQpteYVS8450v7A5XyIUqdDzEjxCBaJidi+FvY9kGjzVEMXkCKV08SZCxIsBGBcA1QuJWplVT2QMouiTkBjxvtRWZNZ/4CzlXDqw6zrSwPY0MaF83iO7jopeq9kMdHKhfv0ef+hW2sc//nG++7u/m/Pnz+Oc45d+6Ze+5vsiwk/+5E9y7tw5BoMBH/jAB3jhhRe+5jl7e3v80A/9ECsrK6ytrfEjP/IjjMfjr3nOU089xbd8y7fQ7/e5dOkSP/3TP/2H/3TQJR176/Xki1WPv4EAsuvLgeQ00BP7XbaDe6P2sjXPekfmtFJk3R1RlxmhzOxwQv/ayc4nOmS1IFn1rgtMcipmjh7aLLbzgg060jybPLkcY7UCHUAr7E/lra+tCKbLJgpeKegud8XpTR6d1+Gpd31GMTF2cEIfYSSJftI8i8MILyfPlQSH6GLRIhxH2G6EWQNtC20S6giLZJH1+dp2meY07VQSfJNIkxrxMC09Y+81e8LW8pQRZJuQpqFXeooUoY20swXtokESHC9axjTUvmY+Pibt7sDt68itV6hf+Qpy7QXCwW3CdIftpz7Nq09/nuWtDQZLA4abK5y7fJnVtXWcNLTHu4SYKAZ9hmdPs5KOGd1+jvnv/ybrl7Z0IODxISvLBS7VGuY3b2ByiC8K5pOWUDcsuYbZtObl/RnXQsnnWtgZLHHq4iVGy8vaclpeYbS6xubpM0xmc5pZjY+RiOe5Wc1z88TuzV1mr9xASvD3LOMe2KTxniiO+nCPen+beLzD8YtPc/NTH6VgyqtHM+Z2/TUpUcfE8vKApV6Jd7C2eYrd3T12tnc43N8jtQtGoyHHe4c0i4bFfMbieJ/F4W1mR3eop4fcuvIsqZ7ohmaFhXee/rDP/Q8/Rn+4grjQpc86fDdOQWzR0/vEPDh2nTpX4EOPUPapypJbN16lV1U4B0srS7z28cd4/HWPs7w84KEHLvPmN7yexcEep1ZXuHj+AqdPn+Gt73gH997/IJfvf5iz91ymWllHQkkMfXrn7iNcfIzPvTLlH/7jX+ArX/oSs/ERs8kxTT1lsRgzHh+wv7/H9Vdv4VxJjInpvOGZZ57n4OAA7xKFT2wuex598Azvetc3c99rHufTv/8U//zn/iVPPnOFnd05R4fHNi09WPtKOvFyilHnaUkeNmqFim3eOkBSBc5ZwNxaO0RHYHhjrdXqLqk14SxkoW0nPXXZPOE6oJFBkFj7URkaG5eTHNJqlpGyTtqC17aSul2jyQMC+Tyq9igbIwT9DDql3KnjS3wnws0YTQwE6DWi7y24k5ZcFu42KU9Q1w0900nemS5QVMOkw1PzMuaJKRtTfMf4tIgZRlRQnR2+GAOdrMgUMabcG1ufVGOV7FhmnlCw5GdrgRHRiaVRbe1JEk2rY0ZSbElNS1s3tE1L07Q0dUtbR+p5ZLZomNeadN7WtWrq6oZ60RCbyKJu7M+CuqlZtA113dA2UUe81DV109I0DU3bUkcd3VLXNU2zILULYjMnNTWxqUkx0rT6MylG2jbafL1IEyNNbDUzCtVYJYv2yJ83SqKWSEOitWulSwG3/ya7pjMbKfkaRzqB//83Hn9oxmcymfCGN7yBH/7hH+b7vu/7/sD3f/qnf5qf+Zmf4ed//ue5fPkyf+Nv/A0+9KEP8eUvf5l+vw/AD/3QD3Hz5k0+8pGP0DQNf+7P/Tl+9Ed/lH/xL/4FAEdHR3zwgx/kAx/4AD/7sz/L008/zQ//8A+ztrbGj/7oj/6h3m9mXJI2jw3Za0ChWCqpmRih+zfGdGjrqAvew/J7zKKpC0TqbhQtilwHfjI3dLLwGMtnOppsKQWxqkIZo45gdnlSsX5R2UFt1Z24tr6G8LEFUxewDNpsNehm6yQzQWLPz+BMRdH+a9Cws3496MLmU6SSRA8NXpxEuJkcLyXHjpjWAHUb7MbEHZc4bIWVpItRaSg/tw1zdYTXVkOKygKBArBtX/BqLaxH4UJhdt+Y8MEGA8aITEUXteRwPc+0jvi2RsrI8VqFbPVJq47R0jLzV/fpHXnivMUV1xiGltnTv0v58Izq/teztXyG+Z1XuPnEJ6gGfZZf93Y2L9zHjS8+w/Koojm6TTG5Sf3sM8jLX8G1DaubQ+qDY5LzSK+EyRQZz5BQUo0KXD1jtnSWdrDJYOcqxzszfn878uup4ObyEqcffYit4TJfeuZpyqpgtLTE/t4+y6trVFVFu1iwsrzKqAxUi5otEv1+Ig0i1TCxdt8ZqksblPdd5PCgZWlpmZe/dIXB9jGrD91DPLyDb49og+PVvbFd7WKMI8zmLcuDkkEPNs9s8ert22xunefs2dPsHR4z210wHA2YHuxSSM3h7nXmkz1IOsT2YOe2VnlWKXqEfun5wLe/nfd96NvpD9d1SrsPpgE46V0oflWxpNj9lN1BgopXF03DxqlNzuxvcu3abbzz1LMZn/j4p7j3sTfwnd/7Hk6dvUSvdPwXf+Z7ee6Fa1xIgVeuvkJMnnvuvR8hcvXWNrHsc+PKS2ydOYerSnyCav0c12+/zL/417/Kn/m+D7F1apNnn32Ow/0D+ksjdvYnXHn5Ov3lDR64/zK7h8csZjVHB/vExYyHLp/j4tkBH3r/u9m6cJnf/vin+fXf+CjRD/jo73yBL28N+OD738jmRgGI6XqMns0bZEraN5KoG2LUNp+kLN5NaEhhQpwCnGhAJ7XpazUmSdtIiCCRTrdB3uCdApOv6TT4vFY5kvhuqrl3el690TzZMJrxgQqadY3RVrQmAXvUsekN/DivhY/zNkIhRpIrIQZC0FYQTvPWsimD7EA1PVJMSqc4p8niAXMamSBZWamWPMQUlweWSkZTxvLYii/qxc0FYU57VpBjsxEdBo4UKKluSItQvO9MI7pY2pyvvBbnNt9d67WIsSKFw7UQgyjjmgIhD4aNnlA4Eg0xOiiFGFt8KjU/OqpYuwwBKRKteFzSiIk2RHpFhRdPY7hLXV1QJCEGr/PSxN5lCAZMUFdXEUAcC2kJQa31hU2ZTgitteBc8JDv5by3JAWVCjh1DyrIRp+8TVofJO9Nee+8C++IXcdfz8cfGvh853d+J9/5nd/5H/yeiPD3//7f56//9b/On/7TfxqAf/bP/hlnzpzhl37pl/iBH/gBnn32WT784Q/z+7//+7z1rW8F4B/+w3/In/gTf4K/83f+DufPn+cXfuEXqOuaf/JP/glVVfH444/zxS9+kb/7d//uHxr44PSmzeDD4XSOigGNji3J9nKhmyaeKbdklGkOvSIXEsbqZCrPmdLYWdtGtTumWUlqDc+zT1zefOxSwAmaUXHignDYRq9Wsk6L5KwtkHBG7YIYNetRFwJ4Ewur/kjs/ecFLbcZyDd3ss8nNiXeAFEg0qkY7WLtASEKTXIcR8eVCNcTzOwayItg7WAmjrHAFB1QGNDZaeA0NdQqgU6PIyABGnFsR/j4bs21Gt4zClwM8jWbgVhCa3SJplF9FrWnbhLDlYpJAc3A0VuGeRojRwtW6gVSe1jdoL16haYUYqjwD7yWnd/5VXwRWD59mlNvfQtSjFh75HXM9l7h3vtP015/ifEXf5dqf4f6xlWKvR3akJAtTz1f0A8F7XTMIjpYRPrn16mPjwhlj9DMKJ0nrq3hmglud8Kq8+zVNbOjI8b7h2xsrDMeHxKbhrX1DY7HR4xOb9HvjagXCy4+eD9v3DrNytUX2HjlBSKB4t7zRD9hcmOfMFqiv7TK7leeZ+vCaeYxcXztGsic0b3389kvfIFbdaTJ6B6hbRKL1LA6zGxGTTWbc3x4xJ3dY06dvcBoacj+q4fsXP0Si/Eh3kUkNd15O9zd1QLDOcugEs5uLbO6POSFL3+By695A8vL67juHtPqFwrVoJloNQ+kzTlTWqsE+v0BkuDW7dt0kfYC5y9dpJlMObpxk3YyZX1tjTAacOn0CoPV06xvLvPkU8/x1re8lqV+wfXDGR974rOM928xPdxjeW2LU6dOMxiNmC1vcHt7wi/863/Pmc0hr17fpj9YJpQl12/ucDytqTnmyc9+AV+V9Ac9ygLKlDi9UfK2t72FC5dew4c/+gn+7f/yGwxX1yn6gYP9PdbSiA9/7Bne9uZzXL5ngKRWE5cldsxDtIIksyqq59F2iSQgOVLyps3o+A5ysRaTaXukW7ZMEEsXUZEjLXJR1bUcOlxgGVp5cxOVC5ZezRM4p4Jep8y4CGrwErmLIbZWV05rz+9QkroHXV7HFH5AIohXp2mKNjBUi6zklQHIbTRBdUfJAFS0HdVZSrFe0h0MAWzEgr0RcdAmb2u7qUicObFIyvyYzBmcfQ5nTJiy5imDpJAF0LqUim0mzus5y948SQoDoxWbKqbWg+6CfhYJvtvsXXCkwhNToogFoQi0grraRF8vVAVNTEiRNElfgo5aKizPKUVKqRCBYL5h71ocPQVeMSrTKMrWlEEpN2ctMV/oIuwo9dp0BU6C2u5JpvcSCMY2GjDHF3b+9dhFrynQJNt572oi5GOv15+c/H/eV/+jm/of/fGfVONz5coVbt26xQc+8IHua6urq7z97W/niSee4Ad+4Ad44oknWFtb60APwAc+8AG893z605/me7/3e3niiSf41m/9Vqqq6p7zoQ99iL/9t/82+/v7rK+v/4HfvVgsWCwW3d+Pjo6ArHPRtk4W/2oktmlKUDW6hTQYGxM72se77PyyW0LUPQV2K3qnYYfiT8SEOAM83mLPOUFK+oME5zqeSdvbd1lBjVnCnTgjvDPXhtPnFl1UuI6ow6k+pwWdcWU2decKTYa2/AQFgJ6A18/ttdj0QdmvlCLWoe9621jMuxfoOUeQSCGJRRJuJcf15Jh0Vvu88upHTVhqqvVw80XtQOPe0cXC22JQFAZqvDrZiLAKnApOpwQDi6jjMnqlv2ukgB63XgH9FuKspuk7YvRM9scMRz3S8ZzJzWOqVigOjwnLI+o24dyU2ac+Sn9jg+rUWSaf/Aj1K8+wet99HL7wMbh9hYPbN2lu7lAs5lTrKzBriHUklMBkwvDSKea1pycNjRS0r1wlHuzhfEEYVjDok45neDzDMxs85Eb05o4zB1OuecfWfQ8xnk2ZPHeE957RoMf44IDQNqyMBmxe2OID3/wOtsb7bFWn2TzfUm7foji4w3w+o+n3OPVYj1uf+wq+VzJ64Dyrm2eY7B8wP2qYpHWuHgrNcAjjqV63Dpu75JnVDVHgcPcOl868hrOnT/Hmd72LJ37vKW6/ep0Xn/wM7XRX77W2sevo5DznIsA7WBuV/Fd/9nsI/TV+6V/+W/7C//1hyqJv4EiMLc3UdtTU59yjtXZyNNo7eM+nnniC5eGQ+aRm8/QWV1/d4fTZTV780pNceuARPvHxX+fs+QsMhisUvQGHe/s89LZ3cefWbc4vDxj1CkYbm2z2Jmys9en3C1Jbc7RznZ4X2pVVQnBUK+tcu3WdG7d2qZsa/IwQKpaWl1nf9IyGFUXwLOrI5sYycTHloQfu541vej2XH3yM3/rkZ/l3v/qbjNY2mdc1zXzO1uktFiJI6PHKrQlnz2ywujJkPt8nNo2BGL0P8mcGq3pTJEnbWd41CFU6AXPMTi8NulJmJJm5omMukoqpM8NjPHQeHOm8OTp9Zn08PmFtI107W1yXd5YT8FWHo+ffd/ofa6hZiyknKGPvBTGnE5rnoxuejUGw53lORmB4lPFJooLpaNDBZw1P0kUp4Sgk2LopHQhSnZbYXC8gaMkZ0wkIcUala+5OTuRXt1P0QpvZ6c7Sbk6moEJl8ep4EhuYnOyXqwtWbA/SERBdC87r2qdzGhRAUKijNdjIEVc6DUYUZWxiFMooUGor05clLgVcLLQAMYZNREg+sUiRUoSUWoglriyIzJHgcb5SZsYArogQg+ApcKmlQrOTNOSx0HvUl+p0TV5fA6/6riQEH7SgT4ALeh0EK9rJg7ydiaHNzJI1PcYWdrpW+/O/O8bnP/a4desWAGfOnPmar585c6b73q1btzh9+vTXvomiYGNj42uec/ny5T/wGvl7/yHg87f+1t/ip37qp/7A172z+eQGFDSzx+PTSdXkQ+ho2wxQcsqAskHSre8aZGjirZRpTd3Qgy3ckm/Au218xjAlq2hUO6ZamOxSyNR/x0Hf1d/Wl1A9jrYTdGk44RGNju6yE6TLG8qvJYgJ2CypOSenOs32wQntXdkL6uKwKerOUUjSOVyS8DHRJNgXOBBoHF08Phk4CSfDUkVs+KEKa30uM1EBYMITnNnzWyGIsOLgjX3HPEIvathYK8K8FcqAgjYT6joHIQiVS8xSokmeIjmWl9bZ29+j2Tmi2m+UTQtCahri0ZhQeFwbkfHLFJNjjp/9Cv3K445vc/zMZ5QKXtT0ep7mOFEuD5HjY20flDr8r909gkGgraEQTzpa0L94nlgviLt3KMdTZDYl4qiPG1zleeiN57lYrlN99ZCd7Zper+LqSy9x4ew5ppNDFgf7vPPBe0n7e7z3LY/y8NYyawfXWJluQ3NMn4Z2MqYtS5rTp3FbZ0jesX55hbiI1Hu3KYY9XOnon7rAy19tefbGDjuLuabserXWNtJSx8ThTMcfHu3cZlHPWcTI00+/wHAwoLc8oj8acHBYdxEPRVngvade1B2mryrP6rDkwsaAl77yCv+3n/oLfPuf+M/Z3DrbXf8KdrKzRK9R55UyF+fBhkFi1uQk8NrXv5FbN68QiiGPPvo4X/j8V7hx7QaCY/fmNdbObPL05z+NuEBvtMx7v/07aOfH7N14ib2jPb7vuz9AOSgZVks8cu8lnqoKmlSzt3sLmgVb8ZxOc+/3CL0ei/0dVld7TGaRqio4Go9p2pY7t28ikqjKPge3r7O1LLzp+76d173pHTzz5Rf5V7/4a1SjdSZ1w3w64dy5Uxwe7FMVfe67dJHbt17h6S9f4d3veESLbkP2edRA5yCKOpKiTRHRmQhqXY+q3XFRLe/RLPAiHiR+zaqFc4jXkRVGAeudKQYq7irERBQI5Ja3Mxb5ZB6TtbjMzCEYwMq/7K7eeEwWPoq7y1Vqv8vWX1CrtmsdvsxZO1ZkiQKAxIlLrBXBpajXib3HHLlxAnEsnDZk+QAGtIKtuzaR3SUT5BpFQ7J8IelkAa3Y7ERJum946VimZGBJsvzAKxBQ/3kwUXmy+BFvmhZ77ZTBvgHHnIMkghOPC8mCWbUADSGpKDl5XIiQCmLSobAhJaQIhKAtzZQSRZl0jEYISFnhXGNgGB1JUjgVQQdNAQ+h1HTr5ClLwaekadAWH5C8AVvdQSglAQVI0e17MRjZg8f5pOfKBxudJIi3MtrpNVN4311vGEjNKeEYQHV3b3pfp8c3jKvrr/7Vv8pf+kt/qfv70dERly5d0hMPmh9iN4SyKb4LKszTyLXaxMYRmAPMWkUJm1BsrigFOzkBNN8oYv91nX7He0xLkU2rhm6dKdw1d72j+XMmRZEdEBmIJVHhMlpVKEmMzl+1IYp5vgqc/H79vPpeQS+6u4GYc15t7koIdTRl13O1toJ32v6rROdupVaYJGFPHAt8zgMji1uTJCLQaCFFZdoP1XQkgr2/Fq38RHQuj6sTVXCayNwI54HW0w0lVECnrxlbtYxqRpNqGxZ1Q5scLiR6daR58TanU8RNaga9Qs/1PBHLgCwa3AKK0kMdqa/vUJZeN4oyQUz4HhSjAu8CZVkjzYK4cITVkYokZy3t8YJyMaWXEumwplhZZtGD4aXXMDs+pD4Y4wfQv3eN9uw6Mj6mfvll3PRlHj99L8vf8a38yod/h3c9/Ai3d+5QuhGLgz02vvoiFwu4+NsfYVVaBqFhPFmwKHqsXFyhH4Vqs9Lgy3rMzpPX2HpsndYnqvVV6PdJjVCt3cOz//IX2a+bLj4epJuybTcE3jumx4csJmOSCLPZhI31dY5uXeXw9vWOjXDGaOI8g6WhxvE7PccffN9bOH92gwv3v57eYIW1rWXaGDuW1LtCWxptbdd8MOBqgNsYkCja+nWhoL+0xqXXvJa105/i1vZ1zXNBDQt7t69z61depuwPuP/xxzi4fY1f/n//E7bOXGL71k1o5/zqv/tl3vVt30G1vMao5ylD4vBojzjdYxJrYj1leW0LXw2op0dsrFZsbVR85nc/x2SyIFQ9esMlogQIJUu9PvPxPn/mx/5PPPjaNzGeLPgf/l//I8OV00yahqZZ0OtV7O0fMZ/XTMbH7O3cYTjswXyPNz1+L4PhKnUzNZdXUpATI3n2lKCBhrHRJUJTmrPY2ZiKTht0F0tk7qFkrWndc04YV8nnL7cdcqve7lNvhZWOfMjXykm0Bl7Xu8yQ60iczJ/oppdF015tnLoeen2NaGV9aeuPdtINcKEseMjrkrexOiYL8cZW69tz5qrV/48iOloHZVEyY6BsuqiUQXLMiCcHAWgLK4ON1H0tiuaKuaCFEaAC/ZAyza7HzjsIHlc4YmqzC+aEzUGDZ7HiGKFjq8QKUvL38d3w18JAv2pIAy7aPhMDXgKFBJ0Gn11fMZBSQIqCFBKFBNq0oKg8MSiIdqkglAVNUuawLIUggZ4EWhI+lAjK5IXgCUEBSeEFJ5EUNOjQF4KLCU/osnqiF8QXuFBAilrIW2tbnO8kHj63US0XSGx/FoskyPf+15fv+U8MfM6ePQvA7du3OXfuXPf127dv88Y3vrF7zvb29tf8XNu27O3tdT9/9uxZbt++/TXPyX/Pz/lfP3q9Hr1e7w983TmxGHobB2GVhXPSFSqaImvVhtIPSl+CVT/OtC+uE+92Z8YlvanFdYWVM/0JPoMb6cCNgFqw7ebKVvisqcmiX4FOL6OJtgZqfK7rDFGLUPgcc66FTB5HgS2A6tRIaDVt2ibT92QxabBqpvD+a1garfwcLiUKhDJFQhQW4jhIsJ+gNkpa8oGRk/d/sv5a/zgDyXTXTC6MwvcK5LRiFHzSae/RCb7U1Tmhi2ZIWrWlKESvzpPCacUUBao24RuhqqfdTC2XWmWaorJgYqtwGyNF6XF1Tap1pIIvPDE6UpMIhWdW1xSjCkJJGtcUTUOcNxSX78XJnDRdUOCpj+eI6LyqKHOa2NC7fIF45xru8JimmTLYWoMm0h4dUbxylcnVI3o3dgmF5+Fej8Xzz3I6tax6WHcFp8c1A8BXjrLwtLGhT2Jnd8F9D55jmGr6GyVj12M6TVQXz9BUBQ6ht3FBh9zP9zhMenyqIlgoYNQIA6Pw8RDrBZOdW8hswuvf8U6e/Ozn2X75OVKs9ZoLep0+9LrHed2bv4nf+8Rvs7I8IrQNzdEu3/W9/xlXr93gtd/0LQxGq+BsVp7ejKSkC2wezSLdRpOMJs83lzNAW1CEknsvP8h7PvjtHO9t85knnuTwYIwPosJYhFQveOGLX2S0ukrZG3Dl+acI3jMfH/NP//E/5s4k8sjr38zLN26yfXub2XgfpGa8e5PjnW3GB/uUgxEyH/O+7/oWxoc3OLxzk/7yCr3BgDTZZnX9NMvra6yvVJw9/wZ6qyvs7R/wz//pLzAY9HQIZd0SUsNoaZXxbAaxRtqaUA4Y7x8wTDCfBybTI3zRI6YpTVIbe3YstSIk0SJFTLuj95Na1yWKMS4a9xDlRPGj7XxwQa/zvMYJGdBkd1cinxZcFunqMiFFvikVDAXL5ckJ74KN8rGi6O52RR5+c1K1n7hYk5V9Wd0oBIIB3xZNeXaS8K7o2CvFMsoGeqSzsIukbvREtIDC5GyKuGiDJeUWijOdI9nbpte8EhoWImgsl/c2S1GUYZKogZbe1mwJNkYigM/hn16Pp8sBj8HhkjJQinf0vzFZTlmyYxVdx4C7pKYbF7TzlZJA4btcIF/kUUMCtdBGgZCgp+dNh9cGYgmhFCrmFFKQYiBVCVcKpYgNO0WPM0JIJY2Jo31QFrEKJUge52rn0DuQqKG7oFMCEONnhVY8gaR2hOBJqcD5ktBpmfX4RhsZpVMSFNxqWzDLHTIO/PpCn/+kwOfy5cucPXuWj370ox3QOTo64tOf/jQ/9mM/BsA73/lODg4O+NznPsdb3vIWAD72sY+RUuLtb39795y/9tf+Gk3TUJYlAB/5yEd4+OGH/4Ntrv/ow0Km9GSZQ8KpAFkRprZdUm6CO48rVEjmDZErY6SIu7scvFojc8smoTqc3GMmLySSdSzmKOuCHvShabFiScq6wAWfqykyhaNJxnexSCclW2aZOGltdVdRpm/1X9Eo3JMxHqoREKdgwQnd8UlagAAKeoL3FNb/9UmYRuFOhDFfGzYl+fdJVkVp9JUTdXV6sCgsxYMFehOW5mdVZwDEVq35NHp8owBBZxQp26CfrbD8C9WDOOpWT3a9SJSShZ3QWHtMUPGhLxxF3xMXCZ8g1bYRSKIIBe1cZ4T1+gX1pAHAL+tnC6WnOZ7jvCDzXcqVkng4pxDHbBwZLjlGfUd946bOMIv7yKklZvtz6jtj0v6ctiqQQQ8cDA4PebCKrDT79A/mrFeJMirDtrXaI6SItA1tI8xdoDcaUu9O2Xz4Ik09oRgErn3qBdbu26AYrhC2LuCWT9P4ZXxvixu//e8Y+glUgZ44xk3U8EjnKQud9J5bCG2zIE23eeGp3+cd73oH7fgGB7deUbeN96xvbvKnv//7+Ob3vpd//a9+kXo64+r2Nuujgv/m//A9vOWd7+Ob379Ob7SK8yWzxZzZeJ9mOma0ccqKEEeyzU3HNGDjYawdfZcbxhNw3jEajJhM5tzZvkGvF/QaTeZkSkrxV72KgFDPZ1T9PrOjYyQlDnZu8Vv/7he5sX2bWdOwfe0V1jaWaSTQziakGInNHO8cp7bWeNPb3sZHfu3f0LQND95zibKsaPdqXvv4WU5fuJe3v+sd3Ny+zu7Nl/jMxz/JR/7tv+ahN76NUX/AQw9c4Ctf/grNbMr8eIw0C5r5lHObq2ycPcuoD7/4b36Nt73zm9g/2qEoG7Y2elRFQpKmdOt9oO4vARWUxmgZP9kgntQNZEAmibZ7NPhR1TXKoOha4MXm/JlTIxudTnLJ9IbP64J+Tx1WnkS2zHsye663uWZ/2TqUmelCl6c88ia3/LOTNVjBhtM1KSRvWiMtkaIJnk+YKWNFXC4OxQrVYLKFCOGEffCu0EgM05w5UdF9zjyTJN1nj7ZK6lpre4IxSx5ofSJ5EK+IxEW99nyhlnStFhK+8B3b3ZJZIW1BYmu8BtNa+98KXzIMdLqXJHtJdahZ+rQJ3FOhEgMXEqGMyIndiqIoTDDvKEX1Yb2UcL5E0CyoXgGuSJCUEQoiNCJ4V6jrS/TdqORehc2SkramvAY6UngFipTq9hLVz2q+UDbnBJOERP399rreB1P86LEN6NorXaZQxyZ07PLX6/GHBj7j8ZgXX3yx+/uVK1f44he/yMbGBvfccw8/8RM/wX/33/13PPjgg52d/fz583zP93wPAI8++ijf8R3fwZ//83+en/3Zn6VpGn78x3+cH/iBH+D8+fMA/OAP/iA/9VM/xY/8yI/wV/7KX+GZZ57hH/yDf8Df+3t/7w/9Ab13ecKEAhCXTLjn8yxaEI9zWWoc0QF4kvGCMid2sQaraZJkpscqBbspvcsOLiNMOioVCLpZK/uh7BGYwJBcMZ24ElxhVvMEMd+43ohnu6GlA0MKlrw5KiSDFrNPIu6ukEajv6HbQHKSNWIA0ekRSCl2OUOF0824jZHjlLgjjnnXAdaaDmxREw06XPZ6C4Eej4iBLLBjkTqqM6Aapjbpn5SXV2e0tugsGhFokqaMkpI6QIBmkWhxJii/CxAWpiNaCP1KXRo6aVuoSke9EB3OF/R8LKYtoe8pS5B5iwueYlgwP5hRyBxxnrA2JM0myPEx7SJBE3ErA3pnPXih2ZvDpKaeJ+K0ZXB6mcGoot5dUK32WdRCCIHZ7pgzODaXHbPjfWQR2ayAheASlEcTqkFAPDRFYDJLzEQ4t9qnOtrD93uU956lPBJ2rx/Re+QiRbFMdH2qM4/Q3NmhaI94ZW/OXh2ZoeDce0ew4Y+idIIeLxK3r1/l0upZfvHn/hEPPXw/1XCF+XGLuMTS+jp7ewdcu3qN6eEe8+Nj3vved/HGtzzGt33ggyxiYFT0WRstcTSr6RUlL7z0PFe+/DTv+VPfT1ENiG0kFLnFVdm1o9dESnYNc9Lu0Lk/nl6v5Ohgh6rIY1XMHGCgqalrmnrBfDZn0NsieGhSw2Ieuf7yC1x/9RqrW6fw7YLZIcyODmkXMwRRRiu1PP6+t7G6tcHVl68Ro/ClJ5+k5x3f+thZzg9q+m7K8e4N9m9f587BmNnhhEcevczR4QGUSzx56wbTyZR7Lt/H/t6YUb9EQsH49sus+1XWti5y/u1v5td+9aO89o1v5s7eIdd6Yx66vMLKcg9JbacT6QqynJ0jOqJCJ7pnbZCQ09Yx5tlzl24kpZN7M2HXOFbQOdOT20gLpGNwfGZncjFna1VwecK52LgcZYmdyQRizveJSZltpbhx2NgK1F4figyebN2Uk4tAAVOnTjR2+sTg4bxXYOTyrKmy0xPlBds7MayUtUP6fWfaJ3HSDYcNxmhEYyU6Z6sVVBouqAAoa1okOVzlcY2QCq8MXLDfIycbt8PbLC9bzbJGydbhrJnLuU7eOx246s0qFmwtFxTMmfMqukBIyqCTEqmN+DLgJOKkxMXAIkJRCEhJEMeCBUFaSBFHRS1JtZ2SKIKBIypdO0Wt7Fn4HUKp4JdG2USFMoi0pBAobF9UHY+zcRro+/Oa2q/n0tuYC30kEj65bi/NzOXd9vavx+MPDXw++9nP8r73va/7e9bV/Nk/+2f5uZ/7Of7yX/7LTCYTfvRHf5SDgwPe/e538+EPf7jL8AH4hV/4BX78x3+cb/u2b8N7z/d///fzMz/zM933V1dX+Y3f+A3+4l/8i7zlLW9ha2uLn/zJn/zDW9mxCwpjUKxN1HbAoyM1OkGfN2Gl/QhkPQHpLjU6YD1LY3n1prSdVsHUCRiKorkzGoGvC0+0m7b73WLligGtLLTOlZHHae6QXYjeZnVpFaXvBfTn2pwxYRVOsp/3xsSk7MDC+q86XdUYr1wBYuxT0PaUJAoSISWaCEfRMZYTZ1q2r3arlWgi8wCxSkKBVJSs8cnARx8RbXHFVojO0SahLNwJ7Zm1WgJtY+JGO3cksYrWtE9OX7BGKJ2DqDSyR2knV+R8Dk8yhsg7p5kZIri+R1aXYTEhNRHXJpqjBb1RT8WHRQJqyoEyQw5HMSyhgMFqyWxnxrAfOJwLqQis3b/Jzkv79EpHUyf29uaUwwpcZGOjQuaJ/qBk++axNiQXOtCVUlmvOKhoA4yl5OzlJdqDGXH7iP1Jzemt0/iecOFdl2kXkfKh19MMt2jnU4rjIw6ef5I7L1/lc7fmzIJXxixvDKLUexG0vSkGWqeTI/ZuPs9RucznP/27vON97+fWjWu89MwXaes5H/6VX+bDv/xLBO94zWsu8d/+2I9x8fL9IIH+8jqh6pEQ6laHML7mtW/m7KX7aBLExZzf/JVf5Jvf835GG6coq0HHcIQQrCq/61Iy3UWMNe1iwuxwHyeNnXYd2JjD0fAwPjrGOcfe9h18oaMxmqaG8SGhmLJ9tEOKkVD2LGSuIRQFKTakWDM52uXFpz/DledeUOdUioTgmI+PObXeI5bCc08/yReefoFXrt4mOk9Y3kDCCtOjfTa2Nhj0K3Zu3ebRhx7g6ksv8PC9W9x78TV87jOf5pVrV5jNa7ZWV3nio7/Gxrl7SGHA+LjmkdessrLWt4wevQeSnSOxY5Qp1Rz8h7HYWjxEkqWk67lMHcsteILLpQnku897Za/zGoa5uzT2x9KNxWGOZ13vxFG4gmTFSs7cQTJbrUAlb/R5ScDAKpKFy+ZaNfCjc8Dy+ArVBuVWeQeqzBUW0ZaU72I56NxbYoBNTPuDc5oCnQRt6wVIrQG41GXYqHYyj+NIRJ9FuI4QAReVxCk8JB0I4ZPQhAhlniDvO5OJa07Ogy88ErW97o3N7DKDyAANs5AZsExJ4wu8Co+9tfaDBFyKUJjbLwopRILovK02ChSFOQA1NDFIS4hB5/AlR40QpMRLJEiJi4Io0sEnVFhdOAiRJIWO8AAcwYT4Jv8IpQnoAz4kilDRSktwHi8qQ/AipFDYB6Xbv/JwEcGbmSEDQ1vzv46PPzTwee973/sfpaGcc/zNv/k3+Zt/82/+bz5nY2OjCyv833q8/vWv5xOf+MQf9u39wfdjLaa73iCZBlbFi95ZyayWIkGFVyYyE/t+7mG3Jm4mVxeZlDCkKt42XtFNO4m6CLR6Mr7FKlhFzkbvZ8rTgFGGH10SqhNjd/L0eAVM3sKiXLfA0QUkOp+pZlt6dHWz6HtOwBB5kdCqTz9yVIG3/ZzqexKhjYyjTmFfiFk8DegI0jkXIONHY9ySJpao9k/fU+j62QYckx4HnIkQo7ldnKON3d5GtPMV7UZq25OAVB9gUCr4SzZp2tY5fXJh9tBaKPsFzqltXipPO2/xVUFvY4XaB1yhIkNZtPQHBbNxQ7FUEBLMDub4pKA6VA6qLM1Ux2AUGJzqc/v6lNmL+1SFY+V0XyvH3ojj7UOGqwN6Ttto7aRlY61ivtcQI4yjw4WC3lLJYhaR1R6p1+fmnSO2FjUuJibLQw63Wxafv0O1NeFwXnD+4ZLoe7TVCuNrN1i8+hTP3p5xZeGYWc6Ls/sgRq3zk7FppiTBibB78wZbZ89y5uImv/dbv8ny8gCRyM72Dikl6vmcleU+f+mv/ARLmxs0UtIrBzTRI75kvGiZLWrKsiCFisHqKYREs5gxHA750hc/y5ve/X58qKwzK+zt3KJf9Vla39RqPkby7VeVFRsb64xWBoxWK/oHgcVCQ/2c95S9klAWxEbD/8peSdvoRZNiJFLjEAarGyQRpvu7pJRsxIxeSCnBpz7+uzz1hS9yZ3sfnGbYVKXncJp4+as3WT8baNyAU+cuUUuf4+mYx9/yFq7d2GPvzgEHu9s89PCDPPP0c3zxs59lcyVw46Wb7L/qOHXmAqE84otP/D6LQcXRIvHyK7fYOP8A0wv3Q5n45jOXWDSv0MQGEQ/prjYXQvRitndzwiQhSEIzNXzH/uh8QmU9iFh5og4fnA0BDllto2AGs4fnIhGUKS0spM95Axkua29yrWQ8dl4HzQqPwxxRtsYYiJDMTImjEN+12DVWw/RE9k9eR2OKSNBedTBGKDrRdaorMrM8QZmdVtQwkVUBPtAVrjocNxHwupaQOj2m2O/1ocARaWxYqit0HUwipBDIg699KIgSzcKtrqkUFYiKV91O9uGKE4gQRA0hzo5ZVzCDmQ44YY6SFqv5vKgMwSHRK4tXgreiLaQIQe3vpNSB/5gCZdSxHqEsCaKAJZiz1wfTg9p6jXhqaoqkifgK6koaCZrHJi1JSlpRI4loqhhOFoRChdbKIHpisEGuriC5SOGCkQcY04i2AdG2oH7G/50Bn/9ffGS6XGyRc8bMGD5RCjSpYFCwHrI/sZLrBWp8Y2Fo3Wll4n3mMrR9lLUxkvLwTQEfbMEBgi4+4ugqJu1B0znQ9E3rq3Ypty7jFs3nSWBtr2C0czhByXlhss9SGFBIopdZ8E4BmtoGrLWQGRujvZ1VfE5Dskqgn7QnG1NigaOxRVYySBM6+6ZSXlCibh9ND5WubZYNKfEuhohAx0YhOtzP23ONYMMhFErNKVthILAWBUQ+6UDT4BxVUGutRKFypm2y6q5wDjdvKJYCsdSsHdlc4/BgzGBSs9xLFD4S28jo1JDJccvo3IDJ9ozpuGF5s8+sga0HV9h+do+IZ3m9YnpnTrE8QHyLnzSsL3ncqOR4f87k9owhAnHGcZ2YHsxZubQC/R7jO4eEfo/5ZM5iNsetDpDjCYu9hv5Kn53rY9xaw7nHzxImE9z+mPsuLlPfOcSXKzTFgDNvfRwp1ykGG8TDCXvPPcH0cI+PvTDmIAlNlO7aj+aS09ocPbgmqG1FkNSwc+sWq6dg69xpjg8PdNhprNVVFxyFd+ze2eaeR95IUfbwZY86CvvHM8pSZ2w1STUXmPYkEXjDu95r2VJBwZcB+heff5abV1/hu77vv6ToDeimpQPeJfplYOPUKR58w5x7Hr7I7/3Ol6kXQr/fo24Ty2srkBJ7OwcUpS7y0mpLOsaIc57hyrLmfZn9W3AnLRIn1E3LnTt7gDIIW5tD7r14mnvPnGH79i6Tg1eZFz2a3oi11VUuXb5Is5iwmB5AmtHUYz79id+hKPsUvuXesxc4vb7Ozs4en/jkp3nosfsJlWf3aMZCAptnLjJYPcVsLly9OWHxyVd44+Nn6Jc9DmY3aXWgnvqQMvPDyT3miHivlufGTBqeZHo+C8gzUkYZHrQY8s4KtlwAua5QwnHiEHVazLm72W7dqbq1Suzn9VtWyHXvWWfuaRGSn6PHNmsW8+uoZT6LeDXEMI/QCD505yqgOhPxHoJqxrKrtfDBWCqz1RuLHdEiyhu+ix3Tou/IBf2id57kkwb2Fd66TUn5JaeCaik8CzGIkDTBHudJMSgA0lfs1u+cb2Sps0BCoi6YWRaQmX1bgiHpGpylpzl80gdoU6IojBUSzf2REOzIOppIN+WdJBQIIapWpzCdkaBFeSvmJCtEPxsaLiohu8RKW54XCGjQZCEYmrNASM3hilFbpNK2eCkRX5C8Jf5j67NXVk35AOtceGXr9UpImuL+x8Dnj/5ImWHJB1M4YXXkBLgAyjbY3ZGH5XWuFBT06P/mnrO1UDomNdN3GBOj6DZ6upsuV2a6DqhwV4eJmuIlnNDNyRYf7l5mnFY4OkTU4YP10q1vly2hYAul87Z5WJUTlEZ3wRuwSBooltRNEhMUzqsIWJSqrEj0krq6SmMFumAyW4jvvlg9wgjHukv0DPSoK+OEik6ic3IUNNqNjlZ+0Z7jxFJp0aK25ESntEA6pi5Tr4UWVtRWNVVGGwcHLigL5J1QBMciCvNx1Dj6xnGnKnluu+XcwPH4ZmJt2dMbesaHDb5XEKNO4i77nlhrnNrey0fEaaKthOmkgdJRDDyhDSwWNUVMNOMFK+s9ZFIzm7SkHpx67Cx1E7n1wj7T+oBT5ysO9mbsHy5YX6+4szulcI5e4Tg6WlC3wqCOHDx1nd6oYNkn5reO6L3hfsr716jO30fth8h4n9SUhLLCpzv83gsHPHekfIcP6qZImT3rQLtVkab3yQMuXdRU5uQO6C+vcuqe+5jPpkwO9oiLGYfHc/7R//BP+c6bu/zJ//wHWV4+TVEOqGNEnKMqSt2QUkb92nI8Hi/4wmc/y2OPPMy9DzxAVQ1oU8Nr3/hNPP66N2mhYNdECioMPTq4Rb3Y58adVzh9cRVXBlz1OE99+qsEVzIe10yOjwBHUel13htUzKYzCq9T6IXEnWtXdChlUJG7Xrva9C7LkrpuDCTo8VlbX+bN73oH7/jWP8WVz32O2y9+ib0rVzi6s09vZZl+GeltrLGxNuTO9etMxhPKskTaCbGZ0ew6ZG2Lt73/zZy+/zyPPHaZ/zks+L3feZayP8SXI5o2InEGwXMwgat3CtZGI2grUqrVaRX1HpIYFdDZSAqH71pC3oGPSe3T1vbFCy5a8dcVaL4r/JxDWQ5/MhBZ/Z+5zeRNi+W7EMM8uDQEp6xUt9WjYnTJIEfBpOqOdJ0JZmtPKYKH4AtbJy3vR7QBEhyW9KzJw2qV0NeJtk7nazevJ5qQ3C3P4NQNliMStO2XV3vREFhbf6N4xGt6s0eH+kaJmj4cHEVWJEpSR5cxMa4s0P65LsCpTjidqEzhvYUe2nUWTb8UdFaYMzbu7i3eGRjMsQb6PGPU7NhLSDR2jAOaw5OK1mahFSxCQxADbyLgEikVJpIXCikRSZSpxEugTnrPh6JAaPAp4ooSj4qlk2jLnuzGFQNRQa8DcSVOIj54WgJBNNJA6VQ9n2LMmyPomu9AfNCMIrE5fl6l9A67vr+Oj2944CNmf9SN/6TfLGbRROgARLIbW4y2UTDhu9fR1lKADH46tiSRhYA5bTaFk4ni4gzd2k2arPXlkyLe6J1ZUL31mlHxnTuppAC4+/16sawMk/aK6me0BaYVjkZdWBVhuRNKV4stWlaNxNRVWbliw2W6VTU6PSdUWHpoUpFlSt6qFgUsWlnqES4QTnvHaQe9TAkbaHFJmRrnTqouMZGyJMvmMVa9SdoSI5mN3TkWMdEaZrXxPYy8MI9ZWAhl4Zm2mrzqDQgG9HXnKVBHmAlMWscOnlePGvblkHEUzs4jJZ43V4HFrIHgqHrC9HbLcKWkbj2DMwMWBzOObi1IyTE6u8T6605xcGWf8e0pfe+ZzxO9pR7SJvoDx/ER1M5x9nVnufLkbfqjHuKF0SBQ+YJSWvoF1JOajdUed/YWNH1PHVtmOAarQ9ZWS9rbR7i2ZfNt9xAvjWgpcYN1XBuZT6aMNrfY/8rHeOXKDr/5zD7jUNC0LSK68GGgxxlQzmxfxyTYImXKNiQK08N98A2D9SG9pQ3mRzOKosf+HP75z/0rPvnxz/DaN38Tf/L7/wyrq2usjEa0IVBYyqsC3ZbpbMbf++//Dq889QU+8MF381//n3+CXr9P4UrKpTVywF6SFheFo6M9ppN9nvny7/LxL/4mnCk47rfEuGDr0U0e60Vmd1q2rx1y9swZXn75Gj6UHO4dEaqC0FtRxqdNzCYzYt0AkuUe1mKJWknHRNtqSKACQDie1Dzy+Bv5lvd9kAcefwuvvvIiX33qC3zuUx9nNj5kb2+PJZe4c2OXzY01bly/yajfY6UfOLUcmBzv8vhr38HmpSVOnb2fOiYGyyssmkQ5LFhaX4MwJIpjaWVE1etx9cYu061lXnPxQY62n6FNCx36mJR9ddaii6KRD4GCVhprI2v8Q9bGOLs3s+vKGkh8TZZEUAZYZx8bM25rj9ZmjuhsSruZK3LrxXKc9UYOCsRyGwvHSUilRRU4n79WaLvJZfG0Rhc4TOiMFqwqG2iV/QPEZcefMj/e1ticyJAFzd16CTivlpQ8hR1rIXk83uuCm7CNV7Rtky3snkAICqhSElLQ/aCoLI7E1kiHFasuIk1mPgxiif3eADRasHontkGYq9SE1p128a61HLBZZnpCO6dbQu9Pi/ZwJYi0lrEknfC5bgtClUCKLodIRHO8fPSEIoG1s3AOL8FIgaTfc2UH4AqvYFETwXX8UCIi4vFS4QRKY+5LbBisnOwp2J4lPmpQoskaxGuB5K39Ff8Y+PzRHsEHQmZYRCzbwcCAsRbOe5P0uO5CPaFB9UY/mbJud1dSJJ7QdNAsxtNOgs2NshdIxtCoPTHgRUWfwRd2w1pPXksmrYpyn5wcAuXI7iwxeypO5/uQgZJtMFnIoZ9U9QD4LEJGqyATs2q0h/3uZJ/V21/QhbXwjjKh1mynx62xSce6UZ0cz4TecEPvuBgcm94yPzSpSBdLl0eIKFAqC108C69vME+lx6rYvlWjwYDQAq3ayo7AU4dGFZxpfdRZ5ypPdI4iJRqB/Vq4jee3p4mrCY5Fwc+Ultqm0y87eHtwHMwje7uRjaVA6Bf0lrUnPj4SequB8d6MsGhNdA6yaNl79g7eOXVvHc0Io4Jyq4c7XtBMG5bO9Lj1yoSXn7pNERxrWz2GPU86mhGkYdAH2ehTFJ61Fc9AambHkTAsWC1Kdm4eM5o7lgDfCPObM8LWCk2a4Ne2qekxuPQG5vu3GL/yPB95ap9XW89x3SIiREukC8Gpq0aShcPl61atrHpMLYVXIBSeaug5fbbP2XuX6S1V7B1OONhfcHRnRhhU3Dzc5+Zvfownn3yGB+45x4Uzq9x7/jT33nsPp8+dp6z61IsFUYR7z5asu/MUHDDZf5UYJ3jnKaohbdvQNnP2dq4T45wr157nxWvP8+rRVY4HM5rg8HWkV3jq5pC1SyNW14W1M0NmBwve9s2P8uwzL9KvhvRHQw7HDWVV8ZpHHqYaLvHxD3+M2eGxJn6L6SmcEBudXI0xmLk9fuvmPv/Pf/CPWNu6l9e+9V2cufc1LJ26AOvneOHpz3HlxRd48eXrvOH1j7GzfZvv/77v4lOffIJKWi7cdwGpCr7y/Ku89/IpoquJKfD0F9QVOxz1adsJ+zdfxeOpj5VVK4arHE8WvHCt5vKpyxzsfhmhtjUpEJxNv3ZqXEiis6ry38VrEntKmpaenLNJ4ne5vzKTbH++BjDk/zhnJgpFLClr72w9TNbxyODIGVvkczaLUy1NXjt9p+2Qk/aZgayk38ja3q495V0BTjU+rvCdGUVdX1qIOv1FSjKYPqj7jAbQguVJxW7t9Z1hJZqe0JMI1vZPwZLrY8K5AoiUBJwEojPNS1kSaaE01t+Jjs5wmkvlMBdwUnE5ovO1AsY2Omvl5dkeBrj1I54UyphMwxlb5SK5l6jXrxXdsVVBtE9eDTzR4wsoSj0fTUqEqjShfISyIlGQpNGiSEAkUoYSV5S0SPd+xFie5JO5dANNwpzHQhuVJcuDjxHdfYJ4nFervSt0L0xOHYfJOz1/PnVSkITuT41k7u7r8/iGBz50VY7N2DLskjMdMhI1r4teWFbp6EadvmYh0OvTgILLLI8VT8YOeRLirdcdnd2YuRellZZHtTdKSesNEDKmctaW8pmSdp1rKgQbN6HXnr5/DxCsKjA2yMR9LtvYvYICl6y6D2jfXbTKc6IzclwXLpiPwddWINE0IAvJ0CgZg6b/cqKU8rKDTS/0nKZ4lkB5V9YHqPBRxJFaG4Soh8PCsbJbxdE09gaCslp1spBDgeDFgKtaPesmF7KOSnRWT90misoxd55/e5T4rNhAVbs+cMZ1SaIQOLM6Yl2mDE6PiLMJvUGgmbdU60Om8ynNrKbqFcQUWLnU5/DalHoSKV0gzuYM7l9j+bFNDp6/w2y/po2BpSVHHNesDh3lxpBrV444ujVldbWkWRlxuHvM0qVNZi/s4aPQJ3Bqq2DqGqg8iyZyz9kh1XSKE5hFx/ilbXoeuGeD+mhKOnWJdjzh+JmP8Nyzr/K5W1P2Wm8A1dolPhDK0KXVEpzmsgjaQolRnTKoliCmlv5Sj42zQ05dHLJ+qkfRd4xOr3AOR9MITQ2LccPx7QXXvvJlXnrmCwxKx7mtNVaGBWdOrdPv9ej3C6azKUlgMBwwqQ/5tV/5Z0RqNjc36S1vsLO3S6Rm/3iX/dkBtWuYhoZFiCTr31ZBt9gQtILtb5YMVktOX1xmabDK6XveQInjzLn7ELfE/t4eR5Mpj77xnaxuley8+iKz6ZTRcIjH8ZFf+TzTo8aYy3yvYw0RuPrKNf4f/9e/wDu/5d18y3vez+kLl7l08QJXrrxM6h8QluHzT19hte8Y7z/P+9//brZv3WaeEuOjCdV+zWLmkeAog+f0mVVuX9thqd/DNRMWh9s4hLjYRxb7VKNlNs7cxzRt8OI8sdlfgjjTosAATR64k9tXwRtDYL3j5KTLrsksr/kgFBT43FbBNDPoMExvDlBjg/X2sP8aQPFWmPmQ7cehWwt90FIt4NWEgLXJDAgl5yi9uTvteUWe04ax3SjbpHELOh8MbyJkl6eNJwt21VYUTt9XXkOyy0wMBHUOUsl6QV3vEU2YLjxIUgZJdYY6r1FDaz1FUesLW7vKFUKjXSQNWNWF364Zb0xIq3oW50ltJDQqoFfGx1kSt8urUAe6s0QydyLI67Yz9g5HEJvpaGy/T2hLM6hxxSXBFeYERCn0lAoFv6lEJ9rXOGkJVDo7UhrV/ZR2nUmkwnSUoqND1KYuIAVOBLVmFJ2z0vkWRwHBZAESTiQmLoIvSc7kIylR+AKf6K4zSUnZpPTHjM8f6ZFpW8TTqJVJN1fv0KhgbfN0IjeDNl78iZIe6UCNyh9cRwV7pxuGcwUnRlI6RJIdVnpmrQIjIOJoHagL46RPnls8WQeUbyVNVrYhpWShmC085tQqbAifXjKOQOhwmzcMlzpRoWmDYlKg5gSXlCkJXh1SRbce6S2W6cfaORbOBiQCdzsSsHe86mHNC72gra5KtB8taLUXk50DJ8RMmytuAwOBMSl4a4HSuy66vucd/eCYt0ItGlroPZTJ0SqbSuGhNPdaEsdu6/jkHJ4WmDnVmmRWzHtPvz9gMZ8yCB5/NGYwcpTeE1uhaCOTowVutaBaHhEPJ/gepEEg9ANNI/hFxDOntzbEj3rENlGsLiHtgr4tCD45/FyY3h5z5sEtpgcNB/s10xZOnR3yyvO7xAbOXRoxPZgzLL3OdDqo6fUcPTzNLEFZUj24gr+4xeG1Qzb6gVn/NBsPfBM3f/2fcP3FV/iNr45p1laY3T626zKDcz1Dydq5vijxoVDwLkKi1vsjeLwken3PxqmKM+eGbKz3qCqnMf6iV1pRQiiUtdt+6YC9m9u088g+cPP2Ht7DsFdC0jlsm1srbGwucXR4xJn7N9mUHarlkq/efpXFrUgyXUf0nrZqSCLU7iSMLuS0V+/xpjEgJHr9kl4oGC0V1IuGXhEYbcHm5inuiescjXeoqgNe+7pTuNcPWBoNGPYrZtM5g+UBv/jzn6Cetnr9es/WqQ32Dw6JTWQwqrjnvlN86rc/yu9+9KMMhgNaBixtnKHoDxkN+6TBgEk95uzmGi+99DIpNkwWU/qjil/997/Ll770Aj/8I9/F6ukBf+pPv4P58ZirV64CgWG/wjtPWQUunF7CFwXXX/oip+95gGLtNKkscRSkVHd6QFvdyHMmtEDOLjVP7eJdWV50a5wPumEGY1s0nC/XdsaUICfZY1pvaKqy890fnRdo0NDWzoTDiQmAJBnDY6/sC/K4HEHnxOW8poTrdJSlsY+tJTNT3DXr6S73mPf2Xuz94+x9ulxB6fFRaYKusw69pztZf24tOSAms8MLiNfN3lmitBNSVObKWySJ2Ot6B7Q2f7BW5BxT1lPp6IfURP2b84QWgyv6XFcEpI0KuAz0uJjF5e4uJE5XYOqoMQU1zr6YxOGSWelF171uwXTqbPSlxoUgiSiRkoJAYR0EO1ai+0AqclimthyLQsdlEAUp9X0GQaUFKVGWhcXEBE6mAjiKINSisQAeIRYaYphMwhAlIS4SfamtS6MQI3/M+PzRHiraAehcXZrUmeOy8yBPG4aXtQ9JkzYx5iGnjpJFyU5UuCyAPxEa54RTvbh1GKAClAxHDJiEDAOwm9oMp6ErG7osn4TDeRMGG8PkjfLo6OmQx17oTa0WYVX6OmOkfNBPS4oWQZ5U5C1Widnni2A3EFY5uc4umpJQJw1UTmQKVI+TPtTBteRg2cEAoQrqBgiS4R22LIiOAHHa7m7NldvN2XGqJXBOXVvZOd8LylJ5oDVh5jyCeE8vqHtp0QqhcBQBFt7xK0fCR9rEYV5M8sLiHGVV6cIZCp1pg7bHJjePOL1VIIuGfhU4uHXM8oUl4qikWquIBzW3nz7AF561+1fonxuy//IBk2d2CM6T2oaVrRHjw4Qs9ZjVkTCs6J8aMasjs9mC+c4cPBxRsrbS42h3ymJnSpo0NGVBtVyQSqBp6a2UHOwltt77WmqpqR64j0sffA3XPvN7nL74KLc++cscvvo8v/XVA640jjvz2sYZOA0OK6yqtnC5UPYoqn4XaChJ8G3EuUTZL+gPAmubPS5cXGL91Eizh0wQLTGnygqz4wXPffoqt57bp5mnk8Uaba9N65aqKnAexouGoUSqrT69CwParYJF5XXWj0CSqIyGKkFP9BMGeqqgC6saeoSi8JQh4EPAl446HlP1S0JwHM9vM725R1lUlAVQ77O8XHR/L0OkXO7x7m99DU2z4ImPPs/B3pSHXnsvZ85s4omcPb/JW9/2MJfvv8iVr77M4V7Lv//lT/Pxj30Orl/n8n1n+JGf+K/58G98ik9//HlefSFxZmvIu9/zOt753m9DguOd7349//LnP8zP/Y//Cz/8o9/N2TMjfuz/8qd48YWbPPm5F7j16h3GR3OIkRuvvELo9eiVFQc3XuTg5svMNnucuzDSsixZC8WpkD8Z8AheWRohqjEgeHwrHeD13tvGqvo+BQLgfWFRGfY8W8+0beQ7BjYzMt7lCkWHFWTHUghBwZAvOkMFeGvZ27pgmWiOEy2ZunpctwY67w2oG2iSuxxtTkXX6pYNNhTaWBCfWXhUi2m/C+dt3TRQ4bKOMU+X13VEzLKfRAdrBBHatsVhsSdeoI1UpescSHmdL31J3TSao+OcuhddJImnpbXzYrERtuPgogLHFtMNKYPlTYKgy7PYjkF3vBRgJhOM663WjWsLYlMA7Fg0xnolwRc2EqQQWERlkFIeYguUiUL9/kRJFKmgpKTF7sEUCUVJK8n2UTUFOIQiBWOeEpoWm3BFS1lUNBIgFDgCpWQ5hmV2ibrpko0UiSlRuqTXUvpj4PNHeti1Qlbye5/tjye9UY8nj5pwJE3lFPAuma4kv1oysKSP7GISyaJh3ayjyElKssuttmDolu5mDfa+nA95NIq+nkvgVRWjm38iJ6NmS6d+HGszmQ7IOUzIHdUuDHjLvpCuJ5y06nFCjGr1TZJ77Fo9xa6Q9DhpO0Gg9t2hEXVCyF17XE7SdehFNXKOkRO0VrUBpJyUq8Gbm61f6M23aAnppN3lUABUGiBMIiyS0ewCi3TXYibQGxRsvuPNHD/xeYrYaOVqYOowOZ5PwhHY5zzhp5x3LBYLu048R0l4vhXe4T3nEVgIxekBYbXCHS6YTZIufKWnnrQIXj9Hk6inDdWwj1vUlL2C+XFicmcMUrB/NCf6kunxglNLkXbasH6+jz8/Yv/lA5aWC47HLQMPblJTOs/xdoOrHIPC41rVVYXzS8xjSxh54mzGzVsTlt70HTRLKxztvMSnXzrgC7sNO7XjcKyMie5+JxQ6PuJExxsUVUlbNzpHKCW8V8fbYBDYOLPEmfNDNk4NGK4MiSTNTrHNAnFMDhc89bEX2X1lrGGQXTWdWaaT1ubK+oiqB8XIsXHfOv3TA9oq0dr9oOfcdcJqZWNzceIpg6dwQul1cGIRAsHrSAu1AZl+yUMIgcI7vE943xJ8oAhCUTiKoHoP7xxFKDh1ZpX3fOBR3vf+tzKbRe5/8DSpbmnrCSvLmyp+9jMefuQePvXJF/j933u6u//Ont7gne96mCvXrvHJj/wuq0s9fuS//V4e/aZ7WbQzZtMZb/6mizzy6I/wyd/6HDdv3ubBtfPUUnPp3nXOX3gLqYkcHk442J+yu33A0f6E2WTBdNbgvLCxplO4k0ARAimaxV8UDCZneiWc9iVaMd2IwxcOaaVr22CAx1JWSBKtFs/AxkCI3tWI98Z66KBJNV0IrhOmmAjYGBKX2ZuktnBvqc7B1kVvbTfvFSR0QAas3SLW9ved9lDb7tqOPhFf5z+OwllxarOJ/P+HvT8Ptm27zvuw3xhzrrX32ae55/b33Yf30BEdARBswcYKTUq0KNK0rMa2LMllSVSkVCLJTikpM46bEvOP7bJiR7IqkiuOY6uKShRbVkRRIk2YpEVKBEkABIgeeMADXt/f5nR777XWnCN/jDHXPk9knGJBqJJR2KiHe+85++yz91pzjvmNb3zjG0HrOzPl8U/MGUe0dXcV71hVb0k3NVKUA5slR9IUOs5IHiwx2QRSXOg9VfemmSZft4a7PwM6ONuS4kq16QDujeYjQMg+fd07dHUGIyaEzjLo63bOXA5dYvPvDELMk+0onfmL1IZXvbQVUgSqojYhtbhOq4LU6gNOxVC6SPS9bDlWN0pMVhEyaTDM+pgjJ5TQQmeriBbIHVncl2eseBnODFKmykRyu1q0OiCS5PMHU0p+bUr1xOer+PiaBz4zRWpBzYY2ZhaPtTKNaPhPePD2TCcO6TYGooGO8BDXYFxqqPstaNAm1Eui7okSmURo8BDRGMQ5G8XPC11Q9z8IPshEUFKIT3dALrRyAeSYhYLVdiBII8MpthuVkbqYpB4/S3wuH3lhu5ITfi1S8los4j3QJQKs81kEzeodb+39ZRH2xcXQ2XCrdYAAWMG5Ib1y85vfwXB6zmufeYqhVhZEhofX8qcAka2RrpqXt6hGr0IfnSa5TGw/9FH6aWLb6F4RRoPPbCrPVJvJUwtNk+GdHhFiwAoj8LkRntxUHj/u2HTCtBH2Doz1UNmcjhzdWfDK5x5SHkx0nVLHCmdbprFSp+oGhGeV/atXOHv6Hh0jVx874t79Ql87xsnYWOLK8YJXnj7n5ttvcf+Jl7nx2D7T9YUHr6zUqZIutiRzQePFuZFTYfrS09TH7zK97f285Uf+KK/8+s/x8j/6b/jI55/hF15Y8+UN3DsfGcbq5nFis3Ddga5BnaBuwtukUIqD5bxSchL6PeXgasfxjQNWx3v0i8w4jlCmOYA+ePWCX/nZz/HwpTW7BG23lswIgzclZWVxkHn87Td4w9tuc6YbSgctB5aYLC7qC9uzXF/nCSHjzIOmFCZ3kb2HFmSnO3HGViPzTymRNPufSedymeveEipK3yXuPnIz+oSg7yq5y5TlPn0WRHymmtDz9/7OLzMOU3T8CM8/9zKvvfQq73n3G7l15wrT+cAv/aPPcOeNj3J8YwULqGVkuTfyu37wmxg3E9syIBpifqlUGdnbz1i3x+pKh003GDYT283EdhwZhw2lFMZpijgi81DjJF72mJIf+lJcR9Ta3YuHIna9exETINqhIyERmfUkGqyoO8XH/K8QCzvT4mvJQkfUDtd50ruA5GCcg1ndJYcN+DTAlPx+qe7ATrxP9xYiYq1X0Ko6KCIMRglIpOqMisTn0HitBrpaAtk+I7ghoVh4eiGoufDYLFElUaVEN2+GWklpwkheChK37CtWUUt05uXiYsUP+W7Xnu+MBthoDsCKkXOaDa/dNy5KWT6afjYxBHFXZdl1JCOX72ZLNGwe+2Fl17RSol9eslAHcW1oRyRCitYR6WCS4i3p5m7l2veu6TFDkwufszkPhzWQ6vt0QihW6Ml02WUSfl5VNGWyF7HiTKte9ixClYkirqJyXyjXQ6GZWqb/yWP9K318zQOf1h7rBoGB5mOibltIkRzNtHGOfEdEvLW65RuXso3WPWW4cZaA07QClowpwI0jCfcqIMCRD8eLVnhxhsdLVok6Bxj1zoxY185g+CaeAjq0WrpT2ZEBaJTbGl0aP94Glk3BIqkGwokNI4Ij7WaQKE7vSnXfH40WyYJ3Qk1EkDMPOgYQoktBWBJdYAR9bq0sZ3PtOmHYSy/AevRp68wNaQHePLD3EfSWAsMkrIvPg0ng4l6/GuhmcIymwkWN36nKa9W4MGa6vuWzzYqgae+CqOC+CU+O8L4R0mjo6QX3X4Zb33iNypaLi4kb77rJSx9+BU2V1fU9qmbWr2xJydzHo6+89tQFVjtO1hs2z5+RFI6PMmcP1rz08sBrr1yQl0uG7TmL1LEeDUvCohP6KytsLGwfbtBVxzRVbJnR5ZLzqXD9d/zr3PzBf5mXn/wEr37yZ/nkZ7/IT3/yFb68hfvrwnoos+g+IqiDAXUhJAqLDvb3PNCPI2gW+kVmGHz0gXTQ7fXsrVb0WUkGmzIxmTFuKh//5S/z8KW160tmhmdOUNGs5JToF5mDa/u85b13ufboHmNfmMT1Jd4S53PdJnPaW0Iw7x1BiYQPo02xbh3QxH+qDtgS9Mn/rgk0G5qjBKQB+iTFQR7XIXR0SYS+6/FkRcKpWMkpx7LwsvYLL6z5zCee5M4b7rK9WPPGt7yRcXvO2cmGt73tFv/nv/y/47/6v/99PvrRL3L91qO8+c2HvPebH6XKgKBUm7DobpzblENTUs2ZtCywtYmJiaLVtRyKszzSILrTnJX4HMXXsh9EStWCdL6ZJPaDlR2r3XSOM2hpgEd9s0oDNMgsiG7skrerE8yL0Nq6pM3rylHOEncTS8mbLkSjA03UJ6Cn8IVRjesdwuaIfc1M0Wr1X6ESE9QDLDl5FYnt7vc3L5jW4abxmq37NgqnNBf5yw0ZRCUAC5ZIPUEqxctbiMcdm2rEYHwgKK6PKUQLt3n8msxLvYI3cESg9iGuGGSJwaU266x878h8VknEWIsSWFA78Rlo0d3XRGX3FRNnwBAmK1TzBEEEio0uT8hKsupeP2Rq53YXLkgm2C/QrngTSSy/ZmKreeExv/NGgxLnXcLn+iX1fe2DsxPYFsju1m9gKTGVgUQimTfB+O4ouyDyVXp8zQOfOBc9eAC+DCVYjUsivjC5Q9VbJzVuTgCF2SgimJpYe+5DIV7fdPp2R9nG0/33Bh3rh753zphqLE4v4dTqXQ6tRivi4Lz5Gmh0L0HLErR9Qn9ObAZpGRnigVVC0Ehs3PCMqEE1izjzMe+hJKRLbZKK0EWwnjBGbPYoogGHlt0FCEl454FK3XVaxFpuHVx1MDbP3nOh8/x68bmTROeWi5/DHoiMsSeeqUVyhIGLbguUyYPKAd4B8vkt/NroLfD+2v47TIKpimyJYCkEYQN8cTK++OqArYWlun/RC5+6x9HtfVbXD3jhqQs47Dl8w4rNa6e89sKag2sdq6MF5y+eoePIldsHvHZ/Yv9ohW0L27MBztbYxqgTPPqOm+jFBefPPuTw2pKDaws263Muntlw/tkT9q90bE8GpPNW4r3bh2z2r3Ln9/wx7MZbeO4X/xab5z/KRz/6Of7eJ17m6S3c21aG6VLckJaRWxyufplzTnR9Ym+RYuhilEvGGljdk4MssJd7NAmDjpgoZSw89elXePFLD0IncSn4Xkoa+uWSpMLB1T10KaRlwhaJoiVs8W1e1z4sUgI8awjhG4sgVA0Be/KuIC+RsJv3pDKb5mmUKJpuJD6Ki19nPYmPe1FNrhcSBw86l1RmxW+DyXz205/n+Pgaf+LP/xg/8//5ScaTl7hy1GNlTWbJjesd/8af/4P8Dz/763zio0/yhc+8RJ++lW94z5scTFjbm+7hRcSXlsHPiYG1Q8xPHwNMEmYTOcrUVRKTlJklS1Geacaf8z0EtPoIF8UP89bq7d+WKOe0z+pBq4rvUR99EWwNhom30evc6TWnhTSTw+Z9liQaO5JrKtt+1ZRC9+heainYH1GZ29l1BmUOfp398eTR2+U1gGuEZVFSa5fHwXE3jyuSOQDl1gFKDKIWLzt5+EtYcq2JRseX1OJfF6gaWhYENecxxNrgZcF0dLF99uNfa0Vycua2i66pKlRVqhTIzCBYBWwCqo9M8hJ+xCSVeTnMu6wlGMbc/Wrs1pSEXYMgc8cuxGyvDuroiWOFaHQwxDqEKcCfhp1FJQVY0SLUuVPMAUrGmZpkrvt040WhmlLTBOZMWk2FJB06QXHXw9hVoV1NiYI3N1gplK8zPl/ZQ8St9UttZoME+8DM4oC3V7YpwKjTeCre4tyCUgvEjRqmxoQtkeA2XEBW2mJtQjmIieFgISDzYIb/PTx/cg4Q09rrNShikZhv4hmd/2ATrQa0ckmEB4hGZSExY9Wi/iw7oy/dAQCx9vnCJMwCBEry0Qaya/PPBns4APHL4O7WjXky/HeZ+fXK4ou7mSs2oaKPknGzQlGhU9+87toMnTXHZpmvp4WsIJvTqa1kN6m4eWqFUpodPowiPDnBS8ZMcc8iwTmIxF9amz+eST9X4LmqHGzh9r7S7SmLKwvOHw6UYeLs4cSb3nUNK1uWV5ZcZ+Dam1c8+PIp0ivoghefOYVl4sqq5/S1gXv3J64cKnVTubIU+mHD5uGG248f8uLnTpAODu5mNsXFiPnakqtvucnF2tD1ORxeI915O+n2m7i49xwnn/slPvqhj/H/+rUXeXI0zooLz6epxhDI1gkXfj14Np9z4uBwwbWreyQz7p9uOTkbwKDrM6lL5L2MNjYmCaodmnr6XNmXfZ789Ce8vGW769oOXAP65YJ+b4VKpdvryCuj6ySCeg2Gwr1T5poWkFomjs4qEo2yUA7AA55kqLjGJ6VEF/s8aQoWKHQ87c8kPp+q/V1x5oBEmO7TyI82H8/Xd1svfkA/eOUVPv4rv8bpg/u89syzvPs9j/GGtzyOceJ6mTTxz/7AO/lnv/9dDGdrKqMvzNDjOTkWJhFO94bexGuFFmaikvzwaod4NXdYqkI7eulSZTAvbztVWkgxDNOBhu/jor5/LndhzeaEAfCSeKIQtfhdN6pGApKgDf5EE6Y1ujI9+TJV11blpuAAH47lP5fQsMsgTFe9vNUO/tZenyQOeTEm/N9ZAktJCfDTtEMWrosa98t1OYScoGllJIDPZZAxXwrJFGr4ioVQu0Q5MRzjVaCTSq2KJu9ewiBN5mMtagI1VCdvWjGodXQNXfLyafMh8iGsXv4Fo2iNkmINUBe3UsCKr8F6SVzeVk87PxqwadfZheW+QsQEmYSgUtzaIDXDwDbzzbee2ISaMVVFqnuWZemwIQxLijFUB4ItRk5V6HxCl1dROvcBS5ZJTHQGSmUU32PVIqFOQPZhq5Bmln+ySkpuuVG+Lm7+yh4WQAQJl55gVqrzo07Z4l0Qpa0v8zDcNn4zF5RLtfLwBAzg5GZMzlrrTCBAdGSJC9tUgtln1yoaeIgSnQiVGl4Zl+rdIsEouWFiS2DMPAtx9qoGe+Rt+BribSBEh+zoYcADRZ0zvZatu9DO+W0vLbjYu6p/8r0EV9TYF+PE3L20/fysQYpg2TK8BtTaYyptc4cAXL2UYcMuy5/wlswuNwNEn7a+qUIXVP26wDJBJ1BGvz/V8ShF4EJdF7Iv8JAmn9191t0n3x3a7buvVePZYtya4J2PH3Hx6hkvvHCBVuGRN+3zpndf4dWnHtLdvUuyc+RizYOnznnphZFxgqPH97l1fUGdKg+ePiWRGAxuvvMmZ08/4Oz5NeNL5xyslHq6ZR/DHk6Ug57F8Z676e5nzl49ZTor1De+l/KW7+DKWx/n5MmP8tpzn+ZjH/44f+NXX+SL28r55GXRUm3u0rp8X8z8EFBVVvs9d27uc/PqHpuLgdcerBkH76aaSqWvPf1Y2Y6VbTHGcWK1t2Shmb29PZ7/4ms8vHcxZ6VNfN8O6dz5AMe+X7BYduRuotsz0uLSTLj40+V3dilrJdavuPATZ2M6UbImsmcsaFL/Twixs2s/NDyZkrb1m0A12NgY3QLx3MYMedlFLjMENGBAvK/KN777cQ6PVzy49xqPv+MbOX3wkM987iV+5u9/iB/8ke+ilvtghZyMyQZkz5BJmKbLu0zdC6u2puYwG/DTMgTEhVKH2E/+b1MfLGpTDZmMM0ianT61yVxoW310gE4efazWmRWw+bJ72aMxAt6N5TejOTGbidsWzFRtdB3NLLMHS6+YuEDFIgZqlKG900rmIaKkSKCQuHeRiKpEE4bO5KHH1xzgKrQ56rMRs4SeKzRDlWhaUW3CxpmBarYgDfw41gxtk4XmJJLLxgYnSbGmfUDOZJUkFZ875q5HQ4ju6yRYVkZTzDwWa61IUqwopsVxb9KwDFGkFEJQGosxPnDsAzPzSe6ioRvF36eA1V0COBuXOFL0vSXsupFDuey6p7he1bBJ5kGxTQbiDvjuxj9alKcE7xQzg1wwKgmfUwneil4lA9lLdaEPyn1IJUL/VGuizz2WBsh5l3dGmdCd+Ss1x5rMial123yVHl/zwKfRpY5mfGE3UV+1ll3uqGbBwsBPHX3Pm6HFDIkFGBufXTnItD2nBXWNklI817w7xaSxSIpqmuv4hdjgstPnNIC18/rxTdAOtkYlm7gAtFRzqtWk1dhmQBLd7QHM/PcXH42OqjMFIiH2i89ocb189pKSO+F2gtsCr1oYWAUIa9e7GowQ/ho+F4zYWHFlaJfJvUb8fcul12mDUmuFqYT4O+7b1tx6YARytHVmdUB1XqJbLjK79/XCS1X4O0PlPm3DXQJAQlDKzFmgmRscfn403t4p67PCtdt7bBYDxzf3KWa8+MRrlLOJZK+w2q/kW/t0R0vs5IxVV8l9pa/GC0+t0b2es7OB6yuFiw1dNg6ueACs28p0OtHhXk2vfOGUgzddZzi9YOqE072b3PnX/jjX/5nfzWtPfpqL157g3id+jp/+yLP87Gfu8YWziQvbXTe/B2FYWX0tS3wtZ2Vv1XPj+opbx3ssk2CLzGrVcXI6ULaVGmMb1uuRi/OB0/WWk4sLuq5Dk3Hzyi0++IHPuQu0NdDo17IFs2mC4+Nj9g6u0HVQ5SFvePwm/Z6zovH0GLsQolOL/dASEZROAHWbhY7QlyS/r3nuylJSaoyEs1MuYvYSiYufMyl5C7SmHKSG7Q7POVC0JVDnQ7DpwYTKrUcO+aHf93384j94ku957/v57Cc+zdGVq/yP/+ALXL16k2/+1ltI8mGohrezmHgsKTb5wYnHg0laXJiXYeh9nK3zZoHiTCpu+FZLjLiJTstalTbFypJ/T827NVMKZ2VRP3gtNDQ1yjyReKQQBXvSEwNupJXJZV5LEuVBoWkE88wyADP7IwE6WtNFaiXI0O24K33T4wiLeJ2q6t20mlCJwxhnpJl/xkuRGoyZBlCrAVpKmDW2gaqOCPHW/gB0RAKntFEaTWezS4UEBw/iZjioKUWihbUUVIys2YFKCrbbQC2RrJIncdCiQklNWmHRWKPQuUZmFpdH3LMaB01pJUbv0trB8IiRgTvnOKatSac1bcgcB9yleVdGtequ1GIE40qMP6oUDDqYmOjFCYLShaxCvDxfpXq5EyPXDgVGE2pyCwAlR9JqrmUqRs4gNnrJC9f2+eSwPO9304oWB6hlmqjl64zPV/yIIlWslcj8xcGBhUHE7IdjTQegM/ugVqIslZHW3Bh8qWeoPhXZswofjWF4bb3pW2pDMBFnSdFVJG4WJ8HmGGHKJkFhB2qxoGz8D6en2/ov5uyOZ1mVGuGwbRAJmtlLDOCtkJE1xgFpcAlM7UCeBx6QTpEEe0m4qcJbkvFicQfn6RJ74u/VQUmNzzfSOuiY6dwMWIlEp/jmmar/u/PL6EkRNut7WoCIOc0o3jVWjShdGIskXBRvY08YPfD+pXCG8nND5d7rUFr8NUqft+4+yna94eG9exSElyt8cV1523MXHC736fd6nviNe7zpW4659e4j1p8/ZSkXvPqScOV6x/17F9y4tc9iJaxPR85eKeSLynEaHZhtCttXzlkdL+mPM5t7W6YLn9Scl5kLy5SFkK/2XBzf4vhf/OMcPPpm9OKE537pJ0nrl3jqV36en/7Ys/y9Z7acaGJtQWGLL5Lm1VJra1/3NaVJyF3ixrUlb7i5zyorFxduiHe413Gy31FKdbBbjTJW1qcD52cDDw8u2N9bsLfsEVnwxS+8NAspPR63HG53dOTlAdfvvpHXXn6G5arn2q0jrJtmF9c2G8+ZQWWSOotCdd5ZPiy3E6WTRBY/8nJykbImTxxy6Dm65N4ufqjiDEFywXIbWZAkRflKwqcmtEDaegkjCAT4agSVg/At3/5d7+Cnf+pXuXKw4u3vfi/PferDvOvd7+P+vYcsl29kM55jtcxsmEUbsX/sguBtxBKi0qlUR/dW244BcY2EaBhbtZYfine04d2iHgO8M22KgU9ajSzZSystWkXJ3WcmpZnV9cGlEgkaUQ7cmaJKsF3S9m7cN1HX8NXo1BKJUrvuDCYbYzxbb2i0uQvBxmVq8jJO1gS4szVRFiNiRrtPreNLQySNCiUAatY8r/GmV9JECGxTvA5R9gqtEh4H2/L11duM/Lx87x5SPvVeUWr2JZ5xUFRqRbU44NTs738q1E6ZJO4D1X9P9UPfzAGrZPFba94AXxpboxIMjjP41eagGoliwJoae3uO1fG0AD+7pGTXeBJh1J9bzdmcoHtqO/PErRIKI9QYWI0nA5NNJFtgocm08HPzURwT1RKZgtI5KJRKsRT+1ZXeOgeAXYHqIzESPjNNzDVDFuu0lJGv5uNrH/jMIsU4HQM1t4HRRkyGpQSzEjVgincRQFC2NlN8voBCM1R9c3hrJ4AHD6eZmQMnCpaq18ibiDlpBJeWke1CbyUARwTQ1lFmKUTS1VmY1v5olprkOkRrQnNYDQkQmOtlTGLTFUJz4YjEZiDQLp6zEFajWyx5xr3fwSOjsz6vVJgkdp/sKGP3/zDWk5ErLDXK8U1RF3R1OzLHCuMlxqVNcT9cKet1ZSpGHT0TSkiMtYDzya/tItgscOCkyb+3AbIY37JIfG407kfdvl3z9kg5cX56yna98fcgcK8anxPhvZNx8PKWlRpjEcoEjMprLwxcOxL29jNHb9pnsS4888kH3H3jHl3KLBeFtCeM28rttxyxHSem9ZbpdEMdK+uzykKE4bwyLUCWlePbK4aLiSs/9P0Mtx8jvfxlNq9+mfu/8YvcP33Az33mIf/d01vuTeY0Oi7SrYbbvduu5DgH8ziUlnuZ69dXHF/Z5/zBBa/e3zCpsOjhcN+7ubZbt+ovpbC+2LI+HRiOl2y2A32X+Yf/6MO8+srDEKdyyVreV26/6KhmrA6OWOxfocizLJduU18D0GaJcSoSoA2J2XOFqLK62Bgli84MpMbebIDF5SaKxTwoZ1AzKv5zlwHPTuQsSGh6Qp2Cs6IRH1pppJ0QsruWGDz6hptkGZGzV/je3/F+/vP/8e/y6Q/9Q/K3v53tuA2WVIJx9XRoipey171uQIq4XxW8pBxaLE1QptqeumvXD0DhI1qk1ShCquuHiFWjqoZI2ktkarpLEgRyCExdDN2ExxHnUuPBd0yPBuho99lLVcFFhFi5jbYgWuDTXIZy/yE3dU4zwMnxe1LKXmZJ4bE2r6idU7S30bszcW1lzsbgiLNQSb2UNYup41qVYLcbo+8JasgKYo3kpnW0BoucWvHVEt28kYS5P1FMaUfpg6WaxNDOuQyrxojbHlASVY061biPNZi2ilU376zZA5iUCtXb9qlNehBnS/jLWQM489kRYM2CIWs7P5LcOSeJP2v4t1FhmnzUD4jPr8OF8sXcxdkrI+Y6JusQm9wNnyZSDsbRMp30rr2sRpcrZhOp88ntoyzjWhbAW/+Td7QwWfIRTxgTPvR0ql8HPl/ZI+67Bu0HgX9a+QnB7dX98BchAEfkBhLiLml+Oa2jwbMCC42CsxG7co3NQQP3DQpdggcy/16NN6PiVG8S1xI4CAn9izhq382+wbPdyOTbJHf3nwhCV5opVtMpRJY9g5PQgFgALDR8Bf3Nt6Guzq4EtxJaiZr9Gu0LHCssqoMLF0v7GAuyMqpSMpRpCjEdpIWQ+/i9g0EVrBiDwRYX5pr5UFITp5s360ot3uo8+K3haKEweNfC1mLThsYlK5wX6PEnd3G4nJbKnrQDYj7KXrdO1ufnQbF66B2BZ4vx9KbyyMOB/auZKwcdz/7GA1ZJSVNlvVYe+cYV3UHm5KU1j799xeGtJU9/9IRVr+w92mFbuDgbufOtt3j1E88znRS2Ffbv7DPc29Avgxa/2HDysGdx2DM+8wRv/sF/nQflNR488QU+8qkn+fCr8KH7G16d6izszkGlW3XPHtt9nBn05KzkPnH1eMXNG1dJ/YKL8YJ7ZwODFa5dyeyvOs42ldEjO1Zh2E5crAe224lpKtTReOm5e3OKnEKg6RoiP1DGaSKnjq5bcnGxodbCdr3x/RVrzKrs1imttOxrr+UaEq/f2mGbMFfZlV869QnfTXsymxJqIkuaD2uJbF+1m8s7vsbzfLBySR/km9RmdsrftTMw+/s973jHG/jFn/pvecs738nBquPllx/wyU+9wKO/9CXe9d5HWazAc/g1Zu4FUwN01Fhb1YxSm1g5GAht+59gISVsODwTaFrBViJx+sQPmlqd4VUES15Sr9VLZFZ88nwS3BlYW2zza4GGLkRl9uxJgT68VCihdYzuqhTPUY8OqeGhYHQ0aXR1Ej5OKdyP02z5QfJ7k2ImoWhLZkISICChvXL/sxj/k1znI9buaY629dau7jEOafc45vqpYuLeOg2wNaYoVqH//gDnTZCpURKdijlAq8Vb25N6vDUfnSKeeTi7lxIl19hHhqgnyVk7rBZS9o5S8oxiPAFNhNGs+clcAthKi8GtScE/u6v/A7jHvWpVgZac+1oKIN4Owwb08bPg9Z2ZUdqKWNu6yVp1QaoxlYJaxTJgaWY0DU8gEx2I+Ywz9XWAjYwZxNQTAXTOsi2BWKZIRjBP4r9e6vrKHhqHfjHXzQgy19CdVS4urMVLTdXcarx1GHisVlDxVkTALIKI6g7oxI6Z69vC3HruWaNTGWauQUB2HhMWG7EKwbC0r3vduOBsUI1hVopAajJBZ2W8zOFtlbPYkKhVayu1xXA/XORWYtCfHzY2s2DtmllxwFdV2Iqw6RKr5IfpKsF1gSOBsznT8Pc+1srWlEmE1CudOUgZJ6Nmz14HawHdAc1ImNKNzv4UjD3DvSTER1ZszQP+MFZylBP75Nc5ZWEqxrpCn4WOSkYYim/jRxT2zVjQOmsavPFHKZW91YJxEKbJ6edjgUeAWvx9XL+1z8tPn3HnxpLhfOTGGw/ZPrygvnDBwyfPWT+sHL17RRkrXTGOH9nj/r01Mm5Z7fc8eO6UzRlstsI6KXms9IcLSsqMw8R0eBXuXGVz7Qr58A2cvPg5nvnlv8nP/Pcf5ac+d8Z9SdwbRhfhE4di9sPehim662LJBejOnXJ0tOL69QPe+Oh1bh5d5fxiw8Wmcr6JoYQHif194fh4QQG2Gz+KS6lMtTDVQi1w7egGt6/fQuXJeT5SvSxCDCHJ/vEBkjsuzs6YNlvYD1bBR1LH4R5TqoOyF/G2Vp8onryEpa7jaIaDfYizBRc7d+osgJfCQvTqWyvWsR/wSYWMRheYMo9fwQ9XjTJ3E4dKgz8t2tP6WISslW//nnfyX/zKf8ub3v423vYt387HP/EE+7ffwd/5wJP8nZ/9DAcr5dqVPd7z7ju85z2PIIzMJ4O1uODHys4xnmC9wCg0nNhihNBEzQ44AKijNx1Uv06ZcMFOhtYSHUIWcdAzeE1NBGt+sCeN7lFnkwlBc1Jnk9UayIkhEhJxJMplWRM5tVZ0B0Vhog24iLl1d9Vg37ICKYVmx/UhHg81ErG4H5EgZgKgUXcMEIqLuxpGMcbY84I5iIvYndro7wBCxH0vhJEieGJnOpv4pdCelXC2TpahjFhSHKEUTGKen3ejkDSFXqrQgJWoMOXqZfzi6zcFuLGcPHaJ61q0egJpClRPAiTGi9jUNvYOpLSYG7TPvL5oV/A3aYB8LUd+O2u/NIa8+pWzODvKHPcsQLp/5olEAvFZXloz1OIkgBl9vAephoXBZElGLS2hcC2qS0na7zOmNGHSk/C5f18HPl/hI8C568qIv1fPNqZiM2tSQxzWqGUk+egJDfFVcaBS8KzK2ZIw/IsAWURDsFnnMtnrSmCkHV0cB4fX1AOtWwybEzwISCj82++ILMqnEoc+iPjdZt4yL5V5erw5WzW3vJtnL+CBQiIDIn5Pe1vQgJK/t4IwJgc/NfvogMNk3EnG3QqvlWhPj0NiMjibCmMV8lLoUaZtZSwwrC3etF/njLvIlrg3KRtjcd3QZK7hiX0J+GT2C4yD5OU6xegUhuJANJlPZJ8M9pKDwtPBu9F+cJVYDsYHh8o5DrjinQCw3QxYdfbsBsb3dco7ExyYcWhw+uUTjlSw7cSVlTK+tPZO0Zcn7KJwsBSmrWFbY+9owcnTp1x5ywGbe8Y0FOr9NX1SLsrE9WtLxs3I5nRk8R3fgbz9PRzfPOaVf/BT7B1f5/5Tn+Sz/5cP8HNPPuB/+MIpD4tRmDzJVyXnxKJPLPvEMFa224kW9Rojoioslj2P3r3GO9/6KNcO9hmHgdfun/Ly/TM2mwlNPti1X3YcLxKjKQ/qmilM8cSiTJIyyIIvP/k8mhLLvSXjVBhHD1Da9tAsBims9nrONFEmZ0xsmlxjJyVKK4pPubAwsLQoO+8YOTFfI10KVke8fJTUQEqUQLoABhIlLtf99Cn7odyQhfj7UHRmKURqgJ955fvzLzUTXH6YDXzf7/xm7r12zq/98hf50X/jx/jiy3+dJz7/BG/6xm9ieXiMVThfb/gHH3yOkwcbvud7HgUbYl/ZzPqI1t1+NGWoI03jQzRAuCbE4WLy2rR7aAlYeNKIO2TQurvrpN62bC5QLtS5kcC1Ph7zGjPSmKWSBMuQg8lBvDsJ9dKLzQyad9GZJE8IGyDVxrwI8yBnDcfs5ILfpDprdzRKUkHv0Lo8JUBTlXY//V601vSmSwLXa80CanzNEt2xaBcEhzODQf35Kwjk1AU2qFFGAw2X5sncm4ZinnCaRsLk2hVV2TGeUiMR8PEhknwuValjTI5P1FpmexNMkKqU4pqtUquXbCeXWxSRHbsjkcQkd3Mm9JtoAJVZ5BMHQQONXNL3RKLUnsGlpzc/t/lIMicGrBp0UEdDq5I6T4IZXBg/VO+WzuajPgrV9UxW6KqPvMitAlErNcMUccA9fyo1d2Cu1ZykUoo3NGgB+7rG5yt7ROFonk3j6VNQg+qLqgRN74e/R0QJgAHVN23MmFIMH05qQT97KcX9aeQS0PHX2mn7NIIBvtG5ROtH2amNxii0bFWQNrJ8TlU0NAHOMLXPJ/jUcjMXHe7E0F73LzH0MWxg/eUsAFdol5K0mm3LliQ6AhJoouTMRl1zkYFrCrfEfX02uFBRcBB2MlUejMJaGgBpBlfgb8UpzqZ/AKOo35de3McnrqJn+Ck6vKobIEps7FQdKG5xS/VsxlCESYTOvNX5KLvup7fK7+zhG7vEr20qHyvGJg5s/6yVDLxd4A/cWvAWqRwOE6nA0oyuepK5f+AtmeP9LQhMvXdv5KNMf63j9LySVxk2wksffcBikUEqm4eF3Cv7wPRgw+HbbvDKacfjf+hf58XNltMvfIrl9SO++Ksf5NcebvnV+yNPnFW2IkgnLJKyXCQWOXHQZw4XPRfbkWfPz5nKzoFaRHyOVaccHu3xljfd5c71q6RqPHhwyisPzzg5W1NiWGmpgubM0WpJkY5ShfXFiC4dYKVwMH7p5Zd48cV7qCrjWOcM2mqdwXlKifV6jdnI9uKcadhCNRY5s63biLy+zkocQGrhICXCZCFOjf3UIWHXEDoOUbqUZ31Plubfo6QofeUoi2iUQvxgd4sHL5XF68/6EVf7+CMyzViTYk1mLbRRGouF8Pv+0PfxzLP3+Dv/zd/i+3/3j/Bf/1//CvqZj/Oe7/4dyHKfk+1EPrrNF596iXe9c+ToijPFzgq7+M+qjxOw6l2KpoIU33PV/BARIa6tdwyZVSYLZiAMbiULUkKMa4aoH7D+fS+le1klgIExd406g+MsQwMnzUVYQjgtuYFpT4RU3XHZy1y60/dAePR4EpVSCNIDjKQIhk2T46aEuhMsyy5WejySeWyQqMzvYYriYNOAtUO9jasgXmPWKIX2SANQJa9N0Tprw0mQNvjYNVOht6oxGFWd1TeUXjtnXWskkkmjI8tb2qGQ6qXral4mlOROzk5WCV11Nt/nIxaXRJjQBvM2F3wiqbRIDEQt5iTGOTKLtGX2aSNYfS495/WgJwCTym7UUm2jhZrNgKGt1Far0+4IUpsey9/vYBW1DhWf40i1MJ7N3qTSeULvIzC6YDMbnVQRr5mhooyTVyK+PqT0K3y4+V7LAELMVyOj05hyG4yN0jaJ05wOq9MsHvOQVShSHIioBmINmrbuhir677bALK0jwWYBspOhuhPkSetOkpmmVDzb2GmTfCPN85cEsNYNZqGz8IfG15z48ZJWDcNFFZ2fK1E/rvjvb8Zm1jxU1ANANWVQYaOJ/ax0KhyqcDcZd01YF1iLv4gJPKjGy4NxIrA0oReLCRvhzmpuNjjs9l8wV65bqcUzkfa+Jlzw2Sl0WcnF3/82gkHEGbZDdKKJ8DB+uAtm7Op+Zn+s3N1Urmd4XIWH5vfi3LyF/arA71wq7+kr+3uKloRMQl1PHN1akDsYTt3dNK9gdX3pnh9XMuP+ivXJQO57Lh5cMN6fkDe9ic2XnqGvBR0q262xvX6VxSOHbB5/M7e+5X/BU5/9OIff8Ha+8KUv8Mnf+Dy/8uqaz14UTgysU/b7zOF+z36fuLLXc9D1LBA228KL98652E4ebOLk0JRIXabrlTfcvcGbHr3Fnmbu3bvPqydnPDg5d6ZGvDRZBm9jXyyUq9eWVDHu31ujXU/f956xqzBut2zWW2o1jg4PuViv0ZSiZORAYrm3ZDLh/GzNcj+TE5TtwDgMvuUkXGTDxNDmoO42+W0PqgidBkMaYKHpTRLhw0MjC5xZcDGsu+xKjESgHa6y6/hKoelJ7XBkp5FQsu8bc53bzvEzMmjzvdHnkT/6x/45/sL/4b/gu37nD3H3LW/h6U98hOXBAXff9l4vcUywtY7X7q85OMrUuo1ypFHrFCCwHco2lyayeMtv0WakanPJSqJMZfOoGg0g5NYOrvVJmDkLkZEQldfQechcWmslQVP1Fmd1RgSD1EqowdykKIk3oNLEy+683JK2kPloHGTquikvpej8+hFiPbGMm5iS08DW9F47FOSxULzBwh28m+A6mk20KbMyJn6kNVG7i2X9mhL32NmuNK+dJoNwzaWDYzVPhHMkXJVCCuG9j/PRKH5KJNOuwRFlNyYkKVIkzhhhYYkxe+MA2sqO6uDClJqAUpxRunwNnDaJxDX8fOJat/KWwa65EnZJfDD5M+iRdnRImxc9i7r9+gdQipeq6r+7aUszMeC4GpO5HFlqIgVosuQJmJsjlvCRqljnprc+46ywkC4E7TYTAhmDXDHrKOPXgc9X9rA2nNLr/G1YqMDcYVED8c4mVi2YBugR22Uq1lZO+H9EgYwilZoCxFScqVFw63OZO21aFkDLRCKgFsyFijPTZFjxrDo1VKDifhKNmlRCWOaBwCf77jIn/7e/fivlGbuGYQm7f0Is2NyLifepzM37jEmZUmbsEkN2SnKVhMeq8S4zTg2er9HBYi46PjNlOxnramjvZoO1Rk3bvJw2RaDr4u9m7sWjAosYJjsB6xDETi6yIiXX3owibCbfPCUCKgH6+iRsJmd0MqDbiT2DpRjf2AnfEB83LTwAr7dGKsa+Gv35hCIsDjNpTyjLjvUwUe97XW9xlJC9xMnpBMlYXUtYv+TsiyccPpYZN5WRxPJ938Jwco698Comwnq1x6P/+/8jw/iQs2ee5uSZp7h44Rl+5e/+bT5zds6H7o9eOuwyR4vMwV7P8X7PlVXP4XJBb8p6PXH/dMOXXnnIyycbyhSHswgpK33fkbvE9Wv7vPXx21zb32d9ccGDizX3Ts/Ybka8dOI3axwnxmEgaWV/kTFduUur9OzvrehzAquknMg5s7WBa7ducvqlp31ZJqXvF6xWSxC4enDIWCF3mXHaknVCa9NXWNRZ0mx+qVYRS6G38PWWIITNzUSPOHUs2qmZS1rNk0W15SMpDH113sfz0EoVZzDbXo9dPDciEOWWdlSIH1x+Hvgp49uxcPvOgn/uX/gW/vu/9df5nu/+XbzwuU/w3BOf4erNu3T7R9y8esT6wRmldozF7d+KGZM1ObOE9UPjMOrr9Gc7rVFk7OL6uA6gClMEsmRgZIwSvlihmSpukKgVCFO+Kt5QoLobwtx0JZY8gbMAIxIAR1LrjDN2M87a9yKxiw7VHKASiRl/TVcjnmw6GHKhc2rOzo3xwQFXK/Hk0EpGN0qUvLyLtsa8Lo/JAaZSgGGVGci0jjRCw5liDdSI8WLR4eYBMw5EFzs3s9imsyq0OYuxjt0wzK9TWI8kEZDknVqizoBVb6uvxdtNNLnRJFG6liRoiYRYZJY5iPk9b11dEgxODaa0IR73fKrzOTWjobZnLp2FbRbJTvi8a4+3OBRFibFGzgI2uxZSDbBkWFWSzwdiyJVu0QET2nkptqsuUzBzoXthCt+ggllPxsGTj/cQ7woLjZCo8VUmfL72gU/SqArPgSsAeoQWt/dW98yRSp7PEA2TQiCYh6aa39WoWut78191UFQ1iFjzTeiTkKNdPAJKm1VrsTEzMVIiNRjPTIM42g6QFRqgVqKaG0+cg/YlbzG0U9urhouyNiarIjW539BMmbZsMjYwvtHbgTohTJqYUuYiKV1WlqVwlIRvwAXOFePV4t1QimdZfvn8YNHkh0qZbNYaLEToEh6MxenQSug6ohU/CawybKcwKgTu+6gblsnbo8dK6J9gWyDdOKZbX7C0kRydENNo7PWCZkGzX7KxQO6MtBQGNcrWb/FiT+mPEuu136e9w0wZQfeU5ZU9at+zfe4BtRpXH9nn7KlzGJ7HzisPtqcsHzmgPxJOP/iP2CwOuPOv/RDjC8+zt7/i/AsfY5N6Tk7u8elPf5zPvvgKn1wXNqsl3SN7PC7KQryctcjZA0c17j3YcO9kzcsPLnh4MbAZawTB0F30PbnL5E45POh521vv8sZHbtIn4cH6gtPTMx6cXLDdTvN8HjNjGAvrs4G63nKwyhQ1rt5YMmwT+/tL9pYLusWSOjob0i8WHF2/ye2ivPjlJ4IqV27evO4AO2cOV8ecnp6RRFkd7rG/t+JiM0D4k+y4yTCSC+onaytzOfMg7bASt8f3TN6nPWdcrJxDAKrR8tylVuZgPqRbN1gjal19oLu9REFiPLFrIxooc+ZWg/5vXVeCv+cf/uHv5vOf+Ju89y2P8MIP/Aj/40//JC8+9Xnuvv3dnD3cUs4esOoeQWzj3VdE67o5a2M1DpVdv9duLEVLYKwlYsJku7J0jZK6Ye6QazBZiWSHmaX2UoonQQakLqHVZuO/pvdpQ5Mb6x3dIEjyWJClta2nAGQx/iN80DT0ilklHH39Yms73JMDTjdt9RibLul7ZquziGNNdC3xdyeMmlZnbkyP6er4oS0ugDZfae7b1O61issTkPbRvOstzoRw/PHrrUZOmamyMzfUyd9Pkhja6qzcXLYTh8vJ+UlPcsUZ9qoWjtoWGkwjZWByY8oSgEMTFCdJ5nqkRmkL1PdtbB0vnULrxC2xfmhnlV+SXQkcmSu6MnM6AbQbDmovEQNaq8WQ2NFIlWj+qVhNAZRHL0+HFi2bxuzrtscFseqlXFN6eqY6sMFY1N5H0MSbdMYXNBnTV3dU19c+8KlmIQaOgBPo30Lsqw0QyW5B+V+iPNQCi4SobF5QxdsgxfOyplcwvMaOGLUmp2mTbzi0LcvIMiIw+JqO7Ku9AxHwETCRDflCbfqhinnmp0pphlWxcFDduS7TpjYTWb7gg/kmp77VRcJYnevjnlhJDOHbDUgtKbPNmUXXMXQj/VhZ4ELg9wKHKnwe48UKB8AeRp9cZ9MFSJQEWoWx+kbKScgRjErdDXjN4huiiTs79TLYVGPROu6L4CaMGL04qAHj6O4dts8/D9uRHOWSw6UgVShjRas71kqG3Cvbi0LKQt6P91Bh+6BwcGeB7CvnDyaWh3tsHg48fO4C4wIpFU3w6pdP0TYr7Ggf+Y7v5OHVQw76jH3pSxx/x/+C4fE3cnG+Zv3aC7zy8d/g+dMTPle2fHYsPBSlP17yyPVD9hcLsgm5KmfnEy/fO+Xl++c8vBg4305MJTx7WjBTIedMt9gjL5YkmdhbKu/4hru86013uXFwyLQd2JxvOXl4zvnZxoFPZJgiQh0rm7OR85ML9o+8m2p/b4HmzGKZWS4W5JQZxx7RzPWb11keXufiS88iqePgygHLZeall1/l+Oo13vCGx3nt5MIPuSSsDpast5u51CoWLGNw8KllmpFQNIFrEs8Wc+wxFZ/blKSVutqh40aGIok2oDSlHO7OthuOOZ/lO9bHdUq2+720w1bYbbsau8/mpMfCeG7Zwz//B76Hn/5bf5P/9f/2x/nkRz/E6WsvUS4eZcgde9nYWypWR7Ap2tu9hXhq1MZ8P1tp2gOB7IKB/04RirguZLTiJZ9S430aUoNRaPc1WJDJihvFWaJYcmM58XugIq4RCjuAIDmi1d39eFy366Jx1NecD4mNK5a1IRa/fuqi55lxa2WyKBG5ONqF6i6SjqYQadHX34QFO6PBbHlprD0pSlLaLDxkPsF3QDf4Q4kGlvhRN81LzgBBtLlbDFXFN7I5363BKDXmSWYg41PnzSYEn6VYw2yyldpFwrdIbGaN2vWTlMOLydBJqeoVAyl+T/yssEiko3mkZbC1iSl2TNXsNt6S+tb2DnPFozXEKMz2PlGg8v+/RAxo9fvlUqBIwA0kmCUJtFhUEPPy11S9VJbNECuu6Ym2ohwMWBIHQkVhqJWFLDHcFmAkxPnG1xmfr/Ths7r8xmmj2dVRO9GFkmh1XpkDnFzSwXiNukHiGh0CGiglQBItSipNjKzNY0UugaImBoxMvZjFHJdLgS5etrFMKoTratj7x/usOMr38k9saFGKOeukMBsButzFf0GODdMyq0aua7BJKYCcU9MepKRWZ5j6jmGvY7vJdJvKohb2Fe6Ke/vcFOH5OFTvBOjJya9hykCFcfKacUpQa2Wc3CSsVvfr8aPFW337FNSyQYr7kS6xVJ4YGQcZ7wwajaUI+pnPcSCQl359BB90ORZj0Qt19CxqsUrovrC4umCaKievjoi5PbuqcPrSgKygDpWTeyP9IpNK9TXVK4s7B5Szgc39gTLB4tveR/8jf4hHvuFdvPKxX2Hv5h1e+cJnefVXf5kXn3+BV7fnfP5iwytJOcuZxcGSKymx7DMrXbBHx3o98uSL9/jSSyecXmy9+9B2+ZkEC6eq5K6nX+6Rug6rA5oqjz16g2966+M8cnxMJ5n1cMH5xYazi4H1eqBMbUSEHxa1GOvtxMnJhv0TRfc793rJGZFKp94hdevu43T9gqkYb3rr23nyiSfZPxo5vn6Nhw/usTq+wRvf9g18/nNfYG//mM35KdvzMw73r/kBNwXbWj27d1sIodns1xASN1FrCrZHzY9zCZAjsS41NU1P03zEfyg5xlXoXA4TEhm36msQx48DWqmEnT7PsYTNTQJcul7AXF6Ayje+6zE+/67nefbZL/A7f+SH+Xs/8dcp5/co/YJrt5YslpUSU9ap5mLwoH685KszK0qwPwRDFRdqTgJQnMEUmZObVgmv4hqlnGAqJWZnhVYRZu8uM6hBx0ocrBI2EzOI0GBog5FOIVAGSOobuYGjy4zH5e6uJOrlrgArKeW58tJMJRtAMkLjEWizjXxonj3W3n+wca27r4VdDf2R4CaIFo7NJrs1JTTWL0S84sxOEoufc3bFGzxqMG4uCai1uPRBCkqU5QmWKnnziL9HZUoTUs3ZpGCgkiYmoitPCo2vGjHIgoTKubndO1K36F63+Rxw8BJrYU7aowAYn82iamEWGp0A8pfaVmimte2rbVj17uBhx7rFOmud0X4uVmqdMMISoRYsVxBvJmgSDI9YoZOtyYeBJx/3UbuOSUaSuUM0dIyirgucvq7x+YoeSf3AKzVoTbOg2ltmE0FBZGZvGhCYM5jqi40kniNY1C6FCEY+I6eVHSAEliKe4UUG5IEmmB6JAz2cwiRYS4kMqKX03qIebavmgsEagcAF0pHhaaNqYwGLYaSguD2j8fhtEALs2pCWuHCwCU593acZ2KUZKLoHi1mhbEfq1sVrat71lIEDFe5kD2DH2QeK1vDaGSeniCcjgmWbvh7w0SJARdnDQs+XMKYqFLy+3VkQaI0eju27OkzoZEhrH+sE7fz18sIpZR9O6AGhFtieR7dCLtTJkIFw44Z+lbBeyQeJ03sDncK0HiEptctcVKhXrtI/eoVuEO49+wpnU8fdF57hS7/2Qc5fepqXXn6ep597kdNsPLstPLuemFJGJHPYLVh0PZ3BwjLD+cirZ+c8+cJ9Xj5Zz4DnNz2EYHmW9Hv73ukzrOk64/b1Q9569ybHB/t03YKKiynHaWIcvV3fRfghqBX3p9puK+dnI6cPL9hPC0pvWNfNmWSfM29985u5du2YzUY5PztlGgcOrt5kMxna7dOtOj75qU9TtiPaLTnYX5Jrz2LZ+QESgIcQ7Ad56WJICZ1O8onNLu4P+8xgZtpabf5ZSRtj2ATPu9KHS5272FQhfm5fF6IkgrNEQHAEsfN3hwnE2RKJSeTN7LhZz/q/93e+j5/4r/4m/8If+d/wyx/4u1zcf4Vrj95A68jeCtZlmoXNUlu5jLi+fj2q1TlJ8vNnx0SL+n7M4odyEmWizIyMYwAXCdZqoF76IkGddqacCaHOrESwNy0BioOv6XVamZAADxogpYoLjFMAE7Rpg/xnc7Awqu3eRRKoRgoTSW/wkjmJFE2Yc+jR1ZriLce07paM4r+73ZsGhhzwJipt+GkIvuL5QrT313C8jntOxCIiHvmZIMTUTWdCRCnqhzvGXA5UJNypy1yeJOKsL3NnyapWhuJdewQgNCmu3aoBslRI2c8aavHkK7mo3Rkc34fN7mTOu2ew4r/UWRnZ5eSXGl4ak8al1dvOBF/jGj/iv7Nis+5T3JjOeYN4vvf712hQmIIZs2iM6SjiZ2JyPYWbHmKxN70XeQJqNDaICqM4WK+l1Ua+Oo+veeCDMnc1GQ5GanUU3g7M2gz/PDVwJqbRnLW69qaJmcU3kEZgin4TJ3piY1ZpypoAPwGozMDUqfsWQuf2wwhgNehak3lrz5NqveQmOzQOSK1uCBYQf4rfKVVmlgjHNBHYKyWybPCW4vYclbYA2xRmf52kPoAuiSDJqfZhMzCsC2koyFRICItkZKusVMhZWGTxuVsYZTJs8g9oDaxdCjY+WN7cPwY3MawGqRhZhbH46XPQK93oZnei0PfR+YWwOkqMpxN18NfslsJQYNwYZagsjzPTZJShkHphWpuXfAxsE8E8iwsMFWoHw3pi2ye4cczJqIy6x8GN66zu3mF59xs4OT1jvX7IS599gvODY0yEX/vr/zUPz8/JB8Ir08SLU6FK5nQSTmtmmipdLQgjTLDsOgYbee3BKc+/dsb5UHadfJeAeEvycu7oFys0d1idqOMGbOLq4T5vuXHE1ZwpoxsPZlXqNFLHEUo77CMjiy1iBDAdK+fnA7ISUpdY9NAt/EASm3jw6quU0buG7t97lfX5Gf1yD809B0nYv7Lk27753XzmU5/h8MoVvvj5T/PInSPe+PgjDOOJ6xjwDD6GaNMsJnySujQJKq1U0MpeWV070jpSdDacc8CSUyZpootOoiZk9pEXikqOwzAO2jazC2eLZs+TdkHm4+LyPWj3hPDjCaaUwtFR4q3vusJf/Yv/Jzan9+kSyDl8w7e8G/QCJn/2ZJGdm5ebjFZCA9S7GS26uEwSNTljo6UxETKXvlvJqUp83RzQuabQE6EyGTl1lDpd8qFpepQYcdE0OhpJ2xxDXHMiroSOridfhI2V09TKW40dDvjYmJ/kYucUc6HcFTrNJSpNfvgVqfNsr2xh0CF1TvTctNETJ4hBxDhAUfHvta4sIuakiInz3pkTz2CQLiWivhb8GovtQK+3Zjul7h2JEvdMInmQuburCzDamk1Mq7OrAb6d+XGGf6oanZhEFUGDVQJJiamU6AwL/BLGU9KAje1a1CXAkC9bnZnJWaJhO6gubWVrw0XSFjkOw/3e1aCYZ71bCKOrVL/XBhQHhqUWNEvELJtZKCFR4r2VEQdz5rGdngBBnkhszeX5WgvWLajjb5Xx/ZN7fM0Dn4IjeCc6IgOIIAMNBTu6F1zEV4PWNizM9mQGCEbMfqFlZLuQ2NgKaa8bZS8JLjpJmrsXIBISqfPzpobuaWWxCJBExofNC5JGYaZGRXpN3+3/5/jkG9oANLLsaHmFS4JPN6kS80ws54SkRJIMeGss5s/XbuFagFKZxkqdJspZJUfHQchpnJXRCKDm16yU6q26EZCaa6ngzqCGZ/Elxk80CnaoblJ2lOHoUBk23n2hKqTeg0O5MIaHozNn2QPE5tzNDCkOWM9fHX20kQqlOKWcemU7OOjZICz3MlMS1l3HqD3dnWPSrdusUyY/cpdSjRcfPmRzUfnS3/9pXrt/wsl24OH5mpdL5SQ9wQXQ7XXsk+hzYiuJ7RYuBhiGEuLFykILlcRQRp67f8YrJxeMU91FqLYO2K1V9+fpkJQxK9RxoNaJo4OeN9444PoiI8NAHUbP9ONa2FR3rEjc810nk2d5U6mMkzIVY69PLBbK4SrTdcpYjYdn51y/fZsXX7zPZn3hSUQp2DRy/eYxtx+5wdXjQ67fOOaVe/c5vnpEKVsWfaIO3qXo2erO2bxR/mpEQlE9b58nqzvgScFApJiurtEx49oSL18llXAR9sPQjQolXiv8ZBqdQit9xGZsmXQDITRgEPvK6rwz42YEAxr/ton3f9fb+I1f+xQvPfEaQ60cvnnFW95xh7Gunc2Jn57MWY1SY75StTnrvvxfiZ+p8W50Zspak4PP50vAZJUSHVXJKkN1JiklocS074k6m0AWE9wAMg7puC7h0LETOAfVldWvXwM/Pn6iFQf9e10TMqu/XkopBLsSTI85wxYsW0v4kl5iXojSlxH31XYjMSK2zCBVBJMcK2i3nhPNpd/BY+tiVRxkNRMDawwb7mptNjeoe7mstt+rJDHvbhIvo4ka0sbbyG5lzNFfFCgO0BrIazs6XtPZK0CSmxg2/5vK/Loqu3Uw63ji207SBxDTBojiYJmZoojBNCanXfgZ68z6ox2sN9oNmrnJ6KZUE6gxNX5u6XdRfYpSnRdrJzcudDbBZ31VT1id0XNwVa2SAgC5h5E3r5TpnzLG5xd/8Rf5j//j/5iPfOQjvPDCC/ztv/23+X2/7/cBMI4j/+6/++/y9//+3+fJJ5/kypUr/MAP/AD/4X/4H3L37t35Ne7du8ef+3N/jr/7d/8uqsof/IN/kL/0l/4SBwcH83M+/vGP82f+zJ/hQx/6EDdv3uTP/bk/x7/1b/1bv+0P2DZ1m0DcWsiZs61YJBLZvjUWRncgJTpGvPaiUR4LFqniHhmCtyi2rEDaAifolkbzE0jda+uuSGgZuAVj6RuntdkT3/OuLmYgVQOZqziFSwSstqARL+mIeQ3ZnXj981SYaVDFM7VibjqmqmjK5OjMEEk+dwcHEKJ7nsHVQhkLOlXG9ehtmwG4SjW0BCixFrCUMToRRguhsgTbY+6XkSSmH4uhnZcypsHIYu7yvC304qCqjF5Ga9e1zWUqozGtiXKZ/4JuPzOcTyDC6lbPeluYikCvnL4yYIsF+z/8L3D20lMsusxmM7EFnnn5VS5eeMhL9x/w6oc/y2tnF9wbCw/GwhbjvFQGc/NFycpBlzla9Rz0HV3yazqVwnpT2IzVp3GLH+Q59Fgvv3zC/fO1M3uXQM8cnlSizCn0iz7KHiOlTohNLBeJx67vc2u1cMH7ODCt10x7S3IcEm7wB12n6CB+cDZxa8heKn5PpqkgWtlbKHt9ols4wHj09ht4x1vezPPPvMj9116BMiJ1Yn9/RZ+Uey/fY3N+zo07d3hwdsK0nnj8jW9gubfkYuP6EyuTg4C0Kxo11U2jwFWURIw+oJWt4jkqNI1rE8d26uJm1UzUaHbdkwHeQWZdiMxHn0R832lb2iF6mQ2TAP3tEKiuqg82IXgfgcNV5o//qR/iv/87/4hXvvwc3/cj3wMLo0ytnFCiK6Zp7nZfd7fBGp1bsVdx99spWBpPkipFDcEdhgOquaYEPwiTeDt/qe6bYlJnYINYzPdjZgNaucPDXYyFaG1PIp6NtNjVNDnCTrycNFrCxWcOhrFkCtYnRZkxazBN4kloTjH/D2LMTowraWBUiNJOMPNxj9o9c3bCg4dq81sLhaB4PGhl6wZU/e91vv9CmvVzbYxRSCZRbQmZowLnI9WBSHgLjQGUKxaT2C8Ba1FMFSslOtlc3E0N/zjZtdUzr78AIXGNIuAHIxUjhiIRtUZj0dbiTselwfpUZWZiml6q0kCShWniDHdmi5d25rzOSiJQuDfwwM4+N0iDEt1l1n5PiLejpDeZx52KUHSgE684dNqSdv8VGZubL75aj9828Dk/P+d973sfP/qjP8of+AN/4HXfu7i44Nd//df59/69f4/3ve993L9/n3/z3/w3+b2/9/fy4Q9/eH7eH/2jf5QXXniBD3zgA4zjyJ/4E3+CP/2n/zR/42/8DQBOTk743b/7d/MDP/AD/LW/9tf4xCc+wY/+6I9yfHzMn/7Tf/q39X4b02OzQh+/r6ENwax1cLvQECIgJmdPku5AkhCgIdBoMCnSGKPIkGSG0g1Ft6CwyyjFoj4s0IYhtrq7iQet2FEeZBqDKMwAyapbpxfzQ1RC0EgEynlyPLajcmmvExkFnmUYzMFLckfOHTll77gwcwMwi3lJlpHOmZxhU5DNRNlWUjU6C5dskxnBS6swjF4mxNyQsH1EwUsZnSp1cpTU9x4gk0DOgtadPkc62u4lrxIshHJh2GCM2+pnSIAjDGSpdMeJzVjZDIZtKkUz90dhI5l6fZ96fIXTYcMnn7nH/fNzXnhwwivDxPk08bAaD2MO2AihjZL5cFAVck6sVj23jve4sVqyBNaDcTJMDOPEtlRcr+cHQp8zxSovP1hzcr6ZQc+OEBRa140HYaXvegcLtXhNvRo5w42jBXeOluyLo5dSjWG7ZbteO8NWKip+fRON8fHgmJKQOkgZqlRGjG0pXAwDyzow6Yj0Xloap4H1dk3XZd7zTd/E2cNTDg4POD89Y9nDI4/c4uHJGYtuhdaC1InHHrvDenNBLZ7RtdRSis3ZsEZXj2Ix0iCRBXoJZ+YQLedgFbIkOs0hgE54YzuuLZBu7gTLDeK00k4wPk2I64dgCGLn6757tC+1UtRuHMccXWKB7WDSwdGC3/+Hv5/txRakMk2Dd8LQ2qL9ELPq3j1uoxGdQ5QoVymoH64WMQAUTc5gSpU49HTHxib/mpp3TLb3XZt4Oa5F8+ZyXyAvUUkiSo0aUioHF1kTTQ+IhElhK0Oqd2Fp/N0vpYbZZdMx+mtosN4p2tmDFqK1s1uAvZ2LtuvPTIjZhTbbfmjYjkiLiQFisDIL2s0CXOHjI4LwoTHKDZT4RYpOrGAcmp5zthsI5rni14rq3aNFfJK4tEQVIUl2v5pYGsV8L85nTuy7LH7tSgAGB5TRxq7ELEmHWTVYn6rmOsuyK681qYbFOoZgBKOy4YsuwGJ0zxjecSw1fum8pm0GPZchR9Ph1d2viGvsb9ZqMKEBqCkO5HXO4Hx8UOqFohMiwjRCFf/0uUZiXgvWtftU/ukTN//QD/0QP/RDP/Rbfu/KlSt84AMfeN3X/spf+Su8//3v5+mnn+bxxx/nM5/5DD/zMz/Dhz70Ib79278dgP/sP/vP+OEf/mH+4l/8i9y9e5ef+ImfYBgG/sv/8r+k73ve/e5387GPfYz/5D/5T37bwCdlzzrqpUXQSl4WWTQQm8MdGAgwkmJDGCEExU3yfMtEJ4o4CyRB28MuKxHbZVcWWWoWCeIoiM+my8E1Nm4W1bKGCLrmluYSdHOpNYRyO3rSR2iEHiNO/LZQbc5OG1rfDVttme5cG0tuDmZRK065c52OWNSX/TpZilz8RqFsB3SYqGeGFWdkUG91VHV35WYwV2vbYB7INcScKQSq7fN0e96Sn40YmxEHY6+QoWwN3UtManTLjGZjfDChObk4s1PWD0bWawdO56eVc+24n4Rhm9h0mXsGz59OvDac8cLzD3nlk0/xsMJZNbZBuc7GdSJzebGBWw/6Qu6Ug1XP7Ssrbh0sWOWOaawMdWBTjLHCVKJcIsIi+yjFk9MtJxeDg9xLZ6ofNDJnryqw6Hs0u/FZrZNPeVbl6uGCx68fcHWxoJNd7X0cRsowMGWljgPTOFJLCZBt0QavdAul63xGGuqOq1M11pstZ+sTFsOSA9tD8oKi0C2XiCrPP/scw3bkQXnI9RtXSX2CpOztr8h95urxEY89esSjb7jF009/JiY0S4hPQSgROHVmnRQh1YSmALwWwEbagNE8/12wXdkOX1utU0h014nUgI+KRAnE4uAMbU9c9SiWzGDHg3nrimJmBdou2qGinatyiwowkjpjmlwf2HhVjznRXCweL7y13cu/3t3l3kzefh0HoKZItqKhQrw1eG4CUKPQtDLOyng9IYX/i3sDdaIxAFm8U0laxd/mWNLWtMZ1ndQziE6iK1aNqq2Mteu0m+eoicU0dG9hTm4ghiTdDWEW1xMlcYanAn382UpFiI/dUBUmMR/7gIS5os++ajEUkVkDRACUtj9R9bmJl1iNVgpyJsoDpIWmyk/5YPJir3hnsK9fCea/AUkHba5Pml4HGeKzqvpomGj1bknhJERGiLeDR9Jbg9qcGSit3gUYi9Krgn49LKazq9g8LLjp90I9ESqO0DCFH1Cku7t1zm5tzwRP2wvSTGx3GMnlCzoLqsUulYIlvOIa0MPPwQlQK1HGNRIZsxFdiPu+Na2VVaTmSPy/eo+vusbn4cOHiAjHx8cAfPCDH+T4+HgGPQA/8AM/gKryq7/6q/z+3//7+eAHP8j3fu/30vf9/Jwf/MEf5D/6j/4j7t+/z9WrV3/T79lut2y32/nfJycngCNlC/pPUizatl/abc8BZRqto61W6gFpzgYl6Lt2k3AAUxqDEgtEcB8an6ZOgKoAHLuVhcbzJvPsy4c8xuZtFHTsVu+2Ekotl995CPHMnVexKJt5NlTb556vSpTQ4ndLBOMGtESVnDOaEl3qSMkHDOauCwLLJxerJS/vqSLHE+X8EBlGrBTK1rMciY6Pac4SzEdRpChv4YFPQtgnCYhZWVJAq4+o0ArDJVxWDDTHROcukVc6C5/LlRVce5TnPv0l17iI8mA0Tid4BeHlyXi1TLxUBk7Mx2o8rMZgzuT47b8UECTuq+4yI2l0v+AUf1YOVx23r+xx+/CA/UWmjJVNrUzAUApDDct3iVEACuvtltOLLeUfm6je2IVWDvVSgh8ypUy0FmoVOFx1vO3OMY8e7tOpt3UXMxKVOo0Mw5a+S0zjSJmKa62io6iBjcVS6TvBxNnCKn5gbzcDm4sLps05ZbyAfkW/15P6BadnGw4vNozbDXdvP8b9e/e588gNtqNbE3z+85/jLW+8yZWjzOHBEq3VAS+1kZ+IqVdqtCUKfsBbMAIqGu3JzIf/fMgCnWTP8ONw1BDkN2bHCF2P7opbvm9TW+3tBtMCguyORt9J1tIbBxZ+XrYSeY2AEXm3NTPROHiiQaGJiUND72Wu6LxyAbPv07FUL0t4Ww6t5boQa7slOXKphBPXqRhMFsmMlmBG/PMlmi2HEWpc/7ok71JSYvp6mjs6VV2EXHAhrsNUYWqAIq6Q5zc6l2WaQNoBZeiAghESidKXi35cjxUgVTSF3oto/MCZJV+odA08Wg2tZbzHYHf8sNf5vUgcxjvmaefnQ4Bdoc1DuxRbSg1d4k7g3N5XIg50c3aupSgem4OBkejUbSyYVaDMcVz8I/g6iGTYvK7p50xjBKuLjBtrbhqR2pebv1bxz3NJhjSvRUGiGUsQjRlucR28XT88k4xZSuE/E4lEK5s1sD8fIDID/XaNd+UIcbbeJo9VODj0/ZLczsGMyhj3wct+4zBAUnJNJDOmWt1G6X/OPj6bzYYf+7Ef4w//4T/M0dERAC+++CK3bt16/ZvImWvXrvHiiy/Oz3nzm9/8uufcvn17/t5vBXz+g//gP+DHf/zHf/ObmDebZ2/eeVUvCfNk7s6wCGwyC7dkLj/V2O6Xd0ptGRfMJ6W3nzdgchkgta/F9PTQB9AyutpA1q7rzMwzxmBn3eI/Dkd3krWwAVcsRcCOtviC+7OIeq1acT1QqdWNyJo2KD6Sd1Fk99pQD06S8jymwGva2XU8uEZFim+0dH3EtltSmZDTDdN28gM8WKkp3k+vsJ/FJ/0ilOraI2qYYyF0neunbGzunYIuhH4vyoXFGHMiHy1YX1Sm8wKTcX4+sV52XP2Wd/CJT7/MvYuHPDsVXirwcjUe2sSJeed6m2O+y+D9cbnW3iYvx3dm9KjJv5ez0veJ/UXm9pUltw9XHPRLSqlsp8JmKmxLnQ8579xw8a2Vwnozeia4S6P4x5kkM8+su74PZmCaD7G+z9y+dsDtgz0WqaPpvzxrcpAxjCObaWQ7jH4QxIHRfo8LgfHSYRwE1cy1T4NxcT6wPj9nvX/KotvjhRefZiyVG3ce4/ajb+C5p59hHAauXb/OejMics5ib8Fykfn0Jz7N7/0Xv5+z8wtmLlSMlCPk1Np2AtA0LAFgxA9DRNCUfa+GhktVww9G8anb0VZMmiezN1HzDOjFO45ee/UVDg+vstrbZwdv/Xk2338/nZyVjD0l4nvVbE4VWoLS2ILGVrQV02wjWsZcJUoZ0g6lxDxllNpIiBjWGSyWmBdOlPn0Cd7Fp3pbq4Orl5Br037E9Sx+YJuIl4Tmw7zpL1Jc+5aytT3hBn8iMmvEJJZolhRuy2nGjT5TTaO27H9P6gBfYwaYSIequ2o3YKsQImln8HLERdVWyiPAYStZhtYoEqkqzcIjzWXIVpppLesWgLXtbbPQYeLgu4E4o4TdCRFX2z10c8DdlMWdRmzXEBXZrXgnllbXuVg4Dlq4ojVxsmEk8yQOCFbQ9+ZUS1z/6BoWvGEjZGWtdNaaHnxU0Q6Az/PlzFFRA0WXW9xFQnIQF7ONOUptT6pQC7tGmohJLTbW+P0z6qqxeBs4x5ziJvx5GnMmCWFiwOjweW61ZnLfUay6gWGP74epnbdfncdXDfiM48i/8q/8K5gZf/Wv/tWv1q+ZH//2v/1v8+f//J+f/31ycsJjjz2GxuFtAFXmsmZbxFlcLFYkkLVmDEfEDoR03vTtAKw0ATRzi24LDlnTPHZBcfq9ague4iLkyKxbYK4t64/F5V1HJTKByCRret1Gc9twZlrUmgjeYh1C47FpaxR2XidmUJSgkP13W9DamrPv45xIfYdGhoa51kZbW3IETrmyj6wPkTqi1Rk1K4UxtD0DygYYE/QLY9ED1ZjW3h2Qq5cSk0qwRR4MUhK6ldJd69D9TB1huj9wel5Zv7hlPQpnm8r9yXhlhNfkgnv/3c/y5PnAi1PlQXE259Kled1jd9jFdW3AQ2V3v4lNLv5++j6xXHasFomjvZ4ry44bqyUHywWlGNtxYj1VLqbKxVTYFtdlaACNTozz7ch2LMzszqWW0say1eoHQO66AHzTTqSYhEduHvLGm4escufvUpMDHpVYE266Nm4HpnGglMk/VwAIUdf1SIe3zFrMUKO6lcAWZFN5cLamWz6AvOToYGAYR7q9PR57/HGef+ZZEGdbV4slt29c5eHJPUopHBzts1x2vPLS865LMNCuQ1NPLRUrI5nQSzXAY85QJM0kUmiABNTBeFIfjJnj37RyVfw8wTr493xNN12LWMKKcXJyymp1BFJiezSgMd8CXPMTQDIChiepdT7+LMShLYGZRcutA8eia6jW6Lr0e2MlDslLoFrMzTnNYFPbocss5q1RGjcTqlYHOCrugK7MscY/SmaU4uVCEwfXBCgLXU9C/VAOkFFizaNNfrMrHXriUudOLR9a6aWTFIBSgY7oplNnenJOJKkzo5PUx4swv24DpBr3qbkm+38aYK91pbouy7vBRmkjngNYWLx/mr5Fgg2JGBsx8TKb4TGw0KxGHOju6JjaGAu8A7TUMguCq8VsNWusTHBzsR5aXLHKDDKd+fP9mzWDjMGcOCsEUGvzr2ng299Dae8k9kOtdR6wWxtr02JaAG7BGSWqf4Y0a4daoLl0ZoSmSNQHpvr19OvvCamDqWaBoi1dadiJuFdx0Fg1aiJKo4FUw0xBzc9in27v3yqA5Q6zQmc+UsXnD371Hl8V4NNAz1NPPcXP//zPz2wPwJ07d3j55Zdf9/xpmrh37x537tyZn/PSSy+97jnt3+05//hjsViwWCx+09drUtejWPXWb+KgEZkzoJnSlDaWgrkFvm2oyw6oxOJp80hKwGo3Qa87el1bZtK2KDNY8nDpjFAbTjiLqKN0M9OdeHbnepPYqIHcCSEfjYhqmU3I93c6BmiF39mV1KJ2Hgdl6xbIOZNS539qpo1FwIjpybSQE4BogqtXqOMWmTzrkWmkmgfgLvvhpQo1ufyvbgs5e4dECmGmZxiGdsmntlfvXilbZdhWNpvKvQeF0wvj1IT7VB4gvDDBq+alrJPNlosSmVHsnd+8hWSmt+evSLumu5+ZNVAKuU+s9joO9nuO9xcc9R1XFpmDxZIuZaoVpqkwTBPDVBjLxBh/NywGPQrjMLHejlx2Tm4ZlbNrnQdZEVaHB2wuLqCMtGncAhwdLHnTjSOu9csYBdJcbuNeJ0Fy+EJNExYUftcry0Vm4ycpfS/s7SVUK+MYn9tgmsy7rs4L93WDpBNElyz0WTbnE9eO9znYU65eWXDj1iM88cST7B/ukTphuVwwbE9553vfxunZAzbnJz5KISVne6LD0GItJvWuIJ+55Z9fUnamIHkikVoLdHzWBnBUmolhazDgktC29YM1TyBlf/+YeycXVPO1GBf+deDX9878fzGsseWxTevQDrpoL64t6w/AUi+BIovvNeFsvFYDSiUy/GptQKnMnTveSq8IxduWJYwHs3cDinqnmtfR/DO6Q3TTEvlYixp1lXYAZwlWJwmos8vgDLOqWwvUOECruGB5jokNUKpnNRqlq1Z2S8HQ+XpMPjftH2PsZp2lqHfi0RoZ2jW0YHucTfL5VP4Z3ITS70bLF+d7GcAihSygORnPvvpxDSWCZUsAncmTGB4bh7tJAJzgeFx1TC0lJAkeJAxljHs5Hw206+umh37mMPOblDonOz4qw79eq6AluXecuEWBzmsvIrgaPh3d13qSFifjEonOVQvXRAXwi/J4S7CriE+TF6I72a856oDZLGa5RY1NgoETohuxEqy0X0uLN+mEWnweM1rF0i+5M9GlgSMc8CerdBVK9hewkqi/VbfBP8HHP3Hg00DPE088wS/8wi9w/fr1133/u7/7u3nw4AEf+chH+LZv+zYAfv7nf55aK9/5nd85P+ff+Xf+HcZxpOs6AD7wgQ/wjne847csc/1PPdrB5VjFQiir80IqgcRbm7cRwrsZDNmu7o0wVZ/RU2WXXRRPwKIu3jZjyyQdwKg53eyLZ7dg3Opc5qzNwmnZgZHTo7Up8ksrBezQu79+myUku+wyOdXspnV6Kbvw0kvShFqda8fN3dTMJwkvum5ubc85h5C0DRd01b42yrdfUFcrONiHcfL9UxSY0GRIMu/2SJ5pjqMPg1Xzr9cJzgb3mZEKwwibqpyPxulF4eykMqqyFXilJl5Lxj0zHlZ4WOGiCpupsp3qPOH9t0A7uzXROvBet0rAAe7uOape1ur6xMF+x82jPa4d7nHUd+x3PcsuxVwvYTsUxqmy3k5cDBPrYWIsddbULLLSqfDyqYuZ271zpGV0XSZ3nft5aOiqwIdYRiurGfR95u7ximtdpsfbiCVJtG/HAZWApO5nlITU+cT2LieWXaIbE5KF/YPMwX4idZXT88LFxUjTqtXJBZ2FEZNzuu4hb36k5+3veCNffuJJnn3yE/wz3/M+fuOjH2c8f5VNvsL9sgYpVBt5w6N3efjq09g4BMDJJHIIvBXUogtIyNno+kzKXmrVpGTdzXNqDsG5HZrWBPGNCXDmIMe8rk46UtP4BJsA0C32uXrtNiYxO6UlCjvyZQdgGqUbLeRWW5Kk7DjEBoqiu2ZOoVsq3BgAm59rdVdqak+14pqIgMjevEAMs4zySBV/fY0Trs7nvJEUpnDVTcEA+WHkbNE8RDTeg1dGfG20sqeJj5RoLtmubWvrTudBoK7FcvBpojF/KTQj6rG2S5fLXcEuqiLJgdLMygU4aWXO9h4d5+yY6CwWyWJ4jUUPts73q85lwsZoOGgMRjWu2azB8q3uTFuN+wRRxrHQo4XgtpZdn3Xo65oeBhJiU8uDX7cWSmhhKsFCiiBV5g5a//0uaCeAqnf4FVoxqYnUjd0aSuY6PgftTbvT1rG57tJap5vQLBJ8Re6yvfZvYweaHBz5+zS/nfNaaoGxNjIgwGkDbXOSab7m5ozOAihh2ODsp2RDza1PqrVkYgyMFL+1NsT01Xn8toHP2dkZX/jCF+Z/f+lLX+JjH/sY165d45FHHuFf+pf+JX7913+dn/qpn6KUMut2rl27Rt/3vOtd7+L3/J7fw5/6U3+Kv/bX/hrjOPJn/+yf5V/9V//V2evnj/yRP8KP//iP8yf/5J/kx37sx/jkJz/JX/pLf4n/9D/9T3/7HzDHBGFt4xvagQ0zFI9NYNKkjL4ZUg7Bcbg3O0jSlihCDT+HlmVa6/TyF0/s7N39Kw0JN0rysnurNMlPBLl4g7MgEQ/gQaG79W2KTdqCFJ6NRXYENoMePxNdVZ/FvTJUhOYM7gGnMk2FqVaW2TNw9+hoAWtnxJU9jQASdB0sl5TVinFzQZUF/ZQQGTFGvAPHF/lkSlVBxdkxm7yssh6E8wqno7e2lmqcAmfA/QkeJjgTBzmD+OGwnYyL0RjGSikR0P//MKQ7Vue3ziiaGDMlz3RXex3XDpfcPFxwfX/J/nLBImW66CJJKmzKwFgqF2NhXQoX08RmLGwGBz5dl7h5vM+9h2dMpZJz8nJPBBFNiZQ7PxBrpesyq4M9Hrx6H6MEk+OltttXlrz56iGHOXvHTFvGquQuU5Izm1UyVcP/wyfFehmt6SyystzrWC4hZ9hsXSRbpzjeRWa/mfOLwsPTc3JS+uUeP/czP8fq4JBXX3vI+cP7XDx8lbe97VGee+55Lk7P+bb3v4eb16/yyrOfdc4lZXK38Ky31JjhpBTxzrK+M7okc1nawU6aDQlzyj4RW7zNHXy5J9yRuTFGc5u6CMl0dgL2dauUaeKZZz7H29/2VqSPhWC7A8G3XCtD2exF0lJdC0ZyF+jboRnlrFh/s8yiRsCfOxltZhlqbJ+mFaqRaFUR0IQPNI2yQgBHseJnguCH26UDXaNxwzuQ/Nr6Idz0JVCleiJi5uAm+e83nDFsWbqqJ0YEw6biBoZJ0zzRfb7WurMbaJYDSQylhNmkXtL/uOmk62M0YpB/z89oZwZzMPKuO1TEiguvg8VQCwlAi3kmrh+Zy5IBROP3NBrXn+8lw10nV3H9Yy2zTUUrYTUNpQWAbRGjTSgv4ctktWJtjLv5WvAY7yyaBIPWxloUfEBtqebsYGMCtUabt59J+RJ4qwmkxNpSXxMN9IHNbt6uX8XNQhsDHGtGYS59YbiLNNI6+r1kF+dgAy6zai2kDn6JfV/ZTGXtwJMQgv1Y/7WN5ZgE6q75wlSxbcFKGHlW17DmcGP37O2r9/htA58Pf/jDfP/3f//876ar+WN/7I/xF/7CX+Anf/InAfjmb/7m1/3cL/zCL/B93/d9APzET/wEf/bP/ll+1+/6XTQDw7/8l//y/NwrV67wsz/7s/yZP/Nn+LZv+zZu3LjBv//v//u/7VZ2AEkxQwa8Dbb1TJtndTpP2b3UZYF7VkDLjoIhagxLAJcmhitEm7pFK2dQwoU6F+AvMwyVGh0fOH2LUcNqnthobRGmhpoDcFmtoNVbGK1JQ31RSWSFKRB65CYBpoAaWZRCtZEaEFDRmS5VdSdeLA6iFAaQqVnDe9aXavGAL+DW+h3Tcsmm78mjl7kyzirVcUSKj62YijFNRt26585mazwY4HxbOUG4IFqqEc4VxqyMnbJVxX+jG+xdbCvjWBnGugOSzARKZHDtaPqtQc7uYfOB6WMrlH6ROFh13D7c45GjFUerBYvU0XXZ6+uR9VRzPdK2FLajl7Y2W2d83KzQS1P9co97T71MlzNJlc00IOIanlYeGMfBu8SurMjLTO6VaXKxYVbhkat7vOPWMceLzOwQHkJTxXUVOScGCs24c4w5QlNWpuxGhD4x2s94U6fUp1KZnOKheXWSnFlkW9hsRu49eI1vf+f7maaJu3fv8plPfgGzyrQd+PITX+LwcMXxI1d585se5eHDewybAdVE7lzjUazEOpLQkWRyhpyMPie0S2hOMzuo0kYjuIC1gQbfNgnTjqQ9nWZy6wRrqp7GLMR/CF6mKJOvE1LszZYFh26NxrW2bNgwi25Qa+AoWONaaK2+c1dn6Hxc0BySWGnakBKvWF0HKDbrgkqwMDaVFpy8K7L5cESO7rYYyUsT8X7mTqIATu43U4IJMyabYgBx625rIEdm0WrTwzR2TartbDja16SVo9oh6LFqEjeha1mFuzYLSEXSTo+V1RmbFEAnp51jdJUop8eabnfCw3DMUzejzRAUdI6VZl7amrUqAWizym6ED86EGERJK+KFMd9DooSl+KntoKcxPl4Kq+bXrVpzwPfnSMAQqy2X9vtMrW4uOYPdYPwaE1fBSjCDtQaoczDrJn4CVmZ2z8FgaHWC+ZEQcvth4MDQAUp8rgA1JkbO3iDSutAMIPnnnvNGrbFH2I06CipOalM+ua2BgIOY6rL7tmsk4riDNb9WNbU1G8/L0Jk411lDakEOd+h/ynx8vu/7vm8+ZH6rx//U99rj2rVrs1nh/6/HN33TN/FLv/RLv92391s+VIPGo9G9TYwcJaWoa2scoC4W8/9UPQDMJZQokxhGiZJUiteACLSYa3I03EnFf66Z3ifx7q8aZRAzt/JuMkQwSivPhaAYdSDVFDs10ssmeBUX6szIe7a2lzBCqy1gOc3oww29ZbfZ5ScRyjhSNhvK/oTs7UepK+3KCpcCjLfyOwtWU2bKPdvUczGes1kX+jp5jbsaZXJWZizGxbZyvi6cDpX7IzycYG2VMSvLXll1iuRm5uJMV487OG+3I8OmMgzFD2prtHSjVJnbS5nDWwQQXg9A2wVrMTtlJXeJ5V7i6v6CO8f73Nrf48piQU4+xsM7LVwFai1rw7PAUov75UyVUrwT5PjKId/13d/Mpz71RUQTwzBQmig0ufBTVRmnEcw4ODzgT/6v/hj/+f/t/0GpDlq7LNw6WvL2m1e5vljEoEWNjL95ljiQd2qNoOAzo1WmWphEqTkhnU+Xn6RQmBgqWJ0Yp0otkf3V3RRm8OC3XU98+gsf5Tve97284fE7bMbCzbuP8/SXn+L4yjXuPTjli1/4Iv/yH/rnefu73s5v/Pqv0mcXZuc++3DaYqEX8U6erkvk7HPdNDtzqpp3IDR5KawdhIgLIxV3aVZNpNQ569MAksQsqHYAxj1XSUxTJXf7bIbKatnN7EB7NCLwcgjzGOF9gBJJyE7EGprA1tnVWIS2/2P1OeCJjp74OxKgsmlwVKDUefBxJTujIMwJVjPmsnaa4Yeme+HE+ITqXk5KcQahtFl8Dlaq+adJTfsXDKfa7vrV6oxn0740aUBp+8cqXcrh23PJQyfaj1S7AEDhxS2tuxRnZSTFfQ2wRXjthD+Tv900796q3sUqZg6qLPvzao34s7t3BFuukSilqOXXNgW61rmc5loY/76KMNVY7HEfsSiTGpjVuL/ORo+lQHUN2GQOcmq1OSZQjWIFqBSr7ohu0R9Wg+EL6YFF5xjVgULTlYl4B2iLXRohq4Xy2bNnhuwWSa8/UeKeY8HohL0CCaQ2sLQrfTZt0K5bK8pa7blUb0CZr00jTdv500aseDCemwcqSDKoJUqEoSOr3sklZiTvsKCYz/KSpqf9Kj2+5md1kQVLjvizCJQAIMl9B5pvi6lnTN65UTFLUfc02qTeyOnmLHtXi3bqsml6kHAkxdvHNYcRYqOYa0P+M5HoIjYJAWOb3hyCMx87EWUrzBfF7MjY2oN9UavKzu5bGhvkAMEiCBiQanvNtnlqKPiVYRpZb87pV3vkvEfzG3LyKzJP27FJTRwpqaNox7klLiYhbQpaC6W6a/F2NDZj5cFQeTC4G/IkCp2RusyyT6z2MweLNutH2QKUxOaisD7fsD6b2A4edLzxQCJ4Cxbt4ZfBt7wuQLTN1DJDnFlQBz2LReLwoOPm4ZLbx4dc21uxTOraoxBmenYdVvRVosV8osT07VorYy3U6iWtb/3Wd9N1S5577hXvxlAvHwJo/N3UHZjNFM3K6XbN+mKDCnR95s6VPd5+65ibi8UskK8taDevkrgnWHi7TBNTrQzTxNlm4PRiYDNO1JxZHAhZNqTsXUdTnSi1BFNB+Nfsrp0Aw7Zwvj7nZ//B/5s//r/8g/zkT36Q882WcX3KK+ev8B3vfyf3jnve9s638tILz1O3azoVJO85Y1qLswDafIkIj6hMl4TUhYWApigzQsqCJmcKTF3Dm2Yjw0zWHDoSPzQhBwhsItoYZREdMONUOT/f8szTz3L13W8NJqhdvzgUGrW7G+npSUtcGwt2qH3PAY9Eo4LPxwKj4uaBtbg7c4spfoC2495mQb+E+NRF3zVqzynutzNFIjmAvScDxQxJoZvQ+Lnq+XSNWJHEhcetW1JarAtubArGK81sDXE9fV8392ukjerxESHENU7qpUnRVgKLvN/8e0131kTss5YntQaQSNg0hWygJY9RcpSmtQzQSTDb1RVQUYFx8EjTRPnPgfOEjZeTxsLEa7RoUKxNGI8yYBjtlcaEm7uQU1oSWcgBbpvexsxnLYI4c1EmbywIlghsbkvfzWZrawj3rSnuXF9n1ihmBJiEBlUwjWsRImea1KHuSnxtCbVuL8/X/XyKt+L7BLCqc/Lcxg2Zxh4QR1k+HcBbMy1WjtW2B2Q+a4L/mXsW5++Z7cCU+uevE7hZsMU5BFoN6yyu6deBz1f0sOTBD5pAMBYqgUJbtmDM3QMVgtVoXj6ETsCzvDor3JsAMV5HwmFZXJnvrcXiNWDxg61WL1OVADI+lXfyJW6+MnySvEVnWbAVbTUJMcVXZ2TfwIzojt3RyBzNKskB+qw9gPaZ/WdzYKOWLUmtjJs10/aC2ifMOqaaSOpskYrF9PqItSLe2ZR60nJFXV6wPdtQLTGObmo4TJWz+O+8giyXXDne5/CgAwbONxs3J8vK1CmSMnvLfZal4+HL55zde8j5+cQwNuYtNqw6OBBNlM3g7aDS7nDDBX4BJIKMCAF2EjkrKcPBKnPr6h53j/e5frDHwf4+WMJKjSCrvpbYCeOdbvaS2zQZwzDOgmZVuH37KkdXjvjlX/4o2+1ESpm+T3zjN72bLzzxJNv1mlJGyjjRd15WHLcb/uZ//f+EYeJwv+ORoz3ecv2Y49zRic73msjMtRraZybw+rj4MMpihfXFyPl64rXzDQ/XA+tSkCysDhP9ckm/KFQbWA+Fi85IHdF27tkhuhMu1mKcnw984eknOFwc8MKzT/Daqxtn4/Yy7/22t/LYGx5FrfLaS8/RJ5g6JXcLkOZP4oxlUiNlI3eZnDq6LiHJBa+aEilVN68MtocUrEG8J4k9nVPaCaBjXIEfaq5bcYdnL5MICdGM5p7rt+44K+GmCbGxIlBLfGASwXH4mokUeDYwvBRHCm68VlvrurWt5QmMl269g3EiSh5WgxWK6d1FAsCkaEGPqyW+xlWgRJnOv0AMdvRSU63KZM5Iivg0cyuB6ypYisPfmgtNBAGTaFW3eU27BMB2mLCVVvCSlreju3YwmUXdRmjND3opXko0gUjTAWnH7Gwf+psawCk1Bk3a+/ODs4tZa0XqfHtSJA/hyOMALsC/SYifzWcsVk0k87KTN474fRpLCNejg6hWYiah7LQ9UXIZa2N7ijccRMJjwWib+bDNGmad4WESVk0O1CgTMtU57rqoLpy7a1QAgkVzdikaAVp5SRqovXS+xfmT216NcJd8xlDMnvTrPzsSRs6Mh1Gy+TXB2jgTZ/Ukya5UW2PBSAB1CT6gfT2YNz93/Fys1UmCam1tg1aZr78QetkAeOJVzBBZ/1Om8fmf20MFRHXXHpfa8nCacl5kmF94cX8MxLMzTRrti/4zrRavViITcoxr8e9W15doPS3VmRYvZ7UMkRDr+QZSYc4cmhxRRJgamrfdn1BDTO2ZY2pI3vzzOFr3riszEAvQFxoFFXb27+yyAUGD8SlYESxKXtOydzt5g9yyDmsO0XU250tJ6XJmsdyj319xcXLOejOyNuW0FM4H46IYU1KuXN/jzmO3efM3vInDHh48eJkvPfc8p2dbv5Zdpl8ecP3GGzh9WHl6/RTnpaMopIVRy+RZQtTehzFGBLZuqcYCAe1Qk9AoNEFmUmG5zCw74fqVjsdvHHLnygFXVnssuwUVYVOhSKGal1bcQDJB0NJWXWQ9Fi9tTVa9/ViFvS7xpsdu8JlPfY6XX3zNyzKdl3E+/clPuykkXtrY299jGAvdomMcNkzmoOett465e7BkRZ7FsikCXKkeaMtUsWSksAaQ4hT6ehp5eL7hwYOBV87WnGwHrFOOry1ZHXRcubogZweS0+mA9kq3qNHA4qW0Oh9avlKGwa0KnnzpSQ6Oe5596jVSTly5doXlsuPi9BQpRodRUqJfLKmafR1XSKZkdV1Z3/v18HUjPrIidaHvKV4GSdHFGHqRGvq1PiWWKZO1R9U1V0madigF6+OjTz28KiKZYRjBlN/42OdZfcc3cuPaAS3zsShL+IppWWzQrZbxyUxKA0MQwKYdkOL/bmUoYUK04l1u7YyLOga+32vbf62EhTDZFHvMy3MNdNRKzOMKHWIN49I2q4pIBJIi4iJoDRGvz7vykppI7HWxpgGYQUbS5nAsM+ODelNHbqxqNHBIe9+yu1YtxArRTCGtGy/NXa60NUUMzZTd+ITWKt/GkLTd6wNImWNOwkslJTkonYEEHr8ddFXQ6GYNgUBj99sbdRJJYjvHgR7x2Wjg1L9m1trdcb1MY2HMWd8SjFDTplh1tqRWYv5slLkCgNVpokbcKMXvV2EHimrEfGeJNe4ls65GmnAirquDc8+PtVkxIKRE6EUjkQ5A2AgVCxQ1D6wlsE0NEBqVC01p7hhGwLLNzJFIRWtLxJsCyAXxlUiiLPpvInFw93Gw0sYnGVYqOc7OIv+UaXz+5/cQN32yGsI6md2NSSHw0xS1dy8fuEmUzXsamJGwxCJzszenUByUNAv+naun22uEat95xRmRS1PBxfcDcoS2IjZOsBQYSHFKNqegGRttXS2m/roTrFXnUwfDN3x172cjOjGIGjbqXR6O3LxWHtlyqQXKyHazoR8W1OyGct4275PaayluVlgLYl67FVWWyyX7B4ecH15wXirrapyMwrkVul65dtBz+/YRj7/5Lrfv3gIbObcL9N6CtCmIKV1acri6CuzTH3Q89q4Djh+e8/yzzzCsz5FxYLvZQDGmKcSqlzQEKasHE5izuZQaFe9llf29jltHPXev7vHIlT1uXTlgtVr5tSiepSyyUrrOXbBr9XsQfbuqxkhhqsJYfM93KZGyG3BduXLAweERn//iy/T9gsVyjxEYxwlFGLYbN2jsM7lLSNao9RurTnj7nSs8enBAb85JNMFioTFeHixK8YwzEVlVcYJ8MxZOhi2vrDfcP9+wHgr9nuum9o+WHB0mRLbYeuvlvuSuqRZiRE8MzCupwR5Wg2EsnFysWY8OnZsAebVc0KdMtQntOvKyI+WeUip1HKhm5E5YLfdYLFf03TKMGgvYiGr1+U/JP5xPddYoj6mvbbEYp5JJuXNX51aMkdBLSVvnTeDsZVgQSpk4PXnIi8+/SM7fFKAD31/zsQFInfdfC+Yzu0r7t7iA2Px6+R6GYsJkhcpENaNYYyJ8PRbcjbl14Tir7GXAEr/LmywaVRNdOJGqe+OEi7D8wEg0jycvQytTy8pTiyXBtuTW+agzpkviwtUkEh1DqeETYiYmJu7A68LnYEzFN13FY08bdpzMD5Ws3kWoLVDhZbDcXr/9L0Briz0yf06dE7O5JXzWSUEr/0zie1PVr1IynNnHolVesWA0StxDs/BPMtfUeCLYNFpxi41IVCtWYsRIiwMBUCxYGqueVDZtzzQ1ucQUmh83Jpyqa3n8dweILBUr3k3bvH2mAM9WnLLze1BnIToS2itz4FbNLnn0xNgOPGGRmer3J+zMHUJ4H0u+xGu47UrcL5rzUyu17UCyxbXU0AZ5h5ivf0xIc1+PtHJCwKHqgDDeQ2PsPFYbNjrgbAzkV+vxNQ98TJUq3mVg0U7nPgTgXE0E+djItE6PQP5N+EeNls/YGRNBmc6bjKipNlS8e66ooBb5XUPJ8f6mYrNvjzcsOPgqQXNWQGqYGRIvYdDMFtvyqDX8cwSoXguu4eeQZZe1GEGDWw0Rq39dQuAdPbjUqTAOozv/9guyuE4AmRt83aOmTk4hV4BCVmHRd6z29zkbJrLBwR7sd8q1/cz+XmbvYEHuhfWwZigT9y42jFNlsehJdAxb4bln73E6nPKeb/5mHjm+wbq8SNHM+cWaWqYwEiu0bhqNonXrPmm6nhQi4OYn0nfKtYOON1xd8pZHjrlz/ZBVzk6zq0V7v7NoOSfv9Q6BSSnusSEqlMknrm+LMz4enDMpC4fLJXff+DhffOYeIz1vfNdbeds73sGHP/RBXnj6WWwcSWrsH6zYbLdeDowa+rXjJW+9fcyd5R79nHm2611ex2YZeIY5bH3ddOodWjawGUbOp5H1OLKNa5W7xP5hZrXKXq4MDdBUzTO4HnSKbhKReaE2gT/xXqigITYqxRi2/r4k42NMUqLvvfNsK0ZnmW6RWe4tWPZLNHX03ZLc9agKw7DG6tYNQFPMgIs9mxO4xsYBTkpC0g7NC5KmYBMaLd5qM03z4+UXiT+rCf2i53f8ju/gytG+ZxM00sJ1KW2P+iqw15fHG7Fgu99luFFg62Zx2Blla9NgBcqcxROHSDJjNGeQZ5dnYQYJUpvPSRxXgcOcLc4BEKJvMwywgmvGzFkyixKKhaamUvx7aLDIruugaQ1nQOMXZe78mTU8euk9GjEJdWZbdqxCjvgmu8+jrtdqHlptjlYTrjt7ZfP9iLfggD/+PpexiEMywCMh1E6N9oBZ++d3KtgWaQJkP5xndVd7/+JaFmllsRA6V8PLbCW+XqAU71CdP3eQNSHoiW49L3FZ+DJZgWlykFFq8dl71ajFmRerNoMsNdcfWgDSZneQRdFWp2J3vZxG2XXpzXx+26/BbjXNXnOhFto5dSnYGEgy7+DSADli7trdFmH84iZPbyUwP39iHeBzwtLc2BPXXf36aEvwm6GpwSTBz+kl1uGr8PiaBz4zExAbqEpscg0dQNxcTOaylBhoqpEtgW9Q5kndXre8tEljE1YKBRcW+vckdEOOn53mq06ax0niYll/XSYoKsEiaVCLgZUDhM0CuqBOJUCctgAWFHgtrj5qMcqZII326xIgKViCWMspEgArjsTLNDINI+Mw0EXwdZdWPBk1i04Egzo6/VwnVI3lomd/tUfJysFywZUrKw46QWxgYwMPTu9x7/SB60vOz+lM6Vf7LJZHPPvcA778zMucrkfy8VXe/b73YVIZthvGYet6j5ZtNBgmHljbxu+6HDPPQLOQkwOiq6uOx68ueePVPe4c9Kw6n/hdyoSUOcUNbQCk3kcolAk2FWzwg3Ay2BbYmpu3jaJY39FZ5ujWLb7tO7+Tp55+jqN757zhTW9nHEbW6yEAaKVf9FQxumXH+nyNULl2tOIb7hxze3+fPLnQXlWR0Ju5NX6dA7V3Mvm9rdNINWGQwnkd2BZjKC661yx0XebK1T2uXFmw2utIWpjGSilTZKCXEkON9SAgMWhXWtArxsnpOf3Bke+JWlmvB5578RUee+wGXbcgpS72nbGQRC+ZnOMwLBUp5sM0O6FLHXmlTEWxyX2fUpJooTa67N09xbzQlHN2wJR89pO0/8Tb4xuLgOwYH4ngvOr2uXbYs92MjFOl71pwtZkZ/Meihwf3KD1BMCWUgDd2qdwrLig1d9stlwCB+ah1l3VEJ2JzdTaTmW01v6BzVj3LKhqOIvQdjgLcX0eEqRCCZX/d2aywHUwaWg0EtUSbbl/i4JOIKTXWZmOEpJWniJLjJfZs1/VEgFMhVEezQDlpiIgTsxdVsxnAmJ/nH7eGR5ADmyawb9hJRHaxUpoGh7gOXoJsn9dN+1qZs7W0txS3xtR7pZbRJQESHlbVIg42Ez52jSbtMKgl7mVsCm+JAqYZFEu1dszHizgILdUoxUES5iCnjG7z4XSSrwlfxcxieo2MV6LMFaJTZ36iKuCSz8truLFnRLu7BDiOeDl3TkWDS1wbREIm4Q7YFm+iDUf2BD0OjIKLraPrcP78CuUSUhcTNIgEfBfNiSnBDIl5yd4kxTinr2t8vqJHVXNqOFgcvze+BRLMXiXSLrXGeIgGgqVlbZ7diTYylvBziENJmFv1moumRrZmhP24aKhvnGZVaYXWoGVjMq0v+kDj4gqyBnC8TOUMlEaNO6l6RxMhtrZKzKf2QyC0MB62AqRZM5PaUbo7mtO8Dj2MTJstZdEzqZJNECleZ26CwGkK4OM1WqqjfE3C3t4CXfUsjva5crhPTpVSNoxn97l4cMp2M2KTsTShy0tuv+Fx3vKO9/GRj32GT332BaZpYrnqeOzRGzz/9DMgJdi6GgzVLkWdJy2rZ0opQ42OhcYCaaRGKbmofBoKw3pLyn6N4mhAtHNtazIvv2TPaFLvZa2pGFs8Y5+C7ak5YcnoJfEt3/It3Lv3kIuLNVeuHfDRj3+E5WLF6cOHlHFktddzeLTCkrHZbul65dbVFW975CbXlj0yRseJtBK+UWuZ160EUK6NoZNKGQpbYJDCWd2ykeAhROj3evq9xPG1Pa4er1juLShlg41+30usl6xOs1d5fUljtr6SEHia0R2Kz/laG+Mw8ZEPfZbH3/i9aKqoFvpuwWJvHyRTpso0jZRp9FJUipKzDa7dSD5c1GIss+YYNqpN0yRQXfCcup7cde7dIykYBA1mJ4Utz67DywF+m9SeyWoUS1ycb+mOl+x2M5f+bHXk6Jyx3Rwm4kBuriU1RMvN9M6/7+uxUJmsYOqHXUuWLPZ382CwADliidnDWZqexnbxRJkHk6oGMLLQECIoiZxiH5gxViGlLsCUlxQawJ3nbgWIqTXmccXnTOjuqqiSEHJj0UK0Glp7ShXvXJ3L/jvWw9vSW5n5sreS3w8RoRNfW35Vww3aKYz5szfh+SzyjRjkpU4HJWPcQ4nMrCmFkoiXYBpjVS2uiVKi56tagVo8Hlbv2IrLO7M2tTQBcI0YXud73hgzYcckuQ7QAhjHf+HrQzG0NvJEYq0FK9MaMXA3Zx+6Gxo2CFAc9yAGM4paJMp+j10HmhzstGGsEnEwsuhGALisIxg9jfJY1bmkaAGswqvQ/z45GPUytGv4NF6LuIbz+YXNn1Pbi0RQMQhHa19rhdr6HX/zYf5P8PE1D3xMHPE2UWD7omBB1VnoVVvbZtu0aUddBgWuNcTLFdqUdxcVhlI9Xn+mTo3IwlqwDFAQgL1aM8CPOi1NuOaLpjSeMuqioWOe20LndlEMDbHsNBakeBZXmHzGTDzEWnXXN0lObdPKPKy0mXxZAdOCjSN1mCgyuMDNoIh7fiitNq1QfEp6M61Kpiyi5LG3WLCXE2RlIoEmusjckiqdKV3uuXF4leP9I3ISVnuJqQrbk/s8/YXP8doLz9JpZbHMWPV257GUyJ4lugu8G6VfOtiZJqjF2/uLQc4COTEJDApbq5TthjxKlG+c6dEsUa5QsjCbOKapkkf362nZIRCbH7IYmjLbixN+/ud+hZfvPeS9/8z7+fbf8X6+9PmnWO31pOUVDg46pjIx1kIS45FHjnnbI9e5mjvXVdTRV0KbfyLqGTEBlq3VxT2QlcnYjgPn08RaKxstbCMoaSf0i47VlSUHRyuO9lccrJacnW+oZowE6xjJvEVno7ebtxIHEEJPjcN6GjfsH/c8XG8Zh8JTX3yJT3z0i3zrd7wN7ROrg0OyLhi2A9N2S50mcriBd31Pl3esEDaBVbI6aFF1oOJ/Rnk2gSZz4JN7uhwlm0uMjrTDMfxjHPQEiBGlTCOb9Tl7q0O244iwmoFP65ixuSTtR5hrkBrjQzAiHkOq6SxSru1/5oLamTKglT38UEyis95w53vSdCxRjkIhDqvakJZYaDc8HAlG1o4xxLTN1TeJYcmFuI1lFovWcRFqlPfavbTGHjj9FK3yUd6oLU41tUZ07mgwOIEZJ6CH+WD2jN4BT7UApQLNQsK3jKLN8yfeW1vafh+ja0xaF5ofmhXXwiFRXo7YW2MdNAGnMz8RL3FAb+zAq1/4BlyCGZlTTmvcRpRoAhDiDSkWd02azYEZNaZa1xoNLbWG3gyqlLm7SvGGiFr9ThdjXgPzrW7lKGRnI9KkDUKAYeYkVZMn05oaWPbzjMacSCt1NbKoMeUB1II5N/xc0/g9NbZOMp2HarsNSoHkJVULWwB3c5bYz/iMsBrC+hYnDb9frTtt3iH+M7U4fG8ara/m42se+LS0ZTZzqkR9GZpIzM8RmWvMblLnysAsGkEk/heHkBm0amsJRFLbJHeYa9ClxmINxD9/LzapID6ZOTJ0V+XXmQ4uFvNTZvYoJn3nRJezg3oJB+akTJ1rc6ZxdONDmlFi6JskOgQic9PWSBAljRpAQkWopTJsB9bbDVnExa/VRadmlY6KFqPUCauVVIFa3L59qmj165etYtPgidYwwjCxlEyvLTf3g+rh8y/x+dML9P4rvOexY55+eM75+ozT0xMeuXXE9vwBWfcQqwzjiEzunu3dEUaXlIN9ZblUhsl4eFYYap2dZ/dWHdeu7nF8vMfefk/NyqZM2OCgre8SuTenmiX73ZVmT+/t7JYVKwnUs3wxBwhZFc2J05Mt//CXfo2XXnyV9WbgE7/8IXQakWng+tU9Ut+x3ZygYqxS4i3f8Bg3lgv2pKNDqWUiafUDV+VS50gTxNo8tgFzhm+YJrbDyNlm4EwqQzIvweWMdq6vuXK8x/7hHl3fedaFsZ0K50NhrO49O4khWcK4VSIRNYq0jDaAcjWGcaA/SugrgpWCFeVXP/gEy9WKb/uu97ItI8N6ZBoc1HRJ6fqe3CX6fuGgRtv6LH794oC2alStfg+09/uh7qjd5USXuvAcMZDsB2tkE/M4BW17tZsP3dX+iheff5nVao/zs4fIzWvzdfR6EuxELPHvCMpNF+LgqJWEQkc3c/wurC3xz9IyegvwYNXboz1t98zeoiAjxlSnOJN1BhzOgs3Wq97EMJc1PHHwBiIvOUiALu/+Sa5Lyczv2TtcPb5o8cN4bpIP/d7ctUWd2bKkzTCTYAsc7Ksq7hseIVUb+LQYGSIzeHCzw9Y1Vv2z4O9bJUNMSw/MQvaoRoXQIsV5TpS2WtwF6ixM9x/2JFbmDq12nyXYzeAl/BA31xJ5W3nocax5dDWAsPNy8tcSZ4jEGdIqDjondfbKy7OtmcVjfxJv3W9lU9csOcvpppUNoDhbn6Q5Wcf5ERpTbT4DtZW4Auzb7shz9q3d2B3o8xZy82aKSOrbvapRTWiCaAmWMeFxaLJmCKmRhIdOSJKXM+e9EtdPtI17c3Bnu8TCq6uXAFiAVat4BWF+81+dx9c88BFlVrljRL0zmBbxuVAti5XU5IEyK0rNyizOctZut6CsPVckarG7kFGIwXqRrfkPtButlOqHNlaiCtccYnxR1AZSYFc/lcY06TxaQTWRJDtb0yl7i8TQF9bn59TNhqlMDozae2vwO0QcTjF7djUZITgD1EHZNE3UsTDpONPdFgG6NEFeLa5diTKXlIpU71Yow8BApZaMSIFpJA+CWnamSRQroFXZvHbC+OCMZS286dZV3vC2N7Lp9jk8POLkPrz0IvTJD7lxNHK0P4/byrjZYqVwuK/s7WdOx8IgRu7c9G5/mbl+9YBbV1bcPl5xsOoZtgPbk4FpcO3NiLJQo0++2bWOMG5D15Ej/YGaoaYKuaLZkAkWfeZbv/Vb+OCvfpIXvvwS4+ii7/XDUz76i7/CO9/9Bt72zsd48qkX6BbKImXeePs6x11PN8+V8llaPjrCxarzepzbWJ2t0wgaZSpspomzYeThZuDEDJYpTBSNGt44+6slq/0lBWOcBoY6cT4OPlx1DKauZdyh4aKxpO1cj4zdcK3K+77z7fyD5z7FeF65OFuz3D/iH/7Cpxm2le/6nvfAZCRT+q6jS5m86On6jpR9hpMzjy4mnUrhYhgp00TuO5bLJSna1UXEdVq5o+86d9EW95OyxvpopplUShwMfkDkxhewXB44c1S2DBfb+Kw5MJ6LlP2ACD+sKGG17H83w0lmvVWgKmYdRxzUrbpR597oOu/jJlAnLC8IlsP9sQLMW4lMPIwyia4qcZCKtNbzmSbB2sgRVTpaQ0SU9Iu46aaUSIjiE0dI8KJRMA9Nx9PYNgm9VwiTd4dt49XqDqxhzB5b8Z7bmAv/I3R4kmbRdGM8VBNTYz1ahLUK4cJMjOqQeC4xe7AGUFeg2v+XvX+LtW27zvPAr7XexxhzznXbe599ruQhRVEkTd3smPIldskl24plyeVKbKMKLqsEwzIsGLCTBwdBEARIoCfDQZDYzkMZCGDkIUqhKqlyEhQSX1IJLKYsy5ZkmpJFmaTIc3jIc9/XdZlzjtF7b/XQWh9rM4qroopPIcXKEihy77X2XHOOMXrvf/vb//9NsfUzxd7biCBD4rBttAAYXZJO/57can2kc241dHUi9Kn3vhcnZzUMejiB62TivwM4D6FBarjm0NR/jysd+tnghbRiPtOrr7e+8Xcoqv5+pT27Hv2aV3Pre792DriEKmE+YFgXswZAbc8UstKc9g0uDdWGJNZAXDUJF6Ni6iBQm48h6ci3E6LZXA4VXTX/djCfXVzf2Te/ck5KSGLVr36QX9/6wCcWV1/BlV7cOfoO9dbq3hBNXhWIixj9HoWWJ7aFlVLVW22JmQtNa6eFtefw+O/yZ9wXcYlGaeu0a1Qrij8sHVk5mg7xmeF5O6Jr/oUgDHlkSF7pSUpkFXbRMrmxhh0Mq/7gq/WechdDxyMnLcLv8J8NdasnqSaW/ZElWCWTgnfalIJXSbn5a9UI86IVz9ipRj0Uamm0Usm5YqWQlkYqjiIsBMW1NLQKbS5Igt1my7d94lN8/Ht+M9eHG37xl/8B10/fpM4HNqMyZCVNA2rK/mbm/fce8+TxtVdpVKatcHfIWE1sxoHzTeb581PunJxwfn7qgKmB5URd3KVVzFwknIhBi75BTAkHxSagMUkjwZCgjT7OI203/Nzn/xEf++TH2N67x2f/73/HqWCMpSxcHW946dX7PLh+j3qjvHh6yv3NSCp+KHcQjGbXFM34jiE4o/VNzF/XlTSWpXKcC9fHhaulcll77et5R/l0Ik+ZlJJPclfjMB+4mg9cHWbKUgMLe7unz+mqAYB7eyUCeAFPuRZrvPmNr3B2Z+Th9Z5lPnK4uaG2LT/7s1+kLIUf+P7PkFXJ48Q4jm7dz8PaPmtlYVkKN4c9h/lASpnt9oztbuNsJiFYVmEYfJZXyjlEs37YONO5QdIpVzcPOd06A0Q8o4gnN6sEM1iOtDZR6sy8HBmnwddrMCqB+tcj0RFFP0qUSqE3BtaCBD9wvdUVZIB0TU+4IYkZTUSGjwqlukUfsXhW/P6sW76KH0bdqywg6kVbZ7D7EdEs2ksiMTHbC7Ye5VGjVeFsb8LMWFYnTqz9VlGRNamov4/bT3/bqrJgg/osL3NbK7c29BhXYYbS1hDZkOL6s6a6JsF3VsjBVwDNAP3rFRGCcYjcNen1m8QB+s18le+bER7bW2jBxKmF/076yWseshki3sSt9sm1Np15k4AF4dqK+yzmxawz+V0I3p5hnLpes4OOW/2WA0ALUXQwT9hqNlC6JKZ/tnVrACXGeQgtZqBpr2+7RONZUXRcRy8643VCCN6Cqeo5SxbMT692Er5XS5xZglFVHEg3CVAbdyHE0y7RaqR41m7/4+9TGyvj6G+8+ut8sLjnWx/4mDiN0UV4IkBkPui6p+m6vNqtfGLN92lR9fmYAqJ/63buKrZWeatvoNvIY6OoUe054dKRuFdQ9IUhUW1FRcIqNJYQJ3u1nyytsf1ZR9+0kpIjwn9UfDBrzit1247N3TT+0UPchtPK/bl2nyxOkLNu+lYrVip1Liwm6DBEhpt5my0qXauhGayNWvz3aa2U2qgz1EUoyW4/S7inWjEX6EWOhb8Ngbnw/te+zrTZ+Rynq6d8x/07ngVzskUTDNMIJJ48ueRkSrzWGg8eX9GqsRng5NSngu+2Wy42I/e252w3W7bbLc2McVtIywS2YIfCXIt/jsX1OlkVDgdMhWGCpt5a1Bi1kLcjLRXURqazC+zmgEljf/2EPCi78x3jqFzcPec7v/dT/L4f+hF++Utf5PGjazbFOL83cJKmtT/uz6UH9d2OBvHZSqopWDuvJisOkn0qfONybtwUd3Ll1Jgmb8flIbHdbhnzSMbv/X5ZuLy+4jgvrEGy/UHsZ38/1M1Y3eKxXkqrqAlVK69++gUevvU6Vo2rJ485TYlhusfnP/817p6d8zv/F58hSWYcB/IwRnujUpYDh5trDoc9TYSTk3OGaUBJzKUwl5kxT2ymkc04kYZEyuKT2rtgkkKSzGbzAnPL5Hy81ZAQouY+zkJgGDZcXz9mNxmocnX1iPubM26H/Q5Rhnu2UO/t+CTqFq3sVXmzHmitOVhYLETE1dt7/RDrX5VuftdI6Q3WRp1B8oLMgZAE/+u6urpq+boFWaIMszgkxIhRmURrSFbgFZgi2mpCaX7Ts6gXK/FqrTMl4gWXIrdsD3Krb0JuIwTMotV+m7qcUoohpb6naKig+/UScc2KEEJaiRwhOnMeLff4OzFvi7nGLXQ3awHXtXYBtXobqO/9AZJq/NyzFu5bBi8cerGHr/KF2I9bE2pLK3hYHWcoZsUZnGDlJObE9YNEzbNt/FHy9avJzQM1mD9TCd2WC4q1DwmW7uILBhpW/U8gCgezAiYtGMIOuONHtJ9v/ufWIsmn62j6maSy6nG6LtUBk66sZQtWWFagw1ocSugRb6cOhDxZ3QAgtaI9FBFBojtg2ge4WoC/MN78z+Lm/3FfavYMI90CWPSKycKV59WD7w+R+UClG8IbDU3CUoMYDVTdt5+kzYXPdjvvpHq/ynutHdTQK9WwQ8TT2DMNfOX5puNsUK9CuzaIcBiASEaSw36VjObJA91SYkgJxTUSZo3ZjLo/xEtFGR9Tjl3j1FZX2WpRFwX1lkadK1WLu9JCeFo1mLMaE6ctwFXtgV++oKxVDxM84vPRrPk0ciRSS52RIjYv7dqmpXD1zrt86elj8uSH3p3djvFkZNxNDNtMHgZqg2NpjNsTZHhCMWEuxhjVxrRNbLeJs7Mdu90JYxrW+yrjyHiy41CObt0vLhQ+2MJIYxRhGIx6bAzaIE+YDFjOJBnJKlRVttOO519+mS/8ypf5whe+wOFqz8lOma2xmPBbf+dvI2Xl3/w3/zxvvPYmU4KNCC+cnXKat6SUQDwTJwXDA74B+vkoPiS2+kNgcUIt1biaF67nwk1pzMHUYMbJNDCNyu5sw8nJwGYcGJJSlz3H5cgck+RXYXMXzxOAPHRACBEB4dqiNe8JY78/Mrf3mE4Sh6eFZZmRunD37Iy33znw3/7ML/Pyh17huz/9CU+Q9V2WeZ7ZH24oy8K42ZEGByhLWVAq4zSRhwFJI2mYyOPkYmbtYynwypmE6obdyfNcP3rHc5divbmwdFjzXBrCOG65unrCJl0zngxcXu54/v6rwZCFfifYEAtBK5JjXeCt2ibUbhIwi9aHxsBOKMHXuxi9t84IRji5HsS6ZT0ARdddqLmVGtcJKckP06zrYdQLFRHz5G7rU+NbpDn7nlPE1lZV6cLbYDPi1KaZ73G94PFiS1Y2ycXRoWXyyaUkcw1YC12IxeGsAkNSZ5mCmV5t0vE5u+7G4vrd5vmwtlRXcXlcICHGTnRqjfXtrwf4TAsGpPHseRk6/QBdtyAC6YL02y/PVmK9V5VI2g8Wp9kc/csWz9gtyDKzZ2JMGiqN0vf5AN2iCa0OBGtxq3hVoyUhmQMnD/eLsRzacbdf42JhiulnV9w3r0HdDVf7BzFdW+EdqPZzyIlNvw8re9SLhaS+d5uQPZAngIp5cK7FJYh/kKXrV5szT1H4a7BNBXOgJT4UF4Slxcy7cKPRIEV3ob8OgncCPsCvb3ng47oVb994OrdXKtVkzUdBYopx0J/I7QTfCpj21gIrLekZMclBQmwabouM+xm90xYHEcSCbT5qoq9eedYOaQ01h10u8uzMS7fAOyzTWsB8zlBKCU0DOWemYcuYE5rcIprHEQGeVNgXT9DFxG3OLQSO0bvuFWiQUP4It6g8xVhKhVQc3adMb08LzwgIzRdhn3OzpnZW70nXUh00lbK6GbBGWh0zEdWexEcvLAWlUivIZqCNGeqw6p5ahavrPU+eHnj30ZH3Hh04Hn3zLxD6LiMPiTQm0uizoUrz+5PI5DKStltqWZiXRp0LdakMTZkwxrYwWGIRY9gmyANpUFLOTHlCh4XNtGFUYzcp2zGRNsqHfuOH+Aef+xpXjxf+Lz/1f4Oo9PKgyCCh13CXT45qlpRoS8HWidp92+m6BumJ+LRamUthXypPjgvXpbJEuwMRxu3E6dnE+Z0t56cbtqMyKMy1UutMbQURIgkcSvUJ0i0YBxPcMhwaOTNv2dwOGPANf3d34Dt+013+0WffwEx4/OB9fuUXP8dLr36Es7vP8dm/83kuzu/wbR99hVIL83LgeDyQVDk5vQB8TIOZMeSJ7cmOk+05KY3U4BFSVh9cqj4upM/LEhGG8Yy5Csf5wMnGZ3rd2qZdsyBxqKoq5binLpU6N/bXGxwIjOuz7Ks4RwviSHdeuWvMlRpm0a4ycQu6uUBbm/O8JpWlp2X1qp6YWRSMnahBCbClcd1vbYJ0Ub1X+7pqZ3wKtoS1uGAmFFGaK9L9ALXeMhOsxPq2hmrvYbrA1kMDoRD6vuYAm84BVfvmzLK45n39VVzc688C4VpykbQnC0deWbTTunBXNYerK/ZA6ffTVqYq0d1Adst8d9MHrUt3/L5KB6KhdcJBXY1rTqTNF0p89p5YL+7S6oBH+tSJrvX011qDDKutyfhufhEI6UFqFdMIK1R8DWnzbkNv3nUncDBeQ/Iip4mh2QeUYh5o0F1z3bnVP5cEiCQkHF0hZa2L+d0UsSqXVru7O/qMiDHw7cUHd3fGMwpg+vEkzkISv0e7fiiufR9l08/UYt6G9Y/te113vZkp2mBU9QTr/h6LUaWhzdcYGFZuwe0H9fUtD3x88445JCuNLdET754BfxhdlOgHsWeOaYAYgvqztQ1pyVhK8aqjaYwSCGFaC/QcfWVvIbfeKoV+nMUDp+L9YWdd8F5wpL66rqx1ZtOri2XGykhmIqMMKoxDYjONLnjOHhU/mLkYuTbqUpjrU0qZ8V5s9GZ7u81wXQ5RzVhfMFHZ1qAha6wli2na2G36aPUV0b9PDUpbYnHG7+hTg2ndvdZCYXEbYG44iOoKzFbNJ6CXQjnOiBVulj0PHl/z9ntXfOOtp1xdFlgMRk9aHYMBKDT2S2FTF1Ie0ZzW+Pg0ZibbMrXKPFf2h5kyV3JtzNVIU2aoytBgssxml7EQ2E6jj05oy8KTR4842w5sX3melOHDH7vP1996yv6rDzGrpJQYciJnmAYlD4oOXYti8emDVo7qzJm0Sg7fcNehqLqe6mZeuJyb29hLpYp6wF/O5HHg/PyMO6cd+AjKkVIXjssM6iMkvMh0PZrPE4pn1DXDXi1LVJniYlgnbvw9Pb68JJdCGgU7+GF1fXnFk/ffIY8DDx80/ou/+Xf43/yh38d2K9S2MG125JQptXiBMIwMObHZ7djttkx5CyRMkotxxcg5x5rx50miam1NORyvmXJoeZRoC4GEIwl6KrJAnaFcozT2129wffM2m+1HURJ9ZIKa577EAJlohJfgLPyZ6gF2QmNNXicYAeultWLio2Es9Ded2m3Vk3BdvGyoaeT9RJuBdKvtiTVZLfLA+hEhLlYGoRW/Vz0DZn3fgg+yFWdvhRhJE3Z5MYPkB7LrSUJwLb34kpgX1VbwxqoNkrWoSzRSMA9RFvnhHOyb769+XZqYhxXSAzws2BtZ88HoABywmC8mrJSFu1DNhd8S1/0ZmTLEfEGiPSy31SWZRGkLEJPAxa/TUn2jT3HNDKOILwYVhRgC3Vtdt6neHgiZaBTxwlJVaL24SZnSCv0fSkpIq6g1cnZxQSuLF3yhN2tdf9mL7Q54DHfsSZfsB/iIgEgleaEez3HMcl2nuksDTeHwTcmdvdEiM0usgu/eSovPIHGGpX58SRdDaD+Y4p7e6sCk+TNYa7CIPfsnzptq3vpN5u7D5viSlILV/gC/vuWBj5CdWu0LOdgI/17Qf817ivmZQKjSgNDaaIgPo5aIpep/76mqDpyktxqku50I16MLthqKRUquhm4AwAdsRsUB0MKJ8QxMIt5PuC/ZX+9dA7E5ZcgTOU9hFx7ImmKCMrRpwkQ5zpW6LK6YX2pkCcm6Gfgm2au0fvi6faOnpFpTrCVq64MjvWrM2WniqlFZLAZUX8ixSPpCsaCPe0YH+GduRuQKRYUZ4nHENzAx37CXUpAZ6qHw5OrIWw9veOOtSy6fHhiHjKqLqKcpsZuUlBpLm1nYcTC3nW+HAakLvp2OTCpsKsxz48mhMB8by1w4lEoqhVQyQ4WtKZIH0rDxSlwTaRq4LgtLXdhuN6gObE92vPLhV/lNv+kB+6efY56LbyfSSENiOyVONyNTHmgiLObqjFq9LehFtz9QKj5Hq/Z8naTMy8K+VG6WwvVcOJTGXFyIP4zCkDPDOLI723FyOnF6smGbjDIvVCsR2tYYsx80h2JEX9OfiaQu5g6woNARuDOcXZCqvoZOLoSzF0cef32JoL7G9fUNd8uRw35mLi/w3/7s5/hffv/3cXq6BTGO8wzAZrtlmjaM04ZpmtjkTEoD/gSpB/BFa0iki4ot/ACZUgrL8SnjEBt0MD0+wiTaLfHWRdRDD9uRYgcun17z5V/9HN/73a8ikn2cAT6QVMwQy7E+CkKK9RpgSL0t4Rlc3SLuBgARcf2MJKo0kiaqllXHIbj1WMOV5GdMf40WwCrYYOmi6Tig+ebvq7peKIfuqTNKbs241dPUWsJB2f47DgegxVBjEWZa6G1ctdiqD2quAYwlWln5mWCYFrbqPkqh4sOTXRbQ6O18gcj/ioNUYr8gRd6Y3oIv6i1TAmtx5IAo3nf0x6QXWkRzRkDMLfYtNHOFEJKbv39Toba4vut4ilttk9vOLXSHhuiAtdkBQ2h2ujJIxNfCswG2In2eo79OCkedaHLmKJjApIYkn+lWvUvqgX6xH/f2ZhBUSHumfSjBqEn2MS+NiEggGNsAh9jaiupMiwixB5uDcSH0lbcOYOm/11jXVB/Y3Rk9qWBym0Hnt8r/YUouVlIVagVzRBnyiv7cmJ93SaE44LFqpJX9/GC+vuWBTycaXTTVVorQ0X7zGPHmwXymXsmtI1iat2Zaq7HxdYGc0Al/E/UgvUDWDXe8dGGhn9+hHKruQ2k4JZrF+6a1OXMkxJ7UIJpuK0hbe+D4A2OlcH29J00Tebth0kRKmU0eyXmI6jf6vJpZSqUejlzPBalHsLrOrekHBhIPnhlNPRJ/kESTRNXkOTYp0fIQjoxn+vPJ148L5ZQ0JMoS+Udmq0vB7wkrC4cRVbHTyEmC9dA47GtUM+t8nEKajaurG95574qvvnPFNx7csJTGxVnm/GRH3ixsT4XNiVuVNQsopMFBi+T07iS8AAEAAElEQVSBIQ1UObJIIeeBExspFXZz5ThX5pvqLbq5kvt7FiUPe9J44qyLmbsYxAXsLYcdfVmgwvd+73fy5V/+VR49uKSWShGfRXVnN/D86Qm7cfIDt1Zys2gFRoVMF+e29aBvAqTEcRGul8q+NG7KwnGp1Or3Kw2ZaTuy2QxsthPTduuAUKo7fJygJI0alHgjDQ2dY3O25md7CC5vmQxvdfW2kSf3+gZ5fTzwke96nsdvv4nMLsQ+7A8c9tdMQ+bRowdszybee3TN7nRHKXvGceRkt2McdwzjRM4DU87klNZnqrcC13EBnY+S7poSSm2IVG+daGdx5b+jB+ptmsSDh1dQH3C2bTy4amh+zw8Zok0Y68WBRW949NA8fy+u/0mhhRL//WJrlo6zDz1VukYYpMXgRolBmt4SwurKgCQTFiMcWBpAr9HnHKnBqLKGKorhg4JjFlgNuCCxrwSHHaNkQrAbLKvRWKJXlHx5+DMsfnH9kGxkzVgzqlaSaVwXvLWnDgxT1yhi0IozZdF+gmBApLfAGh369LE9Ks9k2HRiJr6/NlY7u6R+YDs4aev8qFXTEvtrB4H9WVkfBMLmH6xDl7MZQsIlDTH2OECqIclF4BXztmTte2YO0OXsUWe2THEjjLr2KIUesolQNaaWa48AiHvUZ5A1H+niAEboA6lbsF85hD4WjHAjkvvtdpaW4jECzrzXAGn+HHcdTkA0ROJc64J2YWUDiTaYxqVrURgTeqMOoPu8RCKAkBwtM+ttV10BTn8HleaaQYsCKnTznXXWD1bb/K0PfFq4MXLv9eNtE9NeJbiIV1tQbZ1qDZBUwDeZYHV6tpJF6md3HzQr8cQ334wk7M/WF1pnizwgrzVdH2Znf3xht+ZVvk92juLGXAjcGZKl+YF7026QnNienLDbnnqlmd1BI/SDIJGHkdoax8ORZT5yfFpc/BRSfKc5baVxnc3yGVa+cjOSB6omVN2SrKkngkbPPEeF1AzRise7CpJAi7h7qHlPOWERk+51KdzGp1tPPQ3K3vMlfBPwdpdxXBYeP7zh3feueOvtJzx8ekQSbLdbTu/s2J1P6Lax2YWVtwGpQXbWxcT1T1mMSkJM2KhRMC6sUsrCo6Vyc3PwUEZpaGqk0jgcZ3R/Azp4xRYMQLPqMQVWoWUunz7h5M4F+0V4/9FMTsJ2Y1ycjrx4ccqd3Ynne6iPMfHclurBj+p7SmmNpHibpLk2YqkLc2vsq/H0WNgvjaW3KDHSoOxOJk63UyRnj8igtFpZrLgodVCfaZ6caTgsDUvQslfVmv2+uTMj6OrWIgMrDm2FrB30Gra54d6Hdzz46g2qwrIU3nzt65ycnXB6tiOr8N/8Vz/NH/3f/QtcnJ8xjco4TIzTjjQMkeqcY0PGAYUvRLoThHU4Z1iYJTGXazbTsDItrtl7liYPQGPGPB+43l9xdr5QBe7dv8srH34VdKALbgmmwzN2nq3gPezOkGiN6Pq/18iMqlhPwxFnShIDRnFbdxbasngRIF3s622S7hztM6UE13qYxGHoq4HOO3cw18w5qtnamh3URbliPljXjAhW7JW6A5/OwD47U9DXswvJsu9UsR8m3/PExyikyOrRZlhoRzDX0mhrIeD2SAIv2GxlPemfQ9by0Q/vvht1cB0tpA6+nzmu6bMXY3uO50XitXX9abNnjCEdnKmCFZ8sZsayvrdg0uIZbP7G6a3DLOqHdNfWiL++huDfzCj6zaGJTZ2lVYsByCau9cMlCK1B07j3A1jxUEqxW32WhVCdkE48IxEllAL+yGsHQ94CS8TZ1Lo+x+jZvc0cgALQHaMa6yxsghogT+JqdPYQi+8p4ez1/Txpv37RRgXooKwa2pTc9WLhIEsN5lbJyQHUUsPc8z8zPv/jvlqnQHvPlJgpHAvB6T2jzy7pG4KfJX6YNHEa0pMpY8CnCXPrvX6fbVO5Rfz09hBGM3/t1CuaQMxumZR4Hx1xB8qPm68EbY/3ZYn3TrgNbg43XF1dcXF+Z62URDND6gJCwRi4OEsc58L++oZ6PNLaTQi0/bGW6NlLiEOtV6+aqZIY80QaBnQYIQ9I0rV/jCRYittOfZKr94ObYk2dDap984sqrn+WoE9VJDIz1n3Pf7q5Tsn79S4APByOPL068uTJnpv9QlkKY0qUMqN5x737p8hWMHUR7zz7vKTFFqpUCgvNKmlKDDI4a5BhJ2csdaGUwlyNpVWW40w1p+NLheW4cEh7Up4YU3bwqI1iC+VQvM3YlMM8c297wm53wX7/DtN24Hzc8MJzF7zw/H2mcevVsrjAdI48AE0umLdmWIrqtW90CnVpHErlZvbJ8HOtt/NxkpAHYbsbOdlu2E4jOWs4SVzUbFa7/MQ3qMnQRcgbCdrffOjkAJLcTWI1KPVukzGn51Pf3RSKHDh5UXn4hrDMBQyW0piPCzlnrp484exkxz/+lS/xu3/gdzCkyhKHbhZlSMPaGu3CedangduKU9eHjlaNy8NTqk20YWAcxhDOehsjiaeZRywcX3/zq8ztmsuyMDbldJw4P38OzOd8dReMWfGxIeZzo8JbTOzyiMXoCU2xblsALvzAkLArm0Dwhe6hKM6GpoxZdUAbICRprI5qaOvHfSSoa1tbHutwToyZYJwaq+YqYLj/X+iFCo3iPUhntFtbD0GR28ReNw1auHD8oG20YDlcHC6tQfY9NDXFsq/W0ozBujE89ii82nm2dSZO5cXh3Qu/rsUi2lQBKrrDCY12k9yuGWKvav4aC7eCZL+HYVBZn5ZngJKxiqd7MoeboeSbGPjb/TvabCmR3E8PQLVgvYrff4uKRcJa3jT7C6uzfkQ2lbeoIJuy5IZWBSluSRelFge6zurdgpcVEPpFiz/ENUuhtYm91QXWzpTn5NBNQlyPmI87skhWThL7azDxEsYXMS9eLYJrtRfJgNy6O8X8CDDi/ZpLRrQXRQ16NecdYiUijaAZuTpYz0PEdOB15Qf59S0PfEQaQqKKum0w+uVOij7LKnRnQNQ4Ufm4XMx71SHud96mL05b4jfFhlzdxOrPqVNEvjFCK89WIt2h0Pv2sg5LNQSaR6t7iqXbYjul2HUBtTTaXLi6uuJmv+fs7K5XkJJIOZHS4NWDSrA+9zjsb6jznpta4oD1d9BdIASFmjSjydtcaZywPGBpQIeMDgOak1uUO3iT2MzCaeIHeGKuM4i7bfwahuvLnHjt1SDNYk6Vg9Bezar5+AYfZ+ALuzZYlsqyVErxRK3tNnP3YuTsZOLO+Sn5ZGDRmZvDJehMq8bNcoNqpo4jWUZG3bKdBh8zVg2TzGZ35GRZmJdCbTPXT2Khp+S6gNJYjkfKdKAMEzJkmjibshwPrk7YN56/ugSMl19+kV8eX2eYtpxcXHD3hftc3L3jA0KLt5+YI8siNtsOKnyIYQH1qnKplf1cuDoWbpbCzVKZi8/9UXXn02YzsjvdcXK6Y7vbstnsaFJY7IpjXTjWI5VC1dBlKGy2PpJyTn7AJYWW8ORWoJQoklvHI755m/bkXiil8NLHzrj8WuXxm/OasDsfFr72pdf4+Kc/ztkrL/DzP/cP+MR3fDsfevU+fdClMyOyDugVkXU20PpnWFN+BTgej7zz/rvuLNqckNOJs6vNW8+m0cKpR8acSapcXT4iDcaSGocK9erJGiYaDy9iwlKOPL18wN3zF6OAqZ16RaxDi35gu27Dus6labRxE61VqhqqidYgSaWpgx1V1xNlCqVZmCOkG4W4hf5Azx/r9niVcBd5Ydfw8R+pVhfpFkPIrvKRtrYYujYoaKE4RGNPCeDlrZXsI1q0ayCNlONANfCBvs4CoD1jB4pVskWr3Jxhyn2/6vsjClEISrAz/e+60aEzLlVc+yZ+89fWpTNYAfb6vqkakSLdgt0boxaMUC+5brmzRk+Ejn03wJXfY/G8GjVoMbE91qi3pyJxvwmSMrUJlQrqWjDPj2pr/lZN/ht7DlyM0PKr0ISs7sb0EEGBprSMjxzBHaHrXo3EJVt5qXBZuXO5Y4bOjxkgWUnVW0wabdReTEElJV3bjWIOTFR8HI+FALrrtJzRCkj6zLOazNdF6udXtP6IcEZLBsXnd7VaPfxSPGW8j3Ea1MF/qF0/sK9veeDD6tDoRKlF6FVoNEzpwwaTiruO0HXeDnjV49WDoUlppa7uBkHdbo1E1LkDlE5Rx7SVyO1zBbMPwLTY0Hxhdl/IYtCzM0S64JFggQhEDSXaEHk2DpfXPHn6lIuL+5zsfCPXNJCHCU2JLELLjXMah/vPMR+vKccjx9qwpayFtbVIyhUfJGqSII+kYSTlkTyN5GkgD9nFaCHiW5GYGFpBW6bWhtWEpOwUas+RkBrU7O0GGacbtTUXVtOZhXAu9B9Rd8mABzamqHCTCJtN5t69E1544Q6npztkMzCqkofmbM8BrBVuliuqTWykoikxjRvX2agfTMNmx/ZYaGcVzN/rcSnkwfORrDaWurAsM0uZwRozhaUe2e9vWA6N477x7RX2+yvuv3iHNIxo2qKbnefW5AmLDBWrkfxlfn1UvcVipQtGQ+dhleO8cLP4f/bLwrFUaun2bkMGZdhkTk4mdtuJzTCxnbYsHJgPUKRSpcUYE0jZK7TBom3pHQC/2NmZy2KGzQ18AofvkyHiXyvm5iyFpIUP/YYNT96d8VHZ/t4fPXzMe2+/x+/5vf8cX/nSa7z/4AnPv/w84+S2/pRkDcP0vdL1Fj2TpGuc+j6KGVfXT9kfrzi7uODi7A5j3iKhxZnrkaXNqAhPrh8zZON0Grjav03eLugEN7UxzLDZnEW52umrynE+sBm2AQoSSA7dSGg++tBNA5VMlQXU2T+Rzhr7Bq+tRsvZq2z/KOkWHAS7avHv0HB8BbtmdKbDla9GJZnvO80sTBi3THJrriEp9XauVBJnajpjDEar3QUV+TM9aVHcmm/iZKbgrZpafIq5J0cnZ2dVqVZC95SwPi6C3p5sAUSeAT6rawtMuvzAnulOqg+6jH24H8a9leUHfLBFFjqc0Ad29iEFe6+tdvkxnqnjRZISacHBZtSUaD3gtTlzUnH3qfXAvzg3fHq8l82+77W4T/HGVLx49iFXBCTxPdlAUqY1IaAuatUdnk1i0Ckr6OjXpJmiLdRe+dYU05nxuIJRzBPnSTT+chdDuwYoR0ehBSsp/d5EGxsjMrBuW2yaXBTdNZqj4Gfd+iaMrAmhUUvwkSGFSFho7iLINzvrk1KiNjewtGhx+WfuJMHtc/JBfH3LAx/PzggNhcgzGh7fuX1Kbkx2Dvtd33R6YiumfpPiJvc5NBbUccOpum6N9IPM6/calYNTs7KyHe5e8hJa6W0w86kF4ZyoRvRPoyUXvwcLsOQcNzYvXD1+zOXdJ5ydnoZWwKdcj8mHUhqJEznluTuVZZ5ZjguPS6Vc752e7b1qYm5UHjBR18KME9MwMQwjacykITHkgSCcMXz4ombFlgNqo28k1pCSXLuigtU4MPH2iYjb47uwWsTBTYt+uOa0ajb8ivucrjQI45jYDMqUlaM1ps3A6cUJZ+cnnJ+fUdRD3IbJRbqP2w3z/kgpMV15xlktyfggy5E8KKlm0mZkK1sWZo5W4WbPJG5pLdowcSfWYotHDrQFxHN1bi4LN1eVd958l4+8+jwf+tALnOwmarRCNCVP422G1RAMV587RVKvnv2R8+shxlwry1w5zjM3szM9+1JZalmZwDQkdicbTk+3nO02bLcbxmn0loxkquDXJNhFa96eMMOzhYAxskkMQ7Lfg2OtFHPH3tAcGPVWRu3tYHX77mFZ+OinXyHvP8Tnf/YLUC02aeH1r7zBF37pc6RU+Yef/wfcee6ET3z82z2BvMtdnzng/EvizyE69lVHaZUnV09owGbaRQCktxzVDG2Fw/Ehu+kEofHWe7/KcX6Xr73/i9z58A62E9f1kmJKzqfB9jjQrsDDJ4948e4LvoaASkJ1DEGvt1eaeDmUZAyYU12PpQ78RVwPE3QFKTlokeZ7QyJ5mnA/+Gkg5gJjbg9TZyKqt51ia1EJfWHrbeoQfktcpV4kBbvdInuG2KOsX1uiKRYgFjyUz51R3uZQi2JQXQu3VNcLpT4zqu+FAVBL9Y6OEOx4vHZrzowRYt7WmXTzlqR0oUoHeyIkfFBw5746W9O/JLSRSVwQ3pl6D/QzB1aYu9Ykrp/0gNoAD+GGMnUU78Cm0LkU7wR1Zy/e9lUHMt2VVPGZdDQHCj3zSQIIo67xsYQH+qU++FNg8DZ0b7N6nIBrf8Tw8TXW1hYR1kKL1NdGAJdnrp0LbJzVirsT4DEKB+3jKroDzJ+FrCkMQBYJzLdX3JKEkN5F757o7axgkxTjNhJj6HxcgB7C62DzpRnWsu/5VsnqsSKIO2SNaLlVIw+39/mD+PqWBz5iva7xSqZXdRAVa/SlRSREtf7AVwMN73gnIaxP7iVo1CBuOnpPgidOCtCaV1JeAoZ4OHr0fcPq1VG7/R0aB4WYP2iOlM33CyyYmUafYgxuU95fX/H04SPOz+9wcnJOscYAqDqN6qNUlLPdOcs9t2vbvHBlD6nHBStBKwf/Kdn1PGmcGDcTOf63ZvUJ3ylHZQBihVa8bdEYSK3Sqrr7IWeQBScvg3ZOkUTbbtt9nUJ1SUW0B8yccTBjCBp80IxOI9uTDdvdht10YFZj2mUfETFM7HankIwljeRRODlsmKtxtX9CLdX1O7XRqrdMpnGL6kRKI6MaZQRkYGenVIw8CnV/9I27ecKySYPUMAqEq6PWxryfaXtj//iaq0cPOTl/iReeP+PRo5kxWkuWvLqrEEGKvvB74J16ueqVbADduSxcl4VDqcxmLOYgKuP/vbvYcv/FC+7fPePuxQV3Lu4wTYMDj7KQsoe1LaWw1EK12/apiB8eNqbbzVQq2vy9LuKAR0qINRtoTJPUpq4hwaWsu4vMK7/hhC98PrPcFMZhIKXEfn/gi1/4x3z6u76dd996g9e/+hU+/YlPB3vSZanBaPajWTLgm2twDwAc5xtuDpdM0wm7aecWdelNt0ZtC9eHK1LKTONIMePq+IiarplOJ+7cfYFvPHgT5pHNdE63vBswlyOqwjDsMMn0XBzpjCWuw0jirc/WGmhGTT0U1e1LQQQsnn+TQhYSzJokCQdj8krcbV9Y9efd2YSu8wjVQzBMZn5k+6RwL3AI9487k13cKhhZCgsgFho5ajiyIjSOsJ1bdz45w2HqQKUbLrzxU7DiBRQYOTtwS6EZStZiz3HwVpuR14FLse+GINoLRWdt1IUeK/vTRcMO24LxDXangxAXHUs8Ixa6JKGamyrW4FcRpEJSo7ZOZfoolwTebgkw5JPTlSJudZdo1fakco8bIGZbBTgIAOKt2TXlKWakOVup3O75qoolbwaluKFS2lrs9f1XVHzqSfzbHo2t6lZv7y7ILZCB0GT6X5g5m9YJPiUcdOr3fdV14ro5Ex+kuhL3KRgzcSDsP9fIyd+fA3BZ3aeELtSvrq9kC02gikRkgaFpCMduxWowYyK0ZH6fTEPk39z6/gF+fcsDHzPclh7LKLIro9caAEOchuuTcR0QtWBpojrHbZmJ2CisPzzRu7UWizMqgXB0GVEpBIJKwfSsfqpA9uXWr+FgrblOqNW2PsCAq+PlVkTWRX51P/P00SOe3L3L2fkFJ7vd7aJQf4iTJoSBi5Nzlnsz5XjAmnF4cokdj/67REEHdJw8WG6zRYYBxpGUE8MwoENy8XTypAw1dzu0CmrFA6uyQvZNvkWYV3s2F8j8GvmCdXbBMKSFkDAWsluwfetVTaFlGdmdbNieTeyuRiqJi3sb7tw9ZXd2hqaJvBEGzYyTz9PJQ3L3hBnUmX0z5qUwpswm7xnyxG7auR5ECptp8MwRFXJW5pywsjDayGGuiBqL+cDKVj0J+HBT2F/NLJeVx+89ZT7MnJwVXnj+jOur95g2yjCKu3ssYbMzPDr4Zq0GVsM9kQW1Sqk+mmJfG0cRbMoMx8xmO5CH5O9vylzcP+P5+6fcOd+w245stxPDMFDqkf1ywOqRRuNYCsdavfJvBRVhkcqQ/eBJKYeg0kA1mDthCMu1mlBKVOTVn8+kLnQXgzffe4OXX/w4H/3OV3ntF7/OZppYlsK0HXnjjbfYnQ/cu3ePN17/Gm++9XW+/WMfo6e1WCxYwTdLp+wB7Qo6d0o+fPI+Za6cnXgWkoRI17VyiupAzlv284Hz7Tknu3s82Q/YcPRU7Zde4cHlI0ROyWkTLLAv/P3xmjtn99E0hoFA0T56WprnMUuMFon/aAQPJsn+jInrxdwo0FCpccgnsvpML8/f8VRqUObirR23lrd1TEizZ0aGittofHaXF0m+P0T+kvkB6PRQ8XvXbidje1RFtFarv89Qnt4Kma2DNi8AS0wi72BEmus+sOYtG1XGsF4jHhHiHBgB1p6tHOMy0hAKwhBC5g52g18w56JMulCg3x8JvHPLCdbOUGA+EgQHLg4GeyijA5LC7edoHWhZIalHmGiwJiXcvr3NjAQA0VtnsNvHMxLC5yIRzNoivwZvl1ULwKMhktaIzDX/vCQvigVvlTbxrLY0+NqiOeCpgcxb2M9V8eL6Fieu68VdZ9GqiiuosaZY7004r1SpbuV1A69kpAMg6QLneB0N5guJ501jhli9jZ1Yz1271YjhoJwgIQbfaCil0VQ9aJHqbsA4Z8nKB/n1LQ982jPoN4m3X1r0E1W6m8rRqZOwNSoh1iqjWQ+46q/VB98RzoPYVBp0N5Yzxbe9+pU5ahZImLB0O3ip8VBYs9sH2LwV0t+/tIY0I6VwcgSVraLYUtk/fcrD997j/OyCs+0pJ5st4DoEVaft0+CgqZyfs5SXqdU1BUdTtDYkuy6nMzx5mlAdGIaBPCbyMDAMyadlqyKipOZtlLoYrSm1eHp0GgbqXNEkFAnBqopP+FUXX+J7TFwP3+BDLu12ayVUdupVQFbylBht5M7zpxxS4+6gvPTqXV54/h537t5l2myputDqzPX+wOV+5riU1cpew0YqNGotLPORaTi4+yJtfVMx8RlRyTOLbqSxHBvJFEmJBReAS/UqeT5Wrp8eubmaKfvKw0fX7E4uUFVeeel5vvKrb/qQzTEjGbT4AFEHPF0r1lj2y+1Bph4WuTRneKr5PKsebaBTZpoyJxc7nn/xLs/dOeHkZHJrqBpOExZaPTDPe5ZamUvlsLgTrOKWax+F4Smy1VqEX7Y4D8MCnZSU/BCdF2fL2gJkp8c1OYVfWmU6nfhdP/A7eeNX/mP2xwNlqQw5cyyFb7zxPh//jk8iaeSLX/wSH/3IRyGlYDMih0a90lS8oteVkQBrC08evI/NlWQEmHcmpZRCa4UhDWzHEx5dvc9uOkGzcnl4TFJjqde8/firHOcb7u1eZtBN6G0KT/eX3OyvefHOy0iMhxEFqvMO/XQQyVHlOgDCHACkPv4gNxKZtvhBnXQmJz9wqvqe0xQkE9o9B7BBeXlBJglrnrLeus4pXD5d57KOnYBo38A6DiMKo3XjsdsCqoMbxHU/3nbxVygBIJL4OBtpDmg86y/ASwPT27QbLFFrHNDiZoRmBZ9Yz6pBc11QjX8VER64sDy2SLqxoYOlDnjdINHbT3E/QgNGgLmkznh5rETn/+JzB7NJsEo9qdr7OEI3a2lc0yY9i80LMlVZmTYXB/t0LIlp5Fn8XpcAWiC+b8f9dqt3WkeeeEozzvqZv89GuHCDDQNnVWqLrkXceEO9zyy3rEprcd1FPLpFLQpv3z8bEjlKPkS18kwic4CcHr3UAxpVIw+IxiDKkHpHwNuEyYTUBE9d1PWe0e+fusanz4cUnGAgyIGEZ0C1+Fw9JFSTrWOMPqivb3ngo9KoZcGf+FDAm6xiZRccQw8E69VHrwK9JdBWhsUffqAzOSK0FvN6Ol+O/73HMHQ1vKxOF+/aGAO+2kpURatrqXpwYq/+W3PXmeAL1GqLQ8GZFKuGWYHjzP7pEx4/ecSdi7ucnZyxGS2uQ4yOkEzOjdPNlnLnDrUsLPOCMWCLV5I5ZyQN5HFkGH2idk6JnBPDmBmyz6pKSXzWS2uIjkirLCpITmhLaE2QNMRxrtlhaWs12SsofUY451S49TZ1bDp+GDYRLLmrbHuu3MuwubtBxoE7L97h/vP3OL97QcoD83LgstxweXPN48unzKW6s60Ub+HUAK+WneWqFQ57RJVBR6w1pkkYh4ETJpY6UtpMMtcXkUaGPMIsHGpDWsOKsRTD8sDVvnLcw8XFxKsf+zDt7/wCeXDNkUoDrZCgTQkh+6yaECuD6yiKRUsO12bMS2F/8MDCEuA5T4m79864f/ec5+7s2GxGUhLmeQ8yUMuBUo4cl2sOx2vmZWFevNXbgKU1f6ay0OpCSomWKi1bHK74Bhb9/CTC6DsYsxqlNjJRRSTQJNwcHvHKhwubk8z1I/9Mrcwg8P67j/niF77C9/6W38g77z3g4cNHvPLCc96iwNYDqtP+z7bjwLi5uuF4deTs/C7DODr4DreXGR5wqcqQRqrB24/f4LC8BTxheyI8vLrm+htf5nClbNtTDsfH3OwveeOdbzBNJ9w5vWBIo7dK+rGrrGm6nuXj2o3ktAuubnDqXg3UUhwa4KLfRE5gtgTDmZDcSMWA5FS/GdmUWjuP7AyRH4qxDsQ/pK1teWdeaN6Ksda8YIt5XCqwRLihawojIb5VsBYjBdRbROLFXRL1eYExkJkUn61ZiJ3jPTQHQraKnCs50pI9Xj5+RwCuDroaEmMSgHDLRROLb+InAgn5UJCABRLkU7hfG+6G9OM2iiYjGImwTLcuXXDhtQdG4sBW4tknTCSqzoICnk4drLqFDrODLvN/oxIjXLwqRVV99l2tq3BaUyQyZ10dsJqTZ/TEfU3JxfwWe32J1ld3TPVnW5PriLzQ0BglEq3GBDR31zbtgNF5q4yujJCJF+wa7JRJ5JVGzo+3y5zd7S1AJcde7exaivujIqQWVv41ByuKOFo4yHwgq5tv3bBR4wxUYlyL+vNbm7smk2PpD/TrWx74VGtkf6yQFmJjY3Ub0JQllP4epe2HL9J7kKsMzhdXVBMuNC5xsxztKqyWQyTmbyHdEen9d2vrNPj1iY5NtoaGSAk3CFGd4RtGCyDQrI+F6zZM7/m21ijHmeunl1xeXXF+tmc3bRgHp8NTBBJK9iC4s1Y4np4wP38f1YHjzTVmNRiigTRMDHkIQbGSx0weMsOQyUncFURDcqYt0BIr6Kmli1UNS4mkGVO39/rH9kqTlWIOt0tcYw9V65W/zwUb8uAMxZDYjRN5N3KHRtpMnNw55eLigu3JCTkpaVZulhufTE1ikyfYKWIHlha24Gr0VOmCi4z3c6WN5vQtlWkUNpbZlZFmI1KNMY/eTssjNTWWmthsN5zfucNme59BBw7Xe568/YizQdntdtx9bstuK4y50WTBckN19IC7qmiFyoIOxWc41S5oNapVzxZaFuZD4eryyLxUhk1id3fDZjtystuw227YbbcgiVoLpRrzcuBQ9hzrgbkeXLvRxfZhPLFmzIu59boZo3hGjnrQiwsTxXwuifgU7logqyFzsJYJyM4o3hwfcGxvsjsbePz21S3Yx9m2r3/tbX7oD/4I+/0lr7/+q7z8/L11zXWKHRp91lb3Y0LiyaPHHoSm+Zs0BoKPIzlaYykeqZDSyIPHr/Hk8gsc5jep7L1tEaaEy+sn/MN//N9y/84nqaVw//nnuXfxnNvTzSXLXfSLBBOAhX1dQRvUhSQuONVoDSiDj5DQhYZCGjyGXzPWK/1o0Zh4qnPX7yQL9ksatQcFtoJHaLROCnnljrfeQKI9HnuaSMy4871pbouLvg1ot5xJC7Za+rYWx2Wpbc1oMsJxo7a27kqDUUfPakkamxtR2XtbujvMWrTS1vE8XUIQHJpGexJz7VTnS+C22eRC5/gKjE3s5x4sKSBuYKE/E/4joeEJ4Xdz5OZavRKsT3fcgmcr+QGdUwzTJEbrhOutAw2ECG+UEE13i76zkybOAi1rIYy3NRe87ZXyKrvoE9lrZxVTgO4qmPggWDH/c09nBiHL4CN8iP0zB4hVd9iJtdBdurV8NRDE++ytq77HEoGzLUBNJ9R60aGhkPaA3bhHTnn6mSr9nLQQrPu5Sw+4bc440bwFaxERUoo3uDQZfTB2/p+Bz/+4L0eiob9ZHV1BLQaaByKkLpajeUukSaMnf/rIhRDaxYsI7VZ07GDeqxzi30UeAj2JONpndd0EvBQq1Re9EcnQrY/ZiJpTQKy6MwCi3xv2eyMU+ok8TAyaqIcDV08e83h3ynbaepqzdCHy7UM25sTJdstSfGrxzTAwH/xw1OTsTk5eVacB0pAiv0dDX+JCPQvKNBehBOWtvk5JObm2IWdqCa2UEIAttCwa8nPDhzXGVFgXino+jaZQBmuGlBk2E5thiw5K3kyRW7NjmkZyGkhpYK6FJ9dPGIY9O21sdGI7bXiqe548uVkdL15xe8LzYTlSDfIworYwGuQBpmmgtInj4UBVSJO3A4fB9+0sG4b8Anm4S9lXvvqlL/P6l77Gndx44Td8G9/5Xd9GHn0wqKiho+IahwmxRJ1nrCnSRg+DVA8CrOJukKqNpRaWpVCWSisVMfEE5FGZBmHMA9OwwVBmmx0It5lqR0o7+nRmNXpxZtJ770AwlgWjzMIw+qYr6hkiqg54JPRic/JNMmc/ZBtA8nwatLCv7/P8q1u+8aVHwRL471SF6+tL/tHnfoFPfurb+drrv8pv+p7v5nQ4i5anr8Ek3ZDr/+n/+91vvIHNjf31JSd3N6GtYwVMtVUO84FmypATuynx5PI62toDF2f32N8s6HbkJN/j3YcP2E43fOKj38P5yXNx2Pfs235YdM4hgu36uIoQH7nby4dOJhSzwZUUVqk4a5NscvefCjlaVpK6C8hoKQTLIV6uEm1480MkdbaZW8eMn/Ou+Qnu2g+k5gwkdgvylua6xmxQi2ul2jrLwTml3j26bbP7jujCXWc1TASqa3+8bV0wyQHYXDfWmg8P7XtcbY1suCwgqc/lMl2Zd7id1O6ixxRA+HYuIn0f7hSkV0rRXZFgs3XV8/h4FYNWXahPI9HlCTWccVFYSvBHTkPE1RAkOUBqZhGu6UWnC7wcMKo1f+6xuB8S2UohDLZGTjEUWXq7UPxjqqFmwQz2WyAMZErzsUEuro9iPXiuPvFeEJ9lF1DSmbsU7bCGJlwojQQQg15xaw/xCsCqIUVooivT1Kexr7PHunZKO/j09zEEXqsBtPrrWbz3zphJxIFYEOy1xq3EQjPrLTDrCcMf4NevW0H00z/90/zBP/gHeeWVVxAR/tP/9D/9J/7sn/7TfxoR4S/+xb/4TX//8OFDfvRHf5Tz83Pu3LnDn/yTf5Krq6tv+pnPf/7zfP/3fz+bzYZXX32Vf+vf+rd+vW8V6D1FBy5LaAg8XMsPbJU+VTgAS7A00hqU6sPcq2t+ktSoairWqt+4qGZcNGtBRUYbzNzmDb4BuC3VnWNSLRatRUK4hV3Qqy3t9CSxYYSlUc37ooNqzyADzUgeydOGPGyQ0ri+vOTRowc8evKQ6/0V83xkWZao+KvbMkXYDCPnJ2ecn51xdn7G7vSMcdoyDJ7UnMaBYRyYxpFhSK5RGcWp+oSHGGpDdEFzdZ2M1KgoUvS3XWhXQ+SM9PwQieBD7wukwaeKp82ATi6uRhINjVwMJU0b8uacNJ0x7E7Znp1xenrKdnPCOIxkHdA0ME5b7pzd5fnnPsRue8Fmu+Xi/JT7d865OJuYMpTjzFJ84rtV1yUcj1dcHa65OR7YzweObXYRc5KYep7DzVHRIXNyesJmu0PzyLTZcjga710WvvHOQ95++wHv/OoblMcP+egr93nhxfukcYsMU8QEDEzbiWFUhjGRx4RGXACDh5GZulhyMw5shsyQYMgwjsLFnYkXnttx52zrjM9mwzBsfGDtsHX91SBYEopUJBlk0FFIo1drkiBKb2Kh0KpRFqPOhhVZk6GTeAqsDsI4JTbbgWFSdBRkcBDUW5dXh6d84tP3GKY4AOPlxSCrcudiy73n79Kasd9fU3siOg6Ufb6PH3ASB10rC++89hpbhCFLAIVe1rtmpJlxdbhkP19ynJ/Q2p79fO0HUd5Q2sBSMsm2vPr8J/m+7/7dfOd3/FbunD3v06rVX6vLZ3vzpXt2hITqADKwhoVKIomHhaq41kmSIDmTU15jE4Y0MqaRMQ0+SDZlRvWf8ZZwIidPnk7ic99W1tTvgL8nacFSNg+whHXPoTVarbRwWVVzVgdceBxaYj+4rVHbbfK3NRfq0xrEsFwfzeOgjOp7pVjFbKF051fAEyyGgZo7aH2mmK0aH5cQGEb1thshZA0w45yaBAsVD6QEEAlg6+nybRXNJomQRsTbfSEKR3yGWZJgN+LQVzMGulMtWkNxfY0oIleHoDOcYZzz3xEgpYcpuiOwrURNVo0CwV2aKblMYNTkbcTUTQTOmCZxcPKsJMAJ8ChsJd+27ZKzMpa8ZSRqPhdrBEsNzd72VcJZJi7rSP3zRBBqSiky0ULgntSf12hzqUg4JfH3njKbYfBnPbn+K2sia4Cn+FyaXB+qOfvZmlNoA70FmJNGsK4y5kTK/rny4IW0s/qJIb73QX79uhmf6+trfuNv/I38+I//OH/4D//hf+LP/bW/9tf4u3/37/LKK6/8mu/96I/+KG+99RZ/62/9LZZl4U/8iT/BT/zET/Af/Uf/EQBPnz7l9/2+38cP/uAP8lf+yl/hF3/xF/nxH/9x7ty5w0/8xE/8+t6wxFiqcDdUs1hsOOgITY8GL9q4ZYHWiO9Y1C0qKIE1W8fZf/83CYJydbFyNouWWtg4Y9PxbcJ/n0VoVXd/9aomuSpwbW0FAkKaU/pWI61XEzpkpu2WYfLAQpXMvD9y+eQx06AMQRvaNELP9QnwlnJmMGG78zrXJIbKNXEdz5h8FEIScvb2lmavUqL5h0rF6kKVgqSCpEYf0wOJ1man0WPWkU+rZxXW+jXRdbDkoPi0YYkWQ04wDmzO73B29z7TdksafdxCGg0dRySPoIk1XE4Tm+mU+3cSDePh1ZtIPiI2c30QhqGhUphrcS1FyWiNe1sKpS7ADqQxpYy1RhOYJnf7eKBhpPSSub4uHK4Kh8sr3vjyG1w+ekjb3OHq4RMODx9w98PPcRgmFslYK1ALSF4381bVgaaFNmSBNg0sFBKFXHIMHh3YFa/mXnzxjBfuXXCx23I6bdkOG4ZhYsFfoGHMpjAkB45ZmSYlNWVuzasvc+agNbkdhVKhYCwNsglZhaT4pPGcUIFhdDBSMszH0IuoPx8pC5KNj3/HHV5+ecfXv3q9CvaTCiyFN7/2kH/u9387NabKH0thlABjcrvp9ZawmXD99JK3v/Rl7opw/97HUHG2dHymDzLmDcOw5bBccnN8yH5+TGkzix2Zl4UXnvs0ue15+6vv8Eie8OpzjSTD2gLoh3ytZY1b0FC+iqSotjXYCNeZmOKpySS3/UanojWL/52wVDHA40kWb420jNjiADVCDf0WRAYWGgnWyWdx0a3g6uJy8KygrteJ4EPx7km0FgyCga61W+DBZ8u1FeC12ihmq+vI9zV/5t0iLmgmmMHYO6uLlZfquUaimaGlNfajWaVYJUXgYUoBfMyCqQstpfadpAePBNDrLFBvuxA5a1G80kFSMBFJ/fn1rCo/+C3YMd+je3xGAD0h2r7O8aiGlkkCzFmMImk+ssWDb8st5x9gSMADXWsNt240fNRucyEDvnsLwFwX1cyt82RvU1olSQ56RFha9TaUdCbO4qzokYpdA1UjjNDvp4uGEzWKytQPndhPPaBWyNLCcBIwMAT7oqELCjFz12g1lSALkjNGAdC6CzRFcjS4uNoQknjBvmpdJc49iXZqBEb6mJaIh0hCS/8TAz4//MM/zA//8A//v/yZb3zjG/yL/+K/yN/4G3+DP/AH/sA3fe8LX/gCf/2v/3X+/t//+3zf930fAP/ev/fv8SM/8iP82//2v80rr7zCT/3UTzHPM3/1r/5VxnHku77ru/jc5z7Hv/Pv/Du/buAj4aKyeGh6JLr1Byls1BahYNa8aqgi0d5yUVsN1OKLxRdPEsKC7K9fAwx1d5aEUr1VFwOaOF1dAti02EQsKNH+7yBGN9ABkkbLLbQAYSM1IOXMuN0xbCZ0GFw4Ge21+eaGq8fCNIwgipyfe7WvAAHk8Ap9GjJtHGglg42ICSn7aAofuGikQchqZPWKxSnWipUZZSHRqNqQZEhy50Mvb6wnnLYWlacwJZ/TpEnp8UeqiuUc7jJBNCNDYnN+we70LuO49bk0vXJSSGlE8iYcPl43qiiSlNPNjnrnBaos7Of3OZYbLC8wVfLGsNmdSKW6WHUQ3/ir3VClsrSF7bhZtU45j2RgyCObcaAuwpMnBx6+f818uWBzpR6eQmuMJxPnd3fcPHnA8598jrnO5DyCbKm1IM2F6U2c/tUhkTGquMsmjYnchMZAroVhO7ApEy0lxjFxceeMk5MdF6cnbKfRM3OG7IDKEsUawgg5kTcDmzRig7l1uhlWlBaZRvFgukW7+oFUm+ug8qJUoKi3ObYDTAqiSok2p+f6qFdvSUgZxunIb/9Np/ztd685GGxPtuSU2Wri83/v5/nK7/gMv/n7PkJbnlDbOaWqV5Hx1YEAsaYePXiH3WBIO2DLDSKFUufQ40T2iGbOtucU9jw9vMvTq28wjHD37MM8vblmHCcuTrd85dGb/L1f+QVefO7jvPLCJyBvqC3CImvxVjLuZvPDwtdjpJpEi8rRXDV8jagPrVVc42IpU8yzTbL1RPhK9vQlmrp2p9XiYujs6721yN1p0XvqhRkOAGndKeMIx3qB1d2mZq75C4BSg1329+UMjwOTFvoR37dUfRiyg3Fv+XtbJ6hmr/+w5lW8n4YFtSH0iOHAswItx9vzQamqidwsppITwNHTn3o2UG8ueifIP2/r2qQoDF37HUJcU0x9zoqHyvoemcWdXZEW5qDIbgvfJkaR0Op4Gby2HE39oO790w5++91PzzCBt7ljQDDYNQTvOX6qUpHqejo3UXi17C2fW+GEl34e+NQATbj+xuJTNek/ATTQsO03d0BpjuI6soVWUCR+bmmEFgJryy2Lg84WbJmKQArHaOylfXCpYybzCBMLXV8zkgSjryl0m1GsIPF8deYWD9/tc2la2N9r9baveZtamgPI9P9rGp/WGj/2Yz/Gv/Kv/Ct813d916/5/s/8zM9w586dFfQA/OAP/iCqys/+7M/yh/7QH+JnfuZn+F2/63cxjuP6Mz/0Qz/EX/gLf4FHjx5x9+7d/8HvR5uRwtngMdxEf9Y5Sw/DMjyEZvA5OOGmSr0dY884KmIh0fU2raCaOuJZnVuILzLX8eC/q/Z8DqKK8MVVmlP2Ce/l97DDTvSIVbf3tYgSN3OdwZjZ7HaMm8lBigzkpKvTpZXG/ubI5dMnpGFgHHxw6Ri6m64ZcArUyMkBkOABjuuQx6SoNnJuDNlzPHymcaXUBZ9XFvSzdG7ZKymTSIvtlG6052k+Y6oEnRoK2tWhI+K0aRoyaRrJefR/PyR0TJgsbsW37KBQFNRZn/77NdpqJ9OO8+0Zy/KYY/M24e5koMwVvWnILJTi25SJV2fFKoe5UaP6awJDTmgaGfPAkEdynri+PPDOO49562vvkPYLVgvXV9eAcX3Y+2a3zMzX7zDuTtm3hORTxmnCGpT9HpGCjg5CvO5xerqaMLSBpsLYGuPS2CEMm0rOmc12y3baMAawbTHvR1Ni0AS1MsiGoU7s2ojNibYMaCloNe+zLxWtSi3GUYqn14rnmnQ24Fhc+9OFnGNWSvKWQVZoOVoGKDr6czamRB7hf/sj38mH5yMP8sT3/d5/nv/8P/s5Xv/S1ximkf/Tf/gf8wd+309SxsEHPBIhcVEhru2m2LC//tVfZchGyzPIEZqHMRarDMGYiBhTzmyGBBy5vHmH3ebI2fYFdpsdj568RbILCvCJT36aj776SZIOHJaZpbpQOImSk0OYNcMkDhRP9e1McXcOhQakVdQKjYWkDl40R7s3sl1a8sNW8dag1ex7E8JRvI3tBotECV2gtq7pqeueJOKuoVtjQzit3Lqzsia1tmCrG0alFQdIrXkxZ7BqRqzWELBq5ONESyfMH61G2CLirfrWE9kNS5Vmyc0kllhCbqLVaMlCDtAQ0zjguvPKW24iPSetM9++AYZZaSUsagh7VG6dfCY+C9DxR6R3R5vHnmGIaoAAaYJHkHcnbW8A9OjHeObM/PMZ9Hz/7h5zpjvTWEKAb7eALM6ZFACyqa3gvIqHLHaNzhpIIP6MOcMHTRJD9XOiT2bvKNsdj75WTBs0By5CQ9IK5YAe/uitQAcy/p8U8QkKZM2hr4vntNmqrxbx8wQ8CDLpM0V4CsfXumf1NqWvDfzyubtLPCwT9ew3U2FszvC2YAxEM7XWKMb/Bx/x/x99/VMHPn/hL/wFcs78S//Sv/Tf+/23336bF1544ZvfRM7cu3ePt99+e/2Zj33sY9/0My+++OL6vf8+4HM8Hjkej+ufnz59CkRGcyM8EME7GqEijkZWHG4SlHEKarWaC7aaeapxt7yLEY6IYAcisLCPshDxxW0mpHYLhnyyrwfCdeu803w4aDKj2wIdn0XKZucacZTdcBYl5Yk0jG4/DyulT1YXpy/FHQvzXNgfjlxe3/jg0c2WYfDecQ6A1lTQlMnj6OFStcTDbG5pVfFwv6EBM2qNagUfynT0PrvE4L7+f9JJ5e5M889AbKbWKqZx2Ek4XlQ9E0N9Lo12nYNVt2Ufrn3y9ojrR0IvVKL6FMtoGE8trvGQRy52pxzLOZVrckooE2pPecoNKm7Dr64s998fBhGNz7HUQsXYTg6wJA2YCZdPr3n7G+9z9eAJ52Zul6+VlIwPfds98skRmRbq/JCz5wbmw8xSF0S9zTdkT3B2fYm/X00VKYpZplaf+L4RYTFnIoeleirxtEN05LBUGBywD60wqCDNAWvSgakNjC1R80SbfRryUN210kriOBdKMYoH8RAytnBquAunNgeHmoxl9orRE3CdEs9Bz+fs4zPIcGk3PJq2fPz3/zPcX+7wbZ/+TXzt//Bf8vZ7l7FpKz/7D9/kt/+u30m1HKDeXUPmfigf3mj+92998YtMo6Gbig5HWrmm1IXaKjkOdn/iFkp5TCmPMdsjqfH48g2Ox8J8hLfeesxb713zme/8MMN4wmGpVIwhDYx5CFGnBuMUIZUBAsS8ydBnGdHAJPvBE20xMYkYARepD8nn30nP45FGKTPN1FtKuUERckuetaJGSRJsgbqTKEwXrTmbETzbKojGQufTAujU4u345utgaTV0Pd5+0SbkYHxLa5FHRDDONSr47vqJo14cSIkqhYpmz+9BQWpDUqV2EGYVWor3YjSt1JR8PIu6lrJJpRX8dDTfu7rnyywiFMznHXbtjoYrrNHBMc5sCqsZpNLC+OSBm00qaPH9Bltt8c6OONjsAMtrUd9vWzi4RBSVDFbD/eb7gkgYXuLfNbtVKlVpzmJr8o6BSQT1GcWqi7yldwG6mxewsKNXI+eweDdbQ15TBF9qUw/mFQIs6TedQV2priYBQrzI1i5QNr/uKeQFKrZKD0K17Zo1xPf/sP8nHNDWtQedvXCmeYq3xU0wGMRBnYqELMSt6jUYLGJMiEX+061cL6FVfs0Z/0/z658q8Pn5n/95/tJf+kv8wi/8wir++v/W15//83+en/zJn/w1f9/Czt4zFFoNJNwRvUPt2/YV3NL8sgr43ZqukcUQFF6xqFra7XwvuO3FW4Rd9X52Z5lqq9He8qoEvGps6i2fjCMGsd4v91kvbg5sJDU0wzSEMFJcH+PiOHUbUojPhtFHMbQK87xwPC5oHpHUGFLYDUVoOTGIt5hyLbRSsbbQbPEHO6lnvWjD2oJS/HsURGqwJe4CkgA/XhV1EsivUbUuuEuxobaYdeMVkwVbRcq+wVlDrbGUBdvfUGThpE3knEk6eb5QtODUCtZmWptAhtWtAY0xbzjbnpPyDDaz2ZzRbKQsD6DtSWqUxceMqHiCcWlOUc/lSKnKOI1samEI0XqzheVw5Pj0klwLYxL2UV2aCCf3T2gcSJvCsjzkRHce215GSvHhnHlQUhqopYaYUanJN4LUJlKDuhiDDuwk+dT4AilNwMBchbkqJ+PGe/qlRMVZaW2h6oxR6Bx0wpOINy3RzAX64xGu5oWWlLZAqYIUryRbVG09zbW7dIqHjjBEKGVWFzJOg+c7gVGk8joL917+EC9uP8rbjx9xebPn9P5zDHlgszvhr//05/je3/57mEaNeARjqZWlazOiBXN4+pgHr32RT/2GF9icCTnvETlwdfOQ080FpME/T1uodsnjq69zOD6m1iNLncltRNhQFoVW+e3f9xk++tFPQtoiJHbjhiE5q2hGpL0LiFe0qu12hh+CaRwqLiiLZ82ZoMWMm/0eSTDmyWMqrPmoiiiufHRBMFrNSLowkKnqyd6wePZMSyQ1BqsYShXX9REscaeXLYCNtbaCHQmm6Bijeqx5YrczBDFLsOvagmULyjMOYbcfe+aVro6d7sgSCydRU5I5C4QaLVU8l2Xxws8cOKdaadrBmheGWQdv0bSythMdRPYpXb11wtryXIsn6y08fN+V0FFG+GUNrY+su7zG61dfBdLcHl5DWqApzoQ+QsMB4ao5IgL9umNtLeVuU5nF8BwlhKzZXaMKDQ1XXXKXZuvxIpFbJhmHBG64MU+o9eT62tAWbi1rjvCSkZuDGrF+Xli/On6dmp9GOfn7SuJsi4Q+p19cDy/U+NxGCplCFzuL9SgDBXWpSFYf/t31SKzuOLcB9L83IIsbDyyYSMWlD46RHABZ7cEMkGiUD9jV9U8V+Hz2s5/l3Xff5SMf+cj6d7VW/uV/+V/mL/7Fv8hrr73GSy+9xLvvvvtN/66UwsOHD3nppZcAeOmll3jnnXe+6Wf6n/vP/He//rV/7V/jz/25P7f++enTp7z66qsxAkEjGbkvmM4+BC3XfLH1WSh1VRmH08T8AGg1RG44GhIshg4GpWf+cLTQFfXUSqWzR97eWoMSoyLoryHRlYagYZ1vjQPAoDNAOZGGzDgODCmT0uDUvGZPXU4DOWeGYWAcN+Rxg6oPh6vNOM6LU/SSINwzmgZPtk6JwYRavVXW6uLXLAmiC7AgWmllCb1AiY3dReTVmrs9CNFgXEqXkSQaxduJOLghnArNGim0S60PN2rN9UG420RqJVfXSbQmULsLz10Mzng941ax5P1nSwgbpuEcSwXYI2ng8mZmf3OAYuyZ3WVSmwv/sgsOS1u4qYXZhFO2MJ5wXEYWM85VGFPj4kTcXYG3iKoo91+6oKiRNwPj+cKwg/38PqKNusT8KRlIeSCljFFX6ysFJh1JIYBsuGPDRNhMB+bZkHH02UIm5GnLZncCCmVe3CGVKnO94diuONQDsy00PKByTOEY0oGyOFgt4jOhakpIiV5+M7CIyI9KualRVEghgraBYDUgD8I4iFPg6gqOmpRZKsUah8MRHSc+9T2/ha9+8XVmSXz5tff4h7/0RX7LZ77HxZ3JVR918c+xWCPLwLvfeB3qE0xPEN35QdouuD4MlPYhmm2orbBfrnh8eI23n36F0qo/2wL7eeZ08xKtjXzkwzs+8cpv5WJ7j1r3JN2RxJy1jJEQx2VPzkNMVHemJ5p5fljFvqy4gJP4t9Ual9fXiCRONruo6AuaSgTmKVL8sFf1oL+W/bBUms9Ci/ye3oLwdougWskmLF3LEYwH3UAR660bKZoZSzNqkyigWN93aRWrLQqvWEchfu2DUz2/JpgthKVWUmx2BuHKdDYdc9G+H3D+3KZOVFuABwu3V9WYGdXQ4kyqpuz0vMqqEfH/L/QEZQc8z6hiBG9kmVCk62S7icLW1lH/9wlYpGcf9YHJLbQwrC02o4fqeYp57WJsop2lDp5VE7XUAAB+jVtvAdXeMhOiBxnA8ba95VEkPlOxdRdWM1p1x3FvUan6Xuc6GBjw7/nPEOeEB1SqqLt/8RiKubmI2IMGvRwVcZ1nCybTIyj82rtrLhjdiJTQFJqhAEgq0RYjdGTSyGEASKJ48nUNxvzWEt+BbAqioc+bFMXT0YNsIEDiB/n1TxX4/NiP/Rg/+IM/+E1/90M/9EP82I/9GH/iT/wJAP7Zf/af5fHjx/z8z/88n/nMZwD4r//r/5rWGr/tt/229Wf+9X/9X2dZFoZhAOBv/a2/xac+9al/or5nmiamafo1fy+IAxvU3V1GjAjwHnbroyaIlhX+8GtUNa27voKH882jVyZ+qjvF7D8nIT7sWh1W4WG8IXNRmRHdtmBGAo857Wg56OMQP3e2ylx0hg7B6miImcUdXnlAckaHiSFSl8dpwzhtyEMiDyOlActMHtzSjyXGNPkAumKxwWZ38ucGbYO1hRIWVpUlnA2u66lW6cNEixB6pYhPb539ihiB1kckBMhLiTxl/4lm1FqIhAAGjXaTCmkY4r6EerxZCMb9NUutMS6gZ/8UiI22NteOwEDSE1q9Yal7buYbihzRwdxGvmQkqvw1G0Yl3C+zA7si7Ocbhs0J87IwDcq4Tbz0oVP0sOfwaGG/B8mJD3/sPqd3zzg/PUX4KlfzFafAkC4Zdcf1sZE5Q1UZhkTKg4tcrcX0+YEadGOrCxWlycC43TKV5qBxyOgwMu22Pok9KUtWjscbqDPNjhyWS66XS27KnqYLYxamITEOIyKwpEJpjS0LosJcnGa3xQ9MaeG8wZ18Rb3/nkPrJSoMKoyDkrO6+H0QLLuLLA3+uG52E0/enZnOT3nv4YEPfeyTXF5d8ujd9/k//8f/Od/2bR/hhefOPMpBEmMyjsXCfVb41X/8j9C0Z14eY3rK1fGG8rCQz8bIKlpY2szl8X0eXH6R4/KYabNlWDYYB7bTCZvNBurEnYtv53Rzl/fefp2clMvNhbc0dGR7cof9ceHs9A4v3vPRFYi7UHo9G30WwFs4HtvvbWXVkd32gmFwBqg0d9xYP7TNPLgtqvMc+4iQMXNHpJdKiWTOkKh6dksWiWdZmcP+n6ELVOI4J9pM8btCPFqrxUHneVWtso4FqNX68RSMgr9OS/iYHHFXV9PY44IZb60xmNJqpeTk+xPmbiQbgjm7BT+tNaQqTT1nKElD1Nt3TQqiOSBBi+JQCYm5f65ogfkbtGgQWezy/v5FukbI903RtIIGdd5l1e/457p9nQ7wEQ+Ykfg9GkDSGRdxgClejGoKh12YZlB5ZhRRhID2/ZvmjF53drUAIinhEmP/lK4r1YgxMbqLkOheEMncTb29hPmUgJ4ZJZifEwHckkXsiMQcMnEevD88TZ9pcUWbSwNw9f/2dph/ChXxDKq4zj1zq+s4vRnpggN3w/WzixVg+230ayf40FutDsSsFQdSH+DXrxv4XF1d8eUvf3n981e/+lU+97nPce/ePT7ykY/w3HPPfdPPD8PASy+9xKc+9SkAPv3pT/P7f//v50/9qT/FX/krf4VlWfizf/bP8kf/6B9dre9/7I/9MX7yJ3+SP/kn/yT/6r/6r/JLv/RL/KW/9Jf4d//df/fX/QF7n7sFbeiR8p7Z00MZfCgFLrwLCrhvTBYVlNN9/oD11GGxaKSIi5ZTUI6d/vSES68SlT7DPR7qamj2gYodNAXr55OCQ0CmWSnFCcIWr5nzSJJMSpmUEmMeSZGfkIfJGYDNliFnB4SbjScqB7Mimun7R85CSkYeQrTcXKinSVhaopVKLYbGHKLeS+9JIkQmB0QCanMNQatGbdU1Uq1hdQm6dA3FQJKSh8E3nWZhIzaolWUxrIbTYkgr+KFvpjEg02P4HWSJJELVhUoFSlS/MV8Jbx1c7488uH7Eo8MjbymNGZ2ru06a99JLdzCQGZKH05WycHm84bkxM+9nHs/XnGyVuy+eUo57Xj9ecnhaQDPTdsO03fDSR1/ia7/4BYY6I9cZmYTNyT2e3DyhFUMWd0UMmnH3XomNxGMKxjExTcLcwJIwbUPUTXZgux0ZxkRKzXOW0oDKhuv9gWO5YSk3zMue2hav0tQF4zrm0LQF8WbOtLSkaDNabh605+iciPughkMkJ4uRJR0EmYOqKXKIcmYzJpLCdpw4mbbAgUfvvs/LL38PzTIpT2w2W95+5yF/+7N/hz/yv/5hb0slB/KDJlpdWJYjb7z+K+RT0K0h08KwTTy5fshpuQYqx7rnZn7Cw+svc3nzOuNwwtPrp4zThmYj13NhGG5IacPd85e42NylnR2ZhoShvPvgTd5/+IgnVwtNJn7bb/5+Z2f6IRUtgW6MWF1Msf5Lq1wfDuymHae7U6w5Y5VC9VExCp7XU1lIDh2ARssKJUEeXa/SjKaJIec46A1atIm0oTG4UqPlqOqp755P5vO3+msrPua7hgOM6pEYSo+VcO2JsybdieqAFzx3S4JxyNGqt+qtGHf+BAZszgpba1jL/owm39dqq25XFmeZrcV7keaCamFlTCws0TnF5iuRFfRMa4tg57od3vfpoGxg3b9VYp8Vz6yx0AINqhQpZIth0eZNsCLurHV5AjwbpOgJ554N1KJINaA1D3L0EWTeQajaC1ZnyyQ5WNFe3K6aTfO5YrjGz1CkNYZgY6qyOp5Kg9RsnWBuQIoxKi1+xttZDtQc9Claazj0ku/Paog273CIrnEsHVKjbmf3tPzbJmHXLIj0MEs/PhOe7N5BUJf+OGAKQNQkJCMBogVk8ITybN52awEmtTrDn/P/xFpdP/dzP8fv/t2/e/1zby/98T/+x/kP/oP/4H/Qa/zUT/0Uf/bP/ll+7+/9vagqf+SP/BH+8l/+y+v3Ly4u+Jt/82/yZ/7Mn+Ezn/kM9+/f59/4N/6NX3+GD6ytEBfTttiGgoHpG0SvfKI88am23SLpryE9y8NYnQ3QtTsEu2DkeF2vdm7ndzWLAYzN/3cKtsYpZbyGEiGnsP1R8W5nLJiY/qs5NCgiDnyGkZRHhpxJ44Zxmhg2UzAA2dmecQp2qHlLIkeYlHrYWkpGSguS1PfGaM+pKUXd2VVrDMvrG3FyOlJC7W21QYAdaw5kQvkd7ElyDYd1btNzgkg5FqahtSCUmE1WqUuh1MIi4kJni7ZXlJItWKQeIOl6AxfaCpU+0qCKIOJV33YYuVajLNe0cuMVZR68qErR5hcfqiop+SZkhbn4dbk5XHO1v2I7nPDg6QOO0pCThN3ZUMYDTYwsGQyurh7y9Eo4uX/OfDxydXVkM4EOe5omWp3RsueYFdEdKYejAj9wk2R0dLC+rzCXgtuH4bgY42ZgGLMLkKWtlPQ0DswlU+fKYdkz1yMVn6mVNIMkb/225nZwfJPMg0B24Mega5in2q2osokPXHRdgDCIMOZEzh5OJlnJ4+QBZEnRPDCMJ2yGC07HytnZGYM2vvLFf8Tu/ILNdsP9F+/zMz/78/zA9/927l5sPMBQIGki03j65AGP3/s6Lz2v5IuBmo60MpPSGRend1nazNXNExY7cHXzdZbjge32ZS5vXufiInO++RB52LK/uWHLljFNnJ7cwWrlyaO3OR5vuH/3BT7yoU9zuT9SmvKhF15ZbbhiPc8kHE2hRfEBld7WqdWYhpGcvNL3sRY8Y08Je7AUkAKoM8iSQlDcPCwy+dgWLaCtRQaLs0S5ZSwHkNAUxZutGkRnn1lzyixAUKs4kKnNxaQtCgxifZZgi+L0MyNArYarqGDN1//QCKmATxInDWh1jZ00w3oui1WsKbUqOadoeUsIsbszNZofURx5Hk84q0JrFF02Z2hwdsELyGBncXCQIFpF3ZnlDEpgNf9MpoiU1YjhH9krud4CxHp4oWeOORMfafIrIdKLYq8EJT6bk0IW4NgPfjO31Dh+9mtqGET950VuAEGcDdI4K9zCnr1NRcNCIN/Es5E6863Ji24BfFq8M5NLLY4gRbzASf65VHSVdigSmsbbocBuZwd3yIV2tGPPQDY+nkVXM4sE6rFuDoprXghmLZBRH4xKsIPkTOnnDfi5m/I6s/CD+vp1A58f+IEf4FY5/v/+67XXXvs1f3fv3r01rPCf9PW93/u9fPazn/31vr1f8+XWbGdPBnoGrNNxNQTDYo7oU+83NVb6081f/hB2WrQpzK2nT/joAHceOKgR6W6utqrua2yc3WDZ+eSUesUVAknxDVUke7XdwqZJVNgpRaCcREps8vbWNJGnDcPGE4THPHiS8TA6wFDIyccbbDYJTcE4ZdDs2g+3Ija3/4u73BCfk1Wqoi27cK9mb3FpotaZ1iol7NFW22pPtBBZluZCuKxhz9XY3MfB6YYQ2yW5pa5pC2KNMs9OG2fDkpCG7CJWU0qr5FbDyVLWuqVXdt4vJPQbC2LGpI3dMLCbRi6PRkmgQ2LcDHQ761KUcdiQ88BSZizafEZlWQrvPHiX7/74d/PwySMe31xitXI5C3XYcHZ34PpyppXCCy/c4+b4PiwH8jCwWKUsC7tcGEbleDhS60gpC7PMTMPWU0+D9RM18lZJeUKLMJbGkJSsA9fXh5Xkb80HAnZdVWnz6uqflyO1Fsh4NW1GqQayYGVeB1SmqOwn9erLhbzx/FmEc5pvgKN4C7jieqEsfrhJRA0MOTNkdzJZGhjHu2zH52n1mvl4ZJAb7OptTs8Sd+7e4emTpzx9+pDP/vTf5l/45/9XzGUOJtJTY7/0y59naU9hgJMXXsHGG26Ob7O/vubeJ055//AOj6/f4+L8DleHtxn0hHk+st8/4vz0HtvRk71lHqBm3nz7VxnbGGCgMKWBaTjDmKgsHOYZSe567OztegCL7yrO7PraLAbDMDGI/40J67RyayXswAOCs5MqmZ7A2wsxVR8BIxruH03UZD4PyoJd0Yqa67OaKDUlUjN3VyYJ96qP31laC9aVaFd6e6TaLRvh7eIACNVAJTKJ4rmqFiLVYImrRFukGzOCfRXX7qit+fesu5bhSdISTqD13z7TVm5pTRHu1vZmMfIh9nE/caJv5gOlHJiYvz+4dcdWw6MdWmd//V4Vny/ku4QIxW6Hn2rcT5Bgh1zHQq0g6hqi0EPp+m4iCynepQRT5AGwDl6UcOVGm9IHu1YqEkWEepyAJmppHpPQnOFX9ZTK7PxLTF9nFeB7qznAY5PuZQ3JhpI0rzosZ7IMyDT1z9tt97U/4yuYkcDlnlTeNT8qPQvIC3KinSfBxnUAWKPw7+C8X2+JCJWQZEOAQDE3XXRRecGQD3hY17f8rC7XlkX133xhdxFfr8UE66gFrFG7BZDiYj4RWqm4w8NHTnih4Fqe1gFT9F690mKlw/3wJdwMxAOUkLDBGkByG3dWn44sIYjLMeer4K26nDxlUzV5RZyGVcczbrahddowDCPD4MLZcRhRdZv0NCnj4NqLPMIweKvC8zuCyrUF6Hq3cH4oSBOKuCtIW8TnN29xLbV4ayrmbNXW4pF3V0pV9YMweuuSEzIMMTDVRXMubD7S6oJIRAlUQ9uCLok2J2xOsFXX7liGajFywlkp0cGry85MRX+aAJyisBm3nGzOGA+PPUwyKWdskFrZU0lJ2Y0jSOZYCy1l8iS0ZcFaYdlfcri+5nx3h8dPHjMfGk8fVJ4+PPCJ7/g2Xn/tTcbtQJ4S02l4O5syndzh8vgEu3zMycWH2e8XzGZqGag60HLx1mdsHkl9I5yGkVyU1pRxzEhSarQDl/nIPCtL3TqtHlR0LQdcfN78cGsEQFWKNtpyxGohBCues5E7QeHRDxIgkv4s9wo4qnMVd3OlcBVKjh/UCPMbBsZpx2Y4ZdANL7zwMufPnfGVL34ZTSNf/uV/xKf2jzjIBprw+Z/7Of7Aj/x+LyYkrLat8KVf/Ls8//zA6XOZi/vfxuObL3J185SlnIFWSrnmcHyMXF9S21NOt/d5/etfA3PnYk7GPD/lMB85XF3C9UOmRTnf3WOTTxiGHc2U3eaUB1cPaW2mh2+GGiHaXL7uzXpWi7AsC6VWd7N190o8d2tLt3n179qNAgpza2jKJAugKe6UIRnFlrCGg6UabYpK1uyRBZoxtdUy3dmH7uLSW8wKze9h7XrB5oYT621pcyaoayHB2e22eBBpM/W9qjXS4DOnMg1t2RmU1kMvW89TDGdZolTPm2oWBSOFjCDN3VOtReApoQhpFq3UZ1gVoPfYu6XdKH6QWtfr9PylaIc5b7CeAV2T6Yyb3xMVbzairodCYuhruKa6KDc2uXgOAvDEM4C68YUmK9hxa7lAAq3+HBdazFoTv9ZdchHFZanOgI1ZqbWzYJBlwIO18L01ZQ/3Q0B8Nlq3w3R2u5hv3CoJrc76od7i8oDI23aVBNNiwprYLVmDIXeHIvEY9+sWYQPre1xpxga9bO1ZRx6G2bOS1MeI0cMxQ04SrfMkCaPg8QVC/YATDL/lgU+tzfun5lWJp6f6ggki20FO7xF3hkdi72p4+6GL1mAV69XqO6HTkr7ZpK4RMa8kQhWHtmiJiZOwOdo9Gir5lPNKH9IauVmkHbs+hoTPeYnZJyR1+nvIDHlg2m4YNxObacc0TeQhnF05+2GplZyFYYRxEPIoiBZ3gyWNvu9CjLRbNxAkzPl9U80OdDxosKfEtujtq1eM5kDKVNdqzMSouBVXVLCc0dHbcYRIcFHBSgGtWFUPsrPYVJeCLQuUGZsFpkSpiVoTtQ2UpSHJRzmE1jQ2Qo1qK6htcTH3bjznZHPB3C5JpmzTBCa0G89JySmzzBZOPR+yOqhyqAU7zty89x7/zGd+D1/54us8eTRT94rOSiuFlz9yj0WPFJs5HA9Iq0wDXB8OnNx5mZvlEtJMGoTWjhiT18mtgmVn+/ANY657zrbbCMBLpEGprTBPA7XMLMvM/tA4zhPLZmBIKWzLM8tyQ6uFuS40CpKVufgz3eriwZjBBEr2WUE91XsV8ofFN9P1FIJlCUbJBbeC6wE0+6LSlBwIjBs24ykqwtJukKFx2O+5elT5Hb/nR/jZ/+q/5PqdtzjNhmwuuHm64fGjh5zdOaenQ1w+fcDD91/jQx9JnL7wIpuL52A/utU7wdX8gMN8YDOMXN18HfJCHk/Zndzl8PQdDssVNwdhPsDDh5c8fnDNttznpZNvY2Fme7qjzHtOdmc+jy5n7l08H9ZfP+isV7T90IxlXZqxnw/sNlvGSLTtWrykfg37XPHWQEmkNGEUhkwwKEZmRFK0GElu7zUlqWGWIDmQ8PGBiztguuNGQu8j6nPwGvQZVQsWYYERVhgaNloLNtacna2+Lwk9MysYIg3rfm2u/4tsHgvWRpofehb2rVoXP/ybFyYJobZCbkItzhy7Qy72S/WitInRUr4Vz8ZgaVrXNUoAzmB2iPfl7gcsOJdmAdilrgyd4nbqKoZKzB8TWQ9cayH0Xe+sM/hdY+l7VzAbOFMmPMMCmoRxIwTf2s0uPZQRkLSKnz18MpOp656poQmqBqSEiLNnvv9GirdYr+NWZklbxbKEFd8RcGIgdXF4XKnVASZtvXb+WZy9M8xToLl1WiV1cXL0KNdWVhwNQXraN4FK4ty0Fj8kBPAJcNVk7fx6gG7rpl5/nsJB6SxSpyU+mK9veeCTqqFLWylWEaMnBnRhWBfGdUycvNflVYNZVE3+ehIoV4JyrZHy3NFuCcCQ1AWCYt6K8KosqGg8pEySU4c5Z/IQw63ErZLeLlIXTrNg6mmykjQmpCd0GMjTxLQZGbMyrhb2gWEcydkPoGFMLhbNlWE08uDo263URA/X83LoEmzD2S8NwKAK1ZONaxJYHJUYQQE3F+ch3VmFW3iTuCXdCuAD6RAl5cxmHPwz4+Apq2J5oNbqScrNAaOzOkZbKssyk2umtYJ7qUMrYEqtmVJ6iyKi0MTDuXwDwCspndiNZ5xvLjjUPfNSyGnk4uyENAwc54UyVxYWTMwHDGq4WnJGB+P66SPqYUGXicdvvYUclTIf+OqX3uAH/vnfzhvvfpFDPbIzZ2ru3T3l+tEDjnVg3FywnU4Ynx959PCGZrP3+cUrn64QlCTe604wpoFSvIKehg3bTeWwrxzmI1dXhWl3zThmtttxjZlfaqGWmVrcFl6PDV1qYPxK1kba6Jrm6myBtwTkmcNGUwrBLE6Fqzu8RlWSJD+wVT1aIau3NNXt2BnjsDzi/fJ1nhwLmoxPfOcnGM9OufehD6OPK2flEcPxEdfvKo/ff5OT8w1mDv7eeO1XuLifGC+Epe55+uSLoBUZT7m5PPLam79M4TnuXrzKsv8Sqsrjp++C7bl7fopww9sP3iBzh6eXVxyvrln2xpPTt5CThcPVA9IwsD09o9aFrAOnuzt+zEXR4hu33xMzo9Tq/zHYbXZM2bN++rMsYStPkUy8MgXmXJqaomSyGeRGWwRVBxfNGk2VRCGZa4HElNrdXUnQ6u2IpMnnxYvGIGBP+xbSyvI5oeMHcys1mBZ8VMrako69jmBbosWnNSq/5ONKtLp+w3xrivWU0WaU5GL41irFMrl1IO9i7cAUNIUSB3PubDcOgCzaQX2mkzuI/Ph18mH9aXrKuj/LKUCRC801Wi59ZEWjeEAfoalBV9s2+Jlg2tsz8gzQ8NgJF2NzCyICDLR4Tz3M0v/s+UA11pMEAGoh6vXX9deOTnwQgxZ0mS//1rxA7s5gaQ4EPAcpolJSaGpChCzxBIr5erVVTe17czG3mIt1J3F3zAWj3/+k0e7zixMF+y3b04MjHYv587QyOJEh6p2O22cqxb31WV8OsBTB83ot2nEaid7u/v0gv77lgY/ETS1mMQjQKXwxPxiJXJ7WKc5A8bcCNlaU21G708hxEBhOgZsfGl0ASvTWV1VYY122ISMDTeTRmZluCfR5OQ6eVAWtjRyrIWsi58H/zTgxjpHanJSkPtnWXUCJaUyknNxyPWVS9rkqeQjrYBJnSKTQqRUT58IbJZwaEeAVvLnR3KKo3jJSyeTk7gNNflBZC6FBEgdo2dDsolqrMQIi+yTfGiFZPkfHwWRR8YUXVs4OWFprlFJJJYTMraf0RmhdK2gbI/be2RFrba04OlMXpB5ZN2zSllE0WkzGOE3otOH66oan1SeGm8WYkbBh5nFyJ4Zl3n36Fp/+7k/yjXdfg/3C8XKhtEblyIc+cp9pzCT1YYOH4x7Nhev9+2iZGaZTTk5fpLYtl48uI3snphtL5AGpkMaNz9oSxaxSSsx1CueT1cY8F5483TNuBjQ1BhGWOrPUI8c6My+F0geS0mg+oxCmREUZJEGEm5VWqeqbVW0N1DkL0S7qrWh2EI74JilN1gnMY1bfiMXveamV6/qUQxX2R+E3/tZPMl+dMG6Ui5dfoe0Uu8qcPH6Pm6dPWfYPubw+Z7t5EWh89fVfYk6X7KXw6gsXLPUxu5MT7EmmceTq+sDZxT3u3Pl23n38i5huQ491w3azZXdyyoNH7zDmc+ZyxXw0NsuRR+99lYshMe4ukDwyH6/RmwcMomQZV02MSISR1sqxzCxl4Wa/J+eR7WbnoYdRjdMPUuJQs95ejSGQhvu7zDUbzhUkyIbF9U+WVm1NU98jTBopNWqtvo7UYvSBtyik2Nre6um9rVWoRlm8rVUj2LC1Rl0CiIWGsA8Odc1GLCuR0MpFzlj1g6/2BWQeOuriXWepkyWkqec7qUZuWGNuhcnc4Vpj/13ZhOYaSM9QCsAd9n1ignsE4KyMG+uW2wvWtrq2sJWnW2+Iqobo1l2G1VpkEznY6XOi+tHugCmY7n4OSOwh7fbVn/1dSjge1z/LyrqoiA8sNYvP2DWeKYCVg08N4Xb4vt0G3rw9qim56DmGU1tr8dppZUw6+KMXrhCdhj4gVFepQR991Bzt0c37vc1h6vP5nCFTj/oIcKJx3Qx63y8IhFgrPHNt8b3T1POWpIZOSM3ZfwMftOv/ToJl7LqpD+rrWx74tKATexigRZZGV7O7bT0e0jgZ+wHhL+APQrcLCuazvOJGYb4YpAMk/M8a7q1bipTYSMPNJTGZXB2gqLmNsPe7NQ5bqTGNHSKjJ6/hheMwMmRvw6RpZJwmttPAbszkMTFkZTslhknRZL6JaXMtR8JZJ9/OMCnOLlmBEPKKrFJjNESvYg1VB0s+diGThmC8itFqoQZi9zlOmTZCm4S2+EaW8hQe6ozmFMxYVDGqlFIwc4dZEv/eKjfv86XMqwivolzcjLqVM0kKQWm9pWfBhbxGWOATwsigG9A920jBzmOm1oWrPT6wUD0niNYYc0YS5M2INeHdy7f48Cuf4sVXn+PpO++xXAtpGDk5SzTNjENik09YmFjqTBoTNlfm5ZJ5eZcPX3wXy/KYRw8esRFF8xRhkyDmadXuCHFnHSXeOxXNg4tRa2V/nJmfFjY7YRoqbUwcyjXFFtePmDEvlbn5Q5qyoaNAE8amka9CbE63abRu4Y37LubPS1i5NRyBubuApDFodXAuRJQDEO2ZWvaktuF7vveT/LX/499mevuGP/bjP8Ff/ff/fabnP86uFT60Gbhz55RlvkHE+MYbX+SXP//zpM0198aR6WTk7t3nMNnw9OmRNJyQ0pbd9h7zfI0xIyTmUphr4d7uOVJye/V+X9iOZ9z/0IcY5sxyecmjx+8y5oGzkzuU4zWPD3uuS2JflOfvv8x23FJr5bAcuLq54mp/w3baMQ0bpjyQcYDubRRfuT58E2dd4iCSEI97aFsmqQIzyRJZuyQ9IHskGoslqiZMoUaejuv6fCabHxBEW8JZCk/urdxOPo9wvuaGgxqhhT6p3dzlZTGGAgHtXqjm7rQWLsxu9QorNWZotLnE/HCt6i+31MaQbNX6WK205MGOKZgAb7HZmmAsmgNoeqBia6HXkRStEevHMj0jprehvH3UW4whmPaPQHczqTlz3h1Tg3r7HJSkHsI6JG+L18jyKuYBJH4SiAtuzVbdppkXyW0VfDq73DDEwnGHY7YavSGtvpGaEZEgss5E06RoSArEFKNQCfu9dFeZhwk2QifZoERd7fKMtGobV+ATeTiJRrLb4Evww7/FEefKzX59/fsd8PVoAP8bjwCI7i/enHwGDHLrZAZZAyRzjHjKqUVaeKbhcxot1k0fKZUQJPdUqg/m61se+JhBKzHVNvJ2NEKoTCxQ9qozXwGPWNi1u64HT/U1qd6uaqHKjw1HWs/IkVtZnEGf+0LQoIIr+ZMGYBmGlXZ1sRurcNI0JmInt4PqkMibiTyMIV6+bW1tpontZmC3GRgnHxS5HZVxEDQbHp8TMezJWRvozI1Fv9XLRk9gnaPvH/qBBupZvCAVTT6bR5KzA8OYseQ5OT03idxIQ2OQhLXEfD37wtKwsmtCUiJljaA1Z5jS4HkneAaXTzEPvY+1RivV84WWQqouck7qAvKkXmUnRkSClcBF5TncZNYEKzPCwKATKoVpSGymAZEJa0eeXAlD2MsPrTLjFfSozsqgjevjE87PzvmOj38Pv/D4p8lnyvZkgFQ4Pz3h/t2Jr3/xC1BvOH1py/FwoALHVrg5PObhk6+x3x8YJxjHkbPdHXbTKSJwWG5oVrzFZ56HVGnMdqRUw0TRIWMYxzojMzy9vmS3haUUlnJJbUecanQNljuYn9mQtcHgs7G0eL6HqDuJBInhkNY1vavbA/Ve/ZCEQYxijRzIv1a36YsO5LLQ9EhidCfiOHK8rHzll75KObzGX3796/zvf+JP8d989v/Bx3/PH+TD9wd0t2Mx4/HD9/jP/5O/yrI84vS+sNltubq5Yto95r0nV5ycv8DHP/K7WMopFxcv8+Dp66QErY5gA/v9AXf6wWY64+Yqc7Y75TOf+t2MtuWn//Z/waOrR2xPr8llxg5XPHr0mANbnh4bS5k9VDLaAsO44c7pOZtx52GhHXzEwSKBQgSv1gUwnywR4XmeKk7YqxUPD+1iXcPHG+SUXYNjQtJCUweVSTJNG1V8tMOgmUULot5C7i0JohXjrCjU0qg1xM3NkGLusgohcmvNNUPgv1eEIauHGqY+uqeRQuBMZR1aaZkYjmqkppTqkgKtlZYarWWfL9UCiMVaXMdetOoGrWiHpZjdpAxI8uiP2DhDGBt7QK8y/YPT40l6cRt/WA0irhmxjk/oafqD+Lw6VGnVBcyO54w+X0pEVhCxbutO/68MilkHC9EeJrQ8rTc/bZ0BWfHitxGfI1pimD3jDo49vwWzlbr2KiJXIAItewfR+gMYbb4AQsHi9bPHDTYSE9vdBTbEe+ndDO0gt39ca7etOLpHq8W19tZi/3ZXRcUtczd15An5ruyz3CRlB8JdDyfyTNutksxYPljC5/8fgE9QtusGHs4LX3sR2uXfae02tt0j+j2feGktkpvbuq4sNsQWeRgizvKU2nGvLzY13xhcVN1uF4t6crGDHG9VNXrVBtB8EB3+4GvKDNst07Ql58w4jkzTwGaTOd1NbLcT243/3XbKkaQLeTQkh5APn6m10szqdkiiXnLSWqJ/7SCv526IeStPzUPRHECBZEMqaAtGKg+QQjtVqgdVJWiWKc2wo1uoTX0sxJC8VWcqUIqfq0Om5ex0a1vIEpkVZisAqKVSS8FKcidaW2j1SF3ikMFfN2APfUZSsz7TR7CWUUZgD1LJ2ZiSsp8y45SZpoHUfFZONRdGepfSebJSZ956/00+9cnv4Ze++A841oWWjDcfvsNHti+y3W759k9WHj/tFmcwUw5zYRgXannEnfMNm2lCmdhsTtimLZq90t8v1zRxQL1YZaGxtMXtuiSGnBiSMqaMhEpwLgfmcsO83GDM1DC612YsweJUASkgahyWRhFjiFER2rwSb0FTmlN9qOAtMP/4qCbG4ZRq11CdWZImHA6VkxOJLTLQamzQU97x3/yNv4sV4WQ38M7Xf5Uv/sJn+R2/5fv4z/6v/wk/+kf/AEvbYHbNl37l88yHB3z8U/cowyVmG9CJt977Ou89uubs4lXO734Ms1MeP33A9c2lj98Qt12rGJc376NZqXJCHib2i/BkP3M2nrM9u4+kRpq2NB1ZdMLGE5abhZtH73N5fcXZyQWvvvIRnrt4IWbe5bUaXqfHi61Vca+AV9+L3brsGrezmfoKxzybKkn2A1ezHxYpI614URB5OFZdvLza3iXdOuqeEYIKCULc6w4evMW8+IFptbq+x1w31/O2OphwiaHFc26hc7IIcHQnEbXFc+FttFLD1SQOqkwlshLFIzCCTfeBu55Do6Ke+aOhfTIHHEl8jardGlJSUjANfucZNj4CAmOk7NrPrquTKDgEvU2m9intkUYc5a5VLzQ76MFYgYo138d73KQR9zuYqM4mt/X6B1MSImhnZ25Zkd5OlAQSoYY920ywtSVmAbo0rPWW/EKpOQuXnaAjqbBvNQaK+vf7OaL2zLMWoE8jJsBwRYLGfxp5BTxrCrXh72sFrX7Nuw5Le/tvBXyxr/brKH3DtPi+9A3U73usHYlB1F5csYrGP8ivb3ng40Vqv4jmYjMDSJRmMU25t3RuRVtABGrZavNUawGkCM2Lo/T+eLWoPHof2B8MWXusvbXWmY6cQtsTVu6ek2DRe1d1ASMDDJuJaTMxjgNTiFg3G//v7W5itxs42QxsJ2WaQHP1BNykpFQD+BVMKrKKV/2Rd92B61xqROF7xVPRNf3Yw9AWcx2IXyDIqjC4Ky6pgiVUNh66R2FRV0JmqaR5IZeFUmYKW3K0lyQNmGaMA7YszoaNI8djYsDj7dUk7l1dR44kCTG2LSCek5JSRcU/j7XBj1/Bq0tbKK2y4PPFIJN0g8iRVo/MyxWtzZS6R9XYbnaewtpD00KA2YMYmxhvvvca3/Wp38arr34bX+WG1irvP33A/XvnaHqJy3JEB+HunedobeG9R1dspjNeevllNM2cnF5wenbGW28+ptYZySerBdRZQLC20Mi0WhCrrqFokXOz27IDdAubrGCFfT2yn29YmGnafEwBPV7Agt/2FsUy+5iQkoQxw6RhUW8xsymYfGguYszqjkUb2KRTbure6fcilNnZvEUWtCayLCQW0gDTMPH2Vx/xxV9+nbv37vDgnXe5c5L58i/+PdK04cUXX+Cnf/rv8sXXfoVPf+dz1OURL3znKYu95UnRm8TjJ+9S0gDjwGY38quv/21Oth/i3QfvcHqxYWkHSm2kfM5uu+W4PGGbdrRWmUthO97j5mZG65EPv/IdaH2JQeFmETZ55M5zr7I9W3j89ClzNbbTlvPdHR/vEf+nOfW6llXs2Q9DL/U7y4/vPB60qfhhmcwBhFfpbnLIceg0df0PsR+YDd5+SgLJnT45JYoaol0M3IHWSizT6xqr3qZtEdzq2sE4U8KlWTuw6eyEGSUKoBzsn4qE5ahvqt56s6ar1rHizj9vS1eW6kxzaj4So1YvlGguuq1mzgS1Cio0S54/I5DCrNCjQFyQHcxBgMm+R7eQKliAnNQBnPXrj7esccAkZgzmhVaxequX0QhZbK7HAcMs457w4sCl65yiXdTnaK4uMywAHGE5v9XCdPGwta5b9HEW2sGTOUgiOVNEux3tYNFNcN2Y/j/Z+7NY3bLsrhf8zW6t9X3f7k4TJ5rMiMjIPvO6yQRBZVb5YpviYhlKBdgPXKkErrJVDxZNlY3AsuAB0xmMSjwZuRoEug+IEuVCKjD4Gigbyzixsa9tjNPZRkRGZMTpz9nd16015xz1MMZceweGW+UyKXFT/pQn45x99tn722vNNecY//FvrKjRSqEgdDHaLTdytBVA3ooQLTXElFl6A4u0MZi03mR+r15aWCsGWeribj+jGC1Dm3+7ssYJowWs4meUD/TM9F59oMQUzSLOGuzmYWdnkkD9bTn7b+2lMjuTyIku2ILMN1RJq8wVqXfNBEzVVyE4avWQi34dM+WbIU47GLTCNeKXt+LHFrPCzsbh8YpEpKiz/hh0kwsh6sjMQ/OdAT34PNANHWno6PrI0CdWy47VwYLlcmBYdiwXHYve0Q/Q9SpPV/VNwTnNrlKgdTKIXjtDPQWVz1OrpazLhEim1hERzeaqpTJVYSxqHig4VcoFT7LFHcy7xDlTa/kMsZAnocNR9wlXKnm7V5J0MOO7EMAlMoKvhRQiKUVySsrRMuK1E/W1oWrISKkTnddRoacSfaWL5omIx/nOCh8rXkrFOUWVCJE+9VRZMdWRMe+4XD+lysTlKLiw4HBxwN7g/lwzUxl1TVmhHB2IbLh7/3O88uK7eHj6OuvtOa4UHj55wHp/k6PjQ05PN7z96E2cwDRlhJHPv/o6Lz/3DO9+/gMEFry2/xxjPmOfOuqYOV8/VkO+i0oed8p1KIq0qbV+pO8XLA8FP/S4WOnShPhMKYV9mZikUFydOysvTS2jhWoV42JMQlNcgC6LSdRbRqefogawoBtydIhMjLsLQlTYfCqqPvKdllhFnKrV6sg4bTno4Kf++0+Rt5nb7zqiS5WjVEibC8a3PsvF0x0X6z1PHkc+9KHfzTPPH3EhR7x970vcuvksPsHF2QUhHhKGFT//S/8DL9x6F7/j6+5wfBLZ1dfJckmpN1muXiDXPU8uHzGx4/bBC+zOJj74ytfywo0P0sUD5YFRKHnH3Uf3mcRz8/g2fb8ihQ4FNoTzzQXbvONoecgQDuzcaAfGVelz/WBwNl5oXbCeG85GtYYWGVLjjUcSnKdTGMC4PZVSNTzYixBCJJdJUaCgBNfoNZB49Nl8wUy5apVXG1ioB1FBio5rW+FcS7k6cEWLGdrh40RjEryNbMQONFMV5Vr0YK1YZIwaFAanTtaeaKhPodSoUvqiP5sL1dSuGtHga9Ziz/hkSqgtxoexosyrl1HzU9JCz6610/UL0Bz3W5SFPq9u3uO896jZn0ZDqFeSYuCUatJyR2mIJ83E1gQvs7NzNQWdDX9EZh8h71qwqo0fnY711FNH107z3ZGqe1OtV0XE1bRJ11GjZEitug+IUw6pg+i08FNKU5wRJ0SM31VszKd0D718zhAgRcpa2Gk7r8SmFAo7hbm4RXQdGNw1F2xaMOm10U9qeJvtJwbyNIhgdngz8n6VaiRtXXcOXUdfyddXfeHToiCmckWSbR4Bdl4rx0e06FH1tB5s+hBXI9rpKExmvo7ecM91RKipHgwyNEa9WEcQDeKLKZB8INhD4VH1iHeYkZQSgJ33+Kp+QDEkBuPwLJYDB4crVgcLDpYDq6FjtUx0nSN1jhTBR+XzYJlViOZq6fihjdjs4ZMGQ4Iu/WJmi9qR1ZqZamXKeqgWUfPFEDQUD6eUHB+0+wlBN+EYIj5kxn1lrJXcBfY7Z7CmGCRmkvMYcG4wy39HHAfiOGmydN6jDu2O4gIlqPKrWicRvFoBKHdACzcXigVoJvWHcAtyjmrgJyNjHRHpwK0IOVP2e/bTJet8znYCCISoyEbX9SxyD1OllmyjU/W6GKc9X/ryp3nh1ou8dOd5vvjlS3IZOb18zNnmTU4OAin1lADb3Y4bJwuenmemXPjy3bc5v3jM0C1YLl5hk09hJ9Sy4+6DL/H2fa+eMug6KHXSrtU1ySccHhyykgNc58hywXbcIlYc7aWodNgrCblB6CJiXkfuasxQ9aDNQVV21X7Nh4dDXaOxTlc0Jw1R59roPKUDQkbZAxP7csHkKrtSkPWSz332VcDhInzk6z/I6duvUr98QT59i6Xr+fL9Jxx0t+ijo4xv8Pbd/4EpVC53l7hNZbMZGafHjOWMJ083lAmee/Zz+BTwi0pwieee+RDjeMwmPGS9n9hk4bmT20h+wPM3X+bWwQtgHreqWhu4faujIiz6Q1LoEWDME/tpS0odfUrEmGxj1me9beNXSiMrftoogytuYK1Xwgjdc2zti1fSuvgZ8g/Vhioh2RhKECLFV4I31aJXn57oI56J4CPej7T0bBEbrTiIzoIp8XhzLm5GgziMj9eUj65tAUqcb5wejM9Uq3oPBQECpRRFhSQYIbkqQlU9Uyn4GLSBrJUiWuSEWggFHdtZUaMNyQTB6AMoslGrFni4hmlpwT8HkfqrA1tNB/XVioqKm9XjpR32Xizz05tnlWiwsjcaQzEnY9f89Z2OzZWKzISl0WMO1TLf/fmX8nes+XUmHrCxXDs3qq2Rav5wghKPvdMt2wWzShF1KVLFk78qnpxNJ5wWzdIsCEBJ5bYOvWvngO319jEaImnePg3JafmVYhdOrp1nuhb9FX+owYfVqm0vNr50V/CRiCFxjcfaLpQ2z6WKeQkZqdmpiu2/uJDS/6m9NF3ZVBcWO9Gk21ZgWjemqeEEm4sH0fGNtgJatvqAK3kufFzb7ORqI0QadNjIhtCCKoJzSFDFUQjK8fExEp0iJ8pjDjrPNQ6Mbnt6cPV9YrlasFwtWa6WHBwuWKwii2VQpKdzhKgBb21MB1l/eU1UbzJ+IeIkWfGgb7TNg+eMMkuonyrkqjyakifG4vC+mwnYzkVwooWCq3jj+kQjVXe9sK6ZaetJwVG6hEMopeC6hZo3Bk+MvdnwV+JU6MQxOYeMfiYuh5DohiVxGPAx4VyiadNETLlSM/g90Q8E3+HDgDOX6+1YKNM0q/KK6M/pXSK5gS7sqDIy1ZF9uaDKoBBz8HTVs5em3NC9JAY4XT/m1skdXnzhPTw5f8yDJ/eJoXDrwFHzjpwn1rs9qUs6QoiecTNysOrxvjLWLbeWjhh2bKbK+uIJU95wuLip/CUrYHLOhlB6JtmT/IKhG/A+4rpAcZF8/hQ/VboolOJQV1mVv0+Nj+b1QPRAsEMvNEQCGE3FqINQe44w7w3nSc7COzXQR00e8YgfdYMuHlxhdGuCm8AV1tsFl5drEOHsYsPv+9gH+fflIdvTC7pFz3f8t3+U/+v/+f/JrTsZCV/k7YdfoFA5uXmLklXgutsbYptFR1l5z7//3C/y7nff4qS/Af5ZnL/Fev2UzT5zuh558c6L3L13yo2jWyz6FfsyUqpjKpVcsjoiO08fOkqubPYXWvTVgtRCCIG+7+lSb6G1Vum3TVqfFOOQKsTPPKJxYME2zjpZRYPc1fUrHnzEyUTwHvFBD+GalYzqdN8ITkeQ4gvVBaKLFCC6SPKZ4iOQyBQdFbvWHCgyEIKY4SrveMaxyAoRDOXQEaiCMIY4VDVkjcEOUXGU2sawJl8POg7PtRLEE6qnZfZJ0aw7PCQJVFH1UdXZkRU52vyJV0TBtQJdlJ4g6J4oKAeloSFXsQttX2MuMhWFC1fIg8lYgg9UG+mDNpu+atEWJBhdIeNDpRY9rWtD7JUQpf/eCVfZg8UKNm0wGsoqrTO0Z8hqSis09B8ol8eRxeJhnFMXbmtOa0Nv9Okys0pDHI31feV5ZGuMgkWN2hCwFen631Zk4BrVw9kEw+65FTf6Fuv8Xmfrg1bYWOc08/nQ9a2cSq6oOsahahl/FWwKIuTapgVeydleC/2v5OurvvCJTfrowIwlFIrzpq4SpbjhxEil2hm0LS7YrKnkrH8WZx4KtqgNJmxhos6clzG0R12i7aEJiZDUTZmo4ZgpJpLOZjQorrOU9ajdoHfgaiFFx2LRs1wtGQ6WrJYLDlYDwzLRLxxdQhPWo9N4ClfRokdde/X31XgqoB4ZWRExMTKz6OhL5o5fU4FrreRSmYoeGGO2kVioVlzoTFZ8VU8hp6qtGB0hBfbbiTIVxm3PuJvI4omd2rG38FUt/HRzS3UgjVqkBYoiPDWToieljhA6UlrQDwM+BNtMVBZZC6qUEKHWiS5qmKv3PZWBUivTtKfUDaVk8jSSS1Z/CUkMfoUEIcuOfR3xHBDigr7v8Ia27PM4HxjRe8Yyce/J27z8/Af5wHs+wvn6gsI5UxkZx4wPjhQ8KXb03YrAmn3OpK6jorwdFydWBx1np+dkzumGzpLFlRQ6yUSdJlUDuWhjWCF2iS4Oelj6SOoicfTEAlEKKcJYFHXoxDNKvXagCRJFkUixIrCaDRP2fyZZdkELKLGOzWFeMSYjKbYhasfpmUrFBUg+K4fKb4i9bnzrsx3BLfnG/+Zb+Wdv/d8ZDhOP732B/+0f+xh397/ERj5Hd9IxPkqE0FMmRWdKgdQlLtcT+ymwXDmKy2z3Oxabjj7eYXO5Ybk45K3HW/Zr+Mh7fg+vfeFz1Djy61/4ZW7ffh+OBSKeGDqcg7PdBd55VsMhferpY6AUmIqwWAxaXIbWJf/HOlF3je+AjbZaG6GkX22AlEhTTVYtOMSrlYW4gEe5O857kk9kD9nLVTyNLxRDhX3QQiGFSCmRKQQmc3bH6eg85+a5pXtecCrLVp8YK8C8KSadzIeUyvC9ObRf8XhyLYQS1AzQSMVYs9jyED3KCyqTjqWzZJLv5uIqVyEUe08WdluNt6LSeEdxjRiPepgFbU4RLS4VtXB6ENPQLf2ZvCGQ1QqjIk73GLsXiErEg7viELU/4xWd8vMBrwRc9dQpDcAAMCFM+77VxjXePILaqtDnpxWfOn/w1/4SnBh7zDVisnFxPJqx5lVp1VLaCRiRW0dueuYYX0va4rNICut9gwuGRnrEFUVdGj5lX+eqoNH3Kbb/a4EWZk5rc/yeyfxOkTJV/to9qWKKNuPBtkt/rRh3KMpZrEjN1ZSDtsHU3yY3/xZf163nBStanBLVBJUmB83batW7b8Q1kXn+KHPHZHC25bCYDeJMUpu7QA+Ndof3VO9xXWffT4uemBJ9r2qR4FXG7bqAj4E+BlIXbTOp9F2gX3T0i4HFqudg1bMcOvohEjtHSk5VVl7JvUpgLrrQJWvxU/OVIycYadZZP4COiSjKaZFihmdQqsLauUzkokXQWEHyhpQqfTISdujUWdaqeiwOAydMOTDsEyUP5tGQcN5RygT9Amfy4CCOGBMpRXz2+MWC7CDv94a8RDwRckCyw3eBQEKdKjQQNRk50MmEkM0+QBUzXTpkymsupzNqmZAyUvKOkjO1QPUB7xK+TpS6xXnPEJZ0vmf0nnEH1EIWR5cGBNjJjv10CXXLi8++zHp9xnb3ZZ679QIXl1/WWJFpQ3Q3+MgHv4nHT/492/JrxOUhhYnoduzHJ9y61ZHcIePuDNxyfvhLBcmjZZglJX46D0yE4EldJLtRkZrYsVwcsC+P2IMeBN6pk6xX2TGGVok5E+cq6uDttSctVTfbNh5IQVU6sWoshUMIrhFGTS/pjODpKzUDzhGjHiLRVzwTRycD46OMVM9P/sTP8c3/zcf54Ce+DjZv8DM//VN87f/sBs9+jfBgu+d8nbl55w5j9hwfP8/m8ozUPUWjHDo26x3HN46YpjXJr6jTTVI64OLilBu37nB28YiD/hbTJpO3W0K6Sd8dUCbBkYm+xzlhPa253JzzzPFNjpYrUozkkslSWXQDy2GpkTfQ8IQZ84F5gjCPi+ft2tnQw3hVpu/R4qgZ9Dk1Nqw2JqBO2kR4TzFEyIeILzJzIFTVlY0fGKilEBE658jeEWPQ2JIc0ac7a4fvFbEuFmrpqo1QvJq5tuINu6cgZhJjxYE3ZWdVtdAVuVgPzSSKUggF8cGK5vZ1M9UCTqsrOhMvmjZexEI/nRKNS5nwXp3ZvY3ktZhw12IcGsmZWS3l5ToWx1yhuCZrN6Tbm3zbXPSIZjArriF1Tl25FSydi7ksNm4zFVqwsZMWuLr+q/19G7+1htvj5tHX1aQAK9oq0Yovj31NxCZINsq/Nj7FkMXUeJS2tpq/VjN/bfFHeoy59obw3s5D18ZKzJOJNsHQItOe78bad9i+c73w0c+ttZ2LcrXerSBrBZLATMafaRWi17igP0ZuxaS/9mB9hV5f9YWPDwHnYarqa+Grm7UWaqJlD4j3hJC0AnXtuXDUai7GeLOIz6YQclfIHqbfKLoIEZCgm6APyktJXUfqOi16QtLDsOsIXSRFG3l1gRgDXdJ8rRgDIUAIlaHv6BYqX18sO5ZDpBvUJC9FiFG7BucKc7Cdm3AygdOE8Wp5VQ2qbCqAZo+uHZJyWKq5BI+lUEphzPrfWoVcVCGiepWdmhhKIlG0Y3UBJ1mXuHP0EqnLXl1kpeK7jEiH5MbsLwQjlDb4NcaITx3OW+540e8mLhKIakpWdfzj9kLqFjjXIS4iBlcjQilbSt3ifW+yV08XD+njEdO4RsRTsvq2lKIbTuh6kq900caDaSKGgSKROnqUI2IxJCg37GDoWA0DKSReef7dvPT8y5wc7jg/f4uTo/dwfLgky55K4fj4WZ65+ZgvvP0lQu85PkxM0xmvv/EzPHvr47zvla/h7fsPWG8npEaEQq4ak+CcI/lIFz3CSJYNxQcg42QkdoGD4xc53b+puUweRf+8qcTkSk3SIHecdmy+6vhXvJJMXdXxb7UOrk6io5ig3A3Jk/pBBe3gq6grrciEjAGXdDSVRRh84eUP3GR395J9jtx7+xEHBycsbl1y9vgpH3rX13DjlRHpzxkvHaVk1ptz3vfK7ybkG+zXr5EJjBl8TORpzdnpJYeHHvyKLi2pZO7ceZE3732e9fqMT3zd72V7MfLy8x/gPc99kJtHL+o6MAXPftxQcAzHR9w+uon3sN5fIjhS7Fh2g/HHoJQ9Dk+IHdeO17lYaIeHvmy0oRfc1qIWPU3/U503nqvMxF5nzibRoeNu48V454k+UIKOLEMOiI/koOKFECO+WN5aDqSQKL5oAZRMHSOAy6QYmKZC8kqoLe1dOa+KQRrHxpAEvb3Kv7nG9ygKh8zIX8h6cHoRCGqR0BCcqUAoWsRpYGox/qI3A8yiNgrZITGa4Z8mkxe7ZiZ1QiTMvjA6dVJEJeJwYntEk1vP19WpuR+NliCaleg9o41XvHm86d0zfa9Jx+epDkaarnV+/rV48GRpvOVi76CtBz+PhVSl1SwYW9MQLNJIx1xqhNwQRGy8ZmtJZH6PYs+sGBpWxVuBqsWx7uFaZkRvSYWuIWWNDdXODCt2W/FoBc18Tihz2lAgO+3kCv3RSA4tMJWkbQ7OZodwlX3ZCOhisv22LgUNJxXwYS7+v5Kvr/rCp90wqTZ2qjPeoYswm5Fh1Ao4zs+2Vq4aIaGIhvcqvStSmNOBr81HrSy2p8Rmmj4SYkdaLJTX4zRvK8RENyzoUiQGj0+eYeiJUXOs+i7Q9YnUB1IU+iHS9yZf7xURCZ0nRa+ydSMxO1fBN1t0HXVJHQElOreOopoRloapN2jbaWRBzUylUCUz5YlSMqUIuQhjwQIP9drWIuS8Z6odHT2FbA7zkegguAQpUFeOpUFLMY2IJKQkptEKsNC8O7DAzAhdh8uF5NQ8Mu9377g3jZyby0Qeg/oIhUAlUiUwVQclM45rIBH90jhekS4ektKWmCdC3jHlLRqPlujjATEtcaVjWzbgdlQJWrQasbCKMOYRCEzTyLpe0nWecfeYRTdxtFxQywXeOd566wtc7iJHxwPiCsshIXSksGSzXhNDwC8dF+snPHfnjOODmzy9qGyykHcjTjSWQ0QLDAlCiJ5c9uynU9ykxPXqNhS5ZDdCSAk3CuLUWVgaxB+dNXz6HKixI6rYmTvP1gJaJyngipg1gdOxYHAkwEkhohte8AHnKrF3yDRA3TOVTPaJ4DIf/vhz/MJ//4u8/L6v5/R8y0/95M/xbf+b30G4uMftG8/x2hd+ict4yrSoLI+WrIaO3eV9Vh10faFLie1mz36XqaJk6zw6nrnxLPtxQwg3WC4P+eKXfo315Y7DxS32NfPed32QZ09eJoZuRoCnPCKMdAH6tEIQNtMWHKzSkpR6RTFr5WzzlDHvuHn0LA0PuVbltI1GP+qguW02RE2hSmfISsURTKmoe46zkZM3t+fqlSejnB4xPkcmeO3ivZ1dwbL+vHe4EEmhowbNlAtefZ5y8YQK0VeIESYdT2aTfXf2nrXh87Yv+hlJEVe1+LCDsCCkWjRsw3u8mRa6YuT5xFWsgig6nIq3hinjAiaXrsqrqZCk4uhM9aZ7i5hDcaUSxVOLqry0YrBwUrGr6xzN9bfdC+eUx1MNbbEqBdAxY/ts79QzSx3fdc8WhxnX6r0u6D0qM6JxpeTj2ohISwJ1fC6ivCQxrpy4hqahBUxrlwXzyFG01M9f52qa0FZRxagXxLkxp/kYeW+Nof1gxsFScjPGB2oqs2vIZCvSr377DkQHe+9iBaMXb8WQU8FJtSLNiQmlheoqOMtco52RMiNZbd+2rVzjOjz6zGDr8LdVXb/Fl1XaDqeogYCTquS/IhRf8RG8j7RV49tqEwUjgxOUJ2pwL8qJuQp7U1iyWVY5b0nE3hNSInQtvNFiKqKn7ztDdjpCgNgnuiHRdZEu6X/7RWKxiMRYGbpA30dSr/yfGJULFKKzoUQBn60gaGhOpsqe6lTV5STbdqY/YLUHUEQokskiZIGpZiMzq9JnKo6pOooEg3OtaBQNe81VcKWQSiaECXwlGWegeg1TTUQWS01s3vcBaiSXwDTCNOkQIIZELRVfAiFFxEEXKyVHm5GbM7ZGg+ND0oyd4BkL+OII5qhagUnEOF17ZLqgRqgSbT7fk9IxQ8mUsqXWjEigeKFPK7re08sBl9MZ6/2Gfd3iQk9Kwhi1ExYglz1jGdnstvzsL/8073nhRd797DM8ubhPdI+5WK95fHrK6fnIdr/gzbtvcHww8ODhmkmEg4OOPh0w5S0573n97r/j4uRt1vmQ9TbQsdR15XW96QRRx5r4SpVLSh6RUChuS/UX5Gmk7yNupw94cHpANqt5XLHoA7GgXO38MKWcd0qoLyLqxusgmTiAUsi5kgPm/i14UUO6UgPeTVSf6dKK4G+S62NiEHyEW+86wKXC6aMHvPjKh/niZ36Vn/jvLvnQ/j43v+GQk9uFi/WG04vMumzZ9CN9WJBCZDc9Inih7xbce/sMinI5Lk+3fP5zv8r73/t1rIYD7j54g6cXD7h14w7UgWUXefbGywTf6cYrmZwnLjan7Ma1dv7i2IxrvE8c9Eek2BGcZ8wjj5/eJaWO28fPaTHeNpVrR8f8MevK22bf0IDrcTm2sZjqxlkSeUBcUrTRlZkLEYOnFt1Hag0U1xEQos8qC3dFm6gSSS5TvKN6Rw6OIUW8FEqJSM3UGHEtlBSv7uXV9ragYyrdFrT4aQSBtq9dl8lXceburf46oXqqE4rFaHgU7SlVD9xcK76oX48vkRLE3J21KCs1MBYhhhaTYriIU3FFMaKvqrQa9mJeZGJZYs5ZyWajLLHACStiZuI5erA60HWLrXnMVdk7k657jXgQS6yygta15Fdm5x4cxcZRhuyIV7K1jYg13qIVyq79c1sz+l5b5ImzsV61e6FGmXoOJSv2cKiM1qns29UCxiPFkK9gyE5DX5xzFjskcx6WlluurUhmsY41du4/KHzmYqjKtVBX/SrN7brxX8EsC4wMfvXzi5HRle9k0y89K5zT8a77bTn7b/3VSHdSTKFlD7BYUF3VDqD1OsEFCsUeDmXNq+kfOLnqMtRPoql73LwXqlJLs5pCN5BiIHQBvKq5YvT4XsNFYwykLpBSYBh6hkWvjsFdJPUd3bJjtYikWOmSkKKZ54WgKEEQ8AWcSdUbl8AVRArCqJ28TDgjErdRnD7AWgjqVtVMClVBpMs3KuRpAG2VJhvXKAAXTEVAQIpjKoVYRgKJFNAAS5NSppR0U3XgOgcZSvYa2bUvlIxZ4Ysl0CeST6puiRU8hOipOeP7Bb5LuJBIUcdhLiRUq6D2BcE3VV2l5JFcPWOF4JfkmsllAkydJh3eL0kpEnEkP9DHjuQPSDFR5SFTvUCSJ/WBrnaIj9RSyRYnkSVzOW649+QBi1Ukhcz57m2eXpxysd5Sqme7z6x3e06OBw6PBt56tCZNhbfuP2Lo4fio4+HZOetxSykHOHeHqUSCSxSn8SD4QHWTKrMCaAG7UedqdtS6ZjdtyEURIm/qj6o7Pc4JwV8Fjyokr/bxur9rC1ptY3MGwe8rpAIpo5y4Wgk+qd2BB3wlym3zDdmTwykL/z6WcoOxPMTFwsGx8LW/60P8/E98hv3FBWdPn/Dv9/d4///6GV5Nr/HZL36ZEvfEFIiLgA89Ty6ecnZ5yeZiT/A9h8Mx4/oJeV/Znu4pUnnw5DHvfnHNQRh59PQNXn72eV565oMcLU544eZLgGc/7Sk1U2phN27Y7NaAxjLs8g6C56A7MJJmYT2e8eT0ATeP7nC8uqUkYJi5JRgKIEbCbddK6TommIBrXXixQwU7CK5wI/Whctok1AiuaG6e0waKGpiKBVKGgC+R4CvBF7zX0U8MXqXrwZGSxl6UkulCQqIYSqveRVEiEkyd1UY6hvSp9sNbC9eUSU5zuxy4YjLp6Czjy+OVb49XIx5FbESLEikVYlC9h7ofqEUI3lBn5ZypfYZYJpkhIbVSnamvqlP7D0Nc7Q7ou5SrmCA9xK0gR+Zrnq1oa06N+vOKmRA2hVNrGu2Ad03VqL5hjdgPRghHC77WSDp0bI9dS7GfybevjyW209ifxlMSsWKrHU56nsSgeVzeimRx2gAF+wHE2xkVg5Vuuo8rgmiNOs0dul4bdbmrn2O+ku4a+tTOSCuPRIzHY2edoTetOFJVtBg+ZwiTofTeFHFXx3FDwNr90PfjfNRCLTjwur6/kq+v+sInV0O3LXaiWuq3vtoCdtqRhGuVKzpflqpmXc4HRTikkaDFrNm12Gg3zceI7xIhqsyqOC0MUtAoB9/S2L3ycvpFR98lhkViuezpOk8/9PTDQLeILPpIDBXnCymAD1U3v+A0W4kRHf0o6qN9jprkwQRW4Oh7L7biKiIjjZDZgBH195hg3qQsq0cc3iWVu2LwqT26GAomuTCFUccPXosMT6ALxinxkc5psrQPBaowjgYBi0MoSN3jY0eq6QoCJVFLJsRIVwbGcYvvF7gU1fhQcQw05SbivI4oopF1QTkIpex1UzK5bDXPH+8Dy8UN1hsIviAuUrKwWYs6IcYDurCji5nsoPM9KUV2u8J+tyfXPV1w5Em3g33e8+T8CdFvyNMpNQipD+QsbPc6BhzHieVqoDvf4KPncp9xMbGfHMl59lPi8OAmh8Pz7DeB9eWWmkc9fL3X9ezN4M1lqkzK9ak7prLBCfRdD1LVf8k27ZR0wwteN9nWUzUkUrtBK4PFlIq220uFkUqqKv2tNXK0ep6cd+x4E8KOnkiV55jclxG2XOxe5fbqo7xw9E28+eBX6MPIf/u/+1Y++wtv8uTuAxYJ3vX+Y35995Dp9XvqGCywXCXGfWYboOyFPoBIx8V5wbOhTJovtq+oh0/ynF6ckevnePPNL/LeF9/PcnFMSlp4X24uGEsml8w4bhnzFo/nYLHQItB7+rQiuchUdpyvH7PdrnnhmZdYdic6VnFNAtB4IyaScMx8DGmjANtbqiu8My+p4QSKwlHtYHU6IolUU72o0subr0v2okan1VG8qT2zs3XuqSFSvKpFc0th954UA6KPGlMVzaOShJfJ+BTo5pi1ciuinbwm0hui4ayQMHfd1iDqxxvBWM1vZB6jKCpA0X0z14Kr6oajZqCVOL9Pc4cObh4b6a+Mw4wPg72bJpOWNo698mSbEQvn1OEdK/Z19VpOlSWetzvkrPi3UUyo6nnUJOHNfqBlcampn77P9vXaq9ljVLFnyEZCs0v+tXGYomJQTW01TyQsqNaWhC0vO2uM66RiPCtCHTgXr5pvp144nsbpqfPaY74381e3c+7aWUhDsrhas1YABheu7o2N/Lz92YRvqohGUS5vttZaL2lxSkMVnTVeeLWU8To6V0XiOzPwvlKvr/rCBxSp0clPNetzDB5VuH8shUA1Wal2xGIPQHUBr3cJvMngk6qc2oOIdwozpoTrEqFLc26VcigCMXpc1LFPiIkQVY0zdIHFMrJcDaxWA6kL9H2i7xNdH0kpGGFYSc4+JE3vdho/ofNu5fOI/Wrp6pAV+RH9eKP+aWK3QrhiURSNuFaB5jLbOFGeqHYNLuCDdj/eNnQdd6kfB0Uo2ZKa9dEmu0J0YuM/R6/i6dn+vckcC5k86QYX+oS4OKNxVSIdgAhjXhCT01/B4UM0QvYVqVkVMPHqwXYZj8ZdjGWLc5HgFRYPLuLcApzncn2O85FF3zHVLbtpZBoh+NuswiE5KCekToVNnDiTTBi1oEgZM3esHB3d5PjohHFckxYTpxcPiAvPKnZc7nestyOX+4kxV/ImIz7y5HxivR559mbimZNbvPzCx8h7z9adsR8z23FHZ4VOEaceTOIRJrLs2ZY1uW4Yy0hiRfBCrerY7T1qammjiOuCieCYuWzODrMGYQTb9HVNaHeXs1Mifa3s9mfAAgmRyoj4kaW8wml+SnUXBO94++mvMu52LP0tnj59wur2l/nff+8f5kf/u3/G3c/cY/t0S7epuANPFxL9omOXR4ZV0mJrqiwOVvTdAcl7LtZZx5rJsx0LnYeUOqZpRwiBD7//o3TxgIPDI9b7Ux5feGqONPLmNE2UmlkOAzEEuphYdCti6MmlcLp+yNnFY1554UMM3cEVZ8cONizXrw2t9BC7QscMJ4F3HDHG57Hx+bwvuSskQLFTs/URc3X23qwpVEVUvDMlV0R8RkKgWuFTQ6KGUQsh75EQcJKQrE3NkDRQeayVKQQtGxyqnhKn5PVqBZmNNlqD0yTTxo6nmTY2ZZeIKY9cVZKtyHx8V9HRlS9CzVmby6LcoxTbgQm5VPUzM2l4FZVPOW+kWWmu1EJzzLbvjpZmMyWZhlErWVgd8UMr4HA2QlIOjhchNmTHKYcqONsjWyFgfM7onKlinSHlOiJ0LoCJAKK7KiFAzQV9K5yAVj439Ad0/2v7lv40ZbZGsQHfXBzhoxU+VTlhLlxxMxQa02eehoc1hMvbDWvZbnrWNRJ3W49ybX22BeyloVPuHSOv654+Ol60CA4XdOR1bZ9RoYV+4HoCvPe6tpu3nbciSH571PVbe1lxSi3VHmZ0RmmoTVMeKaFPb5xDu5tWWUcfKbVoGnvyUAqRQJYKIShjPUXioid2icXhwMHhIT4kNpsd01S0q46JlDq6zrPsIss+sFwmFkNguUgsho6h96QukfpIsKBRHX1Wk4kLzk1GRtUIBnVlnqgyIWZ4p4+sFi5Vqs1adaMrUimuzkRnsQ1ZA/qSIjBtV7M5O04dKJRDY+7OzllXMRnvMCqUPancuwZ9prz36qfkA0GqmjR6MR6QqsViyeA18BDnFKLPDid+fji99zqy9CpJ9r4SokOKhsNGsygQ8cbjiUrOdQFxGcQTAe9tFGiKEPEeQqJfLBnHkf04EVJk6JYE6z57dwShxyOsy0NimMxB19nDqtc7+coiAVl9gk5Pzw3OrkpUL4GxVo5XHZe7wuW6sFwFio0r1uvM2elj8u1zDpcvwrTm2du3OV2fkWVHdTrrr6IkYw0hnZjKnrFs2E+Zg8MXGWtgVypjVSWIj5BmqBumtjk7ITkMmVN4PCtaTy7N4NEIvd6Tq8pOqYXd/pTDpRacU4F9fUqsJ8h+icQNPkb2054n9VWG8ISTw5d49Picl77mZf74//G/5v/2Az/O7vGa48tIiTD6wLtfejdvPniNfDkxucwiJLJ0vPSu9yMF3r7/ABfRcNxrB8ad2y8w9CccH77E+cWG7T6zZ4Qa6f2SFNXBO6SOIJEuJrrYsxoOCKEj18w6X3B6+ZgXbr9Il5ZXhxCY3wpcHWt22AhYrw/XDps2OlBsqB3WcOXe6+bCR7COvTo97JyqjlQIAdTKWAs+RHX19VkRIHEUH8m+KgoUI6lUSqjU6CnV6dhQLPsqBmofqV5ghA4reNCGMDbBg1ybedjBdIVW6c8eGuG58g4ibJUK1WsWlGi+m+Z1qR9XKUUJ9hXlWDqZrUNm6XOVOS5F+UK6D2iPKbr3cE2Kjb0H89Rp561zGrzbUDlt9Myjyq61ON31jeBgyJL96K0BLm6+381QMDgQpwokR0tN12ZaI2n1cHfmolwxpMbGUXN+pNfmQ88k/VpV3Ly2sRiS5m7c0BAv6lsmVhi3cGlo0TN6XVsBqoWuzKDL1e117+yErr3avbap1zyFc62Cs2ssBia0Z8G1913A+auftXlbvWMs6dTPR/n/zv4bfnvU9Vt9+WBTVfNQ0IfMSFWoTNeXSsmV1DlCq4K9rchmNmakr+AU3anz19JquusGXOgJXWR5dMSNZ55htegZxz2nFxfkseB80mDJFBkWHcMiaNGzHBj6SN97UufVgTk5I10XnM/qiGycGSX2vXOkpblIk872tZwxGWGlSKYl7uoeo6hNI/RWLCxOPCWrwqPaqEOqMySlaRy8fl9zsq4ULTC80IbEVYRc1EFWEU+zJ0cdf13Qzq7Zwk9J8DkbNF5xXhUqEgOutsJHlV7Biean5QnqiKbEK6dhqoW+aCgiRmYMQfPRPAq5m7MFzik/J9uGFbwwyUSKmkWmqe1B/X+4IMuaKpf4sCSwJLqJPl0qyTgIIeo1dF4IfgfukkaMH6KjJsfpZsOyT0xFmEpmiE5JwiKUsVAdnNxYUevI5e4xL73w9ZxvHvP09B7LfsXBcsGjp2+wK5ck72g+UlkyU9kzlT37USAcUIqwn5TbEBz44Mz9GhrqHNG8seQNPaNxOgTJooeTwFRNPeQ0cbsWdYEepz1SKzlHXHTs3ZrknyB1iasHlJLxONb7C7qjyNOLX+fGwbvx8hIvPH+b7/g//C/40f/L/5snbxa29wR3s1DTF7j5TA9UPNU8mCpv332V3Sbz6qtv0i/MrdYI9Jvtnrv33+J9L52w3+84OXyBo9UN+jCQfM96+5gheqp4fPEMKbLqBpbdihASAox5z5OLRywXhxwub8z9+OxX0w4ysfXTxg4zQsa1DtddqWta/4CjunrFEZIrzoQzf5rGKdQRjD6/vqEGs4dP0VDY4Ak1EqMaAoYwEb0WN7FENGBYTRGjaC6WL4o4ewRX7TmOamNaiz3b1cb51jQFp3wuF4yf0pAtUWPFagd0rlrwBAdE5jGWQ1WgIYj6RZmbcymFqWa1FxEVPahgxM+jpyq1ufLRIimqKO9FfDFkod2DNmrz85jGz1WRLmQhXB3UuKsiSUwtp4wnG+ldmeiJEzMC0QLIO/v33hyc26ipaqMQ3LVr5Voam753b2dItXvbECrn/Kwag6BNtmMuupsCECty5qI5qMmjFjNKpq9WLCpnyb6LXVMf9OyTWYxjBb0Ve+2SKS9wxiuvIWx2rnrLIzOGs2ukZm8ofamKJDs/J9lfJ0y3Mlq76aBje28fb/fwK/j66i98YsKbW221xRzmm2vX3alHj3in4ygX1GgwJV0sJSMlayUdNLHXFfOCEFSy3nW4GHE4dpuRzX7k4OiAk1ViWAZyVuJXlkAIkWHo6RY9MenYq4uekCAkjZzwQatoJTCqTP1qoy0I0/zfykiVSbkstUkplcshtZgvhtDylcQOexHN46kV9mJZTaLhhAp9V5UrosF9+q8qTU4poqQ05w2Sts6zJSVTKjFayk1DimQi14x3WTeBADEUsi/gRkWxfCKFXo0JKyABEa+RASEQQiBPAckeXNZE7hDMfyazLwEvFfGe5KOiRs4k8vM14GoDq5Wat9SyobqM4Cllj5TIsDggb7c61vOXjPUBXXdEcIeqnhp2xP0GKcobqq6Sy0iInpVfsOu3rP1ISC03SZOea60crBL7/cTRwUCphbFm9iVTx8qb977AxbZw4+hltvvKM7eeY705Z73dUPyaaIZy4h1CppbCtmSqRMbxgnsP7rGvuuWqrYAiU8Gr+qYDfFXuSApeOzMreLvg2BftukvFpMqOVCPRR1wRZNLw03Ha41xHzhGJe9blCScHd7i4rFR3zmo5cHax5WL7lMWw4u3zz3O8uEW3GHjxo5Xf+UdXbC4dr335gvWUycB2HAmuctB5uhg5vzhlnJ7w6MGaUjBeiaoBuwBPn67Zbl5j6Do+/jUf1viJ/QXZO7qDA7709mv0sbLsD1h0B6y650hxhfNJO+EysRsvgcozx8/ORc/1WqYlTV/RQa+mVu1jMh8RV4VQ65kd0MJtwUYP1jZ7by7JGKLhBUTjK6S250SRG8yI0IUAteCrJ6VAKYEcEr4KIRS8RP38KpQSSEkVmyVXUg3UTlHdbE7H2VVDjnXEhB3mbdRV7Sf0Ltih1HCXFi8RqOJMLduE6F6VZM5rQrtXFFGfV6EWyF6RpiDN70afDV8NSnGqDHLVkAmnaqCmUPT2z/R66gHvnZudkquh+00p52qxEZ+/atYKukf4iglVmeMcTA4ejPSsVKQ6e9AoYqd7aPXRCNPlCi2xsWVThIkLVEOFQAtcEU/Wm6++SXINzRJnxZwpWl1r2vX9zclE8/tVlzF9cHV0VqzJ1HFfCzTlajpmf5gRTWkIT0Mj292/KoDs7ZqtCfrMtOLHQALvnKm/TLRyjSTdngG1hVFkTRXDXn2aftvH57f2CinhctbeR1rabzFPDF0s4jQkM3SJ6DwpBFxK+GHQBOPJUXJWhQVBO45iU+AYcF3Cd9EWqKdMmfPHp3gqN24sGfrAwWogpJ5i0Qo+JEKMmpc+ZaYEXdVxkXOmDLBxFobyAPpnJhTtsQ1GVK0iUixMVP9NCNa5WbWvycXWf1ShiNMEb23uqRSbpQc1d7SP52qYd9tEWkfbHkywTT5QG+yquwIObwRZLThK3TPVHTAaYA4uZELMhFDIFA1odDuL7EhaoIakD1dwBAKBjhwCIiPOxgdEgVDIZaedZAhqKYAGmXqUpI1LiEzmQbHXwm/cqfRf9iqRrzpKOD99ooqLlIjxhCKOkUumWlgMtzjYQ17A3l9ScubGyXP87q/5X3F6+oucrz/DNj8iW+Gnxc6Sk6Mjnjx5QhwCzzx3yPpiy/FBx5P1nsfnI4sOfNpRHr3Fh1/+Vs4vhJPjA0rdgRe2u/01WFgPyyKVXa70rmfZrzjfXVBKJYUm4QUfhBgcyYpW8a0gAhcsv6cot0sJmZ7ODRwe3UBwnKwOKfWSLBt82FOpnG9PuXF4izz1lDxR/Jqd3KPvnqUQWA4du/05k1zShcSzq1c4OLjB3Qc/w9sPH3M6nrGeArUXhj4wLNXtO5fCPgt1HKHCuC+E4BmlsNsXpHhyqawWitjscyXEyKOztxjCBXeO3k1yhcvLB9y+8Qx9cHS+p+RCzrDeT5xdnHJyeINaJ9b7LctuRR/6WTLtTIV4BfjDHOxrQ4v51cCF62wTaUoZXf8zOdhGAtrdMqPJzpLDvXjEmVzdez0M8LjqLL7Cq5zdB6LPKncPSUfLVZBQ1GQvVIjF8rEqyXxtnARygZo8ThS9jqLFlo6IrdALFjHh/OwD0wjMoEgl1VylsdFeqTgJKiIoaq7YpkClFgqBXB3RRmBVlAxbq3I7qjRCfSskxST1Mj/nyhvS/DFFfJxdfyMSV1Pl2hixGsLiTMoPYmMs/R4qxQcp1hyIkm5nGybEsqSqHdyNyyL29ZvcvTWY0Hxo1ABU90FHmYUzbdG0cRamjGpp7/jGT1TE2jnLBgvabHt/hfoARuPQdQaiUK7dW48Vyaj8Rc0qs9VO+vXMceHammyL+nqh0u4LbbFfqcAcWrBYzEZr0UUU/fPe8r7wVzwiK1C9xd6oiMCK1JD4Sr6+6gufoeuuPCa8yUxrq25NjB0C3gdiiKQQCTEShp7Q9eQp6w0qhWnfLpdDrUo9JXqICfGK5Lig4xVyYX22Bimc3FzRL3viItAb10ATkgJSCzkXdruKj4L3CdUyqSNFmyk7357CAjbeEpTAWqVSzXdHiFoQ1YkqLRVXZ7vFuqbG6cn2q5jjZlVdMhXPVAulVkOFClI1gRlRXk5btE4EPXp0dqKbkF4z76OOwWhy1cpUduSyAbJB0uqC7WMhxmKQ8o7qHMVD35+gMQXNwdXRuUipqkYCyFSQiZACEhxSMh5RJZcTczn2JnEPhNDhWCBlb2GKOw3pdJ59mZC8pxQjWVYIRPLOQQj4fkUIS1J/xNHi3XThmOPFTS42jzhdP6XvBta7S7rumHIZWY+FsaIRH2jW2b3HT5XH4R3DkDg9X0MtpJhY70YOlh1VHEfHzzP0x5xevMGXH7zB7Zu3ODlashknNuMGcdm6QFWxyCgcn5xwennBbtwSohYzKRiaHLXIUdM7g8Ttung8XjoIkY7AM4d3WCxukgvcf3KPu4/e5OHp2/QDDD10yXG0WpClsJs29GFliOMFl+U+t1e3mNbHBDq6dEiZ1uynHbfv3GHan/Lk4oxHZxfUCrdu3WI4iJxfnnF81HGxUX5QtVFbyZXNupCN7OyKRofU7NntK753nKx6Fv0h290lm7ohMLDqI31ccbQ45mh5wLI7IloBXWtlFxz7qVDEEf2K1bDQzbyFLipuerWZtIJlJoEqCuQbTfXaQTn/v7v+G0UHPK2dty7atS7aunbvoCjHx2bxejD6gAsFX9rvA6FGRXWDcsRyjUhKyvUjgKgTcsk6XkrBQ6nU4AgSSFH9Voo1cwT1oNFIBn3banug77Fib8lgcy0uxFSzTXJt66kp4KxakerIReNRSnFMhkyVKnhDeTRGTK6oBDRnaSPqSsAkVGZG6mhCulZ8NcK4ZfJaw2PIzBUpSK++KLLZFNctsLRyJQZoaFStyjMs0mTc1Xg5V0RlBPBhHi0135zr0v3QeC0Yl9JpEe2NW9oQTec0VkRVw3pdHRpk3Yqjdg90SRnXytAacyDSRtXsGOYRnpsTzWD2l2rY5NXCnfEdaau1oWGKzjkjxs+f4gFRUnarHlXl164vCkBcewbmr2xFcBEH7itbmnzVFz5puaCOnv3QI/sdkjV7q4pV8V7jEVLfkboEPkLsCN1ATElnpN6RpRDGThXiwVPN6KriwGSlwQiGLqqUNMaEVMc0VcbsSM6RohCidq9OlHRNVlXUNDp2XrugqRZShVjECiKn81kvOCYE9WmpVLLNlquxxIL35KJxG0qyUzdjlSGO+nDU9u+a8kIP+qLMCsSIgLlUam7jMU+2cE5nG47OrQVcQSyGR4nPmiflXTJYuFCYmMqlZmAZATu6NksvOubDGfF4pPoRiRkk4Fw2knLSrxsdtYBzSaFdUVfi4v01hEsp60UmnETEdYSwIoUO0ykougNKHK2ddsNTZsrqjQOB4npwiTxdIOOWuEg42eO8sKnn3L79LjZvXvLk9DFPLh6yH5/y7LHn9Pwuj053BJ84WA08Pr0krzUG5NZxR+cC68tTSh2RIkxjIQbHOBV228oynXB2+ZhHF29ydvmIs8tT7ty6w/vf8xHuPXrIm/dfJSRlUAUqq+6Ad91+mU+/8Tl8EPPXcbjolAvidTOPUQ+GQMRJIrqeo9VL/K4P/yG+/PA1xnKX9W7D61/+PI8vH7OZJiqV4NBsIzPlCy7hneNic8md42NSeQY9TDac7V/lXTc+zvbCcxCfYcoXDCFR5BETkxaoArjA628+YFccy6Vntxd2u4mh83zolVd4/Ytvsh8rGSWKDp1nW7Szj0kjDxZ9oguRaSysVoG+P2TVH3CyPGQIS0Lo6FNPCAEMIZ2yIqZTKeymPSnpeFVg9jPRrbzQ3Fewv5sPBKeHnvLpFOVpWiB9Gapz7UBp/AyRJnP2huLaoeS8yaEriGbXIYZW+0A1a4joIYeqKESeiDHgS8FX3ZdCUQ7QFFTNGKIn1qgeOqESogVDFj0US2wGgVp8aIixesnANdl988fyenBVU38JTpEcsbOvBTAFdXt2VZ19KdWiDoxwXXVgn+xyqZlqO1SNE1IN7/bOmhxDx7Dv1RAzg0AFyO2eNTTYRpXMwxqsaIVgIE21wkn5VIZIAWoU2tAmbSJ1D/X4d/C2rJht45zG+DUZffN90gLXeGpSzOlYfxrBX+PByFx4On9N2WWoW+MiCSqu0MiYMO992ChSHd/NP8lGUFqcMKNWzU/nOurTgIGZ636tVplDeW0JI6b+aqNKr81Fe//XlWO1LSZ39Two+qU8oFK5ZgvxlXl91Rc+XTdQUiSs16T9DhmdEq9Q8puLAfqEHxb42BFCJKaO2PWkGOhSp2ZwwZF3O138tVJ9tHGR4IPKzruU8F2CGEgpkhaJxTKxWPTEFBAyte7pQ6TvCiFEPZpLpWSoMrIbR3al4EI2orMQkxIaQxBckGseNUZCFigkM89SHoBHE6bHOikMSq9QoqWxiwtMKCSuYfIye4DgvLloJsgTV7BlW8Aq53ehVfvBRi+VPO4JoVBTIIijiDMXWKHWEZFRD3rJSoJzUbeCqge1i40smaFuKLIgmIzAh6VtvkJMMKJjOgkQCMRgiJZ1q963cYSZnPke75KiWFJso3D40NHFQ6axkPeOXR7J41bhYJ+UYJt6+rgC78ms2Y5vcrF/nSKO/dOHdIuBZ24c88b9t7j/OBNqYr0eGfcqSX725gn3Hq3Z5YmjZcI5yKXQJw+on5Ae6sqxGseJ0/MLbt18yip5ct9RRHh6cc5ytWbRLXElmdWBI4UFNw+fZ3Vwk12ZyCgHzStvULtwsxTofATpCH7FojsmpUOinPD5V3+Vty5+ke3ubfZZ89lcrMSim5HuhR7leCVSOCGGgSebL3G+OeUDL/wvWW/v8WT/C2RZ83D9aT7w3DeSx3fzLv8+XH2bzfZL3D99zNnFxFQDp+uJgnCw9CxXAR8qIULn4d7du1SEKauUOATHOBlSthRS50mdcQ087KfMYXeTZ45e4mi4xRAXjGVSRacrTPtCziMeoQsLFv2SKW/xbiJ6B2SzCNBXA3Bm3o69rqPFVx9xrSqa/9w8UMRdlT/tkHHzCaKff8X+UYRpzpkydVd0Kj8Wu6HVO2J1ZKfNlhdtqGL1VAlISPiq3JlEhFTVUC5qXIQUQyBicweuRB+ooSKTIFVH+rUZ/sGMbug71rG+s2cXp82XIgDKU6qm2HL2/HtL3qpVic6+YK7vlS5oAdF80tyMTl9dU917HQSvMnIzo2ok5uKwtDM9oR0yH9haAgQVuTjs/Va7T3ojZqNAlKukXjKmnisWviqVaErJpoitM/W92hhKD+1STTTinI2crHCURj9wV0UNdu3mYknfo+gMSY1I7fOrQ59tuzKzQsx5M5qs4LKuJJsWeNBisSnG0LVVRa5dY7vO7bpbQdLWqTMV9Hx9DXm7Wt2GknpnxoueajxK1xpSEbyZo0p7ZuxnrvN5JtfBoK/I66u+8EldJBHYdB2SEiVn7TgQxKvhYOgGumFJ8JHog465+p4QtUhILlEddP1CTbBqpQa58uXwjhADsYuEPmn8xCIxLALLZc+wGhhWkdgLXYIuFbrB03VKfCsi5Az7MZOnkZJHyrjD7TROw4VMTIWQCj6aS2tI+stHdLyVgEQpWUnGDs1OEmEqWrx4Is53VEkU2VJlBKBKYBJHrhWZEjgNDK2iHhHBgeRWTCTrFpS535xlkQB1uuIB1MZnKExM4ApjXTOVjW68iJEEJyU+i1eppVeYXm0H9tSyxgdBgkpPQxBFf2IhSEFytYdHv693nhA0YVvHBhHvB7zvQIRSRk17Lzty3rCbzkkpMaQVa+cIuwu8TzgXdbMWByVTmYj9ii4NZAZVT8g5pVZ29Rxf9ty8cYLD8eDpA1wYePcL7+Fi90XOL9fcffshddKRw3Loeem527z94J5yfo6F9cWIS5HLyz0yOgYGXnr3x3j1S79CINM7B90BYy2crs/4+g9+M7eOnueNu58hlx2HwzGeyKd+5V/xdPNU84e8I0Z1eA7ek3xHoqdnIKQlPiWyjJxtXqfkHdQJnzLEipNKFEji50DB4BfcPHiWg6Fn6CMpdkzKymJXdqynp5yeP1VfnzSxr0946/G/5ZU7v5eOG8BTnm5usN4+5ex8y2bruNxoA9CnwO2TFdtpz2arCfGXmy3bdWXKsAyqUMpelYriPPuckb1j6DtOViuGdMAQDunDkiKBJ+szpjxyvLqBVCWeHi+P6UMHAtu8Yz9tSLGnjwu06Gju7Fe+Jc3zxXF1aADXeBWNF6H/bWoZfdn4x5AQpLUBjXulIwE3jwIqUr2hnFEnHF6Qqj431XkkqL1GrA4JnlIj1KKKUW9zzZiJNVAIOvY27mIugewN9aFamjfEGHDiyE7HarmUhiXMP6trORbeeJFOfxIxj5i5mLNiLxtC2HyJVP5eybUQaqQTLYI0PkNstKlIjTqDexNQ6H3wplQSaeMjNT9sFUALwxTXMLaGAl0r2BqoAUSCKq58na+/M7THtXkThkBh4zArLHxV+oTRwdrQyJRnYvfyag00BbDddZpDNKbi08IEQ9ax5rUhPN72OK7UXbbmihiNvKGUVqR6dL/U0eo1QrTdQmdeRcrXlNl6gYb0zJ9v308M2RIrelGUX88Vz9wc25UWe8u+dSWIoXnV/JjczCOaubaIqYttPPYVfH3VFz4+RRBhGBbUrodpssWpc1MXAiGpm3IMEUIk9B0pJWIMV3BcLoxdZ0iE4Ktm6vhScK7SLdR87fqvbuFYrjoNGD2I9L1TFCkKXd+Rup4YlNGeq9DlHZv9nu12ouz3yt/Z7UH2EEa801mSenZ4YhxIqacLPcEvCXEFPlHLlhhMNaATbiXXAsomW4BERLaoOiyqnwJCH28Q/W2244Z92ajCzQkxBUp2SA2UWmwTz1eOrSGAF6oOqwgkHOoJVGVPZc8un4NsCaKOq01yH0QYi6pAApVAsJ1AyHUPMeLdUlt7pxC8D4UoxR5QT7GNvyKMWTdjF3oIHd51iAj7aU2WwlR2OKf+TLlmFmFJigsW/U2OVntEJjZ4prw1vxJ9GEsuZJcgDnThmFoCIWSK9xTnWK+3HB4ck0IkhT25Kgk9Bc96u2cc1eHldD3yhTce4n3hhWcP8SFwfralVk9wjjIJi4MTPJGzzdsslwMHLvDKez7O0/W5kqSHI2685xmOVic8vXxIHvd88Uu/yuX+lGCOvwF1Eo5EOr/i3Tf/KxbxFg/OP0fmnHH/GPyI9xWXqnV/1xQgTg+H1B/xzMnLLJfH7POOx+evsh7XLBZJuXG+UCRz/+kvc2Nxm8tdT7TR5vl4n+30Jn065NHTL3B88B6enj/l7nhBzToWyAhjVRVeLoXDRSIWx/YiU4sQxcOkYavdoMnwtWBSaseQeu7ceIGhW3G5v4Tzx3RdwZE4Wt7gYLhFCnHufGut7KYNp5tzQgj0sSN6I8/bYTOf4a5hPhUI88jH2fduhyz4q24dw3DaAWUFkfpj1fljgP5ZYHYgbqMjJ4iEuchz3uO8I4ZILQUfdHSFkZnHYj5XMRBr1KDTIIRajfjs8F4Iwby0qrZKWnfp8zxVkKg/QnRQXLWwThvtNCpTG33YgeWCcsfEVEciapcaatBiTWSWkDtRi4taqj6z1SNV/aFUdl9V1USlitOiyMZq6ulTZ08f54MZ3VUz5fOz+sxKDy2OrnOPvY4lTbimIzennCnfWNiCFV5Xie6qBBOq0zDnqnCYee54tX6wYgNpBbONDm1V6JnTCh1zl8Yk7qj7j29FpZU9jRPm3VUB2FylxdZYKzms6lZ+j3hFwBxIswRAjAdke3aTtM9k8rbor9DM62BQ8z1yhvy3AqpxSKnuGrLpEHPJd7VaRdho4TI/J8wlTsuNbAaWv134/JZePmi6dN/1lMXAmPdkKfgWW+A1KT2EgE9RAzVj0FiJkADtLlzXEbuEk9S4dYgTvGR8EJbLnn7RKcKziPTLpAXPqmcYEsOyo+8CMVR8KHRJU9vVsVLHPX1NLAbPdgisR892u2G92THudtRpi68TWazq906zWHykS0sWwzGLodD1PT5MqNePAqzOK3wu1eEI9pB2NJVEMQWLIzOWHY7Mszfez5On9zm7vI+PlZg6XHTU7PTBnzF8m8lWcNWRnW6mUZIVV6pCq0zUuifYvBsjmqvcVOfCRYrx+Bq6pMTM6BIhdXOWV617nBN8UN8TmdsLZwTvSp8WhLjAuah7WRVyzWzHM8bpXPkq3VIJ2N7PwawhDhwsbuFcIE9bpE668RWH8wPiOmLoSPGEvtsxyh7vFUI/qxdsNjuOD+/gypppvMfxqiePE/tJxzUF2G0zwQkHq8DT08cMnaNPAecXdHHi8mLk5tHzvPX2Z3ly+jaPzionqxuKfmwrz9xYcbH+Irtxx3L1PHefbHnjy59nPV7MBT3GefDSEd0hB90L3Ln99aQUePXRp4C1WRBosK0X9fip4pkEoGeRbvPyM++n8x0PLh7wa6//W5zf0ffCqvcUqSS/sNQQYVtO6avH+4SvK6pbA4Xt7sucpGN228dMtTNVWeJyvWea4PatJcuFZ7ctJHqqG6mlUIpKYQM64pIAXaiUKqROi4ouHfCBD/wO+qgIQHGOSTy9D5wc3GTZHeFcZ2ugMNXCZn/JbtrSBcci9fSp1/U478V6ULwTbW+Hg2E/Iphw+Npnti38ajbk7Oupb4p9rvkPzVXUjC7pSKPWqqNJcSppR2NXfAgmdAhaQMRKkEIQR29jqiqBYIVRqJFYCtVHageRSnLVeDJArRTvcbHisqqZxClPr9rhWr1QLEW9yZmbmZ4iP9pY6TNtvBIfiS6gHjba4VcCtRYQbzykamR4TyiBUh1jvfJKSl69w7T/sWJHAhDs9kg75xUx0xyXd4xnWm4UDYuYC1b9lIoz2bS+n6BQhDaLhig5J7haTT4vDfaxvU+RooZQFBEjDitC4hoiaMiHnhkeq9pojtLOWeYZjfTcJkjto3PNiRgSdIVByoyYKHHZ0G+yFnAwj+wwXmUbIUpbe3PxoRdUzX3bsr/6HPtq9jkytwnVRqDiGlJjYz/fkM7Gu6xXLPKGetkITb+oFdT8F1j4/PRP/zR/82/+TX7xF3+Ru3fv8o/+0T/iD//hP/yOz/n1X/91vu/7vo9/9a/+FTlnPvrRj/KjP/qjvPTSSwDsdjv+zJ/5M/yDf/AP2O/3fMu3fAt/+2//bZ599tn5a7zxxht893d/Nz/5kz/JwcEB3/Ed38EP/uAPEuNv8i07vWU+BuIwUPNIzRnJBZwVPRYg6hq/J0btjKKmgjv7Oj5FvO9prs4+gAsV7yqLVW98Hvu17EhDolt0LAYNH41B4ydCEFJIFj8R1QcIIRBJKdF1PUPu2fYdKcFFKGw2mc24o2QlNbc4iVEKuMhycc7has3B6ohhGfFBSFFlsSIeRwQH0SWbse9pXhvVnFlDiGQKm/KI/dM9kQWdXzDt1kgRYujIBk1WEc21KWVWeahXpFNkKGrkhJhZ0lR2iEy632I2+PZ9JTh8dUhRq4HCHsQ6cOeJodfZfd0TfCDLjuADwSd7CEEL1EotI12KpJhUCu+SehwZyRkZ9ZerTOOIi5HzzUbJeCVTy8g0ZZxEhnigHb+LDN2K1eKEQsSFnn1ds88PybuHxBBIfceYCyKePg4EBuRi5MZBwYnn6elaR3QourUbHS4KByvPYew4ORjAHfD04oxl1/HCCy/z6c/8AhQhO2E3Cc8/+17cwzd4+OgLrO89pV8sWCweaTEna+VoYShE9QQ6VuGIG4fP0y8O+NUv/jN2+SnRZV3vTrPcPFrsBNs8A0ve++5P8j//yB/ip//dP+FXXv1JxrJGfLWuHoIpydqhbV7erKcLjpe32Z4N3Dl6lpTOOOou6dxE6gJv3HuVe48LT88nava4sbC92HP75BavvPxBnrv5bj7z2U/x9Mlj1mWr3K+icvUuaR5eSLqGFt2Cb/qv/wh37ryH177ws7z83LtYDM/yrjtfx9sP3uLJxRPywnFjdZNaK7nsUEmyI/rIsu/p4qCFK5qUpLD+/NDrFoKbt/55/DDD8e2w1TU4v+TavxZT77R++B1QfpjXcDsI9F+Z95QIFY1gEUM2fPAkierm7ALBJUKoxFqoVS0cfPSE6uhioIr6EofoiDUQs0d8JcSgCeVFEWGPJ3lHtvO9mXKq1LK+g5c0N17aw9iR6NUTTdSPRlzGuWhHtwNTRIlAzZUSW2ZXJRdtZJQ4rKMvjcBw0Dx9Gq/H8BBpQIeNxzRiA8A4ilgXNqMMbbNoQzAtQKtxsZS3UsFVgjAjvVrTOYqhG8U7HXVVXROl1lmt5I2sLe172zhHrIG2WkPXkFeyfXB1NtZttGSxdx1x8zPdPtr4e+3Zuyq4hVmhZShiC1eVklGWaVCle3PHdo2c34ZwV2M1xbCur2pDOXUBaPllhZYm1Ld7x9X7sbOThlTZedx+xqsn7KrWum6Z8JV6/aYLn/V6zdd//dfznd/5nXzbt33bb/j7L37xi3zDN3wD3/Vd38UP/MAPcHR0xK/92q8xDMP8Od/zPd/Dj/3Yj/EP/+E/5Pj4mD/5J/8k3/Zt38a//tf/GlB78z/4B/8gzz33HD/7sz/L3bt3+eN//I+TUuKv/bW/9pt7w9VIWM4RU0ftF5RxItctwenGEL11ciEQoxY8zmbl3vwglC/hCbFDghK0UudUDZY0bHSxSgxDoB8Sy8VA7DtS0hDSFIP6FRiZLYYO7wO4hG5+QrBQQ+8hmKV+iokuJWKXkBA5Pz+l7DUOoebCvkxkEaZpIpeJqW5YTgtNEe8aapUQEWLsbCFHRCZyKYjTIEGdbUdVOFRhqpfs84auP2AZjwg1sFrdYV8cFxdniGygbhWO9nlGk7xTlMeJuqpWi7coZZyVXPiAbyaIQTeD5MBNmTxNuhFVHW0EswShTqz3FywXPaVORLck+B6huTt7pE6G9iyJccD5Xj1FnGPPHl8xgq/O8WvORF8JbTM1m/SuW7LoVwwxkWIPboH3PdHrYbOre2Yk0I1cbp8wlh27KZMrXKwhhQGP4+bJ+9jsYbny1HAJZSIWHW06VDVXRNPrHz0+pZaJboi8+eAzPFk/ZJLC8mDBweKIR6f3GfMlD588YLPfsC9PSd19Dg8PuHl0QO8im3FiN2Vi7Ll5eINVv2C7f8iTzWsUMofdEY6BnZypG7h4qgtUifSs6OMxt+98EGrkR3/q/8Sjyy+Bn+jRzxNnRmx6xQihp5ORCeXOTWVkP6154dmv48XbX0/HG2w2/5bNuONyM3G+GdmNjmkS1uvMM8c3oWbyTsdab779BVbLJXk3waHn6emGi5xJfTAOpJpe3jw64gPvfT/3736Rp0/e4sPvfS8v3HyFVXeHvNuySguKBJ67/TJffO2L7HZn3L59zNHykGWMQKfjLxdmxMZbkWJkC+uMuSqEWj00k1CtG26HzMzxgflQmgsZ+40VOJVGcsUOEcNTnAXGVnNqNMM67xXN8Rb5ouq0xFgqLgiuTqSgGUk1eDU29Gq2GoInVFV2BipdjJqsbgWUEyA6ci1MueDSrBXClYZW6IFYzRzVO0dsBGfvZpRMec7NlygwG+JUy4MTGxl5LLBUFV++VlVDlYx4DUR2YsbNNqonqpO0Xsswm6r6NnpxV947V4Gqhso1FNkprwVDcwAyqojVW6/Im3OiCJhxi6rBJw0BMovWuSmu5hZfvVi2leIkTbat68aYXbZ2qvGVqhVts0zfCjjvoI2dqtNzAUN4xJaWXvZr5YNo84NTxloRRxaVxTvQ6CAbszlRaX1tBb99qWspYqiqsT0LnsZhqw02a//o2k/snFy/Olbz+lntpYq464hO4zLZPXBtbPyVe/2mC59v/dZv5Vu/9Vv/k3//5//8n+cP/IE/wA/90A/NH3vf+943//7s7Iy/83f+Dn//7/99fu/v/b0A/N2/+3f5yEc+wr/5N/+GT3ziE/zET/wEn/70p/kX/+Jf8Oyzz/Kxj32Mv/yX/zLf933fx1/8i3+Rruv+f36/HpTHEyOERO0Gpm6CKasleIzgLdzSN1t4LXycefOIFFx0pCEZUlNJEboB0sLTDR1dr2Tmvk8MQ8fQ9bMyTKXuwQowHT15n9SYyjYPFX22lybUxuRZBU9MHV2/oO8WpNRxdvaEi4tTprLXmIdamCSzdSMlr9ktDkh9R9cl+tSTQk91Eyklaog410NR+bkgSFAZJJIIPuJ8UTUNld14wTItOFwuyVSG7ojjF56nTBOnZw95/Pguu+mULgabGUf13HFJ1W9MSN0y5T0AMQRw0TpaZUuGGYrVDd/n5jsE4zgy9iPOqw3/dn9GDHaN3KAzdOfI3rErlRB7urjAh06deZ1HsqAlX6LWHu3JMj5NpJARp0Wg8x4XEylEOj+wSgd06YgYllpgCXRS6WTLviR2pVLZImyZdhc4twVR8ubl5ik3hhXbbWG1PManJWf3XiMFuHNywHocudhestsU9kMmpZ6bRyvO12uKq7x9/7O45Cmjw1fP0cFtxFXefvg5prwl+cRuHFkNJ+zWO/oI73nuFTa7kTF7nq4vyLXw6Pwu+D3OB1LsyWWiupEQMjV7phLo4ornj9/Hndsf4vW3/h1vPf5VLjePyGUiBMdhPMDjuJi2Gk1gHai4yBBu6VpCC3BE2E+XRH9BdI/p05Kn6xd5/f7neev+JU/OYbOt5AzLReCjH/ggxwc3eXLxOr4Upjxy4/AWm7NMPwSef+EG7v4DUoAx6/c4Wh3w4Q+8n6dPHnN2vuZDH/oo1Qu7PBH9iBNhSJ5cPU/PHiqJ3088fPwWT0+F4+UBt07ukHy6amcFGoTQuDnzTMRdHQxN2aR/0zrjOh+urbtv0P3c7TdihWsHhL7m0cv8e1X56fdrCi89rAMBkWr5cZXoKiUEqhRC1dFQKJ4Y1MmZUKglaIHqFdkNJnvvY7IfXWXlTqryaWLQZyHoqC0awlDQ74kFAV91+vr7FoXivKfFJLiqSFf16OjHpNzFfo+IosUiihJUVZ7hVSkrgmVSmW9N9XYJ9YAXhFKDmZr6q0JjRtZA/WoUdfZyrVi1MYxeV7H6zPhWsxxd71Jz1XauKrrjDARrX60hzmKfLErYrqiRiFhRpd/wqmAIOMRpAnahDZ70/1pA7MwPs2KuFdWtEpe58G6OzE0O76mGwGgArvJDVaSn40pXxfZs5gZ/Hmi2YkYwGxT7GTHE0l/9KOrfpGvTecVO9TpeFT5tfV91AleIzhXx/OoatMLyK/X6z8rxqbXyYz/2Y/y5P/fn+JZv+RZ+6Zd+iVdeeYXv//7vn8dhv/iLv8g0Tfy+3/f75n/34Q9/mJdeeolPfepTfOITn+BTn/oUX/u1X/uO0de3fMu38N3f/d382q/9Gh//+Md/w/fe7/fs9/v5z+fn5/qbkNSgzXskeFJK5D5SRlU8+RSV8GbwmpruBUNBVK0F0PUdIS4ZuoCLhZQyfe/oF5E4RPou0A/RSMuK1oTYE0PAh2DVewV0vNXm0g6otrBcmw/byEFqANfT91HJt2nF0K/o04qUEk+fPGS7uVSpZalQC7txJO73+C7R9QN9WtHFPS5uSbGw6AtDOsRV9YwQAmTlPMeQ8M4cqGmp7pVt3lJ2mT6MdLJhtz/laHmHW4c3OFwc8aU3vsTubE29vOTgJNGtEsn16tkhhWxoQCPlufmBv5bx4pgLQu8LuETfHbLf7pmmLd7DlPfkMkHnCG4HEil5TdedMElBPKSQcLEj+F4RHwelTprCLJBiJISV8g/qFpEzpI6M+zX4inORGBba5YZjfBqI6QDvOqgQpFCnwFQnvPT0HDLFG2ziGsoeH4XB9eSyJ9c96/0lm3Hk5s1X+D2/4+Pcvf/vuLHyfO7N16g16C9RvowLPTeO38XZ+RNiuDAPFUEKuNBx7+HbbDaXxOA5Pjji8u4jzi/WUCcWx4esDhZs9zuWByc82pxzfv6QPlX6LhHDYGO2C0JSuTIlsewGQtexnZ7w+t2fYz29Ra0TwUV8WOJioJbMbr+hiobjar+oOWZdf8iYdyQXKdMpRYOU2I8PeXS64WDxYbrua7j75Is8OK9sN+BcwAfoouN0c4/L/Jjt5glHN26x6E947fVXkUl45T0f5e6jB9x5LrHZnCLbkd4PvPzic5yv1zw5f8pHPvBBbt44Mf7WllrOcfRE1+F9x5T3PHf7GagH5LJlP665uDxlN+45OXqek8PbSg+TK66ZePU70QPoCvmfDy+nx6W+xJZvk6rLPD5ovB79BPtdk95cHyC4qwOvOb05kzCDp9agURau6lhOqpKCgydIoFRPdAHxSWXPPuJjwdeg9hc+knMmOsheHc2dKGm8ihYYpTiid4gUJRNHHTepx01FIpTibcTn7ZpcqdqMTdgqQ6qr8xjOeYcLij6oNF/TpWZD1FopFHL1ar4ujqlWvIsEMLWWkZeFGb1QtVO0W2LX21AmkcCsM5qL1qZW8vPh3pAY5USqWaE0ybndEvXIUSRHfWjaIEpfUdS/qVrB4Wsle8zqSANbG4LY+DXtdYVr2DjViZGZ23u3wg1DCW0ZNboBhsAE+zn1+mj5UiwtXae3eo9q8GAj0pl3RCveTArT5OWu4ZR1Ltivv8+2Zhtx3xvRvBjvi2seRw4Q78wkV2aE8D98qZmkFphfydd/1sLnwYMHXF5e8tf/+l/nr/yVv8Lf+Bt/gx//8R/n277t2/jJn/xJvvEbv5F79+7RdR0nJyfv+LfPPvss9+7dA+DevXvvKHra37e/+4+9fvAHf5Af+IEf+A0fj7FT1UoIhKiLqB8Gyn6HFJ1za2GExeBoorFXDTAxKncl+UQXPIshUMNICiNd34qdRIpo+nZKijqkbubweG+T2tmzoPECWhSFPRBzJ2ldpRekmqKDQD903Ag9wfV4F5iyYzsW9tuRmsFNBRmLbnp9T5oqXSikpMhVChvGYcs0nLCIK7zvwWmcQpGCxECKAxjTw2NsfYvZq2RGt2U/XnL/3uusHz/hmWee5V3veh/ev8zTs4fs9o/YjVvScUdMWrnnMmoX0DkdqxCu/DaAKsUCU+0j3tF3S/qwgs6R8xYfKkimix1l2jDKBmLPbsoQFmSa6iUY/0c9JJCCyA5hpMoO3ESfBjo/sM+VMQcoym/JhlyMZU+tO0recL5/pETmeEj0C8CTa1bLfAaSP6ILI8s0MtWR4rdIjUCAqagzd13z5buf4/jgOWpx3H/yhIKjHwZdM/GALibWo+NrPvQN3H3wKq9++ZeIUZGC5269m8PFCZ/+3C+Q2ROjMD15TJcC+3FH8PD48Snj+Flu3biFsGW9PdVxaAgs+0P2eWRig/cFV3ukJGJ0xG6PuC376YycwbvAYf8sucDl9oxxuiRbARzbKAH1wqp1z3r3NhB4zzNfy5cffZZdOeP2wS2GlHj1/pfowobl8AxQGPcgRaH3KpUwJB7vHyPbQt8Jr939NIwOXxRZePVLn+bFl18Bucl6c5tn73yE97z76/jMF36ST//6T3P79g2ef+ElphKpohEWzhVSAJ86urCkT4PFUASEjoPFkpPDE3J1pHhESIc8PX3EwTBAHZVIKtfppK0Lxrg60HrSq7/TYq+9FA0R2/gbevTOTd7ZOKI5QDN3uNc64caJcA4kzGME57J29t4rSh3sV9XnPASVixdX8DLhPerYXANRhKozXzORDKqw8uCDWhjgUJ8rr9zIZKFt3tAbRWy8XqfgqF6fH8GRCDisePB+5n9FIxFjWVXBDkex0U4VtNgpomIKQ2eKQKyKOjTZthOv11saP6dxfpyJNGzk6I1wa8iHDw2taFwV48nYeAoJlpNmo6Cr20+T0esGlRCK4lDO2QjMtkmvBUo0ftC8Hky6X52bEZqmf8KKLG9oTVPBi1MrCVfdXJ2I/WxSK8HZCDDo3+k40Zs6yk6TWf6vHkTeFLUai3Kt+PZaytd6jWU0F+k6HrNySHlmzlmkq10eey7UrLY5N7v54zPO6Wm0Kx1tXnUG7ekx4vb/hAqfFkD2h/7QH+J7vud7APjYxz7Gz/7sz/IjP/IjfOM3fuN/zm/3jtf3f//3873f+73zn8/Pz3nxxRc10TtATB1lmiAILiVCPygxN8bZjApnD0HUTcAnT0qaXt33PV0HcaEBal3wpM5p0dN3xOCUPBg7fIjEmAy9aKF+4QrdE4xX0RZeRch2742QJuof4j1aBrcNIyxZLoQpVzbjxHa3ZzdmdmXNNE765UJGRqHvK0PIxKgwYhcTu/2GcVwz9YcsuyMIPaU2hZX6NqtyTeaNxeJdab60rovceO4mq1Xk4sl9Ll+/z9HxLW6cPEuZIoWBzXbPdjfhe0F81nMkG3xv83Z1f9bZrzgxRVEl+J7F4gTPAAKb7SNG2YGD9bhFXKFPFWFDlcB+2hLTkVIenepxa52obofUPaVuqXWP1C0OYaqqNEPWIBMiWTcRCRSnqeAiI1MWct0xTht2fqWWAaEn+I4UBpI7UA5VSBA6XAjsp0eMdU2MiTpFatxR2fHk6RN+/pf/X8QQGHrtwLsuzuRTkUBIntfufp46bTleHrHLa2LsOFq9B+cGLneXLFaJmBz73cg4TXgnWliHQOqXbHZbVoeJZ45XTHXJbrdnKo6pjLigB3SqS45Wtxl5hISNbdqifxcPyXVily8obk8IFSlFoz+CmmKKweFFJnI5g9Lz4PRVhmXHYbjDIginlw85XW85HDYcH6pB57iDRUpcbjOI5+T4kJ1MDNHjZGKXt8goSAmMU0amC8ZxQ4oD+0lYrx2QeO3NTxPixEsvPk/XBwa3YpWeAzlE6GxkLYjsKbmqUZ2DMa+RMhFDZJEWBA95f0EXAj4MjHnC+0pXRdt137bsq+e2qVv0QNVip0l0G09n/mRpz7a3zvg68nDV+f+H8l49qK9v/C1ywVvwYzDvGc1+0hIiEFwlukJxnuLUST6mQCVTq6dUPfBC8GosKgkJEyWqiapgyjJRGbSjkk1KPud1iQBReTne698H0/d4pQxjBU9T8gjqEdaFRGgHeFWi/FTVITkUqF4LnalWvMhMhNZd46pQymL8lFnXpNfIMKgZjdAz19kdsvunxEJt+OyeNaKzsWNQWbrg5Vrxg/JssPGdqlJboqkZK9oIzllxI/ZzBkPCmt2B8+76qtKCwiTwLSZDgOxUEScuEBwWq6P3RQNXZUZtVBavvCm1GQjX1q7K7YP3FGT2/PEumM3AFTcK79SUF8C4OsGub/MqQlTJ2+o+ketPiVfkvKndml/RtX/b1sbM9zHoqAXDap7kf2Ecn/+x1+3bt4kx8tGPfvQdH//IRz7Cz/zMzwDw3HPPMY4jp6en70B97t+/z3PPPTd/zs///M+/42vcv39//rv/2Kvve/q+/w0fTz7SJccYPBmtnKOPhC6Ri4aTxhTxXSQlNRXskiN0kZAiMQl9gCFF+h66IUD0BBfpEsQuEFOnoe3BaaHlO4JX8vIMY1/jDYhrGpLGDlBERa4/wq3DoEGFVpg5CKFjuTzkRr7NfiqMBUp9xJTPGaeJOmXEZaapkmNRgrAXvNvi45blbsN2ccHRckuKS7zrFJmKA5K1b1M425kr6wQ14IMqPoQIIbA4PCYkx+XTu9x/8+fYPkqsjo+I3UAXelxaMo2Fp+eP6JcdoY+EVbRMLzVIDH4FJbPbX5IWgYODBeNO2G02HB8uqVHJ36VmHJCnncrWS1Y+hFsgNRLCkhAPNI6kjohsmOoWmMh5S66jPXqBKU9kV+hkj/pX6/VyzWyrpRE7NB2bCdyoihmB1HV0ocP7RAy3OXYvsM1PGPZLTneBXb7PWEZqjEx40nTAweISl9dc7Ea2BUX+CvRxQZl27KQw9CccHyzZrEdW3S3uP4GTwxf42o98Kz/1c/8PpjxyZ7jFYtXzpfO32E2FZa9p6cvVkpPj57jYPOHe47usugWDW5Fz4HJ7Dn5PcEAJTEzk7gLXTddm9YHgD9iOewiKkOnozwi/dgINKTLVytB3dCrjIETH+faMvN1xc9mzWY9s847trrC+eMJBf4fz88K4F/JuohSxZHfP0cERYz7H4clj5sbBTcZ9Ztyf0YXANE2M2y37mllvHvOlL/9bjg8TJ0crRDJ5vOB4dciiX7DdqsA81kJ0E32KBFeZ8jm5KmLRpwUp9HavC06U7Jv6Bbtxg68TNI8ukyyL7Ruz6spCLNuxoGTS63oc7KIq9O9cQa5nfgFX444rRGLujuXa12lbBzreKGLFhRVD3kH0jmrO3EqEdkSnid/eO6L3FO+gIURG8C9F1TzBBUKoVNEmJESvsvcM1VLVnVMTPiUvW3yCuyJza1HnVYDlrZwwdFCzqRpyYIMqp8+a9/bntsbEHr/aOv82tlEU0HtvnmN6aEa71lMpuICNfNrXbGMuLSWc3cdWWUS8FjNcoVhi6jXl1zQl25V0W8/jOluazLfa7piiM2YoaMTlIOZ2XDVa5mqnt3/nglIVnFKEcE4NSLkKHhUrFmZVlEn/zWPRfJ+Y1YNX69DPBcq8kBxzAVptn2vok4i8Q9To2zUDG2HB1RWtV/8O5vemyKi3s0/3Ui+GkV77OWS+P4YG0UjOijh+JV//WQufruv4Xb/rd/HZz372HR//3Oc+x8svvwzA7/ydv5OUEv/yX/5Lvv3bvx2Az372s7zxxht88pOfBOCTn/wkf/Wv/lUePHjAnTt3APjn//yfc3R09BuKqv9vL+fB+0CInRmVaNEyrA6oUlRx1UX6RWS5TCwXiX5IhC6ROp2Rp1DpOkc/BLouEKISk7sIIappmI+6roLvlFjrYms5bHE0YaBuhg3SU6izQatau2snYSnqaNXc3FvFFbwvpBg4XB0xScW7QrIu6/zijHE3MVVhLBMlFGJ0ulFnwYfMbjOxGbbsVjsW/QF9p5yXYVjShxsEv1Q4k4qrWf1e3MLgZY8PHTiPixC7Bcsbz+BDZff0TZ689SqLzrM6GEjDkuXJbY6GyuXFU84e7zl85gbL42O6rif5Q04WH6ZLHU/c2+R4xtCvuLVa8fDR25xdPGFYHFJ9QIr5DOVLlbSTyEXokyN7wceBGFeaAC17cj1nyufUqogOOIIfrKOoOCaqy4jsgT0qc3c4l6Aq78phEHWZKEyE0BG8M2Mzh/eJLiyJsSOFRGViX86oXFJcIdeMi9D3C8q+wx0I2RUerS9Y9I7jgxMOD4+VcBg8QmbK5wh73nz7PuIO+Oh/9XE++/ov8cbdT5Nz5d6jp6QL7YGrwEsvvJea4eToOfqu5827r7GbNnTRcbQ8ZGLF+vFj5YgUTy2OyU/s5Jzkisl2wUkgpkSVEQkqI27CixhVhtyHwCIuONtujbOlSqsQI50sOemFoV/z8PyUza7iamDaC8/dfIW7d3fAY3wUQvRMtbLdbbh1Y8X5xQi1Ukdh7y4R0Twfsc45Bse+ViYRQojcOD7izu0TSsncf/wY724T3UjnevqwoE8dySdqLeymre5NoSeGBcEI71pgKJk214lQRh0H1Gl+FjWI2xnKIdplo8+02iXpJq1HjXWo7jpSU68hO82zpCE6tK80H/hXv/8PDq+GHjnlHOVrBVZw3g4dlWG3Jsk5McKqcRWDwxcVcCSnyKYzKwMvbh6ZOfv+zunYGDxBNNevOvUCyhjqYQddtOvQ4hecFUrBaWEDbiaFN3xLVUx68Yq0gsA4KWZcaLY/V+iwKGIps6w9qAzf22jNOd1V7bAHzOOmXW+ZG9Cr2AYtury3QtA58w26OpRpYym7B02ApfcgqHLYt2NbvXxKvXb/7Xo5b/4/uBlRp8nHWySFa543+r21YBCbpNpiM/sFXCsudUR1RR7WcZT66+i600njVeqcvVNw6mfn20nVnPrbuSX1HQhkoyoVG31NUmc0sE0w3Pz/RpiWOo/V9Jq/44i2pd0k7fqn8g7E8z//6zdd+FxeXvKFL3xh/vNrr73GL//yL3Pz5k1eeukl/uyf/bP80T/6R/k9v+f38M3f/M38+I//OP/4H/9jfuqnfgqA4+Njvuu7vovv/d7v5ebNmxwdHfGn/tSf4pOf/CSf+MQnAPj9v//389GPfpQ/9sf+GD/0Qz/EvXv3+At/4S/wJ/7En/iPojr/oy+nhOWuGyj9oNMWJ4p0BEf0hT46+mVisYysDiKLRSJ2npg8ElRCOXSeroukLhAiFvioEngfvHYbToNENYDOuoa28VUx+NGYPSJKJBRVGDmDVcU2MK7deOW+qEO08xXPRJTC0CdOODLjdchmjHZeLxj3ezTAsDJlU1dUhbDzmNUQLgvbNBLTmr4bEJcZOlWDOBJeCl3AHrTMVCdK0dGfD1EfJsnUHKj9inTrfSz7W7z5+X/HEB/RrTyL07e4/fzzLA8C49kFD+49Yrm9w42b7+LZG+/lePFeUljh+hs8uPw1PaB8z/N33sOrb32GLOcshhN266eUOpKnjXYO8YjdlAmuJ6VIqaOS4kqhsmc3nVPyU6TqMeF9Aq9GdrVmVa65SmGiiI4MVA6v/Z23YlNvQGEqo/oWucA+J2LoiG7QAwOPJ9K5BX08ZpNXRL/F94FJMmOJkDrG/YZbN4/ZjOqWnKcdl5eBO7dfYLU81PtVCtu18PxzH2WxPOYXfuWfs9mfcXJjyS3/IjG2n9VxlB3PnHyAMWcuN49568GrdJ2A7zg9X7PeVXKBLkZVFO+tc10UinmVUHWDmkol1wtDvjSqwgexzjJqjEIRDo9WHC5v8nhzzi5vOep7qhRuHd8mhcLZ+pxahD4GSvGsx4nPf/EznJ09ZlhGdRMOgQWV5ODt+/cYomMsQvIw5pFpVK+dzVSoCZYdqjbEMfQ9d27eIfmRadoS0yGnZ5nzJ28yhIHoV1aYFm4e3OTGyR0jdidDbtquK5SSGac9BU/KI30aYJzssGhKxzbecbM6p41H7OGcXXBp/8UKESuenPPzx5X/0/hBrZu2E9VQj/lDbQvjWlF09Z3tKzQDQW/FeLPgUF5NdRrciym7CgVcIFEpoSJRSbAONRZM0UO5otMGJ5AdMVayqLe6F8ck6J+dcVNUnGpFTWsC2wjQa/aVM5TKnpnW3SvCoyhGFUVfvBixep6EiF2uq2ugRaQRaTE5O+oEP1eJdi3dfAhr5SLtAnJVYDf1kp//qqFwbi7yZqm+jcvEN6Waw7e9u+qdqVWLyyoV7wu1GnPIxjzml4g4ZQF4dAxVXVNoBUOiFJ1qxXMrIluERJhhNwz9Me6PHjYE3wqKql/H1mJty8wCU985cmVW0Gl9eiVyz86CqqupzrxDarHxmd4PHZ2ZSs57g7Js3XpDhUSuFbXte1/dx6/k6zdd+PzCL/wC3/zN3zz/ufFqvuM7voO/9/f+Hn/kj/wRfuRHfoQf/MEf5E//6T/Nhz70IX70R3+Ub/iGb5j/zd/6W38L7z3f/u3f/g4Dw/YKIfBP/sk/4bu/+7v55Cc/yWq14ju+4zv4S3/pL/3/9UOGCIlIXSyJQef/cVAn4sjE0EG/SCyWgeXKMyyVsByTPpXemd9P9IRkREKnbH/lKjslC3qdv7fqFQzuFCt3zAFUqEjNVNkbXKhltN76rCiL3fg2P5Xa4N6mgir4ICy6QF2tGMuonWuD6tew2+6pWeYFVtFNOpfKOKkxXEqFGHd0aUNlwkvhYLFX+XgVvEsIiVoUrp7qQJAFzg/4GHBUYo74KZIJnLzrg9y4/R5e++wvce/tz7Ban7Ld7QiLgO8dJWeePqnsxkryz/PcjT29W7Lqj5CziHcdTeJ78+Zt7j+6p+qp7pj1ZoOmymdiVK+gGHt86FRpYYjYVHeM05ZaRpTcLKQYFUkQUat8B068BrQ6oUomRChlokrESzCin40QKOS8RUoh5x2FPUemsqkyIDUTXCDRAR3e9Rx0HTUIO99Rxg3r7QXbccutGzd5+PgBxRd6CtvtGQEP7og7Jx/mleee58GjL/DTn/qnZHeB6z33H68p4jlcrUA0nmPRHfL4/BHnm0eU6THb7ZrDgwO2u6Ij0LxjvZ1417PPINWznbZ4PxG9Gim62lAK5VY4sn5t6wYVNQApjsP+kJInnlyesexu8L4XPsDbD17DTULfdxwvNELl4OC9PP3iOU/PtrjJIZN6NE3TjqF3LPrIWB25OA6WA6eXa7Y5Q6ksu0QehWmC/a6y2wnTIBBUfdgPkaPDA3y34On5E8DR9acEDoj1gOXRLW4sb5NCT/SBRbcixQUtCBjnVSYrQq4jU5kQp2TcOu5ZHBxonAnFDhjt2CuAuyqA5lRqizhwBK7yjqAdM60Yeoe6C67QHfTkuxL5GMLbEBXr2JWsWq79Amd8RCl6zmqGk3E2Zh+UonENhrx4V4hBR70hePPvESNge7WGKBZ34pVe2nyBnEUPFLHwUe80/NT2FKeVDsGctn3zh/Ft1OXN90rHIAWVwHu5Gokpb8xbcQVRlDvjrTiHhuQEBI+YL4we+EoCdsHTLAv1f252fL+e3t54hoIilyI6Cm0yefSKXEPpmhrJRqBe72sUp2PRakkArtDwC4cWF8Ep9wbXcBxdR3PWma0hLeYM9zK+i8cTRAwh0/2/gPHW9PraZBAQgvPka9woRetb0d0QsDZm0p/J60LT6yZtS9BrVb06pWOFam2EfZOqe4MvnRVuQRxVnF5Lp/dIydV+5gBbWfrO12zwyTXk6iv3+k0XPt/0Td90bT79H39953d+J9/5nd/5n/z7YRj44R/+YX74h3/4P/k5L7/8Mv/0n/7T3+zb+w0vF5VsF7pELwM1Ci5U+mGgW0RiKHSx0HeObhFYLgOLZdTA0RDAXG6jBZGqNF0lo8qBMLKadQbN7ltsQYkUnVeaK6dGNGQqxdCItqh1o6q14F2GlmclYge2qZ6qZZkAyARUgq8sFomjvELynlKLjgrGynYaGYt9jyxMTheh8zBt9BDsoiN2+rVcndiPW3xMOCeWA9YT3B5xE/hjchkQWeJcwqdIKj2xJOXeuEg6XPGRT/w+nnn7/Xzx3/88X3r9DY7udJRQiV1iqmtyfsCXpp8jecftm+9juTyh1AlkSZFCrnu8Fw5WCy7Oznnm1otsdr0q0aQitbAcTghpSZbA4DuDdwvjtGeaCrU0W3ePhJ5aI0IgpSUpdnhGHBUZJ4posZliYszVNkSPd8rXqrXgaqYy4iSzlT01b9nnc7p4SPQdpa6hZrw4UljRh05HOwjbxZKYlqzXG164dYsUF6wOTzg6OKHrD6jiWaQlyU2cXXyGL9//FY5PEmdrj+8i05jJY+bp2UhwleWiY5o2nJ7fZbHsWHZOvWvyROo7DlNinCqX24lxX3j37ec5dWvW0xPg3BxyGznUGWkTG5XYhipQbDQwhMTR4pCHZ0/YjOd86e3Pc+v4BifLZwkhshtP6Vxm2l9yslzx8MGWshcOFodMecT5kX7wHKx6zi/2xBgYpx1D59hPniElDvuOyVVkHJEIezTAdrMv9H3QYqYf2O02nF1udMQ4wNHBkmcP3sPx4nn6sCL63kYsdlgaYqoy2UIL7p1qJfhEFzuQYoCNNwS2MSicIrVG8gfLY2rttSlerhBdwwpmokQ7gH8DhEMrfKw6umpqjCSr+4g+861Q0j1A236pYkTQ1rkLLiiV1xVVfWEKHOeNl4OOPWqxIGPn6HygOqFYqLEvWvxqNhMEL7PSzYkpu1pPLpqHVb23fVGbv9xGUM44Ju1NNhTIBT3cTf2lw0WLS6mqsiqoE3K1PVBECyMRdU72XpEFb9dbbJLkQjs2rZkUPcjfOYhxBgo5u9TNJbthvvqGZ8RnHuPYaMqQquBawaOcICkefKG4K6qCTri8Kr4qeKdJ9rWhhQ1NEYd4bdTURb1J1A0tIyJeyfrOir1ZINO4PygSA0pKdpj7NorGtFHVVQZdW5IzrjgjW60UCd4hpVJNDRedx1mGXHsSAvFqbO50XagPh3J9FP26Vu44bFzOjMi18dqVX9FX7vVVn9UVfNQoCgcpCHmcSAkWy47FQU/qIPhMDJV+CAxDous9KYaZH+RDNKt4WzS+dS9Khmv23a1raS9Nms36UIsVPLVYhEK5InmBohWMCJMRzAQv6pqpIX/Zih4x+XelVEcuE8KID4Vh6KgHB0jJ5HFk2u3JU9VDU6qOO9DgQR8sl0dE5cVkNustNU9cbjYq80+RPia61NNHRQt8qPjYUetK4WmvZMgu9TT3Z3EwSuX4uXfzsZvHvP3mZ3j99V9lX9bQVfoFjHnL/cev8uT8Ps/ceZGhv8XN4xe4cbwil4mxXCKSiT6xWPaMUyamRNcdkLMHH4lhAOsQk+uJLjLJCDii79hPNo4jUKXH0xFCz7JfWhwFxOkJWz+w3T2kyg7nIiE6TfN2kRgHQhhAhBSLjtLKCDkzcUGVkV04n/u77PYkv6BauGtgpAuZgyFxtDxGeURCcsLT07fZbh8SvGNXLhn6QO8TVOFie8HxjRPS4NhOW6ZpanQCHJ5pKqoyTPp916NwuOgpNXDnxousdxuqbBn6gJsmSt3S9Z51qXrIiSptovMUINSE81kPOivcg1dOnCdyuTlnu9+o6ab3rKct09l9um7FjeGQy+0peQpM447NZkeehM0OnKu8/fQBzz1/A3Bcbs7pBkCEkqFOlXfdvsUi9Dx9dEatsFwdUBhxu4yPqAmor9QqHJ/c4cGjLzFOmZRWHC5vcPPgeW4fvJsh3cQT9QDByKqikQKlFiYRSim46mbnYf//ae/cYiy5rrr/23vX5ZzTPd09456r7TG+xfmwnUACMQPERPIotkEQLg8mWCgg5CjBkUAEEwUEBl4SgcRLFBAvxC8oFujLRUIhUvCFEDQx2NgxvsTyNeMkc/Fc+nrOqaq99/oe1q7q6cQmfIlnbPfU3xrNuE91narau/Ze67/+a61O06KZgMZqSM+YVneX9BrdxpnY21S3ZLP+wae1oPXrTUfpY+h+ruEs6f7dFpFLpo2yQKTzJra4PU7/P4AE9dTb7bw1WNOPrHE4G/FGQ1wmMR/KvrhUYThViXeRzKfO78bR7WCSJNkpjBEM2mcrbU6aBarhNK0xZFozUBsLWzVutD6X0RotmBSasSBOq5YnHZARk9iipAuKQnQpFJLCH8akNcw4Wt2khlXaUFTaZF1iUNDvaY36DUFtm0rtaOvNJI4nGaDdNkwyBTa0KcbiSKG8mEThpJ5mbW57pDOW2hKFMWrbi24WtaEpUhKhScxbYsUMgjNOa8ElpgZQZ82ISg+kbZCRhNCR1Bg2JjmRUSavZXbYYFtM+g5QY8mZ1HbP6DVHNP1e55OkEh7p9mx78e3ZXBK8JxZLVDhPSF3FOss3zWdITBxdyK69Gi3V8DrT+LzR4PKMosiwJmLIKIuSYWkYjHIGMzllkWGcV8FwYckLR56By0KqQGwSy6OWvgqNU/dkWptZbV5IngekFymmRc4iElMjzhqJgbYypeoGJGkCPEaCepQS08IpIBqC0GiONiwMAj4IPmil4ChabbUclMyEEeNqyvq4YjptyB3QpFAXKc4umvGBFbxEpAoQgxoYtsIVGSbPGOZWn2E+JnMTyqJCMihrizNzKsqVmtzRiUA1+yTQxAbjcvZe8ibmd+7k4f/6N1wuzAwGnFw5jc2EclhTNSss7rgYDBw5dZjRKNd+MiLKuDg4vXyMQRHJ8hE2G1JkI0IsCEHp4KXVZawdYZ16xBJUoBijxdpCvSURsqwkdzPkbpbcaSXu3BbkbkQTxnjxmBixMdeMl6zEmAIR7XYtpsI6uji7D54QJzgjNMHjXVAvPQR8rIlmnegnWCPMDGcA9ZC3zc4wWT5NNF4ZJhsZlCOir6lDhcuiVlmWnPXpaVqBtjEZMUIIkZkiI7ckDQEURUkdCuZn9zIoa06vvEBd1Tjj+PapI2wbjjDGa3A1oCm50ZCbEnFDxEyIpJIIRgvMWXLyrKCKNVEqdsxsY5DP89LqSzRxjRiXqeNpps1LjNcCZTaLcwVZpkUK1yYVmIxpHcAExo32jDISmJ8dMaksmQv4psI6y77FSwhkjA8/x+ysI88MRdonc5exc2E3p0++QD6awZUlmBxrSgzaFJduede/W93XpGmoguoxypTdlFvtnxfx+ChM6zVagSptTSmsblrStoVslQ6ar2I3dsO0yZ7J7rS8b0oEPkNf1G2QnbD5DE1fuxu2h3Z6iNAxRYKuBSRtoBXdtFzKLmtzYjTTK8NazYrUmISGoawzSYutXr22WnCaxt1uRMkY9lHvNRLJ0ErputEmIW4rGDet5sgkI3rjiZnE7rRGikuC4Fbcr8aOGrhNTKFDMRBsSxbpJixtiEzXXmV92i5q7XpsE8uuFNCGbivNbaXTzuA4BC3OuZFl167PbdsIfXxnChkAl1rzgLL/JqgR2tqpxqSSQ2oS6i6h4Ur9aotI0LCXaFgQTFfryIruQZnN0rwwqXK97jXeJI0iAReVGQsmnbqz7wxYFZG31JvDJMYqBVNNW8sIgpUue8+wEVYjrckRUQPYKO2lMz8VMBR1prucPJuYSbNxUa1b0P5lTWsUn0EdnGXKZ+sbPkVOllucFcq8xFoYlkI2cNpFPc/Aacw6y7VXl83UQ1EhntHy7QBoZocO6xkeg7TWr+0GWJIeR0NSMTE9nhBD0v2EDe2d6AsDAWs0jq8UZUAIiDSpk7EhBPBRCNGmjsYGHyCm/jI2yykGI2ZmKkajdSaTjNrXiDGERmgkdqmGep3pIiKsVxFbR8rMYr2Q5xFTGGxdM3FTXFYxGHiiFRWp2oqBGdBWB82cI4ZaF5mo7JYKGnMGMzu46od/jKUT3yLLtaiZF09VecSsU80vcfLkMZbXT7B75yJ7d19E09QU2Q6EktxpuK4oZrVvlhkwbQSXzyAhUI3XWR2vMTNTIkSa0KTMABV8tkyFNZGV9ZO4uTw9YzC2IM/myewAbI6YDKLBh0hZbMOanKqZUIcxYtaQuLEIZmlmGBEigco3eJliTE0d1jGsE2VCkBpjKnIH4+kUI4ZBMWKpXsNZmM0KZgczrE4Cg3IA0bG25tmz60pOrpzQVig2Y33d0zRCFYTx2DPIYVC2HmFGnUqLNPU6K6srTCtPI55BmeOjLrhBjPYbihEnFt9olW5TBIIhZamo7qGphYlMU0ZKJPgamwl7ty8yqTMu3nUh3p9i1a2yPllhuVrBV4YyyyhmHUdOTKlqy+r6hKww4DKmlWemcMToKXKDSI2xBeWwwGaGJsAF2+cZFkJVV5gQyQvH4gWLrK0dJ3Mel48oRrMghsY3qeZLTK0V0AXWGLxvqH1DHQI+RAqbkVlD4TJyl+Gsdg2vQo33EwpXcKbp0i7QtsvyI+Wz6GdR0mYocGZ12+5XTewypaTVqCRNxEYzx5ZhkDMMHTWgo2x0qtYciQ32p20Ta0U3Mp82/jZLq93UrYEMQ7AZ3qoOxWQO4yOZ1ZYXZAZntJihCY7MgfchNW7NsCbQCoNjugfSWqgZQxtMRfufSbWE6MJerdGgTFyrBRIswbTNby2eSJna2bSi14huxJlYHOp5BImbxbRR1ME1+Rmi2XZzbkfUIGKTtkvZM5ENNq9Nn4+p3IgSLe14sylUZFpDwqqBYhGCTWVT3BlZY0HnAQai1THOOlO3E0WoHodkfGLO0GYlxqkVaCctUm6zlphLxprHGq0Cn+zj7r67dH3RcK2zGwap6p5kUyXotjl3l911BlsmbBi1EdvVHrLt86U1hg0ptqevRltAiJTZ3OqDxLRcD9rKZLMjcDaw5Q0fazV9tsgMg4Ejy4SyCOSDjKJ0GtJyKpLLsozM5RiXKlXaoJPebtDXrUDNdvHV1thp9QRAO4kkqvGSDB0VJkZCbDR0ZVovgZQkGpPITtMIhYgRn4TQugAq06PzKXSGS66Xhui1ukiRlwxnZhhOJ0y9R6xXQyBYNZxcSosNBu9j6tuikz04cIWGQzLjtEO291g/7WjPzAYsa4QwR2YzrMm1srFxmn0V2gXbdS/J9oXdNHXNyROHWbxgkamv+PbxY0xWTnJ85kVGgwG+OcWzzx1nafkoO+ZnmBmuYLLtGFPSNMJgMI+zIxBH4ycMZmYIvmLvznmKfEQV1jWsESptjOqGWHLKfBvTeoWQO9bGp5jUp1nYthNnk7xQAtY6MluSZ7MgWvBtfnYfg3xE5SvWqxUqv0LdnCbEMW2/IYsQo4fgKTD4Rpm9KFOsnWJcRUEk5tqQ1HnL0spphoMZ5u0ClZ8yrhpeWlnCWtHimGVJ2TiasWGbm8EOarAZ4i1WIvUkMKl07lwwV7I6nnLs2DIXX/R/mE4rjp84rM1kQa/RZIgpKJwlNoHoG63tEqCZBqJZZ+R0sbKZJYaAeAvBYUyjGpZoqKqG6JdxrmF+PmM8OZpCwrMYGsbjVaTWFgrDUcnCgrA2rTm94pkZ5uRlicWQuUzDtNEz8RrSraaRE6efJstnWNx+AQvzC5w4fZLl0ydxwEV7L+TE6W/iTcPsoCDLSyKGcT1lvVkDk+PQ8ImxKk4PvqH2gcrH5MiAs47MZV2qtcFA9IgfK1di28BAq73Q975dy3WnSVtkbD8zbWSDMzONNhgaQRndlt5vT9xuuRt/66If9Jl3TpU6QVpNXRlgQ7t2qJGkX6fGiUlFOaNxBOPVSEnsgTExte7UVPfGSOcMGYTMWaaNTwUJHZrdhbI7kpRORu+7rc3SsiwuCYhtIoECUakaQ8cIQJuN5XTZTPOu1aNoLa42wwtsTGuV0VRrbzYYIjWiUv+vNJ6toWiNJi64JDgmjWlA2SI1LtL/p/2iNbNM2sBbtA1njSWJkvWUpsvik9bcS7pPZaEakzJFU0sdETBJ72miVjBvq1vrOVqWSR+gsw5rnD6rFHqMEtI4atFXm9qOxJbVSSE4va7EoiTjolVTde01TMuatTpVkpHezknp7lMzyUj1o1oNpOlCYzaVoCBlgiWvMnFwspE9l8RYrWG+EVJM7BRC9zKdJWx5wydzhrJ0DEphUBqyLBk8hWZp5blJpd9Fa11Y6QwerbpMsoLbqZAa9imxjCEDUe6xS+GLIXlmqWqspLokIgTxhOjVw249FitIbJK3EpLwNCZr2BPE04RACKKVOcVqvFjaqayiXUn1gKx1ZHnDzNBTjSpiEJydABGphdAo/Zha5WhT0JBSb51OTpeph1FHs6H6jzWNRGoXGWcNyBreL1HkQ/LUAsOZkig5gQwjWsuobtqCX8KOxQsxxnD4xcdZ3D3PZfsvZmVtiW8f/zY+BGYGJXMzc+TZgLW1NQbZEImO4XCREIL2kDI2hfemjCenGA3mGZYzWCAEAfHEWKM90XKl6YHJeJXhMMdYIcYxVX0ckUbLwmNxtqTMAplLoa+o4c7SDcit9j0L4QKasIuqPk3t15iGdYgVmcuJxtCIJzcVXmqaCE1owHoKa7RtSu4oB458ssJ4usK22Z3k2ZDVak2bjpYOi8NkGdu3L7B9tJ/KL3N86WlspnOoDp4oQlMLYzG8dGpKnmfs27GfC2b38eKxZxhP1yhzx/q0Ym5Ww08iFusczlugJAZLXQniDdYFQlQ9W/SAWGzQyuOegDUF20ZzjMee4WiEs2Oqeo2X1hq2b9uDBENsPIVxTBphGgLbZh2jocMVQ6paM4yaaaX8xjBXBxCLsQXBR6pGNTK+XufkqYbdu/aya8ci27ddwGS6BmJYH5/COIvNM0L0OBuZ1hOOLR/F2JcYFTMYBmRuSIzaaiYvZnAmYEKgaRpClilbImBJYWVRRsNIljYNZS+ipEKe7Z6Nalm6cEXaSuDM7JmWDf5Ovr7dAloV7saa0q7zWu1XnSVi0gimdi66HoQzNgXpvrcTVZu2D5VLRUsjbfjHGg1fWWu1YGHQ77bGklmHFwhJtOqsapsyq167N6JGSgqHiFUdiUnZTZJq2UQL1pmODUKSeNmoQeISE5c5rZzcarIMLjlVjixq3SFlZyTdl67ADRvhM4tV4sCBSPpyYyFY1cOJpGNS6weTWKeuWKFNrNlGKKvdhMVshChdGp+YNnhty9BRPzijRdwkapjf4dKzToYBifGIJmVSBmVlHJ0GrBUFSxtWSw6VRvPSmmBaBy2lwkdHBAoTiVhqSQudSGoJAkZagT60TWIlRqJJ4UK1SHFtaUURcmPxEnXcYtAwGNpyw7FhABqEPD05Z/QZtxlc+nLFDUPfxCQDaatjnxEyNIlZau0d087ts4ctb/gMhhnl0FIORMWgLrWhyA1ZBs7pQFmnnWWN3VCid0W6WocmUdaaFKuUpMaKk8xQ1AOUto9MTB1OpNXl1IRQJfbHa0dj0uQSj77FmikWEmMksUZiTQieJkrqq+X0TwQfLZhMwzOmSCmD2q+nLITZWd+lOgqBiC6i3oNEoW4zKKKySIW1GxQohtBEGhNxzuIM1HjcdIoxej8+jinLEZld74yD3A3J3AhjM0S04asPWmfHRMf8wm7ml5ZopiuUw8DCBYuYvODZb3wDExtMWMc3gVCPcTjKoWDJsWYGffUczmSUxYC6qWCgBqW+Th4JDZaCPCvJshmMLQk0ZFmOFnQryZwk1q6B6AlCalraIFJTZNtoYsbK9BTW5mgrDK36baXE5fOApREhikvf5cCcJPqICUKgJsQpUYRKIs6VWCJhukZeZIQ4ZWX9JDvm93Pl4uUcO/UcPq4Sghq0mEgxKJidHbG8pl5zzBwiFcarizcqC3yAcriN3buvImJYHy8hIowGGrZZWV1ndgTzO+YxRELjaIIQfU7pChpqBI8EwblCMwijJWeIWJhU6/jaE8cTLtq1j7zMsYUhWEcjGYNyJ2uTYzgjhCYQg8FEh59UzI9K5rbv4tjJ06ysr5AXjpkiQ2KtrTuCEL1RzVbZEJuAhAbv1zl29AW2z+3k8kvfwc6Fyzi99A0yUxDdEMwczpQauotj6rhGDBnKI4A3KsoOBEJQFsFaS1locdEmxuT7S9rYDMRA4ytyV2DTZtEFCzRCoD+KaZdKiQ1tlV7sRnij85ZRD58UKpBU30cHUzqmBtkIY7VJDGrkpJB58sJjciBoN0uxxNiKR0PS5iSiqP3+xOxYq6yXhihUXGoIOKNp2VpQ3GKCxzlleiRogkgbOorpe6OxVK3jBNjcJSPEJPZLwGhPvravk0thm65tV9JQOiO0aeBqOaUQSIypHQYpXT/pStrnp6SFGo4pw8hGzdoFLVVhU2YbkdSaKEkYOEMwbduCgylYY51mziV9VrsXb5ixJhVptN15DEm/dOZ8ImJD6gPpDI5Ag9fPEmPXiolbrqNVYuo4qWET0XCixSVDIh1jDTaGlKYnqf9hoK2waETnQ0z3bCS1+2jZyVSVXO+hNUSkM5ClfRYphb4d18xY1LZRo9me8Z60IUCbagnpzyxdpev2u4WNwqA6womZItUm+p/39R8UW97wGQ4tg4EhLzyuAGujan4yo40vbdTy9Ym6bSdEV0BJHBvpdUnbI4KQEcnQdE5SaEvFhxGbaGG6ysExahPLGKeI1j7tKpNqyET7IYUkoJaUERbDmBhr7WcV9WUO0ePFEmKeOv/qIq6eXqYx+Ryy0jBjolrbxuONZ9IEXDDJ2zOdwBAMphWhWRUMI7HLXqsjmCgMsNRZxNURZ2sqCdSxITNjMlcwjBNmilmGFopMs6G8VQPRCrjMkefbuOFdv8n62hL/9dT/ZfeOWUIzYWHbgCZYVtemjCcThrljfbUiywwrKyvMbRtRFHOEYLG5JUOowwSMwUdPIw0+1GAyhoMdlOVM550ZkzMcLWJMxvzsCO/XCWEpeVgp5iwRpCaGdWqEIDnL6y+yPn2JPB9QZEMKO8ChGS0+dTHPXEaZbSM3yhTF4AnTSIHHGo+PmqXgXMFcafSlC1N8rKgbz7hZJh+XNKLGYeMDmRMiY7790uOcOP0iSGDiG3y0lKVlNi956cSU9XVPPsh5y9U/wsLCfr5x5GuQG3wdGBYlgzIHOwYTmE5XWJjZTl3MYppx2sADjoAPBt/oHLaloczncHGWpZVTTKaRaipko0iRG2a3zbHm11ierJFnc/iUZTjIBqzaQFYYcnEszM2xWq3z7aPfJi8L8tJS5hmLC/MsLS1jzIDMCGvNOmvjmkE5wPtpR+VXdcPy+jIvHH6CmWIeQ2DP7jdz8SU/wbQOBL/K8ZPPM23WgILZ4R6G+RxGSkQKDTyIJ4sBZ5XuJwrRo5l5Jqqawhp8qAgNFLlmB0pq6tgu5pCMjE7hY9M7k9oJJI//TKan26OhY0pahoeWuUkGEek97hr1JueorYOCaFaopNB5OimtJJSYBM4mtpUxUDZIaGuRZdYkLY3FGU1Lt7RalaTTsyDWqEFqlDmR1Met3RCNgVq6u0zP9Tv4LZu6a1nV6thU30VSdWettJw2uzNCJibFFjXspXolDXul7K0Yaasxq8NpkyERCSZlhbWshMmSseixJmtPTtR0VloxtNY3S2sguoXbxFpIm6zSMhLJiIA0n1IGmrFWGVXUWEDULY7iNQMs6rPNEZokFPciOg6qlEkGVqQzjQ04EQKBWqCwBc5muNZAFpPYGTWFsqjn8J0+JoXMWoc8PbYQk3FuN8bQWqMhONMpdCAJnnU6aRjOWZ0HraHXGksm0UBCZ7dCSrzQXoxnZHAl1k0SO9VenJqKoutn4195U38VsOUNn7K05KXgXNDsLSfqlTiXqo0aTeGktUi1OmlnDEAaRdctOCIOMXlidtqJlVpNiIrLYqwhTJPHHwixVm0PDUa8GldGIIBNpUttohojASM+GU0VPnhENItroxy6TWntDlLnac0O08UmyzJiWYIZMpJZhAZPoKo8oZnineqUcknWvgWJ2pPdpnoNJqTuytFrSXQgOsGHRBEngbULgqehCTXRBKyNGJdhsgE5FmNyrI1J52YpiyFjX7HvwquZNMs8/Ng/Es0SgzIwV84wHc1y+vQy0zogZkgMA6aTdYwswd6gi6pxZLZgUOgCYGyOBO2J5LIZZso5jHFMqqVkdGj/sXqywtLKMWZnh2SZLujGWIgNmKBhDqubDGIIcZ3GLzOt9UXMTEbmhmAyQrQ4VzDMZpDoqUieuslVKC0lMZY4o+MoyY/K85y8GDIIUxqJTJoVqpU16lBjJZIh5HlGZoW8mEWoaIJm5bQaFUnzwEbHpRddyczMPC8ef5xvH3+CpfVVrQBdNwQTGQxzhkXJ+qRmOJhj187L+daRJ/R7qwmFyTC2TDVbMowImcwgsSR6iwkjCufZvXOB2VnLaDjL0F7L0voDGIEjLx3myLETSB1ZGXtmhgNGZclaM6ZBDfoYp8wOM/LMcXrlJMNixPa5vayvrTGpKkKY4kNNsDFFgYQGiNWUmXqJ4yefpGqWqZqK00+OEZMzbtZxxjM/2k6ZKVvgvaYaZxacM5S2pMycapzQhT4zlmhUuOtjJDSeqp5AqvCubEob/mjzL9v6M6muCqhRQUzrx0bIRIga0rCtu9R+szo0uoaktSS2jk5a/0n6vjOKFW5Uefcki0bZo/aXUAG1GhfJGDJRZ1sKZ2hNsFa6a5IAJmJFwxzGRA0vBWUarAUbI94k58w5YtRWJhuKGVJmsobtotnoaaXsVhLJpmJ46lOlsBeptli3caqhouy1rivWuG63DlEduMy45HioAaWkW3qPNbKWnB2tpCyiYaI2fGLFpBpVWlXZpI1dzmD4DBYjifGibSyk66SVNgymc8JAJ7DWhBirOubEzIlYPOpwW7HKPJoUaDNp++gyhGO6j8SspYwoSys+ViOq7W8Wg86vwurvelAGO2mETNLROKNucYpLkrUWarJS0tUru5M+solrUsvRkhs1lrRSt0lGUKup0ixl0xIA3alt6i2X5nRL+4gyg21rjnYGaKmQQPSeajL+Xlv7D4Qtb/jkhZAXOomsDbhWsGwibeM8jIrg2uwLTEiCZtdZp1rQqVs6NyZoEuGpfid5bALeV8Swjo+VWrziEamJSEo/rGirW9o2Td6AUKNZXE23AGq14ZgywlJKu1iiNIhYZZ5A7wUPJmAs2nKDktLMEiRQhYbZqRb3q2mIXjChY9rJnJp8uXO4TJ+L97rQmlRsKniwmeAbITqjmfYS8Ajiohp2NFqvwhqirRFTYtDNxzq9Vy9TTix/k+G2HYxmL8SaAbL6LdanpymKeWwGq8sNM9t2sW20wPrpE0xNwwvffJiZ2T2U+TZELBcsXEzdJArfDYjGkmMZ5kOmjbJlmdXFcnn5JU6eeBaXCQvzPwSox2WTOFKSd9WEWsvlm1Q3KdRYMyXGmiCRsajxixmSl/NAQNyUEIWJnzANK+ncJRlDQpziZYyEiokJTOsJdajIyMmNp5GaRmpcZnBeu04XJidzJcZotePgS1YnVSrIaVhZnWKt5U1XXMn8wgJPPHsIMetEpkQbaGrP8lqFl8BgYKmriiwrqZox+XSdummYjCvEGgZZRp4NcNbQBE8TBA/UVc0F23cxPztLCCvsmG8YzXhWJ08TwgKLo/0Mh0O+/s2n8DEyMxwxHwxV01DFwKDQ6udz+ZC6qhCbCvHFSOYsw8EOdsxegjFfx4ejGBqGZabmRlBmRetpRcQJ6+ur+DAlxoqinAMj5NmQQbaN0o6wIVO9QprHupjrgm5soeyAgYjDx5oQverGJMO5mRSqcCmDKG643Wk7b2U5Z/a9FjaYHEzLEqfweCtMNimk1dL93W/rv9t3umWB2jVEorIBuqWpoFlidxLaiuxqfKnjpX5YawwBLevia3X0XMRGCGm7t8bpJoZmOIpTptcazaAKUdJ+KYhLhkhUw9QZutDdRgBPU7JDCmW1a6uzyjjFxBDZmJJBsvRsxaR6OMpiWLTkgKbeWzJjtQGpoEaR1fCV2EAmbkOvgho+VtRoquG6ogAAD+RJREFUcFkyT0QtuHZIWnbCJKVyW9yxDelpqQdtEWQkVWNOxlvEpt9PXFAy8gwm6aVSVew0tk5CCgmlvmlWw2ENsattFM0Ge6ejl7RnXdhUdTQqcjdYk+Fcpo1WY424AoOjDmj9N4nENpNMUkIOqif1Icm5Jek5rSMzeadpVfYqqKQjilbDTro11aIbMpPCZ0arcNehwcdI11xb46G6Z9hk0MfU9wtp63PS9fAKDRCIvkLqijid/u82+O8TW9bwaT2qpppSVxmYCkxF7bTmiXGknjEuPfy4Qd0SsS4HMu3xxIY/R0v8RZ+8MVXZB4nEUKuBHAONn+DDOj5OkRjQAla1TnI8liqFmWznPumrWIF4hJg8rKD6GxEIrQeo9G6j7lSKXQcMNdg8eQQOiUa9nTCAGHDiyV1Dnkey8RqNF5ogrR47ZYcYsszgfZtyG5PeSNmG2gh5E/HThmZiKAujdW0cWAeZjdT5mOkEqqKhzFbI8hHODjEMIBZYI9TNKlOrXdO3z11CqOdZX12jWjlMLCNzw3lsbTl54ghrcpyZQcnq6VMcOXqE0bYdlIMFts1fyOLcVZjQ8K1vvsDOHXsJ5PjgWWaZ9eo0jR9T5gOkHuvy4TIiwmSsuhaVgkaaMCGatKhYg7MZ1g6JUhB9g2WCSI2YqMxbdFhT4QrPJFsnTwtU5SeMp1OaOpClliZNNNRRqMI60zBWYziAjQUmDPDVMt6MEfGYOiINTEvDtlEGzjMZN6ysNRqKclDVEfE5V7/pKgbDGZ585gmMnaQWK1qgjwh1peJsP7WQW7YNR6yP15Cm4MSpCZPplPm5AbbIIeQQcxaGs9ispKo8g2HGaHYbZSkUWWRQrtHUU1bXVjHOUE8cyyurnD61Ru0jOI+jwBnL+npDSPVX8hmHidr9fFDmxLqiMUI1bshGlsFgF8GfZLI+JnNaUwZjaGLE156hNZw+tcLxlTWcCwwGGQNnyYPDMWB9ucLmY3wxoC6sVmNG9T6ZsxTFAGPV+DYpzVsiWq/JGDKX63suljixeONBNtrGaDNWZQZN25LG6M+1VklSRGzSoehL3dWOSWtSl8QsGh7YCGPpZy2TIzGA+KT7qZMxlEI+IWWLxlRQMwaC14xRHz3eB3xoaAI0XlvZeF/jvcc3nhBqah/xwRBDpPENddSsz8Zr49YYRBuTpu8MEjW8nkJx6iTotbcFBIMEZWtSmwRJ2kCAYJ2GS1zAu/R+GYuvA9ZlZFkyHrJIdJp44T2YRpulRmfRIvy6VjvntWWOhdylcXVqwDnr1EhwavS5ZHC0bT2sVWNMTJvSrT9Xti50TJpJDm2b2q5zwSSWGLAhzQWHxZMZLcaYk5Gh1aWjNERfEX1N8D45yCHtNmn9RlJWmhpOgZiiBj5FQ9VBbozqeALqxFtRfVQMXvU0UQ3okOZO0Jw6QLAxpto7WrC2s+utTc87kLtSEwdMasTc1lJKLFjySADVRTlsZ+g4Ea1p1oVqdc9oBdORmEpOtIUe9br0r0j0NdKMidMxfjqhGa9t2sdfbRg5W2d+jfHcc89x+eWXv9aX0aNHjx49evT4PvDiiy9y0UUXvern3bKMz44dOwA4fPgw8/Pzr/HVnL9YWVnh4osv5sUXX2Rubu61vpzzGv1YvD7Qj8PrB/1YvD7wneMgIqyurrJv376z8n1b1vBp+4DMz8/3E/p1gLm5uX4cXifox+L1gX4cXj/ox+L1gTPH4WwSFvZ7H9KjR48ePXr06LE10Bs+PXr06NGjR4/zBlvW8CnLkjvvvJOyLF/rSzmv0Y/D6wf9WLw+0I/D6wf9WLw+cK7HYctmdfXo0aNHjx49enwntizj06NHjx49evTo8Z3oDZ8ePXr06NGjx3mD3vDp0aNHjx49epw36A2fHj169OjRo8d5gy1r+Hzyk5/kh37ohxgMBlx33XX8x3/8x2t9SVsGf/qnf9r1JGr/vPnNb+4+n06n3H777VxwwQXMzs7yK7/yKxw7dmzTOQ4fPszP/dzPMRqN2LVrF3fccQfe+3N9K284fPnLX+bnf/7n2bdvH8YYPve5z236XET4kz/5E/bu3ctwOOTgwYM8/fTTm445deoUt956K3NzcywsLPBbv/VbrK2tbTrm0Ucf5Z3vfCeDwYCLL76Yv/iLvzjbt/aGwvcah9/4jd/4rnfkpptu2nRMPw4/OD72sY/x4z/+42zbto1du3bxi7/4izz11FObjnm11qP777+ft73tbZRlyRVXXMFdd911tm/vDYP/zTi8613v+q534gMf+MCmY87ZOMgWxN133y1FUcjf/d3fyeOPPy633XabLCwsyLFjx17rS9sSuPPOO+Xqq6+WI0eOdH9eeuml7vMPfOADcvHFF8s999wjDz74oPzET/yE/ORP/mT3ufderrnmGjl48KA8/PDD8oUvfEEWFxflox/96GtxO28ofOELX5A/+qM/ks985jMCyGc/+9lNn3/84x+X+fl5+dznPidf+9rX5Bd+4Rfk0ksvlclk0h1z0003yVvf+lb56le/Kv/2b/8mV1xxhbz3ve/tPl9eXpbdu3fLrbfeKo899ph8+tOfluFwKH/7t397rm7zdY/vNQ7ve9/75Kabbtr0jpw6dWrTMf04/OC48cYb5VOf+pQ89thj8sgjj8jP/uzPyv79+2Vtba075tVYj5577jkZjUbye7/3e/LEE0/IJz7xCXHOyRe/+MVzer+vV/xvxuFnfuZn5Lbbbtv0TiwvL3efn8tx2JKGzzve8Q65/fbbu/8PIci+ffvkYx/72Gt4VVsHd955p7z1rW992c+WlpYkz3P5x3/8x+5nTz75pABy6NAhEdFNw1orR48e7Y75m7/5G5mbm5Oqqs7qtW8lfOeGG2OUPXv2yF/+5V92P1taWpKyLOXTn/60iIg88cQTAsh//ud/dsf88z//sxhj5Fvf+paIiPz1X/+1bN++fdNYfOQjH5GrrrrqLN/RGxOvZPi85z3vecXf6cfh7OD48eMCyL/+67+KyKu3Hv3BH/yBXH311Zu+65ZbbpEbb7zxbN/SGxLfOQ4iavj8zu/8ziv+zrkchy0X6qrrmoceeoiDBw92P7PWcvDgQQ4dOvQaXtnWwtNPP82+ffu47LLLuPXWWzl8+DAADz30EE3TbHr+b37zm9m/f3/3/A8dOsS1117L7t27u2NuvPFGVlZWePzxx8/tjWwhPP/88xw9enTTs5+fn+e6667b9OwXFhb4sR/7se6YgwcPYq3lgQce6I65/vrrKYqiO+bGG2/kqaee4vTp0+fobt74uP/++9m1axdXXXUVH/zgBzl58mT3WT8OZwfLy8vARpPqV2s9OnTo0KZztMf0e8rL4zvHocXf//3fs7i4yDXXXMNHP/pRxuNx99m5HIct16T0xIkThBA2PTyA3bt38/Wvf/01uqqtheuuu4677rqLq666iiNHjvBnf/ZnvPOd7+Sxxx7j6NGjFEXBwsLCpt/ZvXs3R48eBeDo0aMvOz7tZz2+P7TP7uWe7ZnPfteuXZs+z7KMHTt2bDrm0ksv/a5ztJ9t3779rFz/VsJNN93EL//yL3PppZfy7LPP8od/+IfcfPPNHDp0COdcPw5nATFGfvd3f5ef+qmf4pprrgF41dajVzpmZWWFyWTCcDg8G7f0hsTLjQPAr/3ar3HJJZewb98+Hn30UT7ykY/w1FNP8ZnPfAY4t+Ow5QyfHmcfN998c/fvt7zlLVx33XVccskl/MM//EO/APToAfzqr/5q9+9rr72Wt7zlLVx++eXcf//93HDDDa/hlW1d3H777Tz22GN85Stfea0v5bzGK43D+9///u7f1157LXv37uWGG27g2Wef5fLLLz+n17jlQl2Li4s4575LtX/s2DH27NnzGl3V1sbCwgJvetObeOaZZ9izZw91XbO0tLTpmDOf/549e152fNrPenx/aJ/d/zT39+zZw/Hjxzd97r3n1KlT/ficRVx22WUsLi7yzDPPAP04vNr40Ic+xD/90z9x3333cdFFF3U/f7XWo1c6Zm5urnf2zsArjcPL4brrrgPY9E6cq3HYcoZPURS8/e1v55577ul+FmPknnvu4cCBA6/hlW1drK2t8eyzz7J3717e/va3k+f5puf/1FNPcfjw4e75HzhwgP/+7//etPB/6UtfYm5ujh/+4R8+59e/VXDppZeyZ8+eTc9+ZWWFBx54YNOzX1pa4qGHHuqOuffee4kxdgvRgQMH+PKXv0zTNN0xX/rSl7jqqqv68Mr3iW9+85ucPHmSvXv3Av04vFoQET70oQ/x2c9+lnvvvfe7QoOv1np04MCBTedoj+n3FMX3GoeXwyOPPAKw6Z04Z+Pw/yWFfoPg7rvvlrIs5a677pInnnhC3v/+98vCwsImtXiP7x8f/vCH5f7775fnn39e/v3f/10OHjwoi4uLcvz4cRHR9NH9+/fLvffeKw8++KAcOHBADhw40P1+m7b47ne/Wx555BH54he/KDt37uzT2f8XWF1dlYcfflgefvhhAeSv/uqv5OGHH5ZvfOMbIqLp7AsLC/L5z39eHn30UXnPe97zsunsP/qjPyoPPPCAfOUrX5Err7xyUxr10tKS7N69W379139dHnvsMbn77rtlNBr1adRn4H8ah9XVVfn93/99OXTokDz//PPyL//yL/K2t71NrrzySplOp905+nH4wfHBD35Q5ufn5f7779+UJj0ej7tjXo31qE2jvuOOO+TJJ5+UT37yk306+xn4XuPwzDPPyJ//+Z/Lgw8+KM8//7x8/vOfl8suu0yuv/767hznchy2pOEjIvKJT3xC9u/fL0VRyDve8Q756le/+lpf0pbBLbfcInv37pWiKOTCCy+UW265RZ555pnu88lkIr/9278t27dvl9FoJL/0S78kR44c2XSOF154QW6++WYZDoeyuLgoH/7wh6VpmnN9K2843HfffQJ815/3ve99IqIp7X/8x38su3fvlrIs5YYbbpCnnnpq0zlOnjwp733ve2V2dlbm5ubkN3/zN2V1dXXTMV/72tfkp3/6p6UsS7nwwgvl4x//+Lm6xTcE/qdxGI/H8u53v1t27twpeZ7LJZdcIrfddtt3OV79OPzgeLkxAORTn/pUd8yrtR7dd9998iM/8iNSFIVcdtllm77jfMf3GofDhw/L9ddfLzt27JCyLOWKK66QO+64Y1MdH5FzNw4mXXSPHj169OjRo8eWx5bT+PTo0aNHjx49erwSesO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+ "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1628,7 +1876,7 @@ } ], "source": [ - "img = plt.imread(\"bug.jpeg\")\n", + "img = plt.imread(\"bug.jpg\")\n", "plt.imshow(img)" ] }, @@ -1640,7 +1888,7 @@ { "data": { "text/plain": [ - "(1688, 2521, 3)" + "numpy.ndarray" ] }, "execution_count": 46, @@ -1649,7 +1897,7 @@ } ], "source": [ - "img.shape" + "type(img)" ] }, { @@ -1660,7 +1908,7 @@ { "data": { "text/plain": [ - "(1688, 2521)" + "(1286, 1920, 3)" ] }, "execution_count": 47, @@ -1669,8 +1917,6 @@ } ], "source": [ - "# averaging the color dimension to make it a bit more easy to handle\n", - "img = img.mean(axis=2)\n", "img.shape" ] }, @@ -1682,16 +1928,38 @@ { "data": { "text/plain": [ - "<matplotlib.image.AxesImage at 0x7ffb3b899460>" + "(1286, 1920)" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" + } + ], + "source": [ + "# averaging the color dimension to make it a bit more easy to handle\n", + "img = img.mean(axis=2)\n", + "img.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x777e52ffd090>" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1706,7 +1974,16 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "# img" + ] + }, + { + "cell_type": "code", + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -1719,16 +1996,16 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "4255448" + "2469120" ] }, - "execution_count": 50, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -1740,16 +2017,16 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "111955" + "120542" ] }, - "execution_count": 51, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -1761,16 +2038,16 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "38.01034344156134" + "20.483482935408407" ] }, - "execution_count": 52, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -1782,22 +2059,42 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.image.AxesImage at 0x7ffb3b028880>" + "(37, 1920)" ] }, - "execution_count": 53, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "C.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x777e51e623e0>" + ] + }, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1812,11 +2109,11 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ - "# savez saves numpy arrays into .npz format\n", + "# saves numpy arrays into .npz format\n", "# use wb to write in binary format\n", "with open(\"img1.npz\", \"wb\") as f: \n", " np.savez(f, img)" @@ -1824,7 +2121,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -1834,7 +2131,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -1844,22 +2141,22 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.image.AxesImage at 0x7ffb3afbc4c0>" + "<matplotlib.image.AxesImage at 0x777e51ec7190>" ] }, - "execution_count": 57, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1874,27 +2171,35 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "total 37M\n", - "-rw-rw-r-- 1 gurmail.singh gurmail.singh 2.3M Apr 8 10:59 bug.jpeg\n", - "-rw-rw-r-- 1 gurmail.singh gurmail.singh 33M Apr 8 11:02 img1.npz\n", - "-rw-rw-r-- 1 gurmail.singh gurmail.singh 876K Apr 8 11:02 img2.npz\n", - "-rw-rw-r-- 1 gurmail.singh gurmail.singh 979K Apr 8 11:01 lecture.ipynb\n", - "-rw-rw-r-- 1 gurmail.singh gurmail.singh 156K Apr 8 10:47 starter.ipynb\n", - "-rw-rw-r-- 1 gurmail.singh gurmail.singh 17K Apr 8 11:01 template.ipynb\n" + "total 22M\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 932K Apr 26 05:03 24-pca.ipynb\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 18K Apr 25 18:32 24-pca_001.ipynb\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 18K Apr 25 18:32 24-pca_002.ipynb\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 285K Apr 25 18:32 bug.jpg\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 19M Apr 26 05:04 img1.npz\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 943K Apr 26 05:04 img2.npz\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 156K Apr 25 18:33 starter.ipynb\n" ] } ], "source": [ - "# original plot is 33M vs. the compressed plot is 876K\n", + "# original plot size vs the compressed plot size\n", "!ls -lh" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1913,7 +2218,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/lecture_material/24-decomposition/24-pca_001.ipynb b/lecture_material/24-decomposition/24-pca_001.ipynb index 6396a4413ff921af1adf65b2df0d5d8a920619b5..05a1a924c48fe17a164f00ff860e65c4d5a78737 100644 --- a/lecture_material/24-decomposition/24-pca_001.ipynb +++ b/lecture_material/24-decomposition/24-pca_001.ipynb @@ -1,8 +1,15 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Decomposition" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -29,20 +36,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# at what points does y=0?\n", "# y = -x**3 + 7*x**2 - 14*x + 8\n", - "y = (4-x) * (2-x) * (1-x)" + "y = (4-x) * (2-x) * (1-x)\n", + "#x = independant\n", + "# y = dep" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.collections.LineCollection at 0x777e866055d0>" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "pd.DataFrame({\"x\": x, \"y\": y+noise}).plot.scatter(x=\"x\", y=\"y\")\n", "plt.hlines(0, -1, 6, color=\"k\")" @@ -66,29 +96,148 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "A = np.random.normal(size=(9, 7))\n", - "B = np.random.normal(size=(6, 14))\n", + "B = np.random.normal(size=(7, 14))\n", "C = np.random.normal(size=(14, 3))\n", "D = np.random.normal(size=(3, 10))" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 5, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(9, 7) (7, 14) (14, 3) (3, 10)\n" + ] + } + ], "source": [ - "# Decomposition with Principal Component Analysis (PCA)\n", - "Q: Is it possible to use fewer columns to represent this dataframe?" + "print(A.shape, B.shape, C.shape, D.shape)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(9, 10)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 1. The matrix multiplication is possible when the second & first sizes of consecutive matrices match\n", + "# 2. size of the final: row of the first matrix, and column of the last\n", + "(A @ B @ C @ D).shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Question: Is it possible to use fewer columns to represent this dataframe?" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df = pd.DataFrame(make_blobs(centers=2, random_state=320)[0], columns=[\"A\", \"B\"])\n", "df[\"C\"] = df[\"A\"] * 2\n", @@ -105,68 +254,485 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [] + }, "source": [ - "# PCA on two columns" + "## Decomposition with Principal Component Analysis (PCA)\n", + "\n", + "https://scikit-learn.org/stable/modules/classes.html#module-sklearn.decomposition\n", + "\n", + "```python\n", + "from sklearn.decomposition import PCA\n", + "```" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "# plot A & B column\n", - "df.plot.scatter(\"A\", \"B\")" + "p = PCA()\n", + "W = p.fit_transform(df)\n", + "C = p.components_\n", + "m = p.mean_" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 9, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(100, 4)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "## sklearn.decomposition.PCA" + "W.shape" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "p = PCA()\n", - "W = p.fit_transform(df[[\"A\", \"B\"]])\n", - "C = p.components_" + "# W @ C" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4, 4)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "C.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>4.041159</td>\n", + " <td>3.228656</td>\n", + " <td>8.082318</td>\n", + " <td>0.812503</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>2.753006</td>\n", + " <td>0.515479</td>\n", + " <td>5.506012</td>\n", + " <td>2.237527</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>3.101813</td>\n", + " <td>0.671906</td>\n", + " <td>6.203625</td>\n", + " <td>2.429907</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>1.442916</td>\n", + " <td>-0.236547</td>\n", + " <td>2.885831</td>\n", + " <td>1.679462</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>-0.619068</td>\n", + " <td>-1.483381</td>\n", + " <td>-1.238135</td>\n", + " <td>0.864314</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " 0 1 2 3\n", + "0 4.041159 3.228656 8.082318 0.812503\n", + "1 2.753006 0.515479 5.506012 2.237527\n", + "2 3.101813 0.671906 6.203625 2.429907\n", + "3 1.442916 -0.236547 2.885831 1.679462\n", + "4 -0.619068 -1.483381 -1.238135 0.864314" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Attempt to use W and C to reconstruct the original dataframe\n", + "pd.DataFrame(W @ C).head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4,)\n", + "[ 7.06810262 -3.41780245 14.13620523 10.48590507]\n" + ] + } + ], "source": [ "# PCA will first find the mean\n", - "mean_point = p.mean_\n", - "mean_point" + "m = p.mean_\n", + "print(m.shape)\n", + "print(m)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "A 7.068103\n", + "B -3.417802\n", + "C 14.136205\n", + "D 10.485905\n", + "dtype: float64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "df[[\"A\", \"B\"]].mean()" + "df.mean()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " 0 1 2 3\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# use W and C to reconstruct the original dataframe\n", + "pd.DataFrame((W @ C) + m).head()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# plot mean point\n", - "df.plot.scatter(\"A\", \"B\")\n", - "plt.plot(mean_point[0], mean_point[1], marker=\"X\", markersize=20, color=\"red\")" + "df.head()" ] }, { @@ -183,9 +749,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.42622954, 0.19303913, 0.85245909, 0.23319042],\n", + " [-0.01210607, -0.71287477, -0.02421214, 0.7007687 ],\n", + " [-0.25394066, 0.66807115, -0.20706525, 0.66807115],\n", + " [-0.86815664, -0.09069946, 0.47942805, -0.09069946]])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# two components for 2d data\n", "C" @@ -201,24 +781,6 @@ "and has the largest spreadout in its direction. " ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# plot first component \n", - "df.plot.scatter(\"A\", \"B\")\n", - "\n", - "plt.plot(mean_point[0], mean_point[1], marker=\"X\", markersize=20, color=\"red\")\n", - "span = 6\n", - "point2 = [span + mean_point[0], C[0][1] / C[0][0] * span + mean_point[1]]\n", - "point3 = [-span + mean_point[0], C[0][1] / C[0][0] * (-span) + mean_point[1]]\n", - "x = [point2[0], point3[0]]\n", - "y = [point2[1], point3[1]]\n", - "plt.plot(x, y, linestyle=\"-\", color=\"red\")" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -230,57 +792,290 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "W[:10]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 4) (4, 4)\n" + ] + } + ], "source": [ "print(W.shape, C.shape)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(df[[\"A\", \"B\"]].shape)" + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " 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"execute_result" + } + ], + "source": [ + "# us the first two components to reconstruct the dataframe\n", + "pd.DataFrame(W[:, :2] @ C[:2, :] + m).head()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# use W and C to reconstruct the original A & B columns\n", - "pd.DataFrame((W @ C) + p.mean_).head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "df[[\"A\", \"B\"]].head()" + "df.head()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# use only the first component to approximately reconstruct A & B columns\n", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.085330</td>\n", + " <td>-1.598403</td>\n", + " <td>22.170659</td>\n", + " <td>12.683732</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.833625</td>\n", + " <td>-2.165299</td>\n", + " <td>19.667250</td>\n", + " <td>11.998924</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.182458</td>\n", + " <td>-2.007313</td>\n", + " <td>20.364916</td>\n", + " <td>12.189771</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.526250</td>\n", + " <td>-2.757408</td>\n", + " <td>17.052500</td>\n", + " <td>11.283658</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.469623</td>\n", + " <td>-3.688854</td>\n", + " <td>12.939246</td>\n", + " <td>10.158476</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " 0 1 2 3\n", + "0 11.085330 -1.598403 22.170659 12.683732\n", + "1 9.833625 -2.165299 19.667250 11.998924\n", + "2 10.182458 -2.007313 20.364916 12.189771\n", + "3 8.526250 -2.757408 17.052500 11.283658\n", + "4 6.469623 -3.688854 12.939246 10.158476" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# use only the first component to approximately reconstruct the dataframe\n", "# the first column of W (relative position of W along the first component) multiply the first row of C (the first component)\n", "pd.DataFrame(W[:, :1] @ C[:1, :] + p.mean_).head()" ] @@ -289,14 +1084,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Explained Variance" + "## Explained Variance\n", + " * Let's check how close the above dataframe to the orginal dataframe" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.1, 1.9, 3.2])" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.array([1.1, 1.9, 3.2])\n", "a" @@ -304,9 +1111,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 2, 3])" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b = np.array([1, 2, 3])\n", "b" @@ -314,344 +1132,858 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0.1, -0.1, 0.2])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a - b" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "a.var()" + "before = a.var()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ - "(a - b).var()" + "after = (a - b).var()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9792284866468843" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "improvement = (before - after)/before\n", + "improvement" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.9792284866468842" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "1 - (a - b).var() / a.var()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([52.69, 2.2 , 0. , 0. ])" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# the amount of variance explained by each components\n", - "# the first component has largest explained variance\n", - "# the second component has the second largest explained variance\n", + "# the first component has largest explained variance ration\n", + "# the second component has the second largest explained variance ratio\n", "# and so on \n", - "explained_variance = p.explained_variance_\n", + "explained_variance = p.explained_variance_.round(2)\n", "explained_variance" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.96, 0.04, 0. , 0. ])" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "explained_variance / explained_variance.sum()" + "(explained_variance / explained_variance.sum()).round(2)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.96, 0.04, 0. , 0. ])" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# explained variance percentage wise\n", - "p.explained_variance_ratio_" + "p.explained_variance_ratio_.round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# PCA on two dependent columns" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "p = PCA()\n", - "W = p.fit_transform(df[[\"A\", \"C\"]])\n", - "C = p.components_" + "### Cumulative plot of explained variance ratio" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Number of Components')" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "mean = p.mean_" + "# cumsum() compute the cumulative sum\n", + "s = pd.Series(p.explained_variance_ratio_.cumsum(), index=range(1,5))\n", + "ax = s.plot.line()\n", + "ax.set_ylabel(\"Cumulative Explained Variance\")\n", + "ax.set_xlabel(\"Number of Components\")" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Number of Components')" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# plot A & C columns and the mean \n", - "df.plot.scatter(\"A\", \"C\")\n", - "mean_point = [mean[0],mean[1]]\n", - "plt.plot(mean[0],mean[1], marker=\"X\", markersize=20, color=\"red\")" + "# cumsum() compute the cumulative sum\n", + "s = pd.Series(p.explained_variance_ratio_.cumsum(), index=range(1,5))\n", + "ax = s.plot.line(ylim=0)\n", + "ax.set_ylabel(\"Cumulative Explained Variance\")\n", + "ax.set_xlabel(\"Number of Components\")" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# plot the first component\n", - "df.plot.scatter(\"A\", \"C\")\n", - "mean_point = [mean[0],mean[1]]\n", - "plt.plot(mean_point[0], mean_point[1], marker=\"X\", markersize=20, color=\"red\")\n", - "span = 6\n", - "point2 = [span + mean_point[0], C[0][1] / C[0][0] * span + mean_point[1]]\n", - "point3 = [-span + mean_point[0], C[0][1] / C[0][0] * (-span) + mean_point[1]]\n", - "x = [point2[0], point3[0]]\n", - "y = [point2[1], point3[1]]\n", - "plt.plot(x, y, linestyle=\"-\", color=\"red\")" + "# Dimensionality Reduction on Feature Columns" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "p.explained_variance_" + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>9.425032</td>\n", + " <td>-1.976864</td>\n", + " <td>2.376813e-15</td>\n", + " <td>6.066968e-15</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>6.488340</td>\n", + " <td>1.033877</td>\n", + " <td>2.902658e-15</td>\n", + " <td>-3.513320e-16</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>7.306756</td>\n", + " <td>1.036064</td>\n", + " <td>5.765440e-16</td>\n", + " <td>-1.455095e-16</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>3.421038</td>\n", + " <td>1.258202</td>\n", + " <td>1.171580e-15</td>\n", + " <td>-6.413705e-17</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>-1.404125</td>\n", + " <td>1.700622</td>\n", + " <td>9.342342e-16</td>\n", + " <td>-4.536823e-17</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " 0 1 2 3\n", + "0 9.425032 -1.976864 2.376813e-15 6.066968e-15\n", + "1 6.488340 1.033877 2.902658e-15 -3.513320e-16\n", + "2 7.306756 1.036064 5.765440e-16 -1.455095e-16\n", + "3 3.421038 1.258202 1.171580e-15 -6.413705e-17\n", + "4 -1.404125 1.700622 9.342342e-16 -4.536823e-17" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# use the W columns for machine leearning and visualization, because this tells\n", + "# us a lot about the original 4 columns\n", + "pd.DataFrame(W).head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ - "# noted the first component is explianing 100% of the data\n", - "# because C is two times of A\n", - "# the first component is capturing the 2* relationship using its slope\n", - "p.explained_variance_ratio_" + "# pass an int to say how many weight columns and component rows we want to slice out\n", + "p = PCA(2)\n", + "W = p.fit_transform(df)\n", + "C = p.components_\n", + "m = p.mean_" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# we can reconstruct A & C only using one component\n", - "pd.DataFrame(W[:, :1] @ C[:1, :] + p.mean_).head()" + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 9.42503159e+00, -1.97686375e+00],\n", + " [ 6.48834002e+00, 1.03387703e+00],\n", + " [ 7.30675581e+00, 1.03606377e+00],\n", + " [ 3.42103831e+00, 1.25820247e+00],\n", + " [-1.40412545e+00, 1.70062168e+00],\n", + " [-8.30581803e+00, 2.63423664e+00],\n", + " [-3.24943617e+00, 1.83783997e+00],\n", + " [ 2.66616658e+00, -1.08452160e+00],\n", + " [-2.51842005e+00, -9.30814213e-01],\n", + " [ 4.63377947e+00, -1.08210979e+00],\n", + " [-1.06011492e+01, 5.36109167e-01],\n", + " [-7.82767314e+00, -2.53606667e-01],\n", + " [-6.75073959e+00, -7.40408437e-01],\n", + " [-8.69935545e+00, -3.12229569e+00],\n", + " [-7.75957654e+00, 1.97169017e+00],\n", + " [ 8.09155384e+00, -4.61609614e-01],\n", + " [-3.92432218e+00, 2.64274842e+00],\n", + " [ 1.34533771e+01, 1.50937447e+00],\n", + " [-1.23609532e+01, -2.04689199e+00],\n", + " [-7.35945072e+00, -2.66740910e+00],\n", + " [-6.00397446e+00, -6.81070185e-01],\n", + " [ 6.94750111e+00, 1.59323124e+00],\n", + " [ 3.29133705e+00, -1.77425121e+00],\n", + " [-7.65287715e+00, 2.89331883e+00],\n", + " [-5.89324735e+00, 1.54465680e+00],\n", + " [ 7.77900477e+00, -8.58438881e-01],\n", + " [-7.48706232e+00, -9.81417751e-01],\n", + " [ 4.49139275e+00, -9.50792668e-01],\n", + " [ 6.81091920e+00, -3.94602056e-01],\n", + " [-7.52546540e+00, 2.07536921e-01],\n", + " [ 7.51071403e+00, -1.93228659e+00],\n", + " [-6.07909497e+00, 2.19736155e+00],\n", + " [ 5.29823039e+00, -1.99627082e+00],\n", + " [ 5.61566033e+00, 7.57773356e-01],\n", + " [-6.65745838e+00, 7.60708307e-01],\n", + " [-6.37161399e+00, -9.18190828e-01],\n", + " [-4.99819470e+00, -8.22148766e-01],\n", + " [ 6.94326073e+00, -7.38973153e-01],\n", + " [ 2.41543488e+00, -3.57095737e+00],\n", + 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+ " [ 3.31196632e+00, 1.55544729e-01],\n", + " [ 9.35440688e+00, 1.37981516e+00],\n", + " [-1.26416321e+01, -1.61909057e+00],\n", + " [ 1.06581353e+01, 1.41057754e+00],\n", + " [ 5.57103217e+00, 8.49712224e-01],\n", + " [ 7.25023494e+00, -3.15730605e-01],\n", + " [-4.53003839e+00, -1.23431916e+00],\n", + " [ 1.03887876e+01, -5.24550784e-01],\n", + " [ 1.03371852e+01, 1.18357652e+00],\n", + " [-4.86622435e+00, 5.41118973e-01],\n", + " [ 7.76480145e+00, 2.89297699e-01],\n", + " [-8.28430524e+00, 7.45001902e-01],\n", + " [ 8.90746530e+00, 9.38860407e-01],\n", + " [ 1.16196361e+01, 1.53178285e+00],\n", + " [-2.27892035e+00, -1.31710656e+00],\n", + " [ 6.93934126e+00, 1.45082116e+00],\n", + " [-6.12672656e+00, -1.39269060e+00],\n", + " [ 4.16225022e+00, 1.33236662e+00],\n", + " [ 6.70880521e+00, -2.30884889e+00],\n", + " [ 4.84984079e+00, -1.01331207e+00],\n", + " [ 9.37206398e+00, 2.79762866e-03],\n", + " [-7.47367335e+00, -1.22288272e-01],\n", + " [-7.12353731e+00, -1.03192358e+00],\n", + " [ 3.24799699e+00, -1.17776832e+00],\n", + " [ 8.60226827e+00, 1.36027623e+00],\n", + " [ 8.03277838e+00, 5.42103529e-01],\n", + " [-7.29593125e+00, -2.25098797e-01],\n", + " [-9.32821051e+00, -1.48386160e-01],\n", + " [ 4.56450597e+00, 1.03304400e+00],\n", + " [-6.71153382e+00, 2.60741757e+00],\n", + " [-6.94624427e+00, 2.84040305e-02],\n", + " [-5.30179933e+00, 1.00848823e+00],\n", + " [-6.99809427e+00, 4.44913974e-01],\n", + " [-3.25000895e+00, 3.51861904e-01],\n", + " [ 1.20121418e+01, -1.76838268e+00],\n", + " [-3.49474024e+00, 4.53020347e+00],\n", + " [-5.95076850e+00, 5.48838605e-01],\n", + " [-5.03852400e+00, -1.17272098e+00]])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "W" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 2) (2, 4)\n" + ] + } + ], "source": [ - "df[[\"A\", \"C\"]].head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# PCA on all columns" + "print(W.shape, C.shape)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ - "p = PCA()\n", + "# pass a float to indicate how much variance we want to explain (explained_variance_ratio_}\n", + "p = PCA(0.96)\n", "W = p.fit_transform(df)\n", - "C = p.components_" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# four components for 4d data\n", - "C.shape" + "C = p.components_\n", + "m = p.mean_" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 2) (2, 4)\n" + ] + } + ], "source": [ - "p.explained_variance_" + "print(W.shape, C.shape)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# noted the first two components are explaining 100% of the data\n", - "ev_ratio = p.explained_variance_ratio_\n", - "ev_ratio" + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>95</th>\n", + " <td>5.678593</td>\n", + " <td>-4.296015</td>\n", + " <td>11.357186</td>\n", + " <td>9.974608</td>\n", + " </tr>\n", + " <tr>\n", + " <th>96</th>\n", + " <td>12.209441</td>\n", + " <td>0.161646</td>\n", + " <td>24.418881</td>\n", + " <td>12.047794</td>\n", + " </tr>\n", + " <tr>\n", + " <th>97</th>\n", + " <td>5.523698</td>\n", + " <td>-7.321892</td>\n", + " <td>11.047396</td>\n", + " <td>12.845590</td>\n", + " </tr>\n", + " <tr>\n", + " <th>98</th>\n", + " <td>4.525065</td>\n", + " <td>-4.957787</td>\n", + " <td>9.050130</td>\n", + " <td>9.482852</td>\n", + " </tr>\n", + " <tr>\n", + " <th>99</th>\n", + " <td>4.934732</td>\n", + " <td>-3.554432</td>\n", + " <td>9.869464</td>\n", + " <td>8.489163</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>100 rows × 4 columns</p>\n", + "</div>" + ], + "text/plain": [ + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219\n", + ".. ... ... ... ...\n", + "95 5.678593 -4.296015 11.357186 9.974608\n", + "96 12.209441 0.161646 24.418881 12.047794\n", + "97 5.523698 -7.321892 11.047396 12.845590\n", + "98 4.525065 -4.957787 9.050130 9.482852\n", + "99 4.934732 -3.554432 9.869464 8.489163\n", + "\n", + "[100 rows x 4 columns]" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 1, 1, 1, 0, 2, 0, 1, 0, 1, 2, 2, 2, 2, 2, 1, 0, 1, 2, 2, 2, 1,\n", + " 1, 2, 0, 1, 2, 1, 1, 2, 1, 0, 1, 1, 2, 2, 0, 1, 1, 0, 2, 1, 2, 2,\n", + " 0, 1, 2, 1, 2, 2, 1, 2, 1, 0, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1,\n", + " 1, 1, 0, 1, 1, 0, 1, 2, 1, 1, 0, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1,\n", + " 2, 2, 1, 0, 2, 0, 2, 0, 1, 0, 0, 0], dtype=int32)" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# we can reconstruct the original dataframe only using the first two components\n", - "pd.DataFrame(W[:, :2] @ C[:2, :] + p.mean_).head()" + "pipe = Pipeline([\n", + " (\"pca\", PCA(2)), \n", + " (\"km\", KMeans(3)),\n", + "])\n", + "\n", + "# pipe.fit_transform(df) # fit PCA, transform using PCA, fit KMeans using output from PCA\n", + "\n", + "groups = pipe.fit_predict(df)\n", + "groups" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ - "df.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Cumulative plot of explained variance ratio" + "# pipe[\"pca\"].transform(df)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# cumsum() compute the cumulative sum\n", - "s = pd.Series(p.explained_variance_ratio_.cumsum(), index=range(1,5))\n", - "ax = s.plot.line(ylim=0)\n", - "ax.set_ylabel(\"Explained Variance\")\n", - "ax.set_xlabel(\"Component\")" + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='0', ylabel='1'>" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pd.DataFrame(pipe[\"pca\"].transform(df)).plot.scatter(x=0, y=1, c=groups)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Dimensionality Reduction on Feature Columns" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "pipe = Pipeline([\n", - " (\"pca\", PCA(2)), \n", - " # n_components parameter\n", - " # specify an int for number of components to use \n", - " # or a float indicates how much variance we want to explain (explained_variance_ratio_)\n", - " (\"km\", KMeans(2)),\n", - "])\n", - "\n", - "pipe.fit(df) # fit PCA, transform using PCA, fit KMeans using output from PCA\n", + "# Lossy Compression\n", "\n", - "groups = pipe.predict(df) # transform using PCA" + "Use PCA to extract the most important information and throw away the less important ones" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# -1 is white\n", - "pd.DataFrame(pipe[\"pca\"].transform(df)).plot.scatter(x=0, y=1, c=groups, vmin=-1)" + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x777e52f980a0>" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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cwCKdihkYsT87wJRRif6js6oGPKFxOBfAWjckWmm6dYyXseMPdAaK3JZAESNKp+dIT495UvsDEQSShSLdOG3AfT0T952IWG2855z7eRr8GdwApMOLzMcMju+6bzE4mzZmGg/Iym3wa2uRVqZ+Hg2AdoSdTC8AWKAxLXmZkK+i0x3HGNEYrdzRWAyOWzoloHuAgDXHP7FEw1M3sxklpy+d+6dWRzM1q0ExxKwBQNoJ+b68JniTDWA6yhvB6FXAc0jEUAI3uRafm+fS2GACWhU0bCktwCAjl08j1QCiLeiea52iVXoXel3rdEZgoTCqGCVj64W8Lv2eGIGb0/PhhAYMUO00wris1/5aC4nodB01RlyLlcF/oSjTX3qvzYz1VFWAzc3QOp0DiFowe3fapg4ezpHVGM1gmiSV5uBFbaD/AO+2MdhsM+cA2auqHRidKY7zPD1m43DyL9fk5zgMTrDXqf9OIL81itYAVpbe89SG2C4YqLdMIA7AuOy0HzEm1lpkbNbC1NxokPICSk4bc94T8NWB2Otx/u0JcPh1/m3LCHy/eDyvx5i9ACvab8BzbBnk1/EsJkHLFCgxeDCwdqradon2rNWE0rm97WsYgZV328yq3Kk3p9fMktlm9vM4ghmD2GM9o+wzPv/xDQ1iAOBHf/RH8aM/+qP/l87RE0Zo+3SkVXsiPZyjxrEj/rXkBJ32yee562Q6qlf164R3pOrfGcwABz3YlKMM6iiMzpsqJ15M9ziKsgFAMDquBPLtDfO6ECCFCESjf+bcD+HlsRirCmPORsjOy9qB1DCTotdDwAolWl952UwEltItBwCySavNxjgaaic4TF+SBp0zsJrJOY1abuAxAohJliELNYFbTtaAxSwSDSrHhIAwFEHwHjuiz0TYzhXTEmOOTo+QDpdgDnQocYxMDLIgAUWyoEOG2BosPiudDO30V/E1g9R9KZmdBbJssA5IUbo+t3Td47rs+T56TteYzcBs4yP91mGTY449TkXwUbWAKI61dGAogxoHUduBzSPSCzE5J+j3nEgh0oLEvAhpRsRqAoCddEefobSd7t+RKqKFkwPgvWr+cS5ffGaObtM6DzmRtSSsTepi2vlY1VUSghd1OQity9Gv6zmq+/S98G8GSkx1ZA0KX9PrgwZ/SKwWugcCg6dTrTQIp44LSquZNR1aRw8QHkX2EbXT7a3TqI/voaA5fQKhY57obR85XIHH/YxXg4czgDRINaM0ZUvxsDIbzHqOvwIBC+IzUym1reGBxgKyDc3c+TxxaJ10zhPIVNUD3Pj3Xy3wPYGjGQrb+lfW5rOAynm8suSnrgj9tAxKNmjfGYMnKLIuxv8CDC7IXEn2gNhzBwVnIVCl33mt8yQF4G7fJpt+PCeOsYW8Dv51f5rXE1t4vNWTX//4hgcx/5cPRahVJ616omzAC4R/88IIRa1ClAGgElVLAGAoknLKCYiwCMsiNDpyxMF6hKnc5+/OiTlEsVDDw+h7VWLMwH3fFNOWKiom88yqp5LTKlLVEcjFrObKwriiMVAEETnTEAQDBi4woAiIxfFiozNKhTnxYe700UGlRwwMMMdkpoMjRQQPp9l0n4GBGhrDSlwBZJI9oXMkYHOUXYCo+2CFUS4yQIrOoAh5Keoso3s5RDpifvYYg7qXRAOCBNqZDxn9RGFes6t3rJHqyGdSrDtDuGtsgSz8fMWCmLFI+4tLBljpwpWBOSemxielQ8Ew+yAtVYMPNGgYY1JkawOsSLvBTU3cmRiT0VoprYIxkGvhioGhqN5WZhTP57kRg/UgKa7C83g7O1eteF2IVYjDYPOCtD6ixeDABrpZyTEJRWtjKoWk8zgYACTu9CRVemBEi7fJdIwep+U4Q6CcgmfdT0zqSA4nY4NsB5FBMNwpRGyHZaOeoXGIAMTA+D28zJI9ITdQYwoqDLFt1Fs5mQrPAdmcVEWb07dDtmSB7B1QDaCZJisASXnWKNS9cA0gM4CcYkAcKGhkpe/IfI6Rx2EGX9MVPwYH5Z8Ap2kahFWhssTw7QCSgvFAjaV1ynl2S4sUILgPgS6D5amgACWBcZhFK9kJgYAjSN2vM7tDJs/BqCtLP2buN3DycQKaV4H6rnR1KhmP88ngo3Kxuip55U45C8H2ddGPCTA3YOBktibM5+/PqM2IRZDBNzPrY0kvFrQelEQ0G/0EqrSL/CiCGTMwaJ0imfXR1525GrTw/UOgVowmFDBXITIfjOPXO77wIIa0uh/sE/VmvtEoxzyAhR9uiA04RIIy0GttPYTp2QhP2EPkq8h5U4DVURgfbqmk7swnW+AnzcFKlXkyGjdTUZokSIuRKQ4bqozImyJV04pmmTMpGDVjNMKfoVTXIFtzzUt5U53vcA4RgWteWFKvZxUuRa4h4DKOss+CdEJJgV6mDA+HudMWvK+lzyxSlgqCXZXR1SmQY3VpX/DnFFsmwpgL0YsQT20Mr1MXYedUoux9fR1dyLG/RqkDFHcWMA2IVfZeQylMqclblznkoARw9vXKKvDmUALfJbHyEBiILMyLwC4w4LyKU3z+jFslnqb2LUiP+dRVIKKNjYGRmSXrUMZh8+oYQzvrPk/Dd+onMEJtDdBg2K8lK6BINY75on/nNR8fugx0XJliIKp0Kh1P6TroOClo1howcKod36cZMdgol0T4dBIE1wb0k0zbABICoUnw/3h0qqzztOJa3uzZ6PkIAlUwhVTCDNTeDpUFe+xcIkxgYp1Rp4KhtNIj1aCo92B7t97F5JTZwUJiEYFLxxYRuNfdwGw0HOZYrUwB7f27END1GomeF9JR1cHAYOt3whCrmaUdfAQC61YaKA4NjFgyp9l8bWb1TnaomY5xgI5iWpifxvsYibajVWSsPJ57XD9mCRyIfrW/+SCAPsCQP112cMypIPEI1owgUB2MO7WPMXDfd49LK7BewAw/S8BfQUnrVxSoniyT5Qah9Wv74vfUkYZH7TR0xhZ0P5iy8QRNdVSqOY17Vvra536e4wsPYny8ImdrCfh7DXIaiHBSname53k2yn6d1KZ3AQcHdjCbPjtp2vO8pDDB6wmzLoFY1E7U0GdLi3fnUjpAi2iGHCodd6knTQVL7fKNupT1lva4YOQZyqeHSoFDJZO61lWdWiDdN4AisnYEnLkkRF5tHB+0tw2LI3dAFQzoiHpH6nKEQQYJEoXmY1FERzUpMOaFQ0ZDTlipiQUaUI8tI/kS0BPDAYiNIfMVACaGaH3fh9JBAkWQ8w/19rk/vXUjaOfMB03gm17wMlQ+nDYak4xNrWTV1gAq+NxKdLupcpFxbei7D4iisrhmA472pqdRS6X5sjBioqB89gjMOsGeU4ingHKf0qkoG7bMwgrOmQ4n9TcbwTEmmQQ7oucy287JxjDERnqtAF2FERGoO+kcOFM0h9HatS7LBvB238B1seYsovt4VBTmdUF5s+M+rXVBBxBsa8Bn5HkBAfcRs1MTZ/qEjo6LJg4Qf83Z6yVm9LwwaHHQ8zo2e3WdQRT2nIvNLFaKCQraDX+GgyvXknTVWhpAibmoPOYS0AFQMXBLQGtSjgjowKvbVuAJLiC7tUHW6H/ZEsOBE+c1tR0f63s8DmWggV1ccYIPHycAOgEXiimNKNDmOc18zM5HCupzHK89X7b2UU9OQn8yxUO6pHmsE9vak+E5U0Wl6VqPz/E9n+Lf1Shzj4PZxbI9b92ZgumO6WMHSj5PbGIATlmO6PSkW0P4c9YBkuxf+7lUdUDz+ry+3vH7AsR81gMeY1hbDYCCx/N4e3v7rDP1wjkXdKNe4GhItQHSFvEq2qt6oNCzGsDW5cE4LFb2YAaFoEVRLOM1AqUxSKGalYBtYfF9695RU3xgbvcuYE5VQcxArGpxIideYa3CNckE3LXkGHc569zYH8gFVEozslMYm9aEhLzQYuJicAXVlGEhIBoyRvsZ7SiAjgQ2ms7h2qEIXBjztYhzMGpPVRYhxJQV2ZIhJiEF1tiEjmWHO7fNT3B+nhG+gZ1SclVQvVazWa5cGa2H2M+6qhTNF8viw4JcMWlWcMsLj8F0UszBaxB4uT5MlZWLTWnR5e6Xwny3pkgwVeYIrlw5FdHg4DEPC3QkdpD62mBfyonJziBG6RHAhadReqXZT4BzUvEnAIh03yUmXOpYK4747byNEbsfk6JPHJG45zEBQVArpLHR0uV1zslUlKeto0b7ZAm9H00vKzAwD+x4sF3YzFRrzfhOBF50aprDp1G3nsPLu3Qt7ZQK6im0qKVBoCsbS07qeBxMa17IWFjGN6p6q1T7B11P1mqnSA2Ogp/KBhgczy3UdXDiSXT6fz+7MCisQK1t2QyazXZ5XE776vm+HCTppkKf32DcjOABXE6WChEsvfd8CzznmIOf2kDKfzvn7UeB7Rl84emol6oknULlEj/1U2JM8mzsaFmDBjf3HDuv8XUtMXVenQLNPqfG6fBvTBk7dY72aQ6u4fQRBOjt0yCwVJv1Pj9/Xxs6q+BrPzVIn0UgfLXjCw9i3LU2y+KxOiZIOJh+DHaovPYsVy0hAlPzjUrhcwFdgg0hUxSrWKz4T9v10PfZDtYT8hTqkf6TSCqojRiTpaLu30Cnw8hcgTqX3YAioSVjKpZHSJldTaU7mKFyXnWKDZrTkDNAFIYEnQzL3BMlupRyjuB4xmBXhzxQNjyeymcvpo/s51xijEXXEzPU7WLntvnRBhNo8EfNCk2Xy+FTvS7S91fsS1EIxZt8plewUy+qIMkujehRyeMGcEinYaqrbPjgO4HI65xDRrjAslXqVKroHa4xmdZDsVEa6F9MW0OAIqvoeRNwnhrNMOi6HfGo/NmRe6IeafNaAricejZN0sMM1IQ6ogIuSzXLZSc5Pbczd9WVnOwwxSGn7mqbAhsrVhaF3sX0aXgOHteD2JGzZ42NnLUun4ypQIFjfeuFpv7P4GE6teQo1zNJkWd2Cm/0dXN9D0PLBg+VhXUvXB8ugvMMlp9iC6IdNDwq8BB9PgcaHBWlBSvALqvo9c/xcyoI/r/t+EugFGFLA7MynZZWeigiMC4ydKvYY4WOCtKMGRco5aTuuIzCqYthef0E1npco+1mxFBFosdK8PEACqV51SzAqNbfnBEXMcnYAFvW1SX9GLNNUATHbwcunpebibUOJzVmzayU0mrxMXBeEnjT6U7ApcPwpDxZoAOc9eMJo2cBjw1KCrRL40DJbNC3cNdmRaL/rtFe1WPdWkUHUEG2HV2JelwjzP4HdTdwSpvWwEJlBy59Lij9J79XsmV6MIhr6Hn7XH25CtpkDf1L2WjgSFsNs6+h35U0oNJ1PbNPX/P4woMYTxw+y9KDHCzdxWwEuMuh6YD9AEwL2ykbFTOvXeq+aKMt1PsMNXwhaK+tI2K04aYNdlTCybvuhTEDGbs8jj2Rsp0M85Zg3wTRrWxYKoChaAkjkEPpoDeQdZHQNwUc7rfEzMKYalonceqi+pcASDqHAhBxdX+AvcXB0Jif0UB15CmTxUiutjKdi7Skm8g9juGxAxipoT9naLAILJzm2JTr6vMkZswd/et9mUxJUOAsYxtTUUR0NQ4jJQCgCHOGmJCYfWlB7yOjkEwRZCLGpSJyi4v1OYdYWt4SzTA1sNv/IsHtKECh44cZEnwfYTU/BOEimbKDG3v+yfqcaYFQe/KBvc0CajXgCEBGKDDnpchbQN7rJvZl+G92DNQBUCc0Fa153nvrggaHCOlOPB7ShAmgBewMNghea7EXjLFU1RZSJsEg4xX2YSl9Ts9VMVDoarhQKwKOofFqZoE92AY2CttHK0Zir4NOH2KP+4iBnR44upYejvGprzg+KIBaT51HMx1+mcYKUb2tQITHwFomgfo62BB/0gEGS/ftVCLHN9EccPmzt37nozJwOWDD527GV9ajWKsz9mfLhjBYPCrHgHaEnKsGcgBsS1E9Hm1DjmD0BC2v33fX8ohd7RbRbINTluNFi+J7Nf6g/ZgNkJvJyWfDu4CAlSt3DKzjSLe4moofomBSYKMMgAWKxkBmwF3WV95AsGkn414/w/ro3mkvGCjDqWbbJE0Odyh2o1ffv1tl8AkraPX46sFVHM8lD3ZMhQtm7xmAvSyur3F84UHMSfvv3L0Xl8rFag/oaw3+689rLWkI5HhasKvo30IlHR9NlON3fqAf5VcfSJ8Ty02YKhfTBn2O7QDYFZdN31ByegOq+T8cqVrmhxi70gcN6SMaXFmMeCfbejLe60WWSR3CvCxs1HgdDs1J1ULuZka6r5NO1I3D3XpbNyBDlVXad6raWDi/vPHhER1FoSSepRG54ZWltcz24nNgmLFQdNRVaQDGoCNNG6sFeMsJf9bZuGqOD8RBco64OR41DKosNB0yKFtHEBHKOZ7zJnps7Rxsx3wsCbO7zwy2gUPtfj1RNuoFzJC5UcXDiHbMNESzHS8/PxoY35kd8bqd/tL8G9Pl2wb0jOvc5G9DfTTwua2z8ZoCxBqQ2Vj9d1UpaQI5uB8CvksNIMfxbM603V5eIRCrbS4c/UpxmzAbQic6YuChbMbp8PQZY0eygflY93K92CyibcoQ4MBhl9DP39fqvXj6noBmC7yYNph2QCQHfKStX9mDnSKNTmnvz8z92qBupaN6MJjZkf5eO6/Xss/hazfY4libWeEoBcKZ3go64wLIskY7QZdiW1d0plDO+/KV9LMooF7mwmfZ5GblawPPKqV8X9Kgr+fyNfW1IJ7jHtG/s08KGOjtgOwxfgJhqKOf0fGcGkh4PihAa/AXQ0GlntfrkpAt9jW6d86pHWJLiWjd0+kz8XLK1xQSIFuPc47tOcLzpxH0bjnxOY8vPIh5BRBn9BBwftETNx7G4hWM9M+fYTSAF6HScZzn+XjCFeIFde5c5abl97mob6mSgYqFGNKhpDQkZUck2lzpIp8rcrEjbEcCA9WbiFG34ug05FRRylNqIYWqXzwbmTdXm/QA6Ustju1wn0Jo65BOLcFurS2nrFXXAAnbgbST1TMdQYfHrQoG7lWWAiAiWapc3EDAzeCWozbsFMulaD0AREZvV1HF/Zgs/sZhJB3138q7W6w3p6IZ35PeP0EjPJx7PudaOJrbzmEMvp5aIAVijnyu0QyO0y/U4EzkMit3I8DrGdfAbW1SUouU5XXC27prKeXnlM5OcVjkDQTulRhFnY2ZKPqonbYZAiYZnA8zt8GzjmuvztAznJ52nIvY3s7klFNpdlBuYNjXcTo5mFXIFoA7oi87fglIcc3NoDhQsWPc+Ax4mX/6sH6O2xbsgGhOsZoBznN1PKb249K4nYfbBmDrQ14qP07Qdjq4z3LsEXus93tOwPc8j4FchBt8+hkPpW9O7cIzFWL7AmBr5FCw2gIlsf7aVX/B6EQ6tWqw4mvq6yRu/cjhe5waIIxt07NSTSJn3/e4nhqk1wqjkj3LQqfOz+d79muhTdrp7j0dnuNKDK37NXgBWmB+nr9o6AGAIvTlkvunruyVWeJaFYOppcNxWKjnxzwCCwcbePkM29s8nsNjzoitOefX6evoe87x3fZz+0IB0xGo38a+A194EJNVRPWtiZFxq4CbL0HRwUlxnYu7TW4BEK1npLuN2PO9pwFr71W12617Eoj9AIRWDxjazZE0ObqXTB3GInZJNinI5MZAqQqVKbAwGBWkNA0LtxqQMR/ujrBesDF5bZW5975RSSfpSf49xsB6e1MkCgDU2LzpnmbtzrAjuOeGHf5JgyKgHHI0ICl48Tky2gub6bOnUV65epH0brClaz8iLUfzBG0BeCMyLcSK7J99PRhSIXRKbDs3Vyw5J8/27CWArHud6hNa1MU0R5QJyJFVYafFBljt6rRKbYdeZnMSCImUvWdUX88I0br6eVJPMjTvOzoeBgYCW/0sjkoi7K7FnB9ikCSfdVVBqnfN3g7jWAdVmCNaCGjHjX7O7rTK8XBVHfXso9lPUvKae25XoPmF2KncCgJYAsho9sUMrOeeZhYNvueSzrEq1aDPzAo/ba1EXFNVPwlvp15FMTkbHsbj/s/0zOx8nx28K8yg9NlRDecIoDwXonUDZiRd4k8dwtpOUZ93irxd6WOBHlk0ru113z2OtlfDqeoDTAEh4XubIFX+bVPpVCEKe/uKKoQaTTrQ6m1ZbCcFFMxabeDKXiNTqcXMXS31Osb75ye4CbOJB7DzcwN2MNVgrxxQvpznMwBiP6/a4LnP/QIaTlDDTUw9f/fcfACFYSaM6bfW+XvOKXV0Bog6VX8/zHJ4vfgFpWDH86bPve/NlWldWdVg2K0YdgBkG4YQw+c+R9u89vnPNcIU3itP9vmOLzyIAYyObYhGO6YIoFLsgQzzBi48HAUw+ghRm15AdGx2FDSG4zGZjIG6jLN/iedMA1qciXPxtQ+oA9Eqb4mbhvwQNiLUyEvRQCRwKQ1QamhUk5aFm7gJXQ9HOEEBMcygrK6GGaXNF+9SX5dEKLq00AuqmS6JMMV1AOE9g6SrsQhv7B46wAaS5eqEMrMhbQSM9rdR7j4gYlI8tqHB726T2Ia9nVmFGAs6qQIlvmo/poj8g4wx0ybc8GxXX5hBqgRBY+ZDRFsa1+FdB4Ol4xEAwiX5LqmkITz7u+xyXFVhJFmzK6LLGKvIyKz7RsZQxqgEtO0faABHDExskWDpnswQlHqnhB0Kqq/bRwUrvXYVi6jqYc2D9R8ctyFEOmX8UOhuvgn1XlEqMsiAczwjdsdjhIzu1gIZ2MYgMOfHaFM7JPb64fw8S04JcKqDGyg9ZtbN487Aw1V5W/QPFEXolZjaJDMA7S906hX8r9f6dtqBQ1MBg9TDIQPAUOCi3YrZXDIlU9McVKA2rWNTq4X+xNisQSAxgiqGlFYJJVVDoDVcERSezlFwsYgFr2utXksEb9VVRM3GPXCNPBhC/fNKLIRZksIVLHn3PPCUY4rFtrt63Pr8RwD5TGGd4OJI4YOApbtpH6/bWipHhttuzGHN5E7hnO85P6ufeSnN/+K+u+IIghZjNJP/CsS455GaZXocH8Dqhd1v23hUMGnsR4yu3CPozbZfKZCD4LIeGh9pvdHpT0aZPG+V9q+b25dVdPrI7RnoaqobDhqwe/wwgoUIg1KGx15vX+f4woOYLdjdKaNqBf6JIulo1kFjDW0Ud1KrNvo8qj/Df3+F3WfZIUCjiTojCOVbh9Xm2iG0I9hjsjb44cRe3kb+BjCN2gWsNBOjtlHg5rE6RxZwsWsiG7bRALlL7FqrNwnMtRvGuRvxbWfOULAjJ29aiVw0aIuVEqUOp5DqfVxyyAt97+fYmboOWPR3Pk+xIYry8sVAOTrhj+fz4Gf0a3Xtfq4A2ogbRIzj2dGdnw79xfipi+/oOUInb2Pg8yOCuzfnwjUGsHwfYs/0qFns5eqZTeXamLBLMXfiZYSdiIsMhZ8zAeh6GA7JWluw6h2L0fS9Ri226V2+KP9eztTDEKqWMzBnAy1Fmpkb5Or+gSP3XkviPjnvEHjEkKNm2tdXvpJgyIyEUxPefRv5nA97LWazQH6fWy1QO6C0D7YDIrBhaeqSsYXWaackHunQ2YD5GaEXrmv0GO7UBZRyFFxU64DT6YalLytVWh7tl9w7qD2bwGEJvCcK9+FUHajAhIyAkp15g5MAgT3swPZ8P0uVjRXM8vpz3OG5q/jsR4/47dSL2M6M2uyqmRMcOsNetno2uwvvV3nmx/NpMKDz5VpbwH0cJ5tuYHlc+gMoeUx7WwEDLf8dJbu5d3EH4gFYcJyX55qtz7yuC6vUhuPo4bLHngxVKgXL6+QCvi5KBpbA0mZ4BFciWrjfO7zLlgudKtV7CHdlg1xheaavDP4r9ryCvj+fs6/pHNuIoOwBSky8C3ufx2OhZKIyAFVsuFzWnX1Pw+P3vj6A58/ZjvUEOQ1SHhPVyHyDnzm30Ksdt6NYpUOQTlu1qaKjQslB0MiPMZrNGQgZXOzoNoNN7pY0GiFgNaHmdkLqmaiRErHKSYxALl3DLDbSW0DMoO5ibhAXaQHYQswdySa28ctcNvVKzS2M8XHJI+/72P35iLj4J6dvjjEKA9StLfKzdGRnZwnQwY4qxLzaeVvTYu3JBpOBeeh8TiNEzKRxdJlmDNTYZdnzmA9TDtdNuswTD9AguNgeigItmB3h9AF/vhcQYr6ymEJ3GWeqNNyGf1wBZBiv7CuXvuSSIy2JfCPcZK8QMWWM6aSm1o2rgzQA8FYIPQeCehUcn9kC48ht+Av9DKExOIGTuwlP5+31s+eCHeNmX14Ag9aCy2jtAAxs6vhspgoFuhdQ02lEO3+KtF+Bilkh6wyeqYonUN/2AsdrX8/HD+z0o+zHEFAIGHApGKiFWrW79yoN9+gSe9ggOt8NYEJj6vE2UAulmzdLwXvxJqTW6wCOrLWOaKUQQJc+d/oIzxT8HAOR6FSRX9e6qZTIujWD0foQX3sLUQ+b7LS8R3azKE9bfjIq7ayPOVi19UcGLT7XuS/SGTT3vDTo61mEx3k2INosUGt3eKXyBxCDsv3R633zGdQ+xxHoAVx2LpLw/C+4X5Of1+jzlI2S55pOMo779H8ZR9dzFPsMFRk/g6oOtkds8Cu/qQT1CxXwtY/fFyDmNcdYMgaQ8Uj3T9j6sk5xyC839TfGPBbyNgRe2L3ou08AJ3VPMOXpW0B1GHYvBvdNcSOm6Ie+UT4rNjxZyxdN7YadeIGgJRdGuaNqUFwIMJWkiQfpVN7ebmQkxgf7Y6YVGABkG08b/AXpzlLsisS0o8GDnE0WBthYb4yBHLsvQq7VUYY7rBog2hC83TfmdXXkxXx7ypDv/hDd4j4AOpkyroDVMwQzux8FQJaoqrqrJVvvD1X80OHxzRIIw0WmQIR2NQ5ICFrSOYiOtfajGxTKCGHrOQw65pzIm/dgl9YsXYtYl6o6iE5r7ejNqTYDWTet4qUnvP/N1ssUVOmKQlFjiVJPDbesJ4hdjiahvjGFLTQFq9QYjbY8h+M0CVTbfMspotCO8qzqcA+Jheoy1/4bEXyXgdr4+ey9WaSDgaOyh1Oea4ndjhXMKDKGA1CXCxf3UbIdCKiRl3OF4Pobruxqpm4beF83gU+1xqmj+ePeRihVVGgmsRSajuEUBMckc9lN6FpSqWExfrkZ5cJOu7rFPDK4NpSi2FWBEPOUvSYrGCS4oZ1tVQS42z2g+Wrbt8EaTchoZ+Y1k+roCjs12KaNXSmzimlXj/MBGM1uulGcGeSeJ6GKF+zApoNWB4ex9Xr2Da+pIdsag2eeH23jfS1nBVhoDoQhQW5g0wwKfI6nf2IgF8e8qW0LfPvd08mg3aMqMObzY6doeZ3RgDWUZlZcBm9pYlTNVJDtiXUu++PdZ8fjYebSHY77vgdHoceuAUopnaSAT71uNJO1ofDnO77wIKbKHXFdvrt/P7EHPgsoVdx4EtOhMtfn8lanesy4PCnBYilgoScADWB29BZNBToK2UY6PJnuXQ2B2hHdEnByY7KUA5nhyFHgR5qWlAD3uia77SKAVDOilOBqACMuif8UOczo/ZRCpZTzwwVvGnnNi+WsAjTjuhBYwK2N8TBwR2AusivxgZs0uk++m2NhFGbsjp+ZOzIZ7u0hY4AayHv1mFi4GcF7sjGKY7xYDTPauQ/1q5lBYNgpxWBEl8lred3CgKknRUf9vLcew2LsdZTOpprrOboh+GF+fI4Ldaf0FYGqRf1JGUjzM6efvw2DHEVA70WglnQ0SMQ4jGgMjllBTqHaOV+TO1xvVtHONaE997Rubu5OofEagTZBjqVRO7Lt9gJhdjGAEJ1dgm/twDeQMzAGPOfRBtL75SyB4WUqvJLPMay3Qe+VhJCYOwhWuqGkqfJga4DEBXjftFnIuoFxwRfAyNCxs39OhLVwpZGISQMcu1GewZILCwxkfG8dQctwh6ryJgxedmpmzA8CIcVAonVixXvNVJLJwQZUM6TGh1GA2MAMbREQ1NTNAZWmy/GlOMBikLRkmGqkhNeFWguI68FijF5nfnbbEWvCcAzsiUcc9mYAYnkWsMW9dnkBzIssMxtQ6txtH7YTRc+vXWlzggey7jjOfoIyA9Otx7AtoWMH4MalcDpwPceh0BICAPosddZup5/tuG3/x2GnHLzZJ4SfrQGWn39ukPG4BgBQ13TbJCB7vPUAxLhPBZkGN7zoGgYpddjX2IwMZtsQlNNRLn9XoODzguPBtFZxL7jaoJT3CEobZLML+xl8veMLD2J2nnY0ddpHFZ1HkDlIPge1bkdTXTN21Me3HZO0ztJfwF1jm7obnmCFOUMam42+TxBkJiDAxTov9SOREUQ64NsTFtgKf/2S51k0XDFYscQSbKWR3tjWfxQ1GKlS6QrTtoy+dg1NoO6U+Ldwf3prXxw5r1viX22ZXUjcA/gQgQuMCt39OAUACs7vF27wvAC6gRTwWrGxo5Wds6Xx96JwY6vCTjHYABGUeAXHXpRHFHYaMX9Gy0UOMd/WUZ3P4ZhWuQXLzAJtkeAYFyPaqq6ead2LdCEldi0U8SQsvqMBvQS6zDgUnLY5ri8gRsel6CAY8c6yvHOMa2zgl2KXIjrFIgsJJ7ceY6RnxJ8JstyFmOWocsovrEMbXjn9QHVuvNN4evar3Fgy+v297rToCjS+JeC7srqKxdHo+f5OIbvkPySGH/OxJu3AWKklcf8Y+xn1xpsuWxUwO/Q1MYZKv3mnr71FnkFQ/3bbjyP4qlqaF7EBA3Rf4bifoHgMa3Roc5heutvRv+USzV8tjD/HdgPcQyNicDGopfO1+j3D961xwrE+6ngWDgjT88NO0mv1OUBiYrI3UjWjcl6vHXAcP5/7LHlMT1vL6sr46DydCn5JbTeLEk9bVHD5/OweiFXV6SCf+zF3D8Diz3oKirGfM/Z9nPO4n9kDqKkzu0C/r+/1Hn3/515O+145584Um7cSoGUiO/0sb6/WVRmwp6geB6IU2u8NYT13Vq5majxnfju9Yr7wIMbHBht2EDakji5Jf3WKACBChUWbABcCz/faE2ankfaEByjoGo6EeyLvRXC+vyPUGDLGvI4hkcTQpFi186/MUB1GMHNTxkLJldyfKC7eK/UsyX2PMlEXUHEsOpezKhTrRkULFOvWToulyndXFvfMuRd1F6HIARNViTWYm3bnV4L8AobvdeG6nt1Le3HLIHVELWMCaTdS3XbZPZnMBLAjojEG7rebW8NDIls5MVvME1Tu57oj8nPxuwfLyUDs3hN8z1JJZO8WLoMouNuRitMPBYG2IwKDNUSARLisBGuxuKp3KrV1hBxSN9CamwpXiKX/mSlwk6loDZXTO5lmVJw9KaEQ/W2qD5CGqW2Op+LYINBriY/7iODGHj+rBRDB7vf6+VLvl2zm45jqGq804IjEKmCOS/IhrYFQVRmU2u0eNClbf9H5p8d5r8n7vnF9uBowA0fK8wAwIZaLKH7Pl5VkX+cI5AB3ID8cZ67Vgsw9457XsLMFez6eQVREoNaCa12g521ga+DiikMDCn+9AoLTqXXPFaVF3dckhtg1tShYAk5dffICYHpdVe40a5g9YyB0jaub6uVK7SjtAE5zGk8nfq49HL8nI0gazgzE2dHbbMqruBjYge8J4l7Hu//eAnoHB9Hj+WrjN/iMj8flfN4v1/F4zmU4fLwvAnFcs/VXBut3PjsLG4zrrb1Gzvv068++Oe6r1CnL4z7HfPq9JZuw010A1BTUZdyt40S0eNzdvp9I9msfvz9AjAw3J4GZDXQUwomRj0XOt0UbFU96j67z086nGo2aFt/ot3DqVqraIulng5/GHECxX4pjq6RV58R1lH4K0PjNpvqOpmM0gnJYS43vkkAmF4XFtQqYQCSrK5R9Q95KJV2DTlIRB4bpf75u90vh9d/3wojAFYO7waKAi+LhUkmR9+LJXHKewH0TZLL8kfbBOx0jtvOoKqZRakehq1YvRFO99NvV1UZAwFvbP4yLy7z1EKq22Du1R5RTT1OLlUK5bVxOkR/nmTQj0ot0xZOffijl6GsIRS1rzxWUxZB+jromMPU01WMipgyWou4GDkN08hBAsB6jvDsveg4n2Ahv6eJiiA08ytN7j5ND17HUkwam6Y0bDlDSRhcbQA2YZfDcqR29x35taQ5nqTxba5nGmmDEaydL5b+5wGZsnLNztAKKKcZyOiDYSTkXU7PX7u/iuTS0w/RyGmOOXt90oIwwdlpBjfLqZZ0ez932w07i4chkwOnwBD4URHBn4LGj4APxWNweCj7cndUMaGiO9T5Xmm+w/TvWgy+jv8+iqDei56vn7I76fS2xe4ecDl/PcQRw501tYckW2W6s+2iqGPveYqjMXB9TvUIe7EVrzDSnWaSwHb7B8r63j9nwfX+0uee2Eb6uJ7PhgEN+YyOs1qNsbczWgJwszpxzt4Y45nf0OjirJGOzVsf9v4Ihnqo2qIz9nt5KRJ/T/kPjcYqA/ewCZPTJ6jI9NsJtPzbg2pWi6LRQrgWzA6V5g9oVuZWpjTD1nthj+nmOLz6IKUhsiRZ0mSrul9RG5I9levxsVNkly3A0uc9RBUUkJ6MwHp9z/svDPIoiahmgWVts1RmwSUM+ccEdZz1hKthoq7jytpI9xWhMApFImplRwf2SvLCCn4sqXBL5OpihqA/IcNULWsBL9LyAmPx8cbqRA28A3kIoXZIYdxC+4b4So4WvGYFQdAzssVzd72Ag3SS4Amm2aS1cA1gVcMVJBAigxtjRrp/z2oybNTgZzNVd86Ju6GC9MidQg5SnmvC4x8Yc2se7xJQlWaeKQhR7OyTT+fhkBGrdcH6cFULSL6naheW227HUAHfYLqbDVhUjmiwgWDL69rZosMs6GoMRgGX2Mn2pzrtHJDmuSbFftZ3Bgh02JOYtNdWj05rzwkDgvt9wXUrLLDVxFKOBYLoysnDLQM3WF3FsXQXDyjcC2ikxcUSgRuDNYEOpUGgPIN5bguWi3Edrjk8IJof0LQiJGdlgsaia5PtHID0O3lMsEjdLYfhMgA4o5vyAldHONQZ7qLDqxxAtJOgmeGA6Vk3KCqooRAOHsxIG2EB2E0jcD6pytS3w51jMTqGvNBLDjtfvt+coamLWwgq+dtjuCRhsjhpChQAyMMoVRQNuesZrmIqys9dVqCR7SZjtUvbQs27mD3o+9J6ca9K8lM4hDXwDXa5+jr11F3bCM4b6Ao0HUESpO3AVO29Xams02TYcgYYAiPgJatqCs6AbXobAOhI0aAZKB1MDdHkw9XjSBfq8ueUHTll3kGxZwAmqlN5PzTNDogczdFS0hmyTtWPbncX+TE5GPsWYXJ9thz2zFjU7gmwzuSt7IiWozn6mTvWzJH+D49avjcmGqpcSiU+8rDkfh35HxSaf8/jig5g4DM8xOc7oI4K6EG9E15Ra7clXevYnch8WIGkxBkKOGA2WXo+P6Ej4vEKy6QjKIinsCF8GqenfcNWPTgLsxXbcm5HvuhPj2rsk9+IJAqVU466xtOiHc+m0VRiqRjrEn1NgCUVHBIOcSmmA2ARlzElnbOFuTDIDK1FQjTaA0KCvTO7v43k97GQdXXATTzIjpcoMga7irr0ztsZhLQqbAxLf6RlYR9MA0IZAjuGsMnH+2BGp9yLy827wJGPVHUP0mo6sFVXbZG6maH9GgAaMZelDKQgaUfgR6/mNOfl+lWvT1++I0w7F88PVS6b3Y852IBiBEPCmIPUo3cd2tCkAlPrD7Aq86rW2LMSeHJOle6fBcrQcDbpLqdApq+/7I65guqZiO8jeU8lroYQggtquDAJvjMBdRZGyI1wZe69wdxAucKxXUi9kh/KW3OV8s4R8hheeQMTtBHb8Si0Ky0sTrmRrkBrxUnXDJ+bNW9PP0mOfmjvWxWndn5EwS6rRdsb9PPjM0Z9/pivOa9KAYANSaK3qdRrHFqjmXhNmC84x6Wi/549tx2xGlzZYlV67W+dmBXyufDJ87iFkMXyPk8ZknkBRAR+Mo/WUzsZ2xZM2s4k60iwKWnejPsBMl++hEI9xHWOPg69jjvkcazwZpRMUPQAPmEk4n6GZN/dd0SgjAr2n28fPYmubDOKAEwjp3pIVh6l5ymCGwQlGoO77o2fc/tGBvj7HWjzei1OvsSt4xcY7Rbd1hF//+MKDGJYDi9HQA7VQrdtiO/Ku58O2IoA5WZKk7Rj091bsC8hcXaqmC4iPc43nBHYrl174B5W4PwdgxYATWrtVu00Zik6ytwrQ+x9CQn2bZX2BLnTJKdyJG4kP88JUied9e3+a0aXfbIzHz8m37NSacgS8x3shxuV4jeMX6EXSFVvSsOTNSH6MQORSvjxRY4hFQYvNtJwPp0lan21f0peBbTr9zOz8ed+72sfggk7CO7XSwdLxmE4mwGKFVoA5/azCNSZKQAm1KfIcwKz9bIfSEWeKcc5LaSJI48E8v7uUsskaU0d0pWh6WQFzCyatRbBo1dEe2yJVV36My0aSUZe3OkiosWHFBlIyMpxnm7JH2OAF8pZoNQjkKo5qKQMMra8Z8Wgx7vF36SaNIH+esbuborWixWBBupyCd9ed2yh76wJrew42gJ9j5sgOSetfDqEiuhKmrMvROclOUFN2rmXeq9d66BkcWz+Eu/3WUwdzrHf9Ro7KqU+t27S42oAjZUPGw86c/ZRkgmAnZads2/AoDT5sThpsOKACmyviWFsxArcjfl2bGcVMp2F2IOUWD6s2aG+HZ5spHUyPxgHqHdSh57/SFmz1iqq9l1uVG14eNqAApmY24Glxt4OdqmaG77WaJ28dyVlEge30d7O5rX9zkFAHc+LncgbQDWgVkESDQwMB+ZrBNDVy7fd6vowNehqSGVC8fBZZ29VBWGH7HR8t6PVWNP69fMfDD0aQ4RST7wjLKWszLF06zj/uCt5gwLFQuOaF9M7En/P4woMYG8TonhfHQSSw843H5CTwlEPqnOv+P9KPfPzhz9Gvos+NB6Js5OyF9riWevld9bp+oHk7Rzhn6s+VgUOjonbycURt3PJdZqiK2xJEAJ+Kag3pSxRMsk2G87veQ8epj8HS6QBQyeoOgCJkLXhATvn6gMyFGiUR6hY99+7iy+i8gGmBXO37r2f00c+31H0Ts5+D89A2Gt1XIpxyStyVGNfkZox6bszfquQ+WT1B7Yr6hcRWd7iJWDM95WZN0ePETSehNI4c4dool4zCahDNjsuaB1rgFaXmd5qjiWYhMgk6hoW0Vd3EMJUCmtKJ8PMUkWqmeZdoMxyc6+xJFAb4L5FVFVpH5PYcbSDFvnHnZwhkVDtzVLVux85sbI6tN3Ec2EJJ1E4dnOuTjJ57HHteeqdrOUoBChzj6XF87Gqv62TKJA5TwHG5K1ExYSHvjN24y6yGNS5OcWWm9hQqNIh4sQXnse1CtW7BmrBafn521lxotjk2X+6o/ag6yfP7rZF4BlbaDT1GC4kL6BYF3CvtDNDcFqHss/r6MkKvzZ5rtGO8dje9a+Adu5LJj6nEWvr7gm0KhcG5FrK4XxlAzVLnunUOX2zDZSlK2X1861zMHnV6BNHrvNNatjM4ROjHvN/PdAjoa315HDRv8fj9Bhd+7mcl5p7ru+cYkBvUw7hvA4Iz4feadYjwthBMr9/pfmWSEhxhxQZotE/LfZwMmw4GymzpZqx1vx3Yag6IhQegYpE4Um8MzalPy8MXf/3jCw9izlK5j0rYIMNdm0mB/rEA14vv7CpYLgnLaiTbEKIR+KmzgX5GRzM+Vu1mbXYcZy+ZVBMrfrg0PWBlBlIPMAKqbQabWAn9T9LyvcfKkqYnCFi8U6w3yBtJQefSZJoCFqtSOdN7Azmd9xqBelvAFY3a3Z2VWwpMZIY0NHKMqySaBSoKHyIwVgHdcpz6j26slwtmzmhotNHlGJgo7umkBa5GA101RePOsRkWS8vix+Q+IiMDkQOYQKrqAmCEtzh4uDRWC9rnR71d5rjaydJBcoyH5tMqPqtZACowqiAZLSZKJlaOU6Lrxs8rMYMC5hhMhzTYHq4Moz5iqWPxNQeQt7Z8GCj1iilIBzTcO2PvXUShO1MubL2sajZF4wug9sdgeQS1SWOgIoFKFeVsBxIFMjG5MOIT3JWy4eo3059P0GUwNmMoxajn6ChWAUVIVOgNSAuFO7WpZmWnj5ByJMYwBoTVmyXw5yRwN2VezRDxc96MEHT5OVLgDojxYXfCVbAzrJ/ArhBB7mh/gQ7ErE6B2pvLQAwbFEZxPEZBbQRwrI9SibrmvRwg51Y0OKgqbhnBsJu2perBBgBulsjAAlIEJeiQPs1E1RRjXUfJu8FeoLxzFREULukCEwven4q2dgdb7BsEoIsEFmoMcGkHIlWMwAW30w1y1c41Z0EsxWI6GU4XcjCthUygy/d96yPcadpBnyvPFse7RvuJ7VaVxh+9NSrcGNC9rOwDyOwZqFSDTRzg31uSMICJ3sh2f9yQk1fKtW5pCXmvA5qQxdjzPKc3ZEU5QKWvGlUNMhKrl8htlg7b17gthHsfrbXgrsqlz4DOlw70FBVyPYUAmpgcdXkeczNJiA1+Zkzai895jK//kt/bh1seNxI9qD7//rmgAaNQ2p/9N36fTYH25nolpyxnsZLljtlRwYEqHyAHWkBG8NULaoOt6GjwQV2jfcLxGXZKR+SQO1I8LgEp3+Oqm/5SbdxgqNz/igrYX3cS4NyrlYSct4pEFksy814CZqAhWvzdRHTb+lzZvXkyGd2VRKhO8YwCYkE7N+t3yevKlV4HvDGXY6avW5+R+xmzZLRQSz0+5Nxdyj7K7eT4/pXbqJ/GP3O3DGdkR9BFg7VkXKhhCCRfr8eU2CmBjmxkTVw5Rwez0xZxzKctDKWYtYIpFwxS4XbgpXMuqCPxYATUjcfk5CzKxgBBa4CVSJwmTGXZuIaBG6l8n9MbGLI7LIB54U6KBGkw5Yz0tSrFchzX4vy45vnK7PGgoJqegOcIaYc0t0NddU/gAoqVbWD7+gL4ChL3KLwNIG1Ug+s4ZfirI1w3P+QgkWTZcypkC87O2h4rQA349KxPnQh/ZzC0cZf1WrykQ7OgddHrwyMlcBEv5+0z2LG+MEheD4B1INXXgAIu7cA+gsAzdE+hF5SalC0/mzFwZ+JeC27mZiYtYs8RjnP2nGtHdlybGYUem4i2aduW6w67IIE7jXuA11qtIzRwQDwe3fEMD8bMQEMaLdv39h+Z2z/UfkYny+Lr5Bif3z/TWL2WUY/3+7W8p51JWIsb656dgOF5c6QLfSPUco3j93EE59HI6uz/BQUJ7id0Xrdn2fl8zJB7Zpv19oM4xxIjvDXwsa6z7corS/m1ji88E+MJsu7cAAIyNvV8XTt6BV+bpj7AiIDNFKuQEpkCO4+PEb14A3hMSEceNhKuBOoV99H170l5Lggocux7iZ1bHapBLBnBKmzDmjopV/MWDw/ndSXqHPRCTBEM4GZaKuam2gNE8hWBfFPOeJAhYQdQp+q8UIAI7rcSAGotjMkxmaoaKRkKazdIJ4vmltFuFL+U9pLTGWXtheOTlFJSz3rsMm0ALEkVBX3LiM9roNbWUAyqoJneiv08Tdsjnj0qAKcMbXi511AoQs2gc5oIXIP9SSAAw003B1YWcnj3knoYCX7WTl84NeA5cd9v3FFWpfLhah7NAYCbd5rVahcjh9KsR+654xb4DIgVEMwBKGUS49K4JG6xU0vVQYWBuFIgcjdfM7jA2OJpg4LeoFFrsA7WJeBUX2JOr1syXxnmtdBpvhb7juFbauFmBgCxOk7eNjsrgBl10fnMQEUil3a6boxYD+2Pg5pthJ2isXNKVI0GHD13mhXzPerJdASvn3Nr+VyI8Eq9n8HOOS+r7/N5UGsmMGKAY/EqwHL+UCAAMjENsMIVlbXBd+l3Xg+Z+HBdXMvLAvggqAsCp26nUIEx2dEawKMAISG9m5yogxKz7QRaF5y+8tC8gp2nWHb3o3Kg2JrJMciYuSTyGOb93NCm+1yjrQM6Xvu6ncEJhl7Ti6efGgYCmlt28h/rnuTvsDUsz5Sh7kl5A5SuaRBg7QCDa6xB/OH/TuBWGtvQ3ygu9qad1f7H9m9VtY23Nm2BLRBc6YogMyQq+3MdX3gmphdkMxMbEJyL/xGddL7veN/K/ptf33tLtJMxsbsjzf0BmmAR3Y+mGQzg8XVO6HNBnJ+F/vuOpF7fx0Om9iUCW6uaifG/gBxMAnlv9qJuplJGBeIubiB5L6y3G94AMEDql6yIqG2n28Ss9O/7dWjWZK1UpKEFH8FqJjMuK7mxZAIXJiKpUoHLOu0kff+O4jI7fdXPLfeGddxfKDptwXsFq7G0BqeM5tI4h97jHXqfz4XPhHvKVEeved/sq+D5A7IQ53zk94qAYjvjU3xJWjclEIYipQW30RuqxElQPHvjxp3cqbz0n+2uo5+U4WBElGR0JggwJui8GWfTAE6/vgiWEs3IcKNPIAfTGAvSIBhIYEdet4Tbq1JRmRyhjGnIiWTUc9sBLRRDf99Lrzn/XQGF++OUAE1Wab+oUsomuGM27Hh5pEc1QmkK9qYxq/G6Lp9biEQ/HwgQsZPuUxvT8+cEq710x9ZB9YvRwm72CvpYW3GyAY8ACju1ctpDjjsnffGJESAdDGuuG2OEZCd8DVNPibXeNEajWZYVJe0J2xa8RusANH88L7emCA5EInq8eo3pCZ17+Wybp8zUOQmAw/E+wcGTRUU74713W/U8Ks8v3wfQPZx8Pv97gtnz6/H3l+d/AtqPbHjfp57/OEC/fv/wbT3f1IcLO33W5232BWRzBEy9nu5cZFC9FgVg5pyYczZ4OUHaHteDrdbAFsAAWJUsBfT3WYV70Z6YDU5v3f45jt8HTMw0nUFnok6qVTvC2ZNlbANS2XuyjFIWVtGPu5wSsZ6Gr/AyP7myFNK6hPWcyGflkk0eS253W+dRR9Qmg9ct6gHqWhTBlsLNcbBD1FgeeWBoAmV2JiDKeWZeLjKVP5cAbkqY2gAvgJi438iK5ArLUbDqxgfpYljtUoglTUowl16hCKMC3FVcY7CAAYEniewgFuYtb3jvEN9rBN8TCDpqpX16s7yOiBgRDkc0vlcU8k0apxK7FexjYeZqBCPvAWBeu6pkSdtyAhEOu8WGBhXcr+guAcHgPfg9Wereq0h97DCKPVum9Qha9KF8vVSHJfakKvBWQGAhVGLOfh5FCBaJytH9K6bL3FOfUQS2VdQ04GGIoqMotwGw01tIZH7oiJHw6mrxbxVZsUKqhJjAcsQkuzfEMKhHUkwqMjIJWOIK0eeK4Dq5Y2Bhv+cyenAfNDEDQxPTxt1aiSrAMmKvxZ3KUuoIbJzHVALv+eo17lSTtBUywu4fRC3IxfntXh5io9gPiYzhRGos5CywWQJW7kycTi6jCCqC9+rtO04AtEXs0aAAWdo6oBDh9BHndqIQ40LmLQD9plQiI2y2WSJwyAxuayKgMGIiatFhCngC1uVwsZk9WOoF1A8AalePAe/hxu7RoxtkRQMIXk8WxwvWEkafSmyD1+RmLF0NVuXKnm1xu4mkolAShcpvHYDC4CVsZ48g97TPlhFA8zWwK8ce7NvLcYKbquoSaWcEusEhAi7V9wa37CkUcBwEA1Mkqm5pf6zTRM/bQCDv7B5Rt0BzRNBf6nO9V9m9bo6Zeo5xI9KCd71v9wlgdyTHEdCrm0+owlB6n25CCjQb9HmPLzwT03qIEj38Qok9W0qj0fqjc68efucBz4loNqFkHAhN28AYwPh9/nczJzIO58Q38kZsEV1/nkuBsyk7AxhfT4hRKWtDHCUWuvkdjaOi8jRbQkPhpkUU+gEKl9SxUYsgQfBQFODRvum/YrCWd6Lu6gZW1r+4uZo1M3kvrHshF3PZ5Zmcxf1/mIPR2lTDtpUyyAGH99y5W8BIz8+q/tL9+/qcKnPHUNvUkpEovxZuMsbP9rittXosz+fqMa7TEILOdC0xLx2dSSQrMekjmq+Wn7KyKA7mRF91/JcHODMDsRte7a+QoBRhJojcTMudHJGVdECpz1PEniC4rEGAVaQyJOCrHbFiOy5fD7+XwPK6kGA5OyO+4zNaA8NPzEr1bMGhpxDok6GtKPa7iei/30oDeGz12HWNwa0TZnTEqfC6q1T6mg/GzLqejn7Le9/EtqaxbYfZtb0LutZoNE/Q5+c0ejpNmrCd/mhArn9ZCXbyDujX+ui1D0fbh76itj6sWUbNAYs5EWHSWGM7MOaFzgEc8z/A1HCvlxc76mowNgi8gLoQ+ERAbW+imSom8I7mxBPua2JA4kBA86GeoMLXZO3HR6XN2OvOYGOf2+vx6Seqn9+24SfLZKbIz+1kyKv2uH9W6ugMbJ+diPcYnns9vQKiVxBUCqC7MlA3NvTIaJ52ONB+byWcxgXI+u0tG9BtF7h9CzqYFsLbQMQAEe7Oy9dUFMLBoC7L3bcfNuxzHl94JgYF9jzxD9gTEPi41G2EtAmIx+QE1IBtnIvFjg49YUzXt0c8QPdmfOKx2B70op1X7eZFdVx36ZyOuMZh9ABgTvUAiGeai1FXqKTZO0ZvTY+jRX0Scumc56J3qaNAxLh234sYjPRK174C0q1UR2RG5Yx2klF46Jp6PG3g+LiGoqOOKKOQ3gtEFQy30iuBQS+s4efC2ehkKKJdDSSwNRkMp1HlUlPT7bbT1cxHO7TAA8ikGaJynp33AnBjSzY8q8f2CW/rRozJ6qqC8tl0iitvOZG52ZvDmHC8BEpg5m6iMnbeOwiuUQNRbORGXUuogog0hiN3BMV9Bc4Ht9sf134+CHRjw914kaCj9zLyvDjmH5kZoOBKKM2xweqt1k4dyyfkvOxgDUB8zoLEhAXcsMaJAO6jpmJ2AE4xIQ4R8AFUIXEwqnfKtrV1z547E5cqwxzl68o3YAEaFHhfpTMa9/ek5l1BSdBx/m0cQKDP6/VyRr/nveJMMetnADkANu2jlqiQuObEvbQerNcLWRcLuFP2RBPvPnp5ZC5M6zW9buUMa47e2d4ssYE+GyRuoLYyNQ8AN9ET5Nw6KUcbOo/v07b7s8bJoOA8GPiNZk36HHiCocITCM34+DyP7x2Axsv2Ai+2/vWaPiuVdALhB9tzvGfO+QBn3uZkqnWCx6+ZsLVYBelqI4GQ1DMZYIrybA1CDZ+CsmKn4lOcX8XAhkqE6vXIOVctELaNxNzj3vdiQAm0j/28xxcexFiA6+iHJMYWyJ4To/t6+L1z4r7vZ/OiYyJGoLu/8gEVcHR4PdHkZyH1z0LOm+/h0R1lDbZKdH17MV7TRu/+hHNRyAAvGVKjYi/glaJU0YaejaRIE+bSvaspyFoUAOdbUpjrNICAQczt3FztUIbsMLZLN+ntz/HkpZaWPUhYrq30k9IOPHHQsErFRsaBTtBC1LGF8dzVGIG8OWZsEIZezBzfOCK+0/igIxYzJWdeul93MHVA9ePxfLjv+/HsSxdZ5VQXRXdAc8KAjOqdq8u2aZg9Tp7YR84/Jro/UCVGlHRPA4lbBmOSLq7qsd4p0x39j8uNBne+PezxPdaugCuV5eeO5EJAxUkg0sQDe5Y62uOzoNNwusFRd+EEB0NzlazOHvfn2uLYuJdOR9H20IHuj2Mhegp0Oa03VU465tjrQpFkhTeSzOP883hufha9ErFNtQH2mV54OruHpkXz9XEfQNPvOJzcq8OMCNwq+yWvpfs2aAS6rN9MSpfniqlzlRAaiMjm2NEFS6l709gk+zoH04UJKB064Lwc19Td98hOvbH/ZocYivzX3kKgwntARTvyvbnstrUc+dNe78AOPaue4GAd4MK9bk4h8Ak+Xs/Lp7xByNne4/y55/ABXE7w8ryHJ+A5f/8aEO338pmE+y8d4Oq6LtwSVIfGZwxuj8KVaQlCqGRfTJPAiMdtZR5deEOxqfyJpnv/TfMqM2mvZXcs0nYgE3ODpzoYp693fOFBjCMrP/wu+aMV7IdEHy3nF6LVciNdQH9P9m5YMrjuceFJUvkc/Fd6UxfTC7Xk7AD6ybPLZJXzhE6HVEfC8P0cQKbvN4DeW6U8xcS81E2BrKOQIqBhX4CUTmYCWbgmd6D24g2A/U4CqLzZ9bWUQ0YCyV4GEYOAwps+BXC/sU19d+pMajUwTHEvNQZTrxAMzLENbSBQeUQuCdQlh6nxwOBeTLeeR/Y24CyF9v4vsAFcdXS6lNMXuGPFhKP8EstUSFHovNTNwm26F5xXpfNJQMy9joYe1ZkeTOqO0iLS0v4u2t8qJLZNPlOnZ1LVTxVgyXk7SxtcdES0nN/BbpQl0hdDPYUWtgFdxb4lZL+Y+ksBqzLDAc1Fs3PSXXmeKJGFxMCcxT2jFCBEUPDLc+iqS0zO4GciyCoiqpmzvWklmwNe6vGRxT4XzqP3utDaHpcYmfB4LV5ArxPqPCxK5jmkk5meo6zCGmYCRmIld0Y33c57y+P9GoERiLhAZgNAOKXArQjwQvdz3mjOV0IdftCsosfhiJY9D0Pz0jtOZzsZPq+JQGJop3CKuCtkt4paCwbcTutWOxmyIHuMG6jyzqQhFCBSqsKsknVm8wASoXm0tAamAhlqP6j/cOVaJqFvKJDqoAVkAEJbGNiuRhFoGqjM8N5PrsCrZl78WYFg/yyBTaeevY4C2x58daZg23P+uDTPdnDVkZWDDjwDIe7PtzCmxboGCwXUQql3Tac6ZQd6XuieV+0qqxI6XCAF7/ljvU5JHNml2xArGGh21eMbxfm9gc/oeSBTdGwMq8IGgUV2uNfaroWM1ddGVpWRrTslf57ji6+JATqyOVE5sFmCAFozgapdYVP5mKw0DJomWgh8AJqEL595Iv+PJr2BC7YB9Ps+SjOVA8gnYt/Rw3rkzacbOLVSXyexwXEJrbQucFMPRfdhEanvt9QTJ6lDGQnpW9xbZnWF01qJfFvcDK5kDFWuCetjin1YagVg45kAVmFiIG8CIPaPKbjdSuf29Qjy0Jg0CO3nKLFlSdciR5CVzRw9KK9ipJBr8blrwRo8oqoZB9Tuv+NnwWezqd8poWx43A8D86iQ8+dmevpJFxQyJUHnBQNf9iEqqLonrGHBofyvbWz5zv7slaxc4nYJ2eei7zMo3tsprHT1EhiJzYE7d7rS4Fk8i5gdTymWpd+oXSkkg1bH2oH+Hh+mmJEd2X263rCK1VV3qXHaBDKYfvA5Tnq6GQsQ2NxrdVWT2Zu+BwMDoF/Ta0zndgM8jwmraqhlGjPosFtf8MquaO0g+3elarKqY++nwyjsX9kB7bXtBeAoN7y0rQ8D+n46BYtdFdfaMr9WlXkFBxP828kUEfxXm4o7F+dNVb9uqs9VdFQufdWI7h+TaYel8VxMa8fwFhsEKNbBdJoulLJTc8pEdaoEsVlDz/G2EWFmZfb9WR8SfX/oYHEbYT192//2C+uxW/15vKaf2uccz8AmJxBtV3KtZmg7TZ3ayLXbOCgFfDBCJxBrZ+JZE07Xy8cJWJ3VR9s3hOCt7AFUKXgGZrpqBjHHx2lCBHafG+six3AbAQiI20JsvtQtptBFIwaAH4/v1zq+8EzMa04SOFIBLyWRO2WEB+hwLtGRYOZ+GAYX5+FJZhrwdROu83X5OjGPa/mso3cq9v0JUHUkBoGtc6GpiifgNu8GBEXxXKldfBllu4oLoBaENPDecRqY3tBOazxqAKn0XRRLlSeZkbUIgOaHSbEvG8OgUB1pEaUPteQHK1TuYyGuEksx23CvXJgXrz+qmCpCKIIPdtSNiXWrh02UGuzlLk2t6socDX4/q6UxMKtSGkuEqr8c5TSY+Yx556ob90ZRnv8U+HEDPVLicwz18mU/lyymM8I9cABYO3JWYD3p5JNhpPHhZwymRiwIB3R987hPAY3Y89JbHGy2iSm+M1XTO5+PAGKwieAJ9NvhOOqy6ZSR9fVCWEDApkIR7AHE5BIQkV3JQ8CZ2ntG7Ixz+9I9rdBnV3XfHxvXpogE5B70vjxildJX6i0zuzSfaysZtuu1fEbRY8vNSj/SRTjYwWZZS4GDK06YR0Xbq9BkM1Ngx/nVbAZvYQPuhz2x4zznLfa9O51kZsLvf23A6LnSv5sGPrXTQXGpKC8YGOGZ9vKmgEvNNVekrkUgXYEl2yIMMmFiUtciu1jlNU4k/bSxXquO3bNnoP9GpubQNB3zwPfsFI4B3NlXxi76XHuMCwLWx7kr8B7HIyWJRIb1XJs5nnP21hMGZyH2YleM6hkez/R5Xfs1hj5b1+LnUe3jEHxuZlHOd47SXJd9UCwq0K/UpfwfAzoxUjP6NIybq9cdBLy+1lz+rOMLD2I+mmQanG7yZoAyNoG1we1z0XbgqKOp+UbeQOVh7A8jDzwBla/h3ITt9fXne877efx7LPI20DK6JrR77xtP0IO1UfkR3NgthGSGkMKQc3CUPSU8rATiim1AM4BhGpaGwim5zufe3LaAC5LnvHMhrhCo2IuOyvdUKojjNK7o8S4BL/TnMw1Wha6uWkkAwL2DUmvODbn2Ism1mYVx7dyzz83rz3a6YZZqaD+u0ymJAVnr1saOjN6gtGSg+nr9vCqBGtX37y0EnD/uPjuec0SscJ59KoLduin0RDVYSQDWOIwkxdtbHEjo2+NxzI8Gxo/oHu2smg1cTIukgNcHimzgTRaBoS0YOIIPMK4qoFVMKQ5gbx44nCAjeEgALk/nFhHVYI6i5dUAosDnmcky/8RQOsIJA8/NkDGWoVVQcMV4We/RTmpIycp2CAXuQRhwSmYMCtf9DMYsFG5wv59rjy/2553HZm1q60i8lvWMx/Fc+tkcvyNTxusKtZSIEcC93+M2/E3MDLeVr37/eU2OsH1BZuMIyI55olJuCn05Ic/003ajZi+druS1Vqf5uCHtXSmBs4KtTBVfoMEfL8sg8Yz5bSMI2A38+Sa9ykxVbbt82uRXHcy5Hh7fYw+ZwWilmR+1IDjAz+uD53gW2cca8PY3Fjmf4OMMtk+/MeeU7ulj39F7nhEnqoO3n9FmtOFxhqWQez5WQT2vdp+pErBsphJoYb0r78g+KlBI94WJPncMzSmwA/nnPb7wIObxIA+DvLuEHkwN+BC8yNoIGFxgT1LmUnd0YmddiiC9QM9HYWMVEPpVxLY7lPohKh9t6rP25OU5lFpAqL3809g6MoQ+awsqGeW6JLOjrnB0y6tjqplpF/kmCTYLiClGiqXPbhzGPD7ROVH8QsTs9JGDmznZ/yEVPU8tmHVTs+KFSVs5gAUp3wtDZZfM5QPITaf73+GUSjL3y60E3HY8ukNvrY36DU1gAKS8fCBQa1CZ31Vp0lLJuVRsIDsGHTF7XgB53wg5ulo3pDzS2BMWxXTUouebQ7sjU2PkB2qxHeygjpm1kpqQzbDI84cj7YA358wlZkiNxjITA0y7JUp7MVErcGuDxRF7rt9iJLtjMRxEESqVhb4CDKtIUE+BatjQaxf0AZVqQ/Gx5tmdeU5UzeXtBAMWlhZcbu7Aow1xnCLVUmddSYFjMM2RN8Z1AVhbj1Zg+koppznYbVaiNQActynNGI270pRRqCAtP9UI0CBilFshxMs6FkhRUJUoXNqRO+xJdA+9AenxDCJ0HRLXh68HhVGK2nX5kANaeXsSykbcDWaL6GHbCFcylSuXQnOOTvqsPgygBdWu8KRYlKxmC8GP6N7p19BcWrc78GrdqYzcdd6eoX6+gSGtk+Zg8RmgWGXXzetiJzX8/k5pmtLS4UBnOAVaB2ARkAfQupDWqaVtiu6dIpvNAkUIiG1/wcJDBtL3fWPMC9a/MejKZmsTSX2d1gCABiEGKOysjL4GPXbZNwVak/bLnZUXnn1pUvOSc0LjpCIZsj9ix0YgdpihicrnTHui4DTQe/mRJBugxDF9dbxOBZLr7fPvZP2FBzEP5qJ7cPD/PmZIwMkQirxjD+zraxvA2AGG34s2uj7qWAA2/E5JmUkBIGco9B9HDtfRX6NqOmS3924E7mt8Qfimxzv6qNIislO047crOQRymnUdlaxqYwQBIiIKgqkSixCT2qIxBUSIb7ShG3UZU2I8MhGMijITHz6ZLjRCpxnM5uQSW1JI7QOwlhuIoe+/Yt9XIPBhTiQsNMR+hrGfT6+2xzQRQ6Lr4a/sGPEwxnmo+gMsZ77TFTdyAmVnbLB2wToByODcyZ16fUk7TccIZsWehzTOfs6qEOsZEocDVFk1olsFaFKBEjBGRt5k7gJ7rtwyrpR8aGAC1CfUdlq7f0V1wzdQksyNHQ06NK+yEpeNbmyym9j9nI8eJwq2A3KOmcDg82sqvm1oaRO96/H+fmjDDeVoYNdNR9LjFbyG1JpbLfxsFKA5BGpiULimthTQup3ajRtTPXjCHZ53+sTdaUtGn/3n3BV4V1aW5qllDAY7G6TyKw4gowkG67us5zLDwx4KHs3sNb+0k/zDLunJhvQ5Pf9RuCbB6WoRv6pdOiTi65j2kSoibNeeaQNX3NH8Elxz7VSnSEagd4EvPNMpnouslBpKZ27AOZWCCq2VqR5Q0GcYYPimuxpOHYc9l2z3AbHvnrx6JtXPLPo1Psprr4zJCmPsQHqMiSEAuysCWaXHa5htJ22+T5kDGZvYoAm2PWjwJajH1E7PiUHx9Li6sWQzskCL2y0RZLw6ECPBmg77xEJXttrDTQO60NYt1UxSN7zs+S0W6r066ascL4YRwEa7UoH362woUDhBzKv+5fVc57+fdQ6/diqN1G3yZWhDkUQbPF/6A8CcHw57UxpXT9bj2pw33m81zcufhseFHgFuQsP8csD0OyOvknNjp95p0HOFtDcyJovR9vp0UacQ2JTokEFcm0+wSZoI4O1Wt1Bd0xEhQ/n1FlIOsg4FUPCZ7kJsUEoH7ZLAAFSuuujAS/l1nbsNvQFEGRD4OYvyNoDA4USrEOtoqFj7HpzmW72YqWq7cwmMqrmVGKg7l1IAdG40KkohNTBxNKefFZmvWriuDz3XzoZrDuxtQAGoW7PnJ5mWez1B/Cr3+4GxIa9FYxKOXDXubypRTs1lpnv2dcfijPLu1iEmSJO9HTc/QwJQsYAUax4AV89nqisvhMVdQfjUnEQvBWL90a0JQuCEomSlC0GW9brY3RgW8Q7ObwqNLW49BY66drjKw71/x8OGbJY4xVY6xeSKJJW9onDF6Gd5vr9A8DKmAPzadm0LUbfdsH0xg8ZpwHVsNmqMwH3vgI3rQXOiNtBxpI85Hmt8tH1DO+xmv2HQT/bVu977bwGByDqDGH1WaJ0uQZhjLJeCPt4OmR2vzfumfqY56ypV9ZlZE3sVs689whtK3s3mnOsOWmtjSGemHbdPwPNROvawMaefMBuVmd2nqjeLfAmK4XXvwFK+i2v1CCb6fbJDbZ/rcY0NNW1fHkGv16BPxQqv8uem2VDaubQd1XNC+LmauRmHf6PY2zoZr233nvm8xxcexDzymx/NhdeB0oP1w6bVA3AwKce/5/HZOpZqINMORWfkpmovTYWSrZ2HSwPlwz/WytTjcxw3wQbucHK+n31xu/TtvIMApCtRSizVjEpNzazZcARoQTAWHQo3yVO3y1QPGFUlRbLFtNKhNB6lXXgVieLMqVcxVSRRMDt3WlthWtupO9HLCaRSYK5Y6goLkH7mqZW6iMANsQiigM90BZ3aMdx6hk1yBbo8/JXtC2wGhm5yP4uBQhab0Slo6iiTVUo7Ekc3/QuMpeh1SKRritxGBxxnP9X73j04IsYhxGQaK5cApfP0odmZiVWBrMH5KeDqtIBTSfOY0yzJlUHlrEeMYPM53VdUYR1aBGuT1iBLY4DKKZU9xt6MDlDaAnaoG2gWJzvI76npIAbTB9XkCp+N0hlxeSO8ErWBfl7hMnokxvggTZjwzxCoHgQ6rkCxJgtVKhN1yii5I7oq8uJ6sg8RFG1TxyM9GHOlWssMUc2COR1VAji899FIu9w46cU+NDg/QDqdq7QoreWrY95shsXRchU3bZWn0dPm/zM6D4He1JjGof86bCHRmfrwEHBcBgO8KXijyAimmy3obVtzNKW0MzaI4GU/A0dWSapAQY8g01VQHJvAlCjYzMQBJl70jRqYPc6ptdgg6OkzrKtEnP7EbRdclbg/8zzHGZCUKBife4yrWZuPhMJVRuvHmjnYaJu4o0Cgwf4xT/2eMXi+hantJdBroJvBao2anVUJA3ZESLs2EcAYLPsOySboIDDa+H794wsPYhRMCyUeaZYI7lEjtBCF1rLw9fy/10nUTM6BAF7FXefPSqna/TZJwue9fz6vt52pHdyIRrByATq3DAPq+HmnrABHA1sjQBDQQ9BRwitAc+UpFeQL4wMXekdvutgKFg7R4VRrN5x/7wqFoB6mcsHdST2GDSKiWn9BwzdEo2pgZFRS3WZ7+4ERWinyWKiOKE2l+rqfjIcExR0qgpR8uvtnaHFyTIdSe4/U4rEw6YdnGzILcr0RXtmRIxU1GnQoTSdxM6yz8XwQOEAlZg0NuLP7e950Dx7R0X72S7qF4eZXEPhCYIZoaFAgPA991f3SIp3PmoAnk5VAmYlLhrfBn96fAupI83hiAHXVC6BuKTdb6BJvPkbrEij0XoqUAagnzdqOnFfa9xfW+5idAbYWKAJrfYoxmGKgHqQoxIb1UNSZVC5qX4i7iWGUDgiBuggKfUuC+N1vSKRNQEX+dVyhFljkdm7Dc0gONRQoYEfF5473ZiiwCIZKETmL+biXURbbBsD2BDvaTtmAVCUPQXPB7Qc8v/caPoojGneeTfmetiTMuWzT02W+dlFjTriU+CCB22bFAYLGGMibTCEWG/1QmyNgGluU/1lsl20LEA2YnUaxXezANaybzI/Oc37vsdmrxuBrbLujCkPrbrznWwiFV7BAgGudAaxTOsMDrTHkVHHVK4ODs9EpzcnhL5r5wRNwhdv+V4vinQBCoItdvLXAFewEv0obu67VgWUFtMcbAytu4wHAoE6/d7Awx9Ba1lrCYMn+oZ9Zx6r+escXHsTwUB7TDhIEB1cNCguZXuciCzkwUNMRtQ2I88SOvt1m/vFJxwIKRWhAsC23oqrdtn4I/ZdtGKrksIRWT4q1U04dftpWCqUbAR/PP2BGiS87JyajazQjsKltMSuDPR7Yx8EAQoi8BmZp0Y2BlW/9N4vb0nT+YJQSxVx1VGGp8VgiMJaGAol5yUgObKpbC3MgUHe1FoLrgk7duzqz+7AW8zCDxQU/pinYofQSQUsPz1q45sAtUW+oqeGwdqJAHYdp9YPlszB3yfgudXpuYAKnlHZ+uOeiQasMzbqzo5IAsLCaeVn3wiiyBOsAMUGLgN3ASqBaKZ21qEHxfLGTQacI6GLvJaAnxWcowup26wHc2oqATcl4Dbf0PjMOsB07jcN8966eKq2jURRl3gJamKHqN4IqArjo0tyloIPjtpmdOv6zMJt6FkfzMpwwWAbcCn9MNX8Ll7GL7ZO4lNVl/JxJBIgx5WSLY1gYJERIPeqZTN59hPrTqCTYgk5CJoldNbhaH3RyjLLI8PDvnsPlRo4CNd2Lxs9NtqAcKPneIUddXG+0GdFMy5KD3WnZifvTN+k6QuAYcFqBDbAD3Pbc970DJGOCc4M/HM8usrpIQiHBY4NIziHO1d7bSb/JEZ06u9xDxpUw7gMkuznn3CmtiONcvLY5VfV3oKisdWwc+UwB7a0OVF0asudwBaKtbwm8rbbpBqjsm4Nep4HtG7bGJxUxG+FJ9yYA47QMP64aJHpNaCYcaWevnbPbbnY61T2c3M0bISXTWvCWHtxqQ6l0iDm9GCINBXCfil05AQtUAFKaeYBSesUNZ2+k2hREA9LPc3zhQYwjy51OopcdY7D5ml7XNPchZjrLfp0b9uRqDcGZqunz8HhlN0zJIzYtH7COYE84n8fdTx2wX8PVEPs1JwN0prFQ+xrceK332NBLoqMt3XG6eqJwNuCjr1NbexmzFhdmIW/lNeWEaQRvljdP9zIRwBq8Nusj6HuHHObo3ixRIeYE7ZDvYoqHuxwX+27o/suCxEmH0Es5hpT/s2nVGC4xln0oAi1WkywjQ3Q/h9aUiORXov+khOnbajvx49lUocfeQXr/rEZf55wB0I6swOqjFewVYXA4MY/zF0sV+3NllORkHbVlZmuxADIhTAvRiK7l0st9/c/cOV4ibs9YOQuAa8uUPrYzcwphgZQ+H2S1k4HYpm5COCBDLfnTMMBImV1IoKv1s5IbQB7zvuKg16v6mVl0SoBDJ4bBvkTc2HCv54TPM/v7VYkx2L59HhqXVwagCko7SVtmJ65r2fOsDuEmnberc0xXcryPHiZmFeIACvW8Bjdrc9ftbtaIrbOwbiZhLUKgMAiRdU6zCCRAVn+mt2WJvi+vOwmwx2ywwGCA936p54krxarnIO3KvQhoL7MJ6imV3sdrsIDAfZVceNDM30sgaVs65FAHBs95pJ2B7DH0+9yE8pVdf6YD9+dwrEPsgmZPmSHaqU3gyXyfz+E8np+3v7yXGOAy7fF8z8s1ncDL9s5suplqYMrOTl3f3jU+AAJGrZuRXNsplDqGKhhz9/UZ0sVUeC4XnMrvaz2CkE6+a518pAP6GscXHsScXQ53c66xo+jcFKlBxhGvPgwacE4sdEjzavD9utOgdT61NkVIoGA25nBCj/cresIRweNgc14/r73J1wBUo5fSkYLYIA0d7VZPUoIhpTkGQLqFBvzcNC18byC7lW8LMQdFh/TmBHGqlCGtnS0cY++XUouY6mfhyg1rCJxOGPAGetJOpMWnTomJacnc1CpvmNG6HF/kkcvFbiblFtu8CEVUKlPeDlAdRF3S/Yjaop2Jn8Pj+zzuXe83Dt39Wki3em5k0dR0GesxJ9y7yBM3X8BrriXjo6aHjoBVTr2KGg54Gkh8/mAcBbj7HgKk51O6CLMAGrbc/nZT0BBrhWrjuE+fzUrRphnQBrwrOQBqA7KQ940PAgEPfVKQ2t56Kl5vjzMYbfNuZoMi6NVm6bxFxzUmMnZUG7H1Ev5MOy3PjxhDjGP1fL8OkaiNfuhZjBFdOPZIDWtt2bn68xzosDw3ex0DZB3G0F5JudpBO50h4oRPYKhK0CkUISOLOK038uabbY9cNag5xeu6gHIloNhBMSWe220rANcskWFIM0JMOzNV5HRYtP7r+XlxYkJsBnw/k7bx+jzqa+R4bc/A6pyP1uhnBoof22COmJnXZFoJSktrQe2weV8rjmfq8++f+RwRA1W3gKTY/bmD2r7GYbbs48CI1ycA22VV9hO7xUAHzwfoVuwJmdi2kz7zyqQ9icI9JbIu6cSGg3UJ5TWHvAu93E1vWvn54QuPz8/ZfM7jp37qp/BP/VP/FL75m78Zf+SP/BH8mT/zZ/Df//f//eM1VYV/+9/+t/Gd3/md+KZv+ib80A/9EP67/+6/e7zmK1/5Cv78n//z+PZv/3b8wT/4B/Gn//Sfxv/4P/6P/6eu6dXQxDGp+cuNCh012oCwPNEph1K4o5/r+L0MkQHHo8NpnCkpOGTaEar/DezXYL/m8frc1xb7o/vzOp8NU8zM0aKvDd3hNo7zRlnzsT+PTpJlnkPoHanXddBIJqYW2DE3QyBjMlfv5lXuF6MtBkZZN+PUAbrVtiP53vogTWeyYotbHZTOwXNzB9ahvAWAUlricAR1jGEUuhlfx025W/+zP4pFgozkV4OD40m3pmPu+3mAlIVm2VhuoevyNfnLYIM/+/Pc4h3BLR2gv+ViFcO9FvtC6HlYHJiZuO+boOVeXdptw19yMnxboYb6tUiQu0qdbN1HIvVZNjKxx4tt/dmxNqPwVgtvavLHe5CwE2yzrvqGNuDeSTtuMkEj3DSv2MtFj9TfYwymZMyqDKa8lvoBraKw9O2+u6LLabE7eW8VgRWFjEQNTvCMhLclYDmpSvU1bDawJsRHoO+lJ9Shh9ET3gLzox3CTjXuwOVsES/LBeqbNCm06EbbqbN54pGiPIC0heY47IPTvFl7uwtBTyAcvDjt7Ah8p6IeNjIsplWQ0IZmzzMohROnjZIOx0AfAmh7abkXiVPvHjeVXc8NBHsh9cE55VRQr/0ThNhZDzVew9Me8yMNkvgcIXt62nVAjKn+hhDjUCx4OJCVQPnLdSM+8zN9zQQWXgHUsowxVYARACaF+rbPavRpX+bzdb8kzZ/u6hsldnyhaoG6J8ANrbyNyHBJfARqjC619lyuEbiD+r8VoeaPo++fj9vrfQeTbpjHNVwMrgYZ/M97/EMHMT/3cz+HH/uxH8N/89/8N/jZn/1Z3PeNH/7hH8b/8X/8H/2af//f//fxH/wH/wH+6l/9q/g7f+fv4Du+4zvwL/6L/yJ+8zd/s1/z4z/+4/jP//P/HH/jb/wN/PzP/zz+9//9f8ef+lN/6iPK7esdzhR7ABHR1DsXXOx/q7ofCY9yMQKc51ThAoV6iuaiqgV8s5jnfdK628BABtBfCBzlaI7KdM7gHVAbaROe2zAJvFgAt8Vl7MVyGtYp/ceoxBWFK9STwQyMQY0c/ER0g7IJ/jwEDtYbaVOPLaoamNSdQO93FEBN/TuAjP5+JZ3oKCBW4gpgVLKdtdZs5uqUQkgkGzDLE8CaqJu/KarB4J57jCDiWNBbf+L/2Do8VP6qzpMa4nH0i+GIMpqUshOrgHsVKlXpo4qdaCMmoyNDxB2SB0ZoN+3kGLZ/iulqRax74b4FDBB4S3XxrQKWxL3FdJh2dMC6E2sVo+lOIyi/LTCYazUQgcB5CqzcubBQeENiBRu9FdDMxw3u1bTk+Mw4AcAarcbg64L0c+9Po3RA6bMMMu7i9dDpiolC4W3d1PtMjk8KZH26EisGbtpqClZBcHNH4a0KX8kbb8VeOi7xXLnw9vbGdXZx+4EbyX9leBOcAzduUuC+Zix+OdIsM0eJEADKkchYSLwBszoVQ4elIECMpYHbMnVgnUFgr29AK2+g6awwxX/DV2u7s/vC8KXDgENfbsFPEE8bsfchE8AuO2ylfuGqKa85plUHivcdg4JUDC1XOm6ak+q0zxhD22Zo7obmvJxhQZ2cgR6nDVIK3VkdWydhTYX9ve12gZpGByL2oCc7d7KKIePrPda4Lp+s6Q4Ib3gfrJLDB9wzx4EioXbEkh1wCmWBzbIWcmkDXkxgzGZhHsyJ01wGGy1yDGrvgr9Lg3ZwPEewCq73q1NqjeKm2WC7anVFXNbCvd7UXVz7Wa0UmDVog8A/bY1bTAxt77Iq239FBC6zbB47cIPyO6hjSul7AgloDa1RBEdhpdbn9/NR5+j9Dhz/8//8P+OP/JE/gp/7uZ/DP/fP/XOoKnznd34nfvzHfxx/8S/+RQBkXb785S/j3/v3/j386//6v45f//Vfxz/6j/6j+Gt/7a/hR37kRwAA/9P/9D/hu7/7u/EzP/Mz+Jf+pX/p637ub/zGb+BbvuVb8H//7j+sKIjCI0atjN7KmxT6TS9DYaDzCkjwVX4HgI4awJZX6WFub/U4/+vnAdg08fHax/f1fM9H6D32eVxC6Z25h3530rqdSpPRoWbo+Dx9qKnx0jXMOZSOrY60/Lkzdpoh5gDADp8xgvqUqBYdjhEtGitF/4jCDEepHLdSL4oxmKdnFA5UFK5PLg1/oia0JYLoeVp6iUujmbG7FuISKp1DQr6jtBGl1v9uz70bV9khDOwxjAgsrKZ72UKd3Ymzgrv0qoJg2XmP2SXTTnU+5hm9u6qLAIjyfz2sexodRpEpYSdUlezL4JxsgHPoOzfuaFsguZSDR7Vz1HC2GNH/587F8mQNqmds1k1utYOGUWgdQ2W2OLOjaJdzJ8FPj3nJmeXi+bEb8/n+1AN2O0b3ryhsIbiuyG3h6QwI20fPt4kxLv47J770pQ8YUfjw4cI1J+Yc+OSa+HDxHNecmGPiw3UhBn++gpVQc8528B8Gv5/xTC/xHgn6x9Htutd6itXLFMgnG5iOpotA9s7Ep29vyCy83Qtvi8zULYbMTulNwHaVNhctCnyXn0e5iSKBWwTw5tLrwcqaMZ6Bm5na1n1ktoA3DKbiYEhSu7YDzXwPFDf8TqBWtv7FX+5u7Yol29xh0HOsj9e0Em2Ag9M9/+Nolb/Tu4WQQDzraefOdNN4BMD2DRugMAtAJtpdyKuvGn7IfT1ew6cmh77LQZpcytw6t66GPOzYrkTzHEnE+NBbZXSFF45NUJF6/tRIrbzb/i9pzJpRmaOBCYEkQW0MdOo6wVQTmR6mJ5e2lfHWAyozAaKw3hb+33/1/4tf//Vfxx/6Q38IX+v4h87EvB6//uu/DgD41m/9VgDA//A//A/4lV/5FfzwD/9wv+ZLX/oS/sSf+BP4hV/4BQDAL/7iL+Lt7e3xmu/8zu/E933f9/VrXo+vfOUr+I3f+I3HF8CJRSNazfQG0N9blER/y2hpHlHTA5Ufxzmpzq88ysi8aM1u7Mjn4/O9Hq/CtH7P8f5XAANsnQSjb/X2QOzorCQQds+Ol0WjD+2F3L8qtPEYNk6ZsBjY44ushyBzFNjPweNdZAW4mGWkE7sLZxHpe0exykDk4GtX8iuLfVPEeI0IpUwo7JsqWSTRNbQuhhwrxHJpTEqRj6KXMze98mAdID3JGamZXdB7vFnb+QytBcg4dobWeU79gs/7sX5GUyhT6RmCn/VyLe4Lw9fd3eSsiizLnYm3dbMSKLmr81JqAcWUoMIsrPsz7lPcIdM2eXCJ1WwORvSmiuHvi1sILLA08w2JW/wGVP3m8ywZPF8303hOAaXYsqSGSiDYZd/8TJWnNsOklIlYjwQd+L5mdHOtTgsdazN1n6tcSwFVZTm2Lol+hYwgYN+gJBoMPlLKcdqWl0DFhkJs6tgZkT0nHCD1OQ2AbDeqg7XzfhpsQ2zN+b2vI4KBR+zyceDpjLx7eml846D+e+yqNK5mXQJqgiXHBfSd1pHeAwGOgV01xS3Gh2ZBOrvZwUXCIKtAAR2ZkRNknMFG29TYTP3ZZG3vlYRH8PkRoIjNOPmElWRMKJR9dbFiJtbq7x++5Pj5q30etE1IjECM2rYXYFBmEXwYKIUCY9nqERyjKqxVCFwoMbtk/xQEqJBgpzyrg0z3snEg40Dhlv16eCWvz9ipRx+er/Xb8I2vx+8oiKkq/MRP/AT+mX/mn8H3fd/3AQB+5Vd+BQDw5S9/+fHaL3/5y/23X/mVX8Enn3yCP/yH//BXfc3r8VM/9VP4lm/5lv767u/+bl6DcwuHPmLYwfdD5nTyPjF2Jj1Be0HHYwF01HQYLQ+/QYIFfgh0TvxcWDwPj7M1OieGy1VlCH0/wGFkPs6pFszIRJunjqDBNI3vaY5JFF5bL8IZpc+rPW77ugIu885Fqp0AhhHU7PvQdXQEti1XOaJSFZK1LYxAS6/RwtL7CIyeUX2kLKXSTa1hOj8H0fQqAUE1a1BOzWUdO1tj74lyAMd+xj5HGbhsQHPm3mGnqYXtueZ5lWkwssGQv2+mpqrB05JmxmkUvqd640JH2a7mWmvhvu/W1iDiAUytiUntl8LoVsZGjvn2OQRUyukXA7JimolRHM9HwMT7dtOzW0DAjbFaYxRkUO7KBjSMHrPTSK4Kcun0/m87wtvARcbbG2XuyNHR4+jP7nGDr8Wga/XrrR9p8GBHZ/BUL5E0zoBgR03hr55HeIDYtgPylxx/pxLMlB7swuElPPdwnL/3gWpgtp3LZjq4ls7eQKfGx069rzC23UpIA6Xv6wWoOe1a0ti0GHpaz0Q2Asdz8gAVznXRy59MZ+7n0dH/A/w+xbYnwHgFMEC0zm7l833bpurBPZwsGqju4KN6jeaJtnC+z2NZvQ4ezh62zwqKcnWFlJ+v56UDTd+v7b5tTO8n5v4veu1OIy79HvsLcdi12owyoHWotSSNpUFNVXX1KpRCBQSk6nlvXhMdANqOH2tiSHPzeY/f0eqkP/fn/hz+3t/7e/j5n//5j/72yiB8Fqvwenyt1/zkT/4kfuInfqJ//o3f+A1893d/98eTxOwD1H9C8Ve3GNekSFDzclm0Fu7CWo8Bn9gCOAT1B3kI4tyHww6RPlX53QC7rNopKxDrhmwQ69ECYvRibePnaOBkQ4BmDyJCTbacllHeWBPvGnMbmeKUdZn1WZWzarUAk+Mn2jEEJGRooLVrMRgBo4SMNtARqFAfinLu1gCHeXdGVypXDK2yRJd9cpfcAW+ul9ACdSQ3W5kmJ5jIJecG0sJeSOwdAe2szYqlObz/i/7OOA+puuHegE5O1eaoEoiYYP4cXNQtdSDzUInWF5nGLQ2em0w9orHaPR2W5uicl86vippMuPnhh0GNkNNUBhdxLwwQlC8xGQMDuRKpFF3EkeoC9SRzToQA0p5rwTJZRe6ljSF7jRrQDffz4LNxmWxVNY18HtbWnMJfuMeA5mTvSM4hxDV4D+V1ZgZNYOCyNgAGIBQxR0UHMkwvqnIRgawb17zgDT8jmVJadQYAAAavmNoQaxiCVRlCJbTpZgmArMA1Zq+FpjsKHXJ0aq6StL91oyjmU1PsiMqSrbsqqBJJCiW2IUNXsNlJrNzjfKNwM4tMe1YLK5b6EA3JHW4AwJjSz8w8bAyAQ5HXwLASl5rZucQdgNIJAhbpPYzYcC1U7cd1vJ2yG0DOGPxzJmIkMIG8yTZABQUOigwgX/3GZhZgiknX/gwIgZ3OQVwolWc/wcwTqGzARADAv7sgITWHOZdRG5g9/ZpsitmPCoTmz4iprUqUDsaUhkV2QMCoinN/af5xjihVJibNura0dhJmVAqrxp432qQ2IuUPnXaM/tzqQDik81KaPnwv2ubC/0kDE2HHIXAT1Eqtr4MFzuN3jIn583/+z+O/+C/+C/zX//V/je/6ru/q33/Hd3wHAHzEqPzqr/5qszPf8R3fgU8//RS/9mu/9lVf83p86Utfwh/6Q3/o8QVsJmHEwAWlWSJQ155InWNXBM/nZkZgR9Y0XB74F8oMgFZMpypsn8+FMWMczAT6Na951ldKESC95834noJjiYHB/iu8ztBrvIvrcW7siM0CTr/GWoRHKi2zK5Ie1+6l73OGWJLlsuZqkZrHcpeXUzjYWkZXMuX+m8WAdedOOfnfcipI6SsLcjEhvRjMQ0UGoqSur+3osLgogeoy8bPc/hyP/h0tKLhL9/Y/wBlBEVB5+4OP9+varzcL5vQQ8Qirryi0Y0S0lqPd8fiMtSh+ppiaX+teLYBfa3UaMJfSM2t1nwj2/SDDYebGkZzB+VoLo4ALbHDockszM86jU463I+MKGlGnnx5VXjJodx6pCRk4A5jIknJZbFQdn1VmtvY5nOpwh2ROQaXTqlrzkcr3FxxBbvYLYFUJl3gqQhUIrhsAdQVZTAe08zHL5Xsxc9PPXZT6MDv7op2T8zmdmfUMnWY8Pu8Ef8K3z2vxsiqlzOp5rSx02CWufQ0hYC3xeM/xmHw9dhBAsCYQOGaDIgSOJo87cDF7QL1JNKD6zPSB5lMXPFjPZOArhm6pssVjUgC3MdBD7DTNy2e8/vxZ6fvz9/yea89AxbrBs+QdOD9ra2s+ZoGeNtbXRIAAsGM0gdneD2lXyAHoNe6gp7dHAODtV8xaOzA5U5DR95CPz3f2oiUEhx/yXI7DTqJAoD6AKb/aTIvWGWAmaMGqrzNN5eDIz+y3gWH+4YOYqsKf+3N/Dv/Zf/af4b/6r/4rfM/3fM/j79/zPd+D7/iO78DP/uzP9u8+/fRT/NzP/Rx+8Ad/EADw/d///fjw4cPjNb/8y7+Mv//3/36/5vMe/XCFyJdyxV2qLCQYEMCQIx5Qm/xjERicsAx0R5vwpNB7+aWKJS8wTwSgwYB1N5+1aF4nvRcCU8s0JVMgZqCAWhT0Zup7A53q6+xzGowAcAltL6YjYj3BG+rQk+AJZghcSoRJHQCtpAeSNieiQU2tQt5FUeKqx5et70i2u3Zl1KgBLInjvMBUNcLrCCAZjRnM8DMEYmrnj13KSzBTnVIxRex54YWowYHdLQ3U3WN10s/PPPYe26ac197krctc21AMZMtTnJ/m+dZK3DcNF9+jKoQcjEZvdEVJG5B+BrzyuwwVqhuXna/1929rtaNgIzy3sa8GBmelEb9cdSQNjFMyihAxhvYsonB0U9+6HglJm4kf7KRrPcZdCUyWczrNtCSU3nflVMdeS3exCsnpqk9Veu20GwqHUFGVE64yE2OVuJFxC7y4SsXlyjuqtoDx1AfpwYqYOdfXc83rZS/r/nCu/dz357Xxfxg9Vg4hWAFzdj+lrqq6IigxyBoBjznrjRAjBNx9vpioUHl4qLQXYgH0bJoBuy6lvEefv8vN42AbDeCOsHB0Gb1jnCN1ZeBlIBi0YzHG1qBhC2JPgPLaEfcc+3MNfFYQeR7bl+yfz3OcsoHPYoJegVWDbjHMtBsEMGHw1j7kCQAb5FbDhQ2ObaN1/rVWAyPGNqx2O+8BwGYb7fMOu3iy/KF0XShwdql9A71u0EnxtzsnMz7a53QAudnczw9N/qGnk37sx34Mf/2v/3X8rb/1t/DN3/zNzbh8y7d8C77pm74JEYEf//Efx1/5K38F3/u934vv/d7vxV/5K38F/8g/8o/gX/6X/+V+7b/2r/1r+Df/zX8T3/Zt34Zv/dZvxb/1b/1b+GN/7I/hX/gX/oXf3gU1WlQH0RHdf6RUL91OSw52a00AR1s9CcuMh/QVS4yMFlTvSo3SLr7rgcRzfYzA+RlAMxvH964WinY25cpRPnBFKQFoF9Xorqy8bvr6MwU1IHwxaLx33wlG4N4jBfqMCOXPvQ7lODzJDQK3UWAU/dh4M3f7fqcZxpjKz5/RwRBGKMxral8lOZxx6SK305oXUwncCVfszKou+xsXUwmR1Zok9ocY/dwCYg1y6XnauFIw64Vnh/+MsA6AOqKbKHrjPDurVFTvaG1H2ccsyFLFlo2TUp1Nc/OZLGtYNE+imAaAwGSO7SinNiVEyKl6rtyJuGZrfzj9c99HFe6bIE1MPUwXu9kg0zrRwMHz2IwL+1lYN0BnV2BpZhvE5J4Twcn+ANQ3aJj33Itu+gfQYM7Le9+gK688/lNlHCfrYV0MxrkGBTaTZdcdlIyJewEfLqeHF4Crn+lTf8FzrVxdOUfJB4EABOae9SvPZnmAl6iDjWcQQTZD7xwEtQHeS5wbOIpxvA8nezqKVGqzGtAaaLgRoNcy81g879yAwXYKAachNiAbDa57J3kYIPYNwiyXp/GjtUUoVOhUDofXYKWLEnS9pWx+Qf1Qyjua78/zejj1MRqFvp5XFvwEIv68tRLXdR0+4Vyv9hVOpWzguUHKM3VkQHCyKmcfqTOotb3BAZrPYAtDgXUQ6LH9y+rn5tenbIlLxr2prCscDZLJVGo96P30OSWfo0JoonPaDwOZ2P7CNqhE2XTKqe62qZx3nBMjAm/5+Uus/6GDmJ/+6Z8GAPzQD/3Q4/f/yX/yn+Bf/Vf/VQDAX/gLfwG/9Vu/hR/90R/Fr/3ar+EHfuAH8F/+l/8lvvmbv7lf/x/+h/8hruvCn/2zfxa/9Vu/hX/+n//n8Z/+p//po4HR5znMSACMUm8wRzhl/A1KnGbBMcHKi/pV9BVb1HcN7qdSivbqqFRQplYrUp8rZ0EgMpg6PJzm1tM4J5qgunU3lEqAe7g4+pOTKulIeLO7AmnIfXj3U1N40Lxnyt5l1Y6HfM87X+wFNyQWG763UDlrbieNabryUO1rJ+bR9/dc1LUEbsBoL9UZF6osEqyj4awA5gUgwU0bJUIrELiAuo/gCqfDWdSKzHGhahGzKqr3vY5ViEuLOaB0UwCVmGPizbqbYUBYSEUkC9TzpAzNiNmbKLoz8VSN7yphCxDYVhE8RDKlVvDuryyZfxhJzC18i0Lhjd/Kgefac7jLjqG5ntH6iHFLcMxb32yBX6v9Ue51dxr1ZBBKgDKCG0m6a7G1YWtRgzMrBJxLqSDVkjj9dmqK4Aht9bxYpWq/qNY79FwoKwg45+4s1ABGyphqjFE7AWNKPhBygL4hPse3QZ1AVOGTYOVGGjiF3R7Bb6b7xAQwFqiHosuflSh8yp4qozDmBVfP9JxPzYvDiR9YBVHS54HrgLZKIuUoFG5V1ui8o4DFUusPM3C/+U4do2nkBConUnU8IaDJtgl5L1YGjgsxbo1zddURn6hTagxyOp1zXWRVBT79ZAss6x5zdCAUcpxrLVzYzrIWN+Q0AA7p0laxAnEV11JgpzVHsVHbEIO50oxz0UbE1iv252ALuiPI/vQqqOy1R/874L3nDC672qaFvovXJCZzIRGXxjd5v14LXna9F18ylTnnBtiZCxgThaFKItlzBV8Amb8qsftFy8zMJoF0IbgzepD55bLJDuaqNXcMR2JQP9jNC1EYanWQqzBjKiVbG3Bq/PZso8YpDbhqAmV9qTMbAxAAdCGXn2e0Tf76x+94n5jfrcN9Yr73u/5w75A7MPCmyTyWRa1PChB1Apfov/ehwXZkHlm4St1ATSMfeVBHPICcDPCoMIKicVcTnF0yAbUgz42tCgIe1QEKJ5p+6IevFMKcYztxHW1wNAEN6Da9W9jVDQfi1xGNzNAOctZmOeacyPGSDgu/T2LdsfOmEYExY09u9ey4U/sjDV8baKyuUOnl5MQfqX/9dzrSulgdEVORq/5OI6GooSnrevSTiUmBI0Z2aoPAghFrYdlfc9FN0utS/tJhZEgsrJZpVdpAEDvaUrrI47DeFkZcdBZjCzy3kRti47Y2Zh5VK2ZAvKhPzcErLe7KDW/09njNGK034Jzb17jbEmwx3zUnhZwfLrzdN76EqdQC18cZOS6JgB08IKwhq49eQ6bLjMSRmtTrna4quK05n86H2q85J+7yNgRaY573UwL3OQZwTSxwHC9MXJP9Ya7rwpwf8Ac++YAP18SHi7+75uif55i4BvvGzBGYF7uPXnPiw5iYMTFi4sP8gIGJORhHBkIbqoqtQrTWjEUG6oJdZHvaHFWh3OfjLlQCd76BHZsX7rfErfTlSuuCCD9ctZYA7qOirVBsKLg4c2Msgm44gGMXbTrI1QGgdywmGCZDqgfIZ52rK6H2FgPaM6gUFCUBcOn83s+nVmGikG8CO0nQgkKvkSFWlynl0WLygc1eM+zYzMTZGNZhyUC0Voq1DLZJ3CD1ZGpeWfXAEVgOplEYrHEeU2u5+vN2yIs+p5+D7WCnPfvY/sSBgR1ERChV2NJpVKF/V3B6tPo9rFUYGIPA+F5vbEr6YFn1GQIm3mvLqVtmBKB1BbjcPTs+oC0oBYCJQo7Dfw2xYWJJv/KVN/x//p//7efqE/OF3zvJxzlBIvZEe/5eyLap7uquo30OOXcvIEevYw5455WHw0edF4FeSk751BYWk54d+8HKQTh/a2MRQQaBwRcd0Dho3Jis2kHuVNqZf6Q2hSdKAYnerI2Dw894oWJfneDpWP2aOekMsG+Vry30onIzRu9pw0qXRMxdjo2q3oYggHamgZ2yQS6Ia5Fj3c8HAdRNQONoVywqx7eSUXMdwAl2qkylzE90L135IaC013+r+TNTvSwUQZXHTXT8GDLKZo229XyA5CFHXAV4L5xAp3bM3tiRBchgsRpMaaBcnTpz/5iIaLr4NJQGEadRRhW3eQjArW/OPDj0HPq6g5EnUxzeg6n6fcsYqVQNBaXsQEc6x2AVheYJZGw5N+0kGCgMU+Z2jB0JQiCALKm7cJA1oKtwVQZyaTNVOYCituaaBC+h+RU6B1OuZJCuEVha/1N6phXAVdyV+NKclrySd2rAp+fFgjv+PfNWyjiO4EXzznbhsD/Q83fZfqe2vNY7Pn+uV3cl9pXZOVlnctpABkVmw7gZJCT852snxi1FjapOsnhPwuQNUMxwjFCApXRPgTZsAwqvh4J3VF5JILnSweH+d4Q2hOWlkiXAFuhHkKGYCgRoVjbYVzz1tHEeY5jp2LqVrd3YS9X2z9/32jnWNVMo/YlM17+8/wx6X1l/+ojn+lzRrscn6uv0vzOAROC+Uzufi9kcvJbeW0ryCt67bVFgXhvABKhh8/lL70tbOwdBqgjjWPF3/LV8T3fBVtAxZv+NgZJZezPgn+/4fQNi7Gy8Lwsg1HzqRyBmQlH3GJul2eJgOWRFFG9K9XB+MK8HQAY7ME3Z+ImO6CZqY6hc8ABTRvJV2LoNrxyDlWBExcZ8Q4YYTefVEZ1wKWpiyomh89VcsHNw59JO/cQLuINAjcbG5ZIne1WOjBsIVZvTvfKjjWSdeV8xCaEGTpVkVpAlhkbjGXuxId11eGCMqxdTrsT8YBH0AJIGPwQiSFTt6+1L87WPDRr5834+OAwty8KXUjF6AAIELHkc7QwImJ3CeEZebLC32b8lj08xHfp+XeZtI9nGrgoRF4BSqeag+88dJXr+3vf9UaUE718VQsp/x3m/wb+NI1/OaJ2fP471g1L0G0BAu2KL6WI1VMGNz1aR9QgI8BjMd6WJ1yco/s6dfgS8Nxmf5NL91Z0YF/ewciS8pMWCokVrtLrKQ7+bZp5iINZiaqLQDfiQCx/GwF2JK6b6dShlhS1c5UJ0/j8axGZpuwinOMH3WXgfbSKigWrgSP0ec8av68/UdSBuVOsMzGJs1iHmIDPokvVB96V2ZR39szxdGrIBAGpnr+e9OyMPCUMZeZtuJcAsbq4a0SXvnSFQcFYhINoTfehMKrcOB4WDwnyBYm4sSWA2Q+nXI7XBoENzoJRuDuCK3RML+jfrYM0jeimj5GRrtxuwTTHYedW3NLBOK8TwADDecJi9c2yHdsq908HHeeN41gYQFr7TJm+2tueDtwzBQMzJbruqwBA062uG1pAiOF2ntWej/zbVWNBB3cq7dRrR6wuHryxI0Nj3jqFO1IdNlSfhvRcB9lRq/vMeX3gQc0WQ+pwTlcAlRG4GBUA7RwBCAGh0mrauysGusmHZuf2lWmkbPj84N1KzjiWh3KLO3eG6zrdQYomewkGLnuAJqOtDUKw5OlXEFRi8qT4HF2YyJzuYihHhgqt2XniHSNG9SYb2MBk2tKb5bUQFcCa48VeMwEifwyEar6ujywZHm2aOAVY4pdq+pxgJtzfXuPT7K1qguO4b48NAVmCMD0hFHwHv3EuafaifTUylkWjj2PuiI2fuQ4QRmDWw7hs1NdYoVL3R5IsCIF26t7SgsE33V4m6LPKd3FfKdJDcFCIxpiK6orHghnQDb2ah5BhyqZzUxiao4Ug1ljNYiqGqKzid554xpLcrd2XDGGCvDXCurpu9PUKNScwQ7mZW2OWbBxPXEZnu7K6m25o1GBHIde9UVO6mhE615lrt/OyEpkSEkNF2aq4DUeUEakzkAub4gMwlRkap0RT9nQQTt9YIWSM6qlGBUbmF8QItQykfGt3EwsKHmAiQGRojEVSbo1oD5rkKAQVAtV5NsbuLQwv17Qn0/igbeN9ocbNKNoiBFitbEXh1RSDTFTpOBYSAw9YIJk+H7lWk52zwRxDia5mwVjWxECNRZZC+U/JDqeuIUKohVZkdiDXavGCoUqwSsysqxXiTppJp1HVXIXNtuzImsgpXoFsIlXQhVS7h5Q1OlYZDjBlwCPJTwagAUtvPDpY8itVBXMLaMAignQEhpI0a3cKAWpDo4KNK22gIQDFYeqamzn8J/rRdiN7vJnItT5Axdz8ozNkMDwPEnkAdQA7P0ZI/apu+17JmF+8rD9tTaF2dtVy3gZ5t/KQcoNPQh77GgaOsf6fxIwamgNAO9b7+8YUHMV5UAeVsj0cKbAfRj3kMpWF21UzIyERHgBuFz7EXmqPlTksJifbkUrRlAPKRHMlOArKBZYdNMdtjggNNCZKaE5rH1k8QNNsBKMo4AIVR+aldKU/bst5FE9c1uh4rI2yDwUKnWnyrmw3ql/e1++fWIR1Pxc54jinJp8IjAaLSa7oSLIt9UrKIpkxlXtHVVzAzobE4qXednRe/NhPniFFUAreK9/wpgq2FPBqTAQCpW19bM3mQRsOGpEpgJ7DWLRFwgpvHSTBavGc7Vd/rZooIfYfakGeBGuimft1kajMujmbtSasKebO3CulcCj2ntAAn0+bvzyDpXAuBZ1SJY446exYRLmiRDRU4afZnN/+y4YY21+uUqSbZDIGNMw0KsAx6BDJ4/2+3gFMVrgKZJnC8vDP5WhQls3Eix2Itzqd7LQwEdV4NGM5Ag8zDmY6u4d2ntd4sKAX6+ssB8IlkvAY8Vp4r/tRj3nI8B6D+NQ2FInpucc84pmaYPhO7svjeMBbSubiuClgpXRzAnbR3CW+oxJpbVthJERi4odqwEVtK8YQcX1UDiNB8u+aFqMmUpO2EwYTsEHdZNpvBtPmUnUCeFXYOEjke6eCr1//e0XnKvu3Osht4EuDHtsHnnMb2G6dIdz/b6s8naDie6fFes0IP+3uwPv19Two7/dGaHZ/XzAybaYrZmA42jD3qEBFrDZmd13h71+pQ8GHwQZG8m0OSrfEkXEoVuUWBr9c2rpkaMWL2H7a7oeDXLuZxz5/j+OKDGHxsWP39Q5B1TNQqdRVNp0R2NONJ0O/DBjd6Io9zWhBHx6fznQ7c/WqwS50t6GujnIkx5jY2dih66oHnhI52mELdpv2wQYbv/HnfXiAlGlkZUYldX7de2AvNgIIGwykvHAs02kBEj3FH3xDgGfucgRJDE6ilaE6L0bnTATIs14xuyDdHOPCBd1t1/5gaGwRSnO2yb0WFimAYMer5TwlZIYc5r12lgZf3yZAMdSn1mLP6S+NeXtyHoaqAU1VLzoNbI/Bezzy5gic5g210nQ5obUU5dao5MYLVDQpdF9bxLKIB+JjQVhJHibxC96zEh+tSKeVTMOzvnbJimTO7/Woyk2ms8pPb55ZRZEv0XTnk+/BcPRt9Gcw2MV8aZDkyA3szBD1m2P9m7QVhNulOCUEHeg29AnA/NzogVktSE7XXp52ThdjXjP6bKxVdHTmmhdib6i+tib7P01bB7AwZCpIZnK+p+XGmJlj5QaDrklvbjjlYQWdt0WkHTvsADNzrVk+ZUuZnFy84c8DPte0suDNi9PMmK+INX6MMxKL1NAimZL0NyNKmhWaAs8gQd6NCoMHEaYdjSHMVAzGjGQ/flwXt1n0gjuZ7Y8sOzMozjjqYMc/DQ3zv/rWcUw4ejrlyFEy8rp3z525cd6x9g7rWNmIzomdByGcBIvoLCORnpxjf1q1zK0WuVE9ArQrqCb4LbapaJ2gAXsdaYqdvgFoc6S3nhNph8tnHLvJoL9lB7znIX/v4fQFiAD94kboPp6AHrUngxV8teuxXahLsRRCK7ob+zMm6J02V6ui1uFq4hP2aBiTd7KD6d6UFY23MKwjTlMQR5PU5qCchB+xdrQECkbO64Ywe9wICnUn5vLuLKmqLSPdJfJ7SR2c7/5LXHaOVAzu6MSgr3WOgWQRHt5VDIHFQBDk34yRzSoeUwCUdjdkWO7NLZflZdg4EJ2hxZPYi7Ogv0ALbkEF2ZbedcuIJkJmvzwaq3ONoMM3Q6KMni37kCe97ySGKbi1w8Zea+QVFs6VqDUPr7itxOL+8Cazc2HHOibxZfntuVggQdFBTExpLMk6vefOulFkSe3ZE9xQ29nyqxDO/X6yKD23vIa2Yr//O9WAyXWVk7YvFntY+RHC/pB7BYF8ZAAQT5e0moufxArCCzNbtOY+9Vu38lx5Aqpqm52lYUGvgW2IoCNRaUyKdHFk4MSP9zBNzXAS3vnA4wFBKM82SHkuskdRurmdBJGp0d2c74DPIiEGtUsEYt4C824Z4d+IQMEfuQMHjMsbAFaHKlsSNJXAo+FUXwb/YvzWWggFpktZqrVWMof0HC4B6CmG09mqtxcZ5BiPBaD5uzpl5SRALyB5sttO2oY59f5g6K1ZqnoLjwTRKP7NS+i32aggwLXLaXo9rz2/NJbb/KLi605Tl1kxlj+d52Oe4V8wrQ98srEGaU8jwWjNI2Qzdg8l5BUk+b22rEVr7ejdoumTH8tzRW0y4AX0U+635Oh2IqmEkp9guULDtQCiFlWIyrYUzGPuoIuurH198ECOUP1yWAvZ2cQThid5e4SZt6agkAAxpEzJZls3zWlVtNYXyq4eQMEsanA5GAy6vIx7YIsUhR32z7SpI3++Ja0ADGJGLJgQ1HVmOJtDCr1LZWkUHiTsaMohqMEHGgv5ml5yHgBuhRHSOtRdUMtUF2LX6HBoTwT4LmMlUODLmQHQFhvogzAw1IkyoU57Gic+Q2hOQGo+BWgDGVIWEkUrB+6dUkWHYeJSG+pqXDCirQbybbtaS4SntXeUIhNoZM/BDZeAIaFwMiAgea1xdUYE71cMBHxmxkqCxG271Ak4CofC59byOiJs1r2axDrCepNkNYLh31UDdBgG7YV9MtAGrFXirRM3CFDU/sKMvO4q1SuW0k31ySruGd6SrXh7Y1Q/8AH4xhULmqc4o0g5IRu9W341wg7y5DeaHeLasH2OSLdghPaqCpd6u3jHYtPMdTJWsYo8OgLQ405Bss/+2FsaYmFC2MiUghqqa9BgYyCZ1GDiDjlCrpwGA+xZFJFZY7OrxGTsghdbdEanvdM4OArjUVlcjeqANcFj2n5zhxWtdHU4b4O2UM9co+9owfkkMaF+pxnOBWZfSFjuKrgCGNDJDlWrUbHE+YAK1btmHkh7lA0Kzr9bWHGr679J7Ljise9HOONJYBr373hffyJl7aOqy1gbSWS1WDgeOBYrDjzTSUFoll9ifo7y5G7RxSKyeae1h34P+tgXsu0CA4H5vp2EDzhQLUN2yodpG+O8pf2aAANBXLT/LXheeD6L/BKTvNBs7GEQ7BRnsCn9nsoKsg+sNfLiLvK4XBnXRvucaLDZISAcYZNY7rQigasEBsIN/bWWF/PzFSV98EJMrKczUJOgJCuBwa9goJh5lushsIdbZFtlO/NRQP0oVFUvFA4SYJqwGHW2MaDEolIpttMgKvajPYXtTexKeVxIbJPH1ilp8j6Xr02eP2IjbwsLXTqKXEbQXju5xDHedOVglXYPHiLqSZ4OvU29hx8wgY/Q1me5nyoEptazFlJHHPBPzEpMgUV+lX6vxQ0rAO5RCCl1DtvGnjVVKpaNQAS5F4EwZiEGIQIk9cJl6Hfed6bb2MkhOJ5S1FMofN4LGfq5wJEUQFx3Vc6J4PhpIkwGORkdV2Zurrfsmmg0yNJ5n49rU833fcLMul/t6jmex+ZZz7VPr54K0Y3p2nboZo6/hoPLaSPm5BWy43NRRufVCiw5XmdWKZkiG7/H4CjhtYP2UnkGzm5bUotd1756rc8whUTQWm6VFdHw650BXHJUZ3ep1UmYwAnD1kT8rk12l7YhG7GgWON6n8Ym+OzmHY80DHJuT/bLmYe+NM3qMe43JGY5B78D+Pwo5qrRfWbTYl6lt7/otQNZVl/yKeTFgiKIzgoMhXbnWYNR+/qvunn8xA3lvvUzmQjD/wJLis+LGwAzVFTAxYneb1sIx92KR++yAzWMtoA/2inLjO15vdbp8BNMhfgK0S54pe9zPar+zKaqb9O2VHT0XzGgYPPL9z+60ZF2TRSmxU0YeRxxMkM+Nnju8TDOh3FpEQULpuUS0/qjbjPR7i+07wpo/VXAdwKhZHwGWrpwMBRsWLK9Sjy4zXKHS+Wwb13sw6eOb4X2N9L7G8YUHMW5S5Kf0zEFuas8P8lXrcVLkprL7PMAjUvJxiq68PUE7atm/7frxMDpj7hy4o/KtXXh+jmn6gBh03ZPgBKuhAm2cEFA/mCKad1inid0GdNsjfo7GYdppSmC5A4cNYM6o0Rt6hU54ptk+e1O0etz3dB8BRUp5s4qpDZe/87lntGAV9l8c7GaunPZ1KshVX24aV0WjHwXkGAzkBlcrqy9ukH07FjXcrXZfS7cINyCAFnI6JWRHuJ1uD/9hLNJ7fXmszrmh13J85FQVsT4A7mEIO6K7S8ZyR/eAgawuTbqFtztRl+ZFUqswU2yYnsGpNyh6LO5+PUanfaAxGOX1yNd7E0oyXWSciF3okN24zboVb3VhbRJboeM5ThEcB5DNASDxoNibyTQfo9EiW4Dspn2O/EdUp4eir/lpQ1jJRQYvU8xsOz51dNWu1e1E7YztGP1cxehlLrKnFUgBgTMN/tpPBACuyU0Dl+aFGZbWS1QcUbqCGZfRN0DQtWOPHx25wKk1GOH5wWsMaG8yr++4KJYOgDsZbwYY1pDMbd8GGGwMBPK+qQHkoLD/kjYv7e0LVvH6lGZc9yLA1LqO2n/n+nPYZYtbarrG9GhIE2B2o3UyJaCitXpqnQhMdpWe57/Tig403AJjar5nGPDiUXW0V4R1cR2XnMQKEAyizq0KnoykmV3bFM1Zx6hDupXSOGhinv1qbhhMaLNOXZx9E0piXrh/jwD0Yf/3et4gJktMUTGDAM052+JrzK4o/LzHFx7E8JDYrHYE05Mm9sS0nuLJJuwJNudoqr9Fc4fYkM732TvA4j3vDRKN0OnITK3ta9rXyc+Jh2PzcQKB4UXRqJrgYQKb2tRCykpMzK7+OQ1nHRPNlQou8XM05PTQBCOK1HkdPe89UBod9v3536Zij0Vz6gYaKElS4uh+CJSkxK9mNyq5n8kelyksFhyAEgtjse1wOS+NLPe30/jP6E6UPKF1GKNF0t7ocO+/tMGEQa77mQB7X5RVjq4MRLgNwhnFOQrrOQl8ZCjD14PDyVQRJBdULlnHHJ87dSQgw94rjDJTKTLP60CwHL1Y7TBmIJJaGad7UqmXejxzzXnNk1qJN4E7V9ed6PjUFiyzUmV3AY15tvNzg0dXUaV8Imaw4V/u6NPiQtYUi2nQsto7Q/MZ2FAD0T1nEA4mElUseSf0nQ+tixma6jo6wtUxJnga/TalExjx0VrelYSyL9YuFeTkn07qXE98ZoHxYUCbcJMJGtSh9DijfRkAp3D5fYVTIVxkgcAV2hF8WBum9XupwECBYaoDckgZ7DmZGfp9MjVVfpt0T5xlTN12MKWUqdm8YIVNKW1/tg4g6w2xOAI6kdwCRgxoqorJNqtkE7htw+qnlqFOOTFQSoNSD0LjtmAJwI7uTv9x2rCee0tVhrpX931KgGXyxXXHz93rM3Oxi3DFYRuODs1A96E5/djZcNQVQhtQ6JnHbP9mecKZ6jVoSQA5R1d1ulmgXsTPi6HxQj+TnmeoPe9dkRSD/YACiGpV+2Munz149gd+/eMLD2I4D0XzDaYAChAVOmQoVMGA7UwVfLczNI4/JwH0OsBRFbTHCk2eHR6fhx9mqIhCxsOhj4CINRf0v7taCK6kAScpmRPRqQ3Xda0PkCZhnqPV5CZ349TFnOMFbDFjbdDSgMYLdjJ2qlIKrAPTUonyFuAaXDUr5vE6WBj6kNFj7PwzNSvR98kAmWYBWb1jbi46WX9mVVJQq8hjrWTJtUAQKRldixxuXAO3AI3Lmw1uLH4sgFR8KUOpMU8kszZ1sCVQ9ZLGZ46to9LIdFXOSRd3NZAEno7gw/O1NlNYLaCtnlPyRj3uFlfWKoxrtFN1OtBzPIsajxlQ74kChjdTJAiIoSSLG70dYNRYmouNxm9ObpgIpYp6xM3Q6fwe5ymq7ZbotoCuUrGW5c2i1KwGG466zYjxORmQHwyhf5/WIPD5r2N+QY6HqzaUetF7xv5M97GxXgLQPlonAMoEgqCGP6sPDqMjDchmOmgqsgGuPxc4gEsdTNCBC32/WxPpsHtq3hv8mpkQfT8GLrjCRV1jVelnZ1NiI9yryGXMTkvNGRKJc5FcAmQlG7IyKe4NV3IebOGQo4TLfbWpa1FHYvvm9femVMgHxAOwExRl9+pyN+hcTqMupFM3DioP4IX+dwclzcxjB5PuHF2AOrdLxNzA8AAVsF3XI88l5g6yaVzrM5gqR3DOUcBNhsp21n2OHDz1tRbUX2kHEx4zAilovS7aQooHeU+xgTJ0n2TGNstUiA6EHWwMSM82AMzd3Zr2a+w14BVfpXViCwDAEgWYJ0OP83s66TzkTKK1G7WZDTMsw16iA4xeyA1gZHSeTngAaudsvQiderCJk0FGT5DSORXXHQAiJQgdDhm8IDJ7SwDUBldhQKTr3QzMsRR1W8ycaooMt31HC9uAbSBthPqcEV2GfDJUS1UzA5Cw1LlhAYhylOKI5smEnewCwEltrQc/m51Fh0qrUYlrjjbS+8lw0axyu/ICG2Ltc1FUGFh1M7KLAMJ0KsVwjNw1PvdCXGzyZ+eOqk1nZ2HEpAML9QEKGSxx8m0WQ+NY6FC4sykgqGyGIE8GRvnwBhAHpQ9HKtzzp6safM7lz6XYlWW2/JB1r8Mw9zvgJmeA1FVmQMDfv61UC55sTVIYGINaFaZDZxt6Xv9qoGwwDD9fMCpzBKZBoIMxYBTwDgDTYyBgbsC7FCl2QAGB914Pot+TjfYdgBhANEOkxeRvyUraOYX0amgBIytaJtNmNr4pxhZO92FXPg66/gCpdOtP0GD3QwcOFG9OT5JeN26ixmfrlOT+3X6iuokkELVYmt1vaX9upc24jxHXCTNgY2sYlNpYqI6+U2lxMghLTifbeaGKgHkA5+aC3XeKE0AApna1itJA3MJCQE9rI+ZmBPi9GFuxcZECmZrz7gWzarcsoO1kp+SUiJrM5Whn77XhaiOywrsasDVV+n5offfzKT6NTt0GFIhJUF373ksTzUFJdpNTT0Cg1NvJc90paz4bjWEdVXzY69o2nD/yZh/3AQt1g8Ur1mt6vcVe59QEFjf2tT1nYghZS+0tCNQT6N5H51YP12Bq1fJoKd5USKH5ntmSgc97fOFBzFRkRPFlIMYFR6g2qqeDPuk59iNQKkUGdB0AsXsX9CSmASNo4GTuhkxAlyXHAaPdIGjYoGU9H2AESobEkwmPa6g+WV+7gJJ1MWZDLFy7kVLki07HUxs0xf68UqU7bytAJMPuTQ4hJfv5d1+fQde+rXiO+ctzAEDDOwAEF9W6V0cE/fwgJ3GctxwWobaIFyodX4UP12Q/kCIz4ah8p7qmpNDbwKDqKOc8ImOlZBDQOBBo9LYSSmvkGOwEDEU3awMsA53Os68t+N3XpIqgB4g+BZ1HdH4yDzZWB4u233+kqDQnDfJ7v6AMfJiTN5ibMUkB8lo3Pnz40MxOi3v1GPf5o+/RUZpBAjT/xmDlRmqOhcYAirK9W7w1Cqup6gMVhoFDdZTZIt7QC845iB2AQM9jp5qEp4Ls5/4ZmLODeQKyGk2suKLN6+51R96qgrd4ePzegZPmgx3Q6zqxkHqnYSGQrXUUTFWwQjFEAofG22xyd5LiGhpMDRWgCrBqsIhQOhDVzfLC4K/HfsAbuLpdwiPdPrFTTot/j1GM5m0fBATNVKW3sKgNZL2thgsF2nFrTjrl30sBAjIOqMrPOxWIVAcpBttOq3t+GdQzfbJBDrdguGG21ODCIUaiOv3ZoH0EAG3wCtnyOOfe6me+0zN7nvJZEYhf4Xyq2DMFjP3e454sKq6hnbl6jY8GWgbEtE/rkVKrMOjUlhteMCUdHhz4Hzb49fC97sECwS0VnaskJsdgyvxzHr+NQqbfm0dlwv0igIH7TlR5MT+N/Jl35mIEmA9fiuyezhLH+41OnU/fYIPbuV+DkIIACp33Jb2ZuGZgoqiZQAiIhMBLgeK7JQM692c3MNK/sAHlvXvXWAMYVLFUVJFrwAt8V6c48nytUJqKsvtvuta9KzAXQ+JVmMUI8LzO89w+5wkofc3XmF1+zhTTIWQrGQmEWuWjDQzgiBZygmJvkkDxwsBEYEJMgNfkUnSaaPYNkHC3isYMFDnTQCkSwtnw7xi7UqVSpQR9e1xYwZQfz8GXubXWgrcN0Cl7rPxMHgAh95zsjsFjO+fXeV6ZjNgz2RPnjBR177VWjx1WcnwWS6idV/PY+18zRK/zx6khllsqAtSjYkVZbKF5lXZwhhzoLpHuVJidPifNduZ6jb/OeR02pKHGdt6j6zjKACQg4aeVI6m0gBwettF2uwRr4T7qdxGb2TztD4AGO2dvndd1AdRHaymGFrO+yl/Br4GBGReqFGTo+xEXqJMQOziGBLWhXdnBVMHkTtxjDPZvmfz7vCbTynNw5/gRvclfBlBzIEew1UPQ29GRT7VQkJMco1mQMUY/B9+Xr01PBcBuENjzZ4DVTTonARd6rlRI46PvxcntOaOfV65OZXDz0h24jbLN3e+hFqc05nuG+Cug4KY/lwzEKqBiYgF7c85DC+nnGxG4i3v0+XxL3/S6PebC2VPmBDK8n9xB0tKahpivKFTdyLxRYIfq1j/GZtCsz+GO5VzPXqtPsblZ9npcz3mcfXGW/LTQ728LmHzhmRhHW1VaSNPoEoxQGu1q/pcEWDJALUiM2AxIHACiHCHQwFioNsdTre+IAnAwtUs1hyKbAf6+J4UdNWgsTxA7sCeuL8vdKj8r4gYA7/4cPHkbw6rjnqA1ai2OJ6GuzXa+dD/ZWh+/1Omg6AhlmEaUAt1gyjjnRO5DrEDEMIu+70H2IxCYQbV/KpqvVA+R04nYEUobExHAmMQix2Z3GEwBpqPVlexpkYWUE+uqFTn3MjfsHO+SIQOjPBqt6AiP6zs6una1RjW1t8s0rXfpyRIWpvJGLEKlYVj7mRyCPwMYtygfOFg5O12DNINuOBIFI9UZndpwtDYxek2tpd2g70SOkBMMCRaPaEwA1+PnFGVHh2opHxIKpgPUQLOCCdLtl1Or6sBasnahudfrONBm2JG1AXeu1QECfcDo19gBIrhh6sBe+hYmziA13myL5u2MQlQiFLVeMVTZcQAuXSVZAM4Ja+T8MyL6WaCqn2m707ZJfFim7EcotXbonfycI/k8e2qVQWpoc0/S/N6GYSIw5oW7nO51yhQEK55X3g28UntV8PyjnMIxcJq903m6Azdc8cg9zFPsJCJahFyLQLKsp0igllij0vlBxrZWMq2sacdOveCEsv2ENYYMSivMuGwEG9h22PbH87+wn3kgWvQPfd9N28xsVGAO4C49dz3nc7++Tj/5fuq021sCUZDm0qAE0nli+7DuEhxe52ifkCXmSylhlGxdd1ffAQFw2ITYc7zzBHOvmRTYDw2eWR0VANIeDC7SZrG1LtZK7a8lvR8OdvFzHl94EJNZuJQLdKVN5d7pNewMtEBnKT88WScfmULNjAIjrV+hF5/qvsJ5YCQqtqVXvYECDd+81IY5tM+HDBWjEdmYorDRDqQXTkWDI37S1tYMfBxNnmmbjthtCDvC25GOc6zuZwI4okMvPqbnVpfQRTBKkc/mQsr9eSnB4EFsqNTcfUWcY48Gldzl2LtrT4Ee9eUxQEMdvfCiu1dzHw9g6SFzzKKddiZFvNxEcOfGI4EaG3Qxql/Uj7qhmAXRGis3Y0NofxpXlaDUZp8GbsCVANT6xOTePDGY1koJeaW+PgCmjZgzyI6wjPBCZ49jomGD3xbUliLJlBia57+CFPNqA2rHUz1XUMByAy5eCsZIrS83+5rSVtBgjdqM3S6FPnVTmry106y6HZyt3UuI3QLUs2fIvFTqHwOXtsY42uVsFiO5vsflnbXlSBDwdhVd7VICuzLm1pONeYk94ByaHVVG60qoj7gBWQW7EQPKD+MD7OxYP00WMEoMSIUkLATwowHVIfoNgJsv7jTmKLdNULULvC0GAc6CNlhNdq9eq3C7zXwd7RKwGcShAGGCDAOGdDthFgPU2jiYwwba0qfiGoFbKaWswJyfkOkctStafGcBgiAA5/YRBjAEkgTtzl+wnHz1RHJ2hb0jA4UptmGnhGbNvlYE0yQrgTkuLOlmpuyQBrDnZMnR7tTs0ZwyNvPbolThzJWLm+PWAbbb8W93TbsnjSY2kOnqU52wimzOCIIjBwmtfxkEGw4izJC4G7HvwevNLNPKnYI0sGM6XEGdg2qvD0AZjhPA6H0yzGPSRs4xZWC3YodBBW1iKtBqsPiSgv1axxc+nWRj2CkLbMrXqHcoD+3XuJpk5eoOgu3YoVbl4IIupRkscJt10G8659kQqR0ktO9J8j2eBGc55SPXr8OgwYfLn8k+7Cjh8R4vhkOPkMHyWdfKQKzTLmHd1+71Y0eMqq5gCux0it87sNNgoTcPOD00tPEacKnKZ2BTtdWAzOkumjrvZDyD0ds4xmZAu3FLTxQF5L16cociSzr1/Zq+Xy0o2GnVjoyjFHVrzuxNN00dbxFfIBDaYTgX+H17axyU6k55eeM8s1NAYV7XZ9Kvr8/T8+H1ZSdoPdMRwDONl5mc4+tJQZOF5Mh7D6czteWvvpYeMxo590nKJD1/OjqLJV/vzUxk6GTu2/HQfry8zwDKqVsb8l1KvrVLfkZOHVkw/uEa+P+x9zcxu25JdhC4IvbznXN/8mZmVWZR5WzaLWh51AUSMpIlJiDZMAExYMAAD5mBECWBLCEmMLElJH6EGIGQjISQ1RPmhoklxKTayJJh0j0w7nLZRVaVM/Pm/Tvf9+4dPVhrxd7Pd25VXtS26L6uN+vUuef73vd5n2fv2BErIlZEXCPExyGoszxG7fXq8DxvdnsboDNSsp7dVl2faWR07J0B0t6nvY7vvedrzrMnjFuy7Xn3pGDrMmj/k12VGXGBjMw2PplJHopTUiMVVQRTNJkk3XYaaHQKsCNXRUAUGJ2SWkSoBCciB6/AkXYhARqZGNeTH74jETaSrgxkqhqqSMIuDVf32E63ac1WsROzid/IxEylbxqMVacoKUscgcHzvVNPofSRU1v++dTP5vH5TmGBP1+hdcNui8B0lJ7vPK+HDJypcf/eY03s3FStWwqJ56Le+xm/Mq2KdMG93uQ0Dd7jwi21eUb2z6h+VInLibYFjvCVSsR5G4kzredUHKNPSv3bicad5vFNXt/6SMyptEfsSpNTOQL2wPTG2BGNnnwtEDOUQ58SsB6KKC9xIPqwwV6gUDcVHXPpLotNa53SwVo7ZfMaxGy+yPvErYTD9IycLNxn15wES17M199h60bHRlRew7BXiTb0niILf+qMAEg4CYL4ycROc3mO1FLHSytTK4UBc072NOhSJUV1QQZRVQBK+ekR5L05tdbh1qVwNBefCmwtRsVqYT7YSt6VF2ty/pObFVJ26ASulDLNXpW2aTGBuqKrKzZBrxqguqTayjoiFCFQN89DcZ17bkN9gtidtonbZ4CtgPq9h7K07LpjqsGYQa4VG/uA7Muf333eH6pUkdJqWKXM1b0+1iF/dawNGw2yp4gwICYKV+5+Gww3LziC0tVncdzHwfsBNnds87BaRRIouYS5Vo8LyVBr+6enjiz4Oo4qGcDSh2QzIz5L3M5Yp4CVOvG9OLVEsJL9HA7j93r2tm4Qymsw+pQ5CDYTnUpsgnq6UZ8iLvbGBvYsMFUkBTwkMg6Ao+8arY0ELgPuJA3x7ejJ77VnhHG0LDVHT2eWw1SBtZhmqppdzswz8EAMnkvmiuFd24YvoEpBNFCc2kM6kDut4k7fs1sWBPqKkr11RD8DIH9NlWAjh/S5PgJFDXLvSyQBCscQVKfbpu8F6IjNlOPhvbJDcKaBT7k9z/OZeq9iuvXFpe2+hq9v4G1QrTOJUkS19hnt9fU508N29OVVZCQR78mn17v3IpUiHANQSondefb9h2ztAvfhdfO/b/L61oOY9nBs1GIP+7KnFCFPXV5+qQmabfnIACZRr4VsqHnaGYL3pleRn9Gt0OsQRgluqfSPTpUV8FJX2MMTaSPBw2TD6B4IaQAV0WRCAD3PaB/ifTCycCPensZu9zfg+4c/a/ChpXT64Q6QlBoKRWF0pV5IfX9B6QUPTNMfR1dif5KfgTxnk9hA4uJU1Za97+VIwFwYlwGBlF0oXeOGhXoQH6SMBFY1ebgHFQoA9QQgF24IcI7c1U1nhU5EiJvgdJB8u4LkRMpUZaFjDDxe2L7duiAi2XtDAKiJbwY2VnhCGXGc+wKvaSXknzVY8bmQ7AHYOX1vmQxE5+ZlKC0jJhvzjPn3LNM1P8iG4ZS1VlB6Fh0OKB/TXKJdYWR+QrRx8LNket9iK0jJdz+rrY++JvQMAToml6pxSufnJLC76WODjLCTwu6io0nCNsilXkyBS3OEWtnrmbrSow2SnASdc3tUdlYCh8MSG7x5vYk3g4BmKNJr45Ug8k/KpjlYGdEdc1GbP2OuHWVQ3Yf1O+sxTyN2tNmgnNVE0e/nKIwkJ8U6FC57FnF4MXoZAkmoDfYpgtrpoGNQUyMOYt8Lx2nsxEwc8uWICQsD9hq7oSYE4JHS63LsTBw/S6hRrJgax+DL/h4wcm+gFRFq5bDbDZDnQ53jewIO98N7duj41ncSXFY57TM1l3o1lc6iL2hQgW2jAA98RaeLrP94T+g9pMzSlrmS7gRQm2hN2Z37iLXTwQ7Zu9fMmo8eaQBi4I5gAeZc8qzlXpVf+PrWg5gOCRejJPPwWFCFsmGxIVyzPflsAzsVAaAgmYgb0vREs/QYpwVV+cA4ygQBMDSr/7SQWTE1IVXKwflKF7U4fOdR9FRKq/OHjqw4FM4r7YoeYKN5Ay4KHIB0jpTKygRKGhCQzMe/dPMb/ESYqyIwwwv1c6KA6hbfRu2hFBEQoBfkSFb3v5Cnt6q0j1I0kMG9eDgMUpzOyIyjBwcAhfgnUmtzPIQBU3GezNR3scJlR8rYT4L761x/gG37VzDJOKrwEjRU10j3+ZSBqgau9ECjCawjUy3adV+dvplKc0R7oxEHyRcQn0NKyqmyCKykVzhqP6nJxB1BhEBEe0RSLjYgcyIvQYC15RTYOesq2qhOcRSosILKKRsE7nUfrixp75vvWYtjJjzUbytfK73oEQJYxcGV4jzMYIjahHpgR2a4TgIFHTUplqouNquLGBvwBMGAw/3cxRKZPHdFTi1E7YorE0Vdreczkcf3HzFNOQoBqLQ2VslpKCA8++uijvH5BlA1VO5bCExgDXgQYVX1cL5SRLEim+xKFea1KI3aAFbR4KSiThNFR0S57hR3piLw0Lmp4v2GOvKOKzQ0kN78fFSnjrCC61aUKwygHlP6T86/CNZM22wOVRdkPEIRgSUSryqJIrvvFkLPoeiUie0bc8ghhPrQdDSJQCZqO08PMog59FeRZ4K1reec5swxGnwDBAsdwVO/q7UWXnQL7aj5bGB/r8GPX3OJhL4mEIUrsdtGjMSLzpz3n4oarCKEOVImbO/sgjuQA2pi5+VhWA55FYbs02MBGHUAIMmUS9WVILyuC4/5YOqutl5fjswUqw2hhnsIVVtpn1qHPO6VWn/Y61vPiQHu3p836px1AaAV0a2suECQsLYiwjLZcXMBYACif4eF9DAOzUc50Orp8fV9IDrCoe7UmArDMZ9M/o49p5HJ6/R9HLffURwaOFctnL9z9Km5ITpUt/4eWrPtNW+Cr6/l5zvDmgD65wn0RONdjowGj45yDRFnAbTycYn1e+mRBWQVRzl4XwwKG2Tu+7Yh9TOOCDZpW/v+9a5WUkOVIw9wngiKfBusaqJeQLwZMN2UIDGuOUcCpC6j7NArFM4NEBk79XasZYCGyGkVKy97f34xIrfX1HwRB28dlXBbdHqbjCBNl036nOi79yiH43vEhThD3AY2Z3ooSp53nbGGfc7oUa6jjQHrGHjEdpl2y1JsmfXfw420IrBynwnff66FpwhVSSyV/t/Ta+apOWI0naMH+VtXhmgdtLRDMpFz4YpUSpUpyBxbrt1VNXPcvuv8e5/6nXL2e1+nEvxvRn8HOPmcHJROUe0ng+wLMgeYesot15nNK9F0CQJc6yNxWEJRSYTO7GBJ9chdtn58ZcvhkHyNMfb7cqctW3ZHIq7ByE6gIwod2VDjNKfwKhYWJndS5N59H9Fl1JamGAMvNTFRmFHNhakEHgbiEV2Kvnkxqws9QuB4BVPdE0UDrf/m8+xz1qXp/pz02skhO/kuHd3TOpsvQl5O9fqzOQ+7OK+5+rNzzj7h66Y3T6dDvop/XkDMhauAnIVRCkyXuYsSnkXQX33et/PEdgxKq4kCEQBmd2223CrCIxm51DBxy4Nu7hUv7zCJv/D1rQcx74dht3E9/26DcRCiiGKVaioazStN/IttlIvNoNjPguBj6HMGKlsh3w3AafSbM4Jo0GSiqfP1AbSH0ppj7Q6LpzcOvaMVq67b4wwO6+RnHDluxF4tBnzzLcSHlL1+xl7PE9CUvI7aBg3YhneXakqISz1cFBk422g7fXepU6qBX2awzf3aB5cmZoM58pqYgohZwGO1F8Sw775/wF4H+pCGo0JA1wT13CJsArEV8VZCNAJow6krBgHPigPwtOLRM2c0v4lfKCOTZ1XNVuo04pbhuMuDAN60sfB9HWsb+u65duTMr1uO/RWQORvv5aJyNKgvG+rjHPKWzBFDA5oM4Lrydk/+jnsYHwAUeTsgQUgmUwDEURQcMtSEdX3AXXjL08ZhYFqstFiTRH7vbZibQQhwNsQDDCqPfjSWlVfnRIGwjha7PPWMfL2vt/RHlW82hHtNRLI1UXMfX4GYuBmRHKny+OS4iAzkpciC2PUBGSOdn7P/DqNmRz8e9CNvgKX1MMk3/D4B/FBlkgE/GmCg73VhAVkCM6sdqwYFAfWlCTyi2BdGe1ojsQadkRXBEv3YPLwlUGOgM4uRPOvCBWAmI7EP8LozgEfxegQ1C481+5pu3nbq+dfOXkeecCcEx8gmHs8qvMzVYMDg6qafG+Ru4N8gzCBDOt9paT/3XBOoCcaTWWp/JRAgaCpViwHY3M7jrGXG7WxRJ6Irb03wLv18zdWFJZ2e0vXeA8ff4PWtTyf51QBl5M2A3yIyEfZh4FEB3pSTm4KqnucCVIOEdfs2vtgb4diYDHQTtUCXUs45cY3RUZWA0gGZSBlXgySnTjITod4KnjRqT4AzNqh9eA0/b3VlgXvGDD3r6IN1N3oMuZqzIlhwKCkrkRxnd1/1kFhrKzJFHlwK3gMZI25KO46IijUdIz+j9wmB9nJOQMf2575vhWZLyhSQ0ju5P3wxF83Qe3elDaBGdoQrEDcvi9fZVW4uUfTncxzdjP0dbcSchvRaB5wDPCMsfNzsPUl5jKeYdXO71JwYWK+d0ZptnL0ejKBFRwF6FSUzO1ttQ2FDuPeZM6tY9bLBdbEsduxuuIYZPg8mhxKXKXVgjhN2xMnAYPeM2wb90SWubLo3YSPt1AevEVCELNM+OuUz9jnzeViQIrXDQPuLa4gfAaVIZPBmKd0g83JGRRhZDIXbNzdqjO0o6LT1eeL+AlAJtDXJjkJSVk6uUWQde+VzcDg5ICZY4Iwjz3PrqdIRxzgOymGk+1zxPKQJ2pAjovNlWYL2zK43uX2Bl5eXDYyxdYvPrgm9Cu8ikap+e/hRO4KTbNnckU7LeO+r0rCVdkgLcQ3JkvRW79meqeSZdGsuM9+Y+gCdHhthcvC2s2Wstbkc28AfPh53+YiI9L617tz7xr1biNlvOoD8yUGDorOKP699T9bR1ksh7s+eZl4c7ClbFkDPwtpn7JIc7n4xvofiTcKtL3hoeKaqtlxtcC390pFTNJDqe5ZscDjrek8H/mGvbz+IiZ0mqaRXZU4AgOYI+CBlI02T0WRb5BWYY9MErOOrPJ/ldUrlfF/JIFIsor2jS622z83rQYxSWC6nZgWUAJcUrAeDAWivwkAhBGjmWvQ0w7xW9kVwg6vQWrkx3W6vb0ODFjyvX8Zm5G+OjfPMbqpU2xuHc68B58uqADP9M9hJFwEs5ZKd/kkwf1qDCiZ5AypgqCbxuotsBlCD+8W5SEUPRyWxTC9wf1IVFWupWVsAuUjOlkNLxr369hToCLOMemIle4nM9VD+XM3dZCDnUQljJEFDas+Va/SoiZWFsVKeDMtCYxW5I2VjmQJAAwiXhIIe5hGBcXkoHEESAEt3TOWdbHkN8rlsIBwHPkmJWJZdE6IFpEaQPFm1y2CX+S21gwShpnzlPL5EPBZq8bkymaIpTL2/EMHZQjToAktShuxp8tRgdNUkNyMPIvta/H4A+VjkeYDpEcBrJhJ5RlehGKiOULQPwFMOXBkY40mfcWuBbL3C7+S+GX+0swGKP+cuEdR4PdrcuxdQUNg4SXoDG4OABQ31E9ifvAGCwXL/Gl1TBN8lfpJ79qRsUUdnAKQ88ahAjEJKXpdJwgBmOBKoCAqPpPqvkBtR4pCQprEU4SBvKtZSw7XACnaOjUzkGkA8sNTMMWLtylIkKgaQ4rrIgI9IiPTBMwcTYwlengAM9ata0qsl8nKqX1ITaIF2xJhuNccJcmIBrInMp46mkYNzcd+WWnAU+VaMcQhU2CGseXDk7EgdE9+lF9Z6tBgEsoFEqB9RrcUzEiE9KKIvuHcctyOA6gO8oOo1pbki8TAHrzjc0YMdsUbnbGLDPAF+wEUgTgeyEpRntwMDaj8wsdoJZ8/BHYuZ3BISguWvfpPXtx7EuAcMoFwtxM2IMK2OZzujS1tNKOyqiFfoGdjI+uSzALsipKMTQqUGSo6IXG5mFhsB2zDA96XXyefx9UJG5fX7DGbO6ASROqM61fdL7yEV7y+40dbx7AZF8prncnm0vcFoUNZVP9jprFdZ/75HR1iGgZO7VPneItqLXsuTjaPz5TTGqiByBAdKwwUN/hgyvNLKQ+fXJDPIMPGAeZFkXBCbPB0Dqx79O98nwcTBGchUiady6wYSsbsUz+VGg5S1VWAlXO19z5s8+Rne90u8v6cn81ouz/TLyNFprzx6mfi9DjufLfl7z/SMgPu8sDLlfL+BfalTq4mZI/caqSsHAOzquiMitlz6mwF38eV1debW++sAKIKyChUsB3dlyayFWt4DXVtALkdiPXbuvRhKatllJI0pKT8fSazWJ14dEsLT0Qzs1OVahacrdR5fRU96n7VPLYRoxwbtRetslB2KveMBKf1ymm4gtA6O6NYh315se+y+3wI6ddQR1zgcOK1HG6AlErP00DrkESOxFitRFqkVvGc5AI5NTsmuo4A7shKIcaE6MrLgAahLxm+VdUxtboX2Mfy3AJp/v2zHzR2LDR6m18PcqOWhhNTRdiDdWXapyaWjE33e1MrfUbtdmhxbz8R2ELthnre4IzaOUHE9bpwaYm6ejVWooWrVol15HDrWLzvXFF2ShDlRmpvcPBQ5d3bSb5Ucx8u/n44OwVF+/bectQaF0rkVXC+NGr9dzxmB4A3jm76+9SAGc2GqHf1Ve9noIWJzSCAQIYcF2N5FAs0/KJ22MyfZkRyHx2KHFQ2M/H7zN/w5Bc07hH3L+R+v12DJntD58871x/6OArpVvEmLPFyJEnmMnXFDFTxS5q+Bm3SQO6/m2VzO4UNA4U2FxG0EF1MLt0eQoTFJ2uH1WYsDKqXI9wBHeXqnknU0LEXSdT8CHDq7xIaPRCRTEGPsSd5WLMELI8Bc8YjcTd46nTawMFuBTIOERDc99LN1x2N5lj6cTp01AHWc33IE9HTxKaD0WgYoY9nXugOWuMnEBgnmGu378TXPSIxTgY48jcyjnBINzK18+xp+Xl2LhD+ixlibW8RISPX+2uiwIGLoIBYQ5tkYTI/bPfA+eBIMpla9YOQlgMjmbB3NADj8LlIBQEeo9rq6KzAsx3mcIyHgVGO8UGoh0nssMBH3P5SsRIYJtkPnzd+rNJ15PdWnpo2sAczt776nAPDgPQS9evR1LQ9KifbHDzmNTqBbCXZaPOSJV1WfPVdMuruuPWmCIFcCHcmtcJrSM4ZUhRIBZGE+ZgMVRJB0+2Cq71GMBnnvSrK5uuR3bcemnajjfiHZToDcDqVR5nYuARyOHbUHzydl8XlNjMHqwYBHZ7jaqMTNUdTbQBnmuCyBQEh/qd51kfeVsi0ex7C11m7WSDnaFXVriaAuR0jhjP6OORl/qrQeXo2BH5OtlDMDiIG5Hg0ygM1hqcTmLFnOIP2kthiOB5LHt+XNjvjSdVt+ZUMOZNyfOR0ZxyJf27s/7PWtBzFjjGaJe1Paa1zMT8+5J4cyu0BN4ihMd8KsbUCbE3Cmj4COgvQhOQBnAM2gz8yumTdX43WUpz8D662t9COUu6+N5tubP33zQIcn7RXvdOtOCaxDoVl+zkiMjb7Bmp+4AU772PeXf29lOMbYUZ5SeL0EAgxQfMJlgBxBc7jaER/324DXbx3GcU7gydNwV1d6MT18GP1Y3dBrqX8MyWdT1QvZAdQ2L8U26qUDnAiGnCUviWCfFHurx05O9QLy9N6yTOnEq/XYNgpVwmoEICZQUu52qbIWAfcpzDvqgzj26gDad2C0gW9mCjbs33dUZ3Duz7oBGX6SqaDYXuwqGXq0otV2HfftM0U5QimSAHub/sxuoFi1MCd6v6fKwed6wH1PzAuzsQ8B5ij14AiF4/XsyiySN53ByEuUuGp+CKYMTtKwnY9AdXTpdCholNInhly3jsr4eaqjItRPeLVH3j+fm7yROCldQhm11452PRpfQw5MVmGe3yEOCM9IND9mR6jGTkn7C3T//gx1pQG7DH8mR7csozNHO0pyNvqcICGeCsmsS45CUNlhPmYfYqcRrXucjvYz5siuunMPKJNiMVhd5OgKqvqcZYbmcRnUMfJjAEiIIYLzGJhKYW+wfQh5mJ/F9V+o1l3dVFMa+WzoIYtwnE2vltVIeCmBAJ4iwfEoS31XWHXpvlkRTpFXA50Qt+cE8JfO+VxMHVKHCRAup+XZAw1aLwi8MfIanU5yBKf1xoCipQdJ2M62nq/nWIFpym/6+taDmKqJfGLPhTU5QA6F3S55aYJnrA6/Qos7jwhL1I6AnSE/YLdSB8CGbAYxihYsbfQop0kAtPe4Dq96bo5Ee2JxNHnbGzugnwd06AqzWE2yVI4LfWqpB8x0HX4aSFA6H2uT7KrU9h7baKE4+bojI83l2J4IsAEcInqUgomfIfSdUkJT4HzV1EzOasJx1RLXBB2OLWyFyy0yswjNRVjFUkgUIz8+pBPVHvOlJoVXJGayJfhZFRQVOzwd9kyO56yTwA1VKwWeYqjKyAZa94udB0dURyhGXpgP/qwi8Hh5QWRSKZrnYvlzFCPE7TmaJ3pdK+oAggNM6xyVCuI9QWBjRwsdiTzSdZYhm0Z1+FzHfqCURtR1UjJIZU1+h5XTCa62QeY1bAB5VB4NylKsjDUFxKBKIBmViCQfo9CT35mC5/XZ4VlROGj51gLGwCOBRziVqNQpJNsQWIT4R069ZXalzAIY8ciBKwYyBp7yArpeDYfMZnvCLsd25MVViMOGGNsZ2ODQHWj3td2mAOYgVHZ0xYCEA1SZslwBBrIsmAgCuBF4VOm2uQbdGNIAPY9UEUDemA2iU4KSmwrq2E5ENthI9puRc9Ayo/U2wnqIbE1kQW4YFnkb7jNCDgD19bJBF5BdIdArMN2otAwm3DdGUY1TPgVK13owgrd40DmSYGnQa5Doq7T6kq3gW8MqW89eQC3eh+dT5XaHIqBUDDTMVB20x1Bn4S1ES3U8KQeQPyfnKSLx7CrCoD6n/FB/i00GRx5Pvc/lXEiIfwdgLkbMIEA8wahsYnOs4KhW+PxLMkP9aAzenSbPUCPA1dHKwup+UG494ag17cqO/v6i17cexHBfVxthHprNe6FeV3v09pZwRDx04CSwOH6GIteAqQS0V+hXNT9F3SFRh3KSQgoekkv5dgKg7TllBHDwbEKRi1saieLcAKsb0KmqqVu3U9IU9tyfziRfw15g3//hzbffeHyv34OKnodUeu5U23GAYcgx7vyd7PulYXEEzB6kvbo9YPC+bt673X/nyOsGvS+TWlPXGgMdMTHXxHdFPR1tRDbxm6WA0EEz78bE7NtDFci16N4pymX3Xqd6oOAe+i4qqCU5gow0ibyHt7S2ljy9NHvBYwySJA9uR6evpJfO101W7Y1LZmRu+b099Tl7ffz5Nr5KHWUOGDZEBAMHsRqQTVUnRXupzr/bgG0l2qFp35OJl6CSzuPeFWRp4NVRvzPCFIHHfDDtqOaGli1/F/9n2cKhdHU+qJPxdKXAdzQYc3sCj9XYf4v7o4XryGKvXkthPy8QHfG675fSBDa/PnQ+fYFtbCCnYDlkLzneO7jXptMi4V81CbzlSO8LcVsc0bbemC071JWZ2fK/J0fLSdF3dNXK4vwzaA/NQ1k1+1pOTwKbw0jDHKp2UVsASFZuTqh5d8d6tQ2Q0ghogKtAN6qv4ft+g+zy4BnHHg4SU0eR1F+SJQP/KkYurSWt3xmd8LMCNUtcIfXvAro0j0AoPP+SjQzhdg0HxA30Gdin+HS+re+oq9iATqBEADhKpPHyuAAgKtvJqFoiQnPdoiN2fM+Sg42AdNLJFWOJvJ34avDJa8/afd2+yevbD2JwELJkuFJhsnXYIAvMqfSgf9+6m8b28O1NRkUDGBswh0ArgAuqz/dmv/qeBkqHgT4Ns18mcp33ZqHuFFZunkQDpQ5ro5udnfd/gpXtoeN2je5+WTvvactYPKFtBE5luFNt73NitupGVx6cKQ2/3caz23D7+ta3+syQ0SQRd68zbDxjA70GAr3WCy5lRpVIha7EWEiT36RcugOlvsO7stZq0qPvSbhEz4w2iMCOIPWew52jV+/pmg+Y3Hru/fnfvWcZPdDxFoHBfa22sTzX0xyQup2FiOhoQslj26Xekt0hQK81sFHg2iq6XJyH9AdR9sxHC3kEEdjnKTcZ0s/MrrWbIOoWASe5/v4FvP+emCsZ8OTd6ohXIJNRLv+hneDnODh094QZ40KXl5caUIaMTblqUBFXV4mAz3pWM7GCY4OV88ZP8O5oricI7460im5EsvpIoJidY31eHXnTdfUN3cRQZyQFJPx76xqid+uVnU7vqHQO1NojCf4gvcJICMHrljugMDEBppxqyycjFf2jXrM159Z5irZiGfsFUGcZt/Y62eGLultcvOkqKOmeCOr14/sty/LbFAE6eENVnf5KP5920u/1yJs8OEXdfRvRbRpceOIorHVuOz3mY1U12No2pfq67zu1XOeFDjbBN8lsxUIgNXV6y0nraOtPOxrWA00A3jIqLHV3nuJwjhS5xivZzldn/Re9vnnM5v9fX6G+JPMwXNBB0mkeIpieRjuCob08DqCR4ukFjwiFVCFOxlFmCbQX7Bz42TPG3npHUQ4hew0sbvd1eLA2qk+KZjhKc3pIfrXXEXfDV4X7NQ/l1WTTAwht/5GH7brGrarGnoE95CEy2O0ZoHUbwxe6rUvEBmZ9yPWelIG7xnVXjoCI2lLgkBdQJk7Ti23OQZH0XA8qllJzqgBZ/lELTdRbu/V7YFe6dRO2JuGduXlen2WQRZ7NAVDzWI/XwHn/976316D09R73z/K4D+3lGPfPNOjtY3KA5tpy1pEGK1tpplM5ut9QN4qEjEFh9wIq9gBBoXkot+aIcAWIq8x2NLIjJK/WttbhKeeOCj0ej36W8/32LFtODWgakPO+PeHaf8iHYbsAJnXYrv8ayXXtp7bx43kfcf5u6U/5xG/gQMWi/ZZhvGHW6jUPKf1zkvM2Av5vrVdqorQUHa+701K7MsZW/wAtkFNhjo8dmHRTu0OPGsTHBgx5yOB57resSw6ljx61MDPwiMAjEw/Lk8CZb6xlH+7LpPSv+CU0qGgOpJs6dremZMrMITWPiPDYAN6Pnlf/dsuKicJLgM3zQB3htP6IZDdaXY+jKQYjrEfUzH+ziZ2JyclqrEhA5diOoXiMxR0Eqjqqz6K4g2o6Otc63nsABJ25uaakcTfYfGHDMriog85YCbS5QZ7Iy0FZsdzuat79nRlons5r3W/5YFp2E8Ejt2ye+vAXvb71kRjOMmIodVRpPgkP5CWFgUk+zNQamuzVE6lrk8DsaTqSscRjiddw0EZqbaM+RAYlsJKqKSgs6Y0LhTTRIUxHgnaTOBt1PtcCAKWuTqPD27h7o6nfu5dLD6KsBRVxyWuWYAYaHFWJiGblJKVHjobDvjaGJu8Waj1uh7BBisLPKHSXTV6Pe4TlXLUjBdV7Y2DgniR6GPDAgBtZYulCYKYPSCp9xZy1m2MFKRB48ZpEdKeJp7xUYTPYlVPhTw+KzACnNK/CiE34K6yjXD3wEMjiuISJUYWVQaVd6oEB3VMk8JhdHYei4l7JdRkCBadhZvRlolnQCl2T2ysvbL16/wleW3fcPezmGNWCJ4IzBQHlXbiGLvFn2an2cXIgIsLX4VZcw2MNqMTcrA6hKFFEh50LB4iUETOZM6qQy3Ir/ldNjBg3Zch+MWzMx6naJYi5jXfI2LfVXDwLA0PdmAdQA2TNDMmoojXJL1lJavYVLNHPuATEUt93ku9TBG557DDtQ+ddKSEbrIiFwFRKJ9gsEyGSbiqCUa3HQjIZEDfG0RpFj2mg0R6yh7im5ltZD9G2jx4ceBDHNs8PBq8FxCK/5OJg0zKBv9DVhlEpjomqgo7/ea9nLM1xAte6DgdMoTvzGSuP1gFNgJYeoLeKAy/CfCfytwoe4AkAz4uEf0ZjFBkYFzozG4lHEQYggSH+DpT1qmCaK4vVbHboVtqBsawVqh6YK4AYwpvkn/hmH7WzAWdEpe2QfNNVszsOu6oz2jnbUS0eul1yHRnAZOlGiNfiOVQ8XwK/xaPO4Z+SR5BOsYAejMl+R7xfHnUpVmzOpIfN7mh8oSqaaxmHjvpFr299JMaGGig8wGZvU+jThi8PJWwh7n4sW4PAPs7ILexmVNvPsqfqy98iFIcROb1YAp7dn2PkfYqutZgvdW9dvX29M4T4deH0jYLzMAipa0bfM/Oku4EdAs1xyeBMmVuUCPb+/T1oAujIPWvlvIeIHVmBnoDnJg5exY7GGPR0p9XY69vrIv5BlfqiILphIO2bct3LOenoCMCWl6NCDVJCAgs73YT9swXN16ISIxigIXCEpnqH0IqjVom6KrKjvm8olLpQbcinftfeisBzC6XlteUsj2hCvCr93YbmHsWRmAE4SaIEGFuO7EVV77maHa5XShIHZ0Kqynvi5nF7xIfayLsqxs8VhyeJE2gJMBkNYSttEwS96acHGgK+BpVj7HOPsuEUqNF3X9fVfK+wvDgyYVnHEb0Mnc/cZ62OB3odXToODDzjKI7nPtfTe0edtc/H+cvtge8qqeEZSIB4QLyXMwoa7mQuS7VByb6P7S1LnCO7immPEdj7012Jw3JCWVpwxK76d73XYbW82+OH07ZhJ3BHoNYho512hFo85BlJ4RZU0sgzerOvG6dOtXLx2lyD1lvRGAIFOpv5NGDvr6u7DJYiVFYeqEwVGOSOGoWeKZNDZMUPKTsrciKd+mkH+tifzhBEqOor9PzW7UkAkYOkbAltYT/fnI8+h5afMxXlt+KQZP83h1Ki9ZQjNwX0PTyWo66iW6yd9tryHTtyW3XTyb/o9a2PxGRxUNtaAjDy3EYkDZCwohW78+qtB4cY5ULFNqa7msFOSbXSrrof/kbNeVdcAYY7b1GeUsQIOsw6UDWJjs+SUL4O0HW8XofjXqeLbmFebKPmQzKdu81olQO4IdEO3W8F9Oq7lyNIOFy5fZ/2Ts6cus4UK36kZE8wRhD1Oj3GJwhrtrDnE+QfCXRR6b0iufmZj+tHBJ6QUhzFKimowkvPOKQsWHEzMcTzKDC0TYKjUgWI7fqVOS4bJPjlQ24QZF5IN4mSzKCwq9j0mTNkHH7PsZ/dTPB4mTdC4rQIkjYar+SnjfGxX9zipfbyGyz17zMaRACxy+gT7IMT+/m7ooQrsLkeB2h5/d8G9QZJZ3pu1eYcnOTTgieGz32fsCNhHEBuRYMJnkoBE0UJtMY97V6DDns6t/xQKPIgfd2Guo1lnT/fcrnZYopcoG57sGVW+x5ODbg2ZdthFMhPGKbIELBE1eHMbaNd2Pvm7xtJsnXUAWclk5y+bmfiLjN0HvnziX2P0HVVZkYidy8Sen+nn0HAGaXuuum12xwgCPgjFLm9UhllRQ1D0En7thx9sUdU+6yRiKoImM70kt7vlEdwl+y4kt/KSrRUKgoNsNhcjhE2jShIg55E1EAlNUhVYSwa9CnAKlGCG/xBgKc7tJdSOSFhkLM115akpT1ZlsHBFB5AYBtY7VRQN9gZZhSlOUfQIqZPxl2IKxZyXC2zJO1e7dCFgOjS2m8dbpk57Mo3fH3rIzEjAhnFFuEFjFW4ED1LxSkZRliEOgts8y4jYoXGluPR6RUqCFj7yVbHLV9sRbv7osjjccQk6LGwAlLKKqJz6mcY8bVx4cv+4X69Jtvdjc9OH7QRORSQFXEbIgGATlkUcGPX6Q78uvEq4DLSe9Mw3sP+bytoV3MYJPD+6gA+9ojRa8LrGGDYyEspCahAaScbaKezbEjGoQywFpLJWv7OGkTtu/uZi4z+AHro45qzIxKvOR/VOLi0zkdfiPbavQ8bbALyxIKA9+T3RuwBdSdn6R4NOQ3iHcic0ZiF1cTIcybVKS++ds9vicAmNuImbyh0l1GfL6cDzFu6hcTjUMh1f/79vDt6s7ri7ng+rZtz9E2yNlirraj7WlGoUrv7ADy/yeXc3chOX3KJd9CAxBHb2DwjT65mx2et2TijpzbX24kqO03HHloWTgDJX/L/BdwHq0V0GzyRfZ12qVhyyjVDQwam+8EYYMQ2eK/3wKDPgHChCIgMSo7XJksfjhPQHJQCFClBR33nOZ15LcxgKoXnqjqSMwVmtvOBrYOrNihKcaWygOE1iNuUbt6LqpuSqb18ug4jvfXpGJcAiu99c5O8njGy+2pxYnZgqslfXhfyGjLudKgnOJJkIkR92HLVpe5aa+WgNLl6c1qmASm2/iUXKBs4CvMRAGFPa6fTNXHq4tNWtH6JI2quZ54qp/Y+ItBdnRlFUsVVpPhZiRx56Coj95votKx809e3PhLjhk6jxHGBjr89BUrgDQT0RFUDFQ/VA6TgjYjv6BFVKn8jsamKB2P3+5DXCLQgpDz1AolihcKaj0bcKB6wTBFES5SsMlhSCbG9MqBD8lsQBdLrNYnRgEPGHfaazUVJVfWAilwHhEZfPKOAEJ3SHI52XMd3ZgDqB0MlO7tUWUshYJLtnflzBilMcQxtCOSN6D4R6nMwBUY1NqBz5IqO6XPp0K5cZTcMxOAhKxxevYyCe3x4sjOkUPm88vJVfRBw74/Ai3pcRA7Ug4/grH/pGR6lPLY6gC7Z0Kql3hBa9zGwXF0mkEejDzzW4yjvnmzgZ1ARxJ3Va11YmGxApTVjtYZAgSJZBm3uyROqAqHnzRz8nKvb87f3LtmyVNnLNlm3wMhM2hiv7dmd0QZ+pxwI5BGGdrp3tdyOcfXYBwMbH8uRO2p1Gh1U7YhGFfJonhgIZAzxswLI6qaITpG2GjbgiCB/YNnQsyEhZZceLS/v80eI75JZe/6swmEFSlOBc6codGRZBrsKxCe7qVp7z0VHpNw7yedBBiQzAclTVezr4+C04Tgzy3wYRvdC68fL8dqzHmDk6lK0YzpegYg4gO02wkxpLLjxZAX73uSSbknqYA+yo14FUCmOGc94D+3t62/nxo7ZVjixU2ELnfpJoDk7fEb+jpgo29GxHFcEcDGFDUWIToA+RvL9DTK4VozcqzAhJB4QaMjg+IJ2rqx7WTFZ1pf0nCifyB7sCSiqdJnzY1qEdCco09YfEChbLSOO/pJTGEGbt3AAX8gOvAKkBiAGNWH9qr0wqH4ddXFEJjKxYqnNwjd7fetBDNG7PIhUGNULViEhc6hUQMCbWxaW7RWdoXt3M+xKijhC3DGwanZoFLq6q1wA6H7uXs9+J3pjIcW0qanAeR7P0C+5BhuSVRUukzL1/rV2dGOMQU5He1Lb2FhQCfYKoQnbdvdSBtH3bAXZfSBSikOntw2cSH7mFu0U3F5rG+mOTOhZnKKay0xONL/CsY216BFMA05Er2OAPXHGJbJoAFg+1MrJpqwEdvM82gWuB3PbcRDquAbLvU7MvK+FpzEwpWDyGoQv2lfLRiLQzfR0vyMG5uOBNScb482J7qXSdrd291+BKnpDnNC7U4w7ZWav27JMYFS9r5SRPVYgG2lazrZs5UFOsnHq/RNLtVANLhJS0IVNMD8Un+XVkU/HrznVNjZ44w+pDHkjt8ooHXy4yueMBBjAsMMq1yL6uq9TwqpMKpW0hs9dAbUwrh219F5cOQRyRusDrwtTXIUu75UMoQ69AjkVNibNx9I+zoUVrtA5heE0bP6P1Nmb2lsC/LkEwJUOPFNy3Weo5YSRZ3f+5b0maj16D+ULkGyuZm2dFgtGYR9H5crJ2/OeyV9DQb2cau0Gi9bdQLfod/+oCjqnMQI1y0shve9IpGPVtcFmBDkiAkGOii/JQxNvJWulaAcpAblJytJnO1dlAXTaBA1eqwoYcqa8aCAovMZAHRGWcjrWRR4my1ifYsvETq+mHJa501Wa7EkdU0whaWGZluQ5f5QAJZaap0IOawDmuSf6vPv7DWgOBXs4MyXelR2IVvJax7VL+bUWbufzzWm9/wCAmFQlyimMp+HZhtEGRJ+zR3iADL522I3X3wDhJCvOMgHLYGenq6QL+hR0y3/dm78bfX8EWl3urZtsYJJ7bIB7qQDboJgEenqxdfvOAzTxEXshXI7sHOkuRU9WwVhp6EC5vJTe5AJUYtiTlMMAaH9nr+dxL1uJ+j4Gw6bKsyPjtk5jDECN7DLQ5cAcBOnuoPSyxrA3S6PCckV5U7DRovcwQM+gVJVThxdR3DxkBGbNXWpYIv+hkDN6SVcc5NIGnpqObVKlqojMq8nB/aPoSEkeINVcmp2KAmpukLrTHP5E3db87I8BWEfO4/7kTcYrmcxoknHzuoJE2Dk5vNGAqCvMQLlZiZb1HfmgbrVRbcNWJ7lwT5wvgG0T0odJ909WtoxVCVhGV/NE5KtwuaIZsdfAcu8UWA4SvKMoT8w6xP3+46ii0zqnRvF2WfBSNKbfcXeSTh0DhD6vdSunHAeWIy5x8CSEdLiGoxvPMapgUJKopShH1G0UgO+JaQyNx5DxtS4jbBJ4fKVLrDC6pB5xkxcCyh2ROdNP3u8zfbzm0uR39QKaD3n0oTPDTAaP4BJQ247QRhghx0rgHBt4F2Y/Y+gQRKQvpc9svUSjX50+y8pt0BOsKIstj9e41OKhl5nXUzqVXBYBSaGEOPVB7P5Wxs5LeqEEOkhNmL2G5BxFOxAEeju9l09D0WStJXaaL2UXIV1ugjrcHdkLDHSEjzPxsuWQ0cVDn3kQLwTotQY7SnYgsuD4BKf7vunrWw9iJBpC2/wZBxLeQ48AmizVYS4v/Hm9w/g2qNC/GykD/TOGuh3BANym3mmHvflWZOt++P2/ZNg9k+WUNkRLBsVhQ0jgeyjeWrjyfV7DLdedLnU8DMQBlG4KR5EEdp/cr5LnkqHyYRRWeNYGhRsAUwda/5Mz4vvy943BctENtlymx7V1czE/45wTeQDMFNrvEKzXswEkZWPEYHOtWky5mO/BcIHSHsztep1NTIONYFXvbyLwMEEQGyhFTQwwCnjrzyLQZ3L44dBob6Irb/Ya7f23lN8A6SGzXON7A6kGoX0vJUW9Ac542lEcp13v/IgtH55sfvI2Qm9qcOR7h6JaI5oftjvUijcWbm64wbc9YQQaxF8dkSDQf3H79drfl32vPP/3pmDbEagCrotN6xzGNzfN0b9x6obYwGWnXdDk/TCwxKEvzMHTM279fQD3w5FwWoejUvb+jwpUclpx9Yno7eq9WtIXBRqZzekKdImt18Ylrzo3nQ6Xca+6V8Pd71fpJnPThGnYHwrda8qfmarGc1TmlJdau8ISmbtyLwUuMjEfD4JqpZfCDe6UwvRZCvXIMRk4sSMvISDWifFyZFGGezIq5SomgoVTv9Y+26F09tzR1DNVYy6fo0eOniIC0bPktE9zkZQsxzGugVL10K2vkNJPHjXT4ELABNKJkUxnIRjxmCgN73RPne0sFkCOk2zAnN7bUB8mxUELnYqD3tvdsQ/nKSLxwBTXeFc57YGbTEW/rCm7a2f1cZOzX/T61oOYFCLnvlejThRuERoIC7cdWTu0LABJlH0iUl1j6ZpW6FZAgdA4ehl8e0xwBMVhNLQB4X9vpbbKd44mjb1Wwo9aJKBiE2hv6aKj54dJV03OBMSYB1i9cxpHcXYkrK8VMr0BHhyeAwG5U5GAC1TtITtVACnHRpY67I7WyI84gXqVImvBCp2RiqIcoCy3UctaqHBqMFSVIGBYysnPxWgH1OZba4QMrGQPF4LeS8ZzWk1gh4v5QOW9W/zX0xh70jXIW2B5ZjW/o9I6X77YCKxHtWZtzsEwkAlkFr1xeaUhxZ8OjwuXQMCyasKD1xwRYISFHKMDo1q48Vgb+ISdgFUiyaeIhALtBnR6v4nr47rUBj7xWOxDRG4X127WYqg7nDrxNfnvewWVzohlrAo1DCoKE4ulquAeNvBZk89pL1jnz9wwtfbgaxVGlAZfysiNDS6rgCsTI0Mpo+g/jjS5goWzhab2MQBFZQyK99IFtu0zcckddrHXpA7QEIwIWq7WCnhCsgKQza14Kc76cQSoG/5ZlemcecgtRXwhchtsCmA6w8qoozk6oFddZWqpvPEyndRP4RSrjBgfg5V6EShFXQA7btnk2EgAj2rCcYyBOR9Sp0vAROvTesDR612VucIEXXWwVYre3XQRIvgCcrzGru7zyeCCbEDqvk/S9aWIR++VK7BQWJLXucqkOd33kHOjaJlTuZYZVb+97sqLTGBuPbRWUc+KoT2uC1ULaxyRkoJmvImnmfweOzj9/Hmxcjx3hKcHIYeLAQxaCrgYFCBgMXlZwD+ViotAYYGjJEAgGsC4HDkM5AhgDYzY3Klf9Pr7Xp30F/7CX0BE4Dd+4zf6Z1WFf+/f+/fwox/9CB9++CH+mX/mn8H/8r/8L7fPvXv3Dv/Gv/Fv4Ic//CE+/vhj/Iv/4r+Iv/W3/tb/7u9vT/70IkGPzMowZFA3Mcxou1V1K39/BgoF2hg5ByseWlesuHeF0ygh415WyP0HoOLEVty6N90eaB83gAA2wtXDisQlLzKzldR0DwL9jlGTPdMlEriuIcWg6yiick57bc8z5Lmp0yX7x4yelG1g56oj/28tq8p9IJrtj02ANvK0lx9Qu3dVuKS8ybO7akYwzjwLufa9uyqmFnvwOAU0fAB9R0Vi3xCYmjaeCNRyySJRR53li/aIIzpUG4huMuY1mwUqnmAqxj0jKmxYuY1jqCNq8HfOJYd4FgVXJaxNOjzTRygSURMYV3b5tP/OlLIIXskZaKeDEALMWL03mSTvdl+ejF43R3NOOXdaCMlQeflZsFM3vf9lrg21+myDiDYWlANs0KBn4frs6o255IGr78p1PaEKSp1sh8RtEni2ju/QozEir9qO2CDNx7UlWhHJ7r4Mgi2uC9c5R2yZkMHbAMKeqc5jbIK1lufoFyLPOXbn4Ty8cCOTWkV+hdFpKxEpKGuecjTC3+VnkAYUADKIZBBV51f/vWWkjzVq+x5bJqskB05hkJcUel4zQUtrm5FY60GDB6VDY6L0B+lu2o6WsbFgp0eC0aoZhRqBlawSyqc9+4hrD4LhZANDn8vIBFR55fM6rqFIXRw/H+hUtN6Xg31l+JkL3YRQvxea7z41jma49wwneqdKn+XeyIatzO49A0dIYvD61+ifQykeRqFGO+Ar6VC6iigOMOLux5BNYMUI9UbqWdD3P5DXRdkaTEG6Goskaf6xbEN7HyqeGAJmBPzJfkyXIqAgX/Kbvv6+gpjf/M3fxH/+n//n+Mf/8X/89vP/4D/4D/Af/Uf/Ef6z/+w/w2/+5m/i137t1/DP/rP/LH7+85/3e37jN34D/+1/+9/iL/2lv4T/4X/4H/DZZ5/hX/gX/oUbu/2bvAwK7nlXtCfh6EyPmMeONPQ1AIW6TkS+SY+3VA1wC5GmlEStJYb5vre+r9ph/PP60cYffY087o9/SKYzmHEqZMh49xC63M31OsxegHJT/b3+PT2We5+W1/d73usGXluhn8+ZhfZoZi08Xpf1yZzOZsZvpVqvtaLvE9GAJmi3cWXiSek7Za7AKhNN1q4iiU67zSF71bLCvabSHpEERa56kSZPqPy99wZdej/GwBiX9bw8We0ngFgLYykS1L1KNPpCQHmqRLMC3e/kjM5BRtGRI16fIXICIDQoIJ8meu/fW0Mb0LR3apDsz9mQOvxNpfdaXq8cBLGxG8N1OvTVd3s/rd5wVDb0EEUB9XkYY6cNv+4ZKNOMFBUYeVpHSbXP+ymvKPU9Wktt5YGliiCvKc/a6PN2Rv32c71KY4aV85Zfp/m83ve0VEleaHxOQHqumVNEe8Co7i+AZjfI8UnNvjlf++xuPdhpSoOWqt5fnHtcxzV6D/ehfE3WRX29fnsvPX3olrlmlyc/uk9VNmBDLHDS+YOyHsF2GThSi8JDi1KAGey3MhMdLW/HT4bbf/O8yVEwGBjJlE4QELBRHf8u/X5lcBRBXws9dqD0OwMBy0zLkwFTqtdUMIJiZ8VjEOZidVDkaJC0QUe0g1JUJryfDMTFZMsQiKrBxnrvyZfuOXIopXQvhXZ1XAqEnOuUtj+x1wxJXREjqa8OPTbGaCDT5ymiS8ENAL/p6+8biPnss8/wZ//sn8V/8V/8F/ilX/ql/nlV4T/5T/4T/Lv/7r+Lf+lf+pfw67/+6/iv/qv/Cl988QX+m//mvwEA/OxnP8N/+V/+l/gP/8P/EH/mz/wZ/BP/xD+B//q//q/x1//6X8d//9//9/9f3dfO4xbc6IgLtzf2zPWeeerTsPJZ0F4QgcSeHdJARsY7Kzhb45UCPPt7fO39Hn+6fFTvP3tg2CDevUU0E/4cTGkj4yjHiXp5yPd3OK/tZl7nAfw6IPN1+f3zGToqdgCqfv7gIe60X2wD+Pr6vq6jTSgprdJMkgh4FgmQwApcMbrvS+vaOvbUsoCt/82LwCpc6flUjNhA3rzL5APQfCSRIiUzpxIfEGeo9vekvUmBCXoyaE9tjCFwVSpjLcQYGEHgQJKtODvrgXt/E4OcvX42sG0MpYwMnCpKXhF7xzCyk4p0sFKoZcX7o8Ws2mM9zgiNZanlsIBcdB7cb8JRJHd7PuXPMnXrGXSAZwi4O0qzsMm7J8Cw7Bq8RlVXstHghUj4JPC6Sshrf55X64hTlqkPjvTG4RA1LyzsECmqpR41tsAnaHPqYJPx0evTZ60WoiZYzqzPvuLWbXnfuqyFXesAoGXAN+qjceqY8EMAjindgNf559y704E08Ov7C3vxkINxOpL+LKMlqIEqGn130J1QStFGPM97kDMosGBDiYiOqrjfzazqaELZ6A9GayDjfT1dLRd9TjMQT6ONOhThqIyeDp2Z3Y39lOdCtcEvPQuOe+B01Yu6rEGSgL8iKpXBHjSK8Bg8zSisEXgJAqIAI9AGE4DAXaA5Mqc8X9eFSyCuUAQk11C40tEZfuZ6c+F684aATfcSyf44Ywy8efOks3fBab2h9gypCFZeQ6DoD7aJr19/30DMv/6v/+v45//5fx5/5s/8mdvP/8bf+Bv4nd/5Hfxz/9w/1z97+/Yt/ul/+p/G//g//o8AgL/6V/8qXl5ebu/50Y9+hF//9V/v93zT12mk+gBK+YwY4nzovfqzqprdzw8CYlBQyLFZ3CEDseak7VAawH0khr0zeXq+D96GlUv034d/2srNxEL5cP1sHanRjTeZDNIxAUQyL2wvGWbLv/KGeziir3kApX2vm7h5jk6gx61UWEMQE5+ttKXc9feIaJIvpkrtyuqGCt59KWykEjTKIT8LMHmR6R97Nm0cKjUElsP6UvuBV2lBvt88qVQlilyvdfBSihNeHfbfRonRrloBt0OsIiBjlGaX0kN/Dyucshe+jWSnbXTtpZLYVJrpGpeqxNBGLQxkBkFpR4ocrtdOuxEbYoe+81IlweHR2Qt3GofEpg2Cr9xDP0vnxUavgN5ngjR2+PGgvJGp0RVoPknn+4GOeHV/lzIHCS0PpSiKgYMjZTt2ueXOEaUFoLSvIS8/h9ID8lRJHhZw0Nm7NAh2j7gQ7yiU4tE67HN6OAF5cYaOooEFb0eoYg+HTrpHPE9nqF8FznHK3M36dJHocx/YV4Pki2mZHVkhj4Vn4T5mxNwWgtIJDhXb53JD/DPasnptHAHEkXL1nDOndnHoSvKuCjqsrUH213gEQaIqO13oyMVCcDaXQArPM8/XiEEdLOfFn2lvP4I+DhZTLQBcdedz5TSIIxuOjvAsSUeP3QRvltKXSv+O6xKw0TkVYOqfXRec/rSBN7DCiO5V5dQ9FOnrSMxIYAzvMH+efH+E0jpXIi47oANMvXECe2QAYxCgGNAk01sTgYlEjgt5XeDogoVKVu054pLXQJh75nSannPkEHjjdZCprr4EpTme1EhQUZrL+/jNXn9fiL1/6S/9JfxP/9P/hN/8zd9873e/8zu/AwD41V/91dvPf/VXfxV/82/+zX7PmzdvbhEcv8eff/169+4d3r171//+9NNPAXSABe6suT0I8JBOokucURcDExtnlJSFyZSbfGqymUvrKo5oiPLw5qJUqMur9Yg9uVZ6d29l92HUMwhg2BCeaaudd8ahXMVBWPzcDmsfKPfwxvjRPxgBn+Hg07PPjB7YFVIKNjwhpGdFawDjVNcm5VFxNF9ASqQjGCFAEiXSIfDoJn1UIn7G7jpcNDpzPZj3VnOHIXb+tKbX+6qAmq5CWRpyCFTIq10LJQZBxSkntAVw9ZSJeSCHRnE/Romk6Bwi37u7lXrWNkJMtblKh+mVKzQ4MXkFDpuDCK18bs+JEpbrCiCAIWkTEHdawCkRLv7o33nv0U2zyAFhVNF03LNza+levRcARLBfR2SlALhpGPef6795GrVWAyULhWWF6XpyYjJTzQ63HOdxllouFTe7Qk0F+9nR0SlHTkcKyJY+FdlRzZOPA9D4WB+Eoje8lQJ7KG6eC0uk1SQSsQFziw/P646icO07LWaSqdJA3XsDATesIyG24JBKQNEwr7ED92XdFopieM/Fw0iIkwIIhjK9l5RqlwJ7P8/U0ZXJQal1pNqLUYA11TxtTWgnpFlVpbPE+xHYLCiaUaV7KjzWxJtgryccImK9NOdiH6pMFQREOx2r3LDz0PM661maBP2Y8Aw3V5JFEAoi2PqA0as9XZ6N8ETItZ5U2pxtGKrPF/uhKFKjogPzGdGdmaX/VLWHDKh3A2U9AyhVqyKA9DBGRlADlnkYk4qc7UiwOStQl2NFp3Sux/W008s8VEAsXE9X61woklQCIGV5Q4kTaZ1De+RU7SxxbTD7fgeOwpXxzTkxf89BzG/91m/h3/w3/0385b/8l/HBBx/8ge97nUJ5nSr4utcf9p6/8Bf+Av79f//f/7pv6s92TBUGAfI+YQBwvz77FbBxUPj7M1RREX2dm7IUwPA8GihSsLDbZhuE8M/o+zufb6nszsbltUI+016v/14R4sWYYJj96FXVnV3tyZ68CQANnNwRN3wCju93mNzlk/4eALuy69W9G3jdQs79zOX/6/SEy8avr0lduUmT79jebyvVfmDf771HhQ/ZxnAiAUtBG3hUkDa0jReBBo2djIs+Z85yFXkzfB6CHeb2N1EcGbuTM/Z5qMJeVz+fnmmthaenpz31ofZaGAgg5PWO6HtBlVIjAtoHcnr/+6tTdK85NBxaGbfvtJfq83HeuyN1c87m9iDo4aUjUIdj0QDUjsRxdjMHPwPxhxq+HuAeeE/ebmB7ALVYnmuZDhgwMvJyZcjoc6/D98gLvpcOvuX1D7GzMQil9gwa/GzLAC3ijmS/dl+2TiqUSqt1TeGRtQpVKs3F/siSUTPIgJygjrpIHmoE5lQiJwINT+V4ABOG3SWj6fQfnwXbaVse8bifxcMN1xJdeu0RA5aLqc82gLfjI53b6fOzFUZs3UwXg983rguAqmg0wd5nPsDzyqOxU6w1Nx8vr0u/c3iGN1mF5rdgQSMQ5Dxg88rY9G9uYBFBEAl0m40T3GF1/As5Rus3dmY/+I452rlD7cGKLJHPlilHRz0HyWt862XlZq8AUvYpB8Gqicid8u9CgPb7KCeKYrrxZfcTCvP5eMa4ZzpbAmxsW3HBsbeUU8jK0/fPxB/0+nueTvqrf/Wv4sc//jH+5J/8k8qnXfgrf+Wv4D/9T/9TXNfVEZjXEZUf//jH/btf+7Vfw/PzM37yk5/8ge95/fp3/p1/Bz/72c/6z2/91m/1705vwK8qWSGFai6X7lbd/8De0FZUvuY9Ny7Fxh/o2JeMlQDK19z32RemFTg2EfGc9WKlcb5uqTK/R15HRrKl9nH/zq13ifRaHZre5DzI9Y5WiOcznp+ncRjvGY/znl7fr6M3Z6jcEaL+jDzty0rH9wQrM99T2BHt371eG1aebEN7IJeboQSg6ieBIgA1XX0ChsLPKpdC8yys5hsIz6VxEFxAX/8pBwnG0zEd3OTtfHlGil+uJGPImh6oQ9gY0Y2l4gpUMlIQIxQdQBtU3+PXEVW/7tXetcPTNlJ9fs7IwUk637l3yhE7g+5ztZ/bwGdHF+PeTsBgTJjAYIpys/f7fKZz//n7hUuk6DM3H8HcfwIYRQI+IyfMz5uLNqTgb3J97FvqPSd3rWDvm5G9Bl55X/evW/vX8uAzMlWd0tFloL/r6+TpNGwnj+625w3uwXuMs9DB6T4NCqjZeut2j+f36ZhZ1iJZlv8Qcbcj2M2FQjsDJznXDfv3lHPcpm+z9wkYcTEXRb8Lcbh299pNOCWPRDKs72KVTTT/Ky+RV4P3toAmra5itCtH3sjoIe7MCjBFo5/V7XuZ2nH6xufXnJ18Gp1qymtzZZAcjfAocOZSsKpqad086w52LHQ+wxES6amKAMYQZwbk81wD19PT5rMM3mOMfT95DYR+N54uApsjPdYk3gwMzZ8yRyeucZCkCejG9QY5nhDjEqF4dKopxjePr/w9BzF/+k//afz1v/7X8df+2l/rP//kP/lP4s/+2T+Lv/bX/hr+0X/0H8Wv/dqv4b/77/67/szz8zP+yl/5K/in/ql/CgDwJ//kn8TT09PtPX/n7/wd/M//8//c73n9evv2Lb773e/e/gBo9AlYWfDH5wH0YXutNFCKoLW1OA+6phUDd6UpZRv22opApQ2f86wHqOka/eab7IqMUPJ936+8H7fUj/1czv0LFPczl3LeTlccT9wpk9fVWJv0CRoPAzZ90pyY23IdynErzTsZ0p55AerFcL9XAKqYqK3cGizstJvXN1DdP2Ude9MGJHcUBkCH+l/fe18vDtmQIu50kQ1YieOARFQyJVkHB6h8PaYvDAZDKYlcmyNibsbt+Ys8pqfr2l7z9r0BsBy+40WxyXoIApzKUgUF1Nxqy/LlPg42MMcadNOqOGS09pBMV0yNS7yBAFwaf6YWAJJLLafkkylrr3RMRzFgXkz1+VmuQpL83krpAbZWl6yG+BF+ZbJk05/nzxgVqXDvIN6bS+LhcniDV+z95hucetnRlt23575/3kNApOzw7zbPZt+7wLuAeuxbboC9nQhHlpgKmx1hQOuldiYK6tStqMec+vfaAAToNgKldUhteKsJ6b6NFesGnMhXQ8+XcyQkpDc6agrjjuzLns6lZ3LZgeE/GEGeBXFf7kErA5wcTFcUullArwuHPErXyKtwaTH/RIONQ6EKvEQbYgA9I8znIATgT/K/QQr0vSUwE2PgAUZ46IQwuuioBsEAF7kQXd3knitNwo3Y/JMMko0vAowTDOVRAk1yrUCE7isvlX8bgLgq6QA8BlLk2Ah4PD1hXE/IcWFcTw184MqmMN9Fa3wNjCdygghgeN3xdBGgZSKT18q8kDEIYv53hGL+nqeTPvnkE/z6r//67Wcff/wxfvCDH/TPf+M3fgN//s//efyJP/En8Cf+xJ/An//zfx4fffQR/pV/5V8BAHzve9/Dv/qv/qv4t/6tfws/+MEP8Mu//Mv4t//tfxv/2D/2j71HFP4mLwt+H6ZWNju0Pv3OtUFJKeVC5cKDuTSHpCBwJOXnmg3SzILpBH33iDzuYRNF3XQuM3d76QBaecobXUQ/cHgbNVtZWTlSWTD1lSbRifyFoxcIIyBqw5+Au1ye4fhQaPKBHXG4wo3adH96ICtVG0N74N16PsH0R9w99RWrmwAOr1VBhFnl98OpFwEkb6j7evj5g900Z2SXTwdYIbRqe8CVO6SMKlzjwqOmBsAVUOwAutLcp+h+KWtov1yOO6vzwYHClfxOh4yXnodN/rRmMo+ZiUetrqAwgG4gvNB7Grpfrxs7EzOsneLuOL/NT/EeQqDAZNIrLw7UQ0mxkcQ61k7fnZG0cUOXnPzOygkoFD/bKPEz4M/0DIliZQS3j3LXl9QwSdiwcW0MWE8DugTOE4VlrlXyuR5KCQQCdQy8tJxBPT0SDlUneazak5KXDhQSRa6RZStp9GhoFw05mGaKSCQGrry6cVpoTb0Y/TPdywg3zmSalwfjDk13B3BKFRcrd38YAKjAU6AnIFdFRyyAPbcIBioaqWBw6HUBUpVhGqu62DSuhgz4ciqpIe4BRBSJ6KjnAbL1c67bFFDm/YS9gapdBbU2YAoYOMsBKvQ6LDVoM7UYSo2mQXQGjWgF00LimVQSIDkC5xTRXJsovxY1ds06wLpST1PtFXLfa1xbt3dEeC1c14UXy5QdGUUUmCoNVQFB4FyGPrw3sk2LYIbN67SHwC39rYdpuGankrP57K6w0VyB/bG6MtDAbKFTYyW7JclT1PeIFAnwDenSqbXl2ZQOVM2R1QABAABJREFUbi9DgFG6i9kB7pmhyVIj0kBwAGqFeN0lh+xVQOEPef0f0rH3z/25P4cvv/wS/9q/9q/hJz/5Cf7Un/pT+Mt/+S/jk08+6ff8x//xf4zruvAv/8v/Mr788kv86T/9p/EX/+JfvJVcfqPXYex9HLs8eEtE///ORx6XaL5KRg8ttJfRP/eVjjSNvo3hOvCom4A4ZVRR7ebfDZm/GyKgAu0FvA5Dn6FhGzsDIMAebPR3nKkgf24JRPGLlO+Xx2fwsm6fufcgCXWm3Msee30OpX6GuNMcjWOdrQAgIx3+fWbvyZlya/7FUCn18erqjWUVq/CmQNqaE7YVWegIQWunALuXhoyPAcniXjTfZHhtIRwc8KTfqRaqHl0wBCKfgs/2UF+cc39Mtisr+rrvubuQnkbECtqTvx090HaqfNI3eYbv+223/YF/bG86eD8n1+kubzsdSgXI1M/IbRC/Tg68T6/7uFzXhYdha9FJIDVCqYgReFY33lzVHat3WTIaoNj8liJBJYDU5dqqmCq3zeevARjMxC4FDco+M3ulqIbW0o3QsC/Tzg52WvN8McKxydLnbJzel5K8SiYc6bOx9w2TF2MAx+s62uFqSjpRE1PokqM0Ftxw0WDNN2/dR06XwFS5ejOw0+Fy8qzL4AjL2WXW6ail6GhpP+zUYfeEefVqoCNDyejIEg2H1TZY5NRc4857yWyV0hyO06n0WpofyYaiGiDra1AcEJXSp5SXkmYPjUmxPk6DVJ3LnVakjYAMOGzMa4OV6XuiwJN0vO56e9UiCX5oqIquN67RUeNt97j3OczT4+tSp1x32e11lmC6UsnRmFRxREdcfU0QGKeqp6xrmMLettW2uKo41NZxM21uXVuee87gN3hFvZdD+Xa8Pv30U3zve9/Dn/rjP6BXCSqdEyDEEVEQ9L2TVQ12gBacPJSwD2rzLdbap00vE6SaP+JDHxv1Bt5X7P5O/q3782HIu9fc32UDsg7vLpN9JF4ZkJMbY6O9nwtNAJvw7CdKP9MfobbV+1EH7mv1GsSwXPxc+71+FQBjV9meHpbTENRCrUhfNYhrIFeFBYZKmaotts4fAXelZag0Opy8UiFppRkczp3F3goFpmRWVo+HzxjdRAsBxDXwMl+wBvtUIHJ7xopmuUEWO68yw8/ZNxMrow1Dk/RS4EdrfpYyA2iZ7bQPDhAMgFPMQ+1iuGkEAcFoTAVmctZNgk0AbSBMKE8BW0uzgYub2eGoPnoNZrinat9fpR40GyC8BtEARITccjoG1/mRhSsDl84Lzw1LQGewoH0slc5jpy3HGFhQhYrYrpltylS2rvEBqrS6gqX4b54GrsGmiW+fnvD2esKbTLwZA08j8fbpDZ6ui2Xm18AYA1cm3lxPGPGGJfDBMnJ2sn5iBCUvGa4ybAErYAarlI49rmIkkKkc+snL1SPLkRpGXtg4MvBYAY4akvMBRxR9AihjE/vfBfNBdlrKZcWsckLLAGL3Epq1OTOQDltr7+ljPhgtWhOPNTH15/nxgrkKL3NKnxTBR4mALIBk5655PCh2R16830csVf9BQOXiuizz6NBVPwlOY/a8pFClVRVU/EC9kAjERPNkuB7LbZeAVRjjzaneG7SxpQE6fdpRmzrOqcFkVetTSP/4rNbk3kYBo4DS/CaJDaxyDZ5JWVjtxDiF35VpeUagsEG+gRBRNO/VYHtkVxEtXSNVAg3p/WXnVZ3Bwf4OfL6RraRSERz5DQ14QdFuB2ZVsR/PIjn75ctn/MU/93/Hz372s00N+QNe3/rZSQYMtxy/ft5lZuWNwA7RnRaan2jDDr01ED3bI6p/CHu6NDBbUa/F4V5nv4RzYFbf1w0cAJgbxSNofO7gxbwKpbJUfdRzLSqa3Ne4uHbYVkD9dh+AnHR5LeRpOHfvgLdCtmt7Gufn/RD26Nt4AU2K7b4cxz34PoIbwVRdntyd6oPoHSo6A/ub1262Flo3D8Dze/keRU4Q9yF4ep/7/DiJuJanzjJiUirlXJgYeREsaF+nlYuumxFMiSSHnhnA4AB/G36iQYJB6Sl7mQyJe52rvNInIA67+l5irSu7dl7JzsYxtb5HFGPWQl6baA55pzWn1P2rrtYCQJa55mhsv54ypVTeKjUM1FrPRY7KldeWIb+nIwmUN4bFnSbaCtH+/1C0yPwOYDsKwMLjMWn0ej0k17F7ypwcrAjsWUnOj5ZL1uWZn1HS8n67hqpuDSW9B7EbCgBwNd7ep/aaS4ZF6zAQXQG0ZWUp1+t5a/vZ6+wBUxpZsQTadYfzAMwcblg342kDtNNGu0XALQXk0u8qRhlw9FmCzzyrmdxeYQOGXRE5H7s7ub/I4D2lc1ZoTAomHvWCp7w250ZrmCxJk6OwYVuABGyDMzqa0uW5Ad0Kj28BkIXCjoLSiKvVwHQqOSwW0pXUo6QLSEdnKq3m57P+VBomAvVQhOTokN0VfkXg5XOxI3LS8eM4d3VEa/Ss24mFSVByMrdTmElnb0R0kzynmFJrlJejMIDHSRDwmFcTHZmUMkfPlsroGVze0xcw6p1IRD7wTV/fehDTuKLOsPJqr2FZygIdsUl59JTkHdIuMA3kGStYS4Ytmu2etRvAcX9l7B1+nPfUkf+bl1t7LsxyWaTvayuHkEC7CRIWsGax3X0VYi5cUoJHdxDeT7C8tQqIEUd54ObmNGk3guXNIjAW1L4bjJts5b+jIzamTfHMAIJ8g1LlR0h4TXQ17LdCQzGRkOG+A1w/78dIpncceQGo5N00LTW9lqFrQTsDylhAAhPidCg8XGCzqKnIRS31iZF31ClIskp52AJAJZ7nRFxD90wDsLTvXoelaFEUSatXiF+yXKK5h89hTYLXpJfloYo3kKYDz03ONsg0VM59KwUQSSLydLk6cAW9vGzwbQ7EBmCdqpOCR1V76NfhGCBCofc9uFGUxVayHWlQ2jEFUBvsSOFlxiaJRmFgKIIVPoCK2eWtQqsy8FCktIIE3ScXy4+Q0djOhQH/MCgP0JNEwEMkEsAVC7kevL9SvDAGsDjg0tcjl4v3HNYPthvysrVJgO7P/UvmEiBWn4yMJTCQmxe2Hjo7QKW+VxquaiFL4M74b7lBnM9Bdeqgy53nEQ3TGk8Z9qn9cqp7Wp6cfoCdAfFLsIHPjlITyGQCjwejK+TprObZVU1NLTbcWw2iPDMK1jMTWDq3TwMoTAEspWK6i55AiXsjBV2Zkrc5MhnZW4GsazunEai0rnNjSAH86UGQvM/WB7IbI5h+qjWYFpPKHgJNLCVO9ICVdAI0mDISMI5RiDURT7nl5/F+EQW3zM7caNDLn5/9xQRsBGPasRscPOr2H9fYUcz9MXk/Ts8Feg7YyN2dHpls6gioai6ai2k+omAQQaCNsqZse4/H2qlqxDeHJt96EHO+2lsU0lzTniNfO7Tlyb3bU3PkxqQ2Nj1iyK+VUwuRw/y6rg+ulNvrFJD/Ziv0dfPMge1tudppmDGusPEuU5RvJsVuWXEbeH/Hip0uMjkUQJOLz2qLXW2EHTVC9cyVk2/kHLnf76ZSBYddCT7sdYUUnr0CeyX2frfBQa8njQUVVoMmL6fXQmuWxx5ARqMCSFo5eiu6B90M1xbof3fkpYQpALlrNAyP0hA7dSctVUCkG3FBnp3WYh2G1k0QGcWTEq/Cdal30Dr4Fq9k8XUn1zNFc/7RBxUB2R2nGYXain53oA7p/XuK0yMDHElpTpDW3bNW/Fq1bg3FcKhV95gZiipe44LjNnNOrpO8hrUmSQ2vn9XRgiWZPiMDbcjQSrECas4W7X369n1+POesz43STD4Tvg7Rink6G4g1rOjjLUksHP1WuFZrLaVgdwobYBM18lJ0F45C+dm3mtnX5uGBeWpVoyMJBhQm2zJiYDlGAxufzKWR2houDfe4KYMhVEdQyGERD0cOl6PEBk3dGwt7L1qv1P6Z9++UueZ/rL23BrqPOQEBxyoWGFXdU6/dkdeb0nol6AABXaLtsu0AcRtBhwDusamrXpAGGFX0XCOVngRLkLuwIlA1ZexTOi+3zMjR7ShQaFPMD9Otp3igZ1+dAPWxwYWjSFV0zGC9pveVdHZocv2sqWor0g0qTOaV3vcNaVZSKOLIrytMDXi9rgsjWDk2o5o03NHG3JmFTE61t/xdT0+drirsoFBG4HF98xmJ33oQcyr+13n4HLtHgQ3meYAAKvP73CHuZA55jGZlW6iP7z0V0BhDLdTRwnnjjADdNOok051557JSPvknoI5f6wEPfZN/SZAGyLu4f18FjborkQzuGuic/WlyEwR5I3cg9nq9Aexcep3hTjZT6pRU7Z4iy1ozgDG05q+vDYX6U2CmEo/56F4e57oBODp16qCrWifGETLX3ivUoOq0aoUwMlvB0I8CmzGJ57KrRqp/H8ESSu+Pe/FM3w+kOL2nrw2TK8lGYM1qJfZ4PG5r7Odcr+Tu1sMnmUYzUHtg7S/zXvtsyGuzx3aehZsCjcBjTe5B7m61p8zcUq+hh2yoolRhVU97dxoFAgrLYwdEsl9q3NVnWWD9lGsb87yeeM/a38eaGBUH+KfMp7TpDYiD+3yp90dVcUSElDsjNugSV6/xOSYiInrsiIm8nYrFcW5s0B3FMk8ESrXYqB17u1Y1cODeAybLkuS6GDwpghKmcxh1cMrBUd49Y0xrL5l2t1S+f20ZK3Qxgo1cOWKEo+qye/1s+Qeoj07i7hKHsPQ87/UFOvSV3wuwVwoymCVKp4XEmTkBb9DL7z45AFyyjII4cHmcOB2L3Gtn0N7l2HhqIGewz6ZtAc9zYlEE73GuhRGMwrACZ+4RJF6kyq7UoRN7ddO/jEAMR4Z13u2A6Cyxb8+W4VVH9FSnLnIAw4Ch2Ek6gtybvLBiFxj4/CN3rxyYOi+CkLvxenxBjECqzN3d07nME0OAh2XbvK924KwTQnrXTsP/kR17/3/x1cYt7qBg550lpHzzXfniAELBiagoRWAgAMRIdR++M7R3CQS5MKSO73ZvBPsp5/2evAZ3b9Qn+xmaF9KKYXs1jkcMhes2t8FAyFEAGl9XxPRMFuBIL1GhZARimctwX0u23N7zlGjMdY8m/NlLglIMUjjTPAs/o4yrq7L2evbqYT5m368X1viwCdgGTzpA1xjsVSLC75xz93OoA8wNiPVRbVQRSr1VKTKw2U40WmqMdezN6DVSqbB08wopkAy8uE+JrpHYU3sbROjhzuqfPd052pNPlVEy8kJlYbJwd/MNGtYsoObannhEp5+iNrfBcuBeLdK63TuC27JaPpYjU1Xt1fWe29gIVKbKgx2lHEpjzeYAbTB1giobNXKTCO4iz2GqG8g6peJ7ujdDzJZDK30SfTvx3N+1guWqrtQw4LI8+r5OcG8wp4WAqwaritwf7Y97GbWT1EbxAGeSh2q5iL1HxRRil1dD0eI1KbeLhm3Vwpwk0HorlxKfEJCoDMyXF5RSKY7EuLWC04GWM98C2wscPaBCZPtDljMTj8fRAyvZLTzkUO29nVtHvXI8O70WNKAB9zViutVg19oiYkcGEse+Re9wA/xj4zpqYlckdOJnZd87AKyaTLESycC4b+ToZqeRaskAnb3YDjXtxyE3izLSXBIQmMbZCPUsP45AVG6SM1hk4fNSAlMqGeDzBqMgsUpjsdzh2OsNVSOpqWA4susoODqi3w32kqM0ClBbBK72yKdOg6+SVtW/U9V/S8i91uzqVE+9/iavfyBAjJU8vc39s/ZWC91g7fXvTk8N2OLs9y8pTXuycRhbGlSFEm0QoWy8Pa6A5pwwFIdgnpa5Y/e3eDWaYGSnc6h8PaOC80YSS0YJG+EfZ5R9LyRog8r9im3wMtAljOR+hA7eIqpWFcC5litI/IQU6TXyUBBWyqqKWKwEOcthM43eA1De+xw3cCp5eqnjeD/XvMDnzWCaZ7hfgoyzD0kFIxzjujq6VVK4K+mxu2SxO4fSwjV/qrA7yo6R6gwqPFUOjZbKhOvg69CVnwImV2RPq37E6miRn4gRBac6tme7QS6/zB4jsrrM0cTAqwo1XxgFWwtIKq+xCpUDL9bpjoxEoPkGEKG3Yiu4cpTAvSnYR8aeaQXbAlw5sGoySqj9Im4X8FZVg/dtz5xy2lDnbxViLfKxkn17iAgtO44cLrVIILeiQkMwK1rBvi7ddMTwGgMDQA5gJavHVkJ7vjuxIhcKE9CAwcATooYaIEbbR8f4mHIiF8M/s4IvGbsq3iNnWu2IBJ/dxv4k0jKVwnMRqAejLeRkkDfy0Mwj6ozRTe1WPVS5BPUp4l2uLbQq7Z03OXpxdNBRPSxEKY0aBEwhj5tnhQTePQGczQ6JXwsQL86YckeXCrv8+kxtD1S8dNRlWX8qioWgh5niZsARlNMRPRwlO1JRe+q6Uz6wvqzVDhv1PFNHOtoYEZjJZnwjCkP7iFRn6iDrimXf3Ntai0AozrMMcDJ3+bb7nqnvdzSrCkz/yHHgs762UYmIITDIpRkCI3bICG70SGAUBEonNXALg6nonjBcjsQcGxwiQlVKGrmQe994cfIfaVF4P4LzBHlKZ8H9d9bqBp3f5PUPBIjZjYBKG3ZP4wDeSPIGOiXxKiLTuW//XnoYYN7yBEn+nD25xtVSZuZ9BFjNYgEvpR2Gow9trNCfydqBCYstUxYDLpMyG2RHN/Y9nZUSJSXlPwEp1iN94DDHUASAFTO4rV9pncdxyOM4MGck6LouhNIR9UrRMJqUrdB8j/f39EnbvwdTfHQqZeSXna7YEZRA84jmY7JxlbdGSl3IlYqm9jVcHukqnADw9rqa7A1wFskCgambGcr9YyfP4N6aLzO5cHB+6n2ZYaM0AK96btzlrFMs56u1Idjl0yBQnqfbkjv62Gk+R0scRTpTi/3dS4BNxqeZrAWswoihviVaR3m3O9wfLRtnCsz37T3SO7esKnLhcvWzUeS5Hn7/Aiv8TEI8o5yzJpsAutoF1UbKIfgEG/95XpOH9Bn0sakX+SyofZ/t7Ps5tTt5OD3DRA5LuvahavvNiO289F7jwXqD0ryjSkZYVLW1wPTRKlfA8HezXK6sbuNF58OcLY9H4dePjtB10rVUtWbdqIiAe0w9Hg/JVeIxZ5d0u0T69bwk7pvT6Jwt5qgzuwsTeFBcA1mbT5I+T4fGpVHtOgERc5Uuquiz6J5Elnd/9jw+EWDqqRS92EdpyxhDFtpbOiPu6wSwCnUEiww65euwhEGOZDyL61iKwtxA6wG8y9HuQwcWomljnTIEcF1PlLkk2DurnBj95D36UTweAf5d7HRpXY6yMjozrqFrG8g4FXlEvs5gQNs77oiJ8hUCZbBjxBu+8o84Mf1yqNAA5jSm53s6J565f4Yd5u1XxHFsJFSqsgkpntfpqPtm6iBIwfhQESXTgJsg0GTCw3AlY6b9LK7qUDc6oTErTNyVX0c10AKzQ6nRCoXgbBvTVGXVGQGwYvE9dKnr2tGi+0qh72OtpQGAOxVCxe5pzR5xf3hRx/1rG/r622NYWNOA1Yppgw6ocgh1cH8EQFzeeuWAm6I51GmC5wPHwgkQYFb3gYHC484tc1VrV+3ETp94EvKldN/D0ZpXoNVpKlaFSEHU+8TeU056v7CVLsnqrrCKJtTxthXdOv4NcGL218pghnBX9v57ynBASvDi2RlHRO70MO/yyAhig8V1P3MGkC5/50wwVfDkPgd+WgPtO8TewMY8LG5ntTNBx2HLpXkukL0eEYioDshRGU9E0mC2vKbSV6DhzExWwe0n6uiEuQPutkq581pxDU+VtcpAQL/HBjmOglSJB7W8ttV6yc6GgRq09jZykYGVAodrddQ3gZ50/VgT2UTcA3xaNyw2cDNoOV/nvd5S3KWuu2unx3l8F3lhyYoxPrBSl+d51Lq7iJopbUfHjCh39AoAYgxEWpdtoF1yHiMIEGCHSIaX081pT668CBZDM5wEPAcCYTRlueKXMyKx9pqhFLG7LoIm6U9iaukZyQcbylU7s7FUZKJrhb4DsVP6Fce5EQLPVNZAvXT8Pn43gX0PKI0ALtXrhSM0O6oVEeRR6b4lmp2ScjTIVZhOGblWK5CMghpMVyHHXW7+sNe3HsS0MoytwE5vzMqqYSJ88Fc3U/P7WvG2NwBcTlm4V8qJmm+H1IZpe3EWuih3xNzRnuh7vm+my7C3V4fmrPAj0Z6VoEl/d/NV1g41RwSGlcICRinQp0NtY2Bl5dJoxGbL27sfAgpAbGBgJfJqHV43PAuRhgJjP88rMOiXxwkEtkEkD8Ztw3mPpTy9ldhUOskTV8v6BW69DfJ6hleOHvijJiBiKMEIq2dMvPZerEIDow3y0PvQ0YgwSbD6vRlswfUw6DqeucOwikDksW5e0y2fEOE88KTo4FIlQlUhr9GgboUUre7Vf9u4jYsl+zjOjY3t65LPqZA5o0zb86QMSCbSlXA7NXUCmq9rgucoKlsKSMEXOx6/K84E8j3FMADanW/pmJgjsTkuDbwBVD2YR3IzORiEhmIBNlolvkw5y4TMUlm15TTamdn7486u2ERRGZX9NhHZQ0Y8DGo2+GJ0sYBitchc1cWMtyiWOvfaUM45GYXR+kE6Zk6uw1xsgMciO0ZkHvXMsuqONe9zNlHisgxKZikFJrDOEv3ZZ6+Kc57uEeX9XNwb3J6TZP8XBIaM28JS48LYePXmJllT9tDBiua52ckKZIP11uU4dW60MYV4KeUoTibUMAqX2ll4v12FVWBPIFey8uyMjkbB/z+cTltqIJrNNzo7dgNgKTxz/PyGVOnGtH6j7nJBBu3L2tHN2I6hwUVgV+P5HCBTQJZVRW1TIiQfIvNiV+sZlFTkruw8zhYJ9NzfEduBYkNTNSxVOpOr7UjTH6WT+mUmeOfzsUsMRetqwx5Ko0SwOqFQ3XdhWcy1USVFNaTAHq557+uKgFWg8KWJody8jGt7xQYuGUBtL2npMGMueOpzJKfYAjs0X8D2goFDUelKB2jrdelGUfwukym7Qd7xOtfhUYs9DRosocOU9pYhND1ik4RXHrwXyLhht9heUgSZOpiobVyhdL2MYVm5ui+FPDJzh6DnXmsP4Ftr4dIh1QIoRy8OBrYyKwRKnXlZejB0/pkG8vFamACGN4C9UNZifhhUFrMUDleefGYqGkTjbtDqveHoGnX9XQr9lpqDzYf4FXcDAMdcpORSBJATRPq/u6rEKbcoPT2JyB4zkWC5f2qdB0r8qiVFdJfBHDTWjwLbpAsIIdAAN9pz3gC0ZaxMJnY6cad1q4r9lZyfL5EHy1wj7qNG5pCrrWfJYP8YOaAMu7uRR3rSuyMvuZ+pjWt0RRKCZESzkwz0U38C5Nf19PLDNwoZd89hcgrLaYEAnwfAUd6c/fMS+GIkr5R6UY+Z2gZvLk6YnnMJTJK8u2rh5TH3/ofJ+EfaCkCpSmWtIT7LZJVcPTCL52IhxXdySfc2+G1AlwxaMMLK7s1EHy9r3fab3vee2F4FpYKfuuTevyAfyWIUyPG0K7kiNjDG5mXs8njuOfWUIkyVzXV7LDeqlJyFuqsUMEoOyfUE/Uh6SXvexHGmlPFYVkMbmPtzEYezN5TlDnVBD4Jqn0pi1n6OkizMtViFpxQ+dJ4YcRaAV3SSW56S5lBGawPKMa4dFUQp2uPtYpT1GkcExekiTf0uy7rS9Zw1NQ7HVxEypS7ZLznbCRy4oPwoViWQgevpCd/09a0HMYC8ZGhyMNCChUCDltfefkdE0ifGPRCyDXAdQsoQ9cCLK3EMKkItugvAlVDBAJtK1dGaHYUmpWC32F+a1uvQvk3OXEsenh9qH6yQQLXdx3GQAJwh4PYGfI2jX8Neh80l2tGfgzsEKneHOxHB9tl5VpVIeaoF/HCpnZRqgiRXepvnPCTsSIuUC72r6pBm59iVpjHgM1dBX8EUVznq5YiKow8QaZBpmAZkIW/MhjtHG1jDRuukBgvFH+6mgSTyhqqmkMBcDyqQTO0x12AFVBqeWLEjZt4ryDA1OFnuN4xe4+nwj352lp+3DMCgrLqqw/wYVqxxfacAhy/fKcybDywljC079xJPypXTew2+vyai1PKr0PfZeBHTkQlWovA+oUGINgryjfu775VNHOAYDVhWeXQCy8XdjdmAO/07e52R4pRFv2ekC8VrAxr/0W/OyFUEBGBcyadonKMGrtBoUF0oVey44seN8SgvNN5zemo1SdlzCYSt1dVsc+4IyVyqztN5qUUEtqZ02whUTaabsFThROA7D8qCz8+9DD/lzKzmeNRcbFCIxoi3fbee6LT1dCrbcqKxF+lO27vPDnAAmJapV7wMbGAPyOgqReKIckdpdD8pUG09Yt2P2Lrnfj32F1q5bUzcOG28sy4NV5TIjg6FQ6nHxbNZiK0X/R2DMhi5p87DTq/0GJw+EojpkxZQSkprgup0UKdFFSl2arynyDsCk7nvVxd2h2/rVPaOUko1wDJu3cD9f0Ah+R7JdP4Rsff+srlhxsIGgQfvdQ5+p1wU/ThCoOmGRTYiuro/O7sBU6A7/XqHw7noPEheOy1VBZJCS5Eif69yl31/UtAjDkOyHC2Rta4NpOAD4OjIGMfE7G1AXof0TZhsbsBBNvM69Wf9x1NkawfT1wESa5kDsAGM+QkGS1ex+6U9w64sA6M1oQPKKMa97NZKrPcrAU9WBopdSCOaiGjO0FoQfV/PH9yQkSnjobXUPozY/UoioiMCc87OCbe82NNU1GUgydsRMIPexwqodazm+3vSP1s4nlm57kylhqrlqu/RZeQQqbm8tnS3uHepgWyURwIxRS/l/UGfH9rL8x7ONgANQiWju8x5y6FlyCCly2IbbO10iCOLlzy9AImdCKbDDLCLN4jdb8L7u8/iXNVN9sYYwMh7BdrxTPt8VF//NaDc77UnHDJcllUt9vaF+qxnbe+8gv1s9rMsfR8EBqYa9jECw6gXgUUsrtWcnh6900wGPWtNzMWRC/S+GUmZ80EwqwqRmopYxDRepDOlcngmk9BR65ZNpzr17zkfbQyX0l5e29ZP2OReK4wzWnxWle4zwDevVeo/chDFff1jD8+fZSR2JRuMlvXp2Gt/yAEz0pytNEYySoYtc+ezAKqo1H5CjuQUeHEkQsgU000DbUPcBqGr7uRqaJ2nzra/rVslSObKfnAMhm9C0cLCUYElmUyDrupKwDMKv1zkIFCU0jOMtEhHuku6HAeA0RnOhLQT6jUCw7XeLYE1O16e8Vaq3Drf+4te33oQI3sEROFxi0agCWttRMXcb8OKU/HUjhocgn7+LdmE+SjFX/S1CtWtwzP25jYgkCdyRiNq3VNB7QUfnox5CKSz6FiIE3DmmIE7qDgbiL0+vCeway/leI/f15GYWX7gzTHCViCeHO0XoyUbGK2AxiCgy8/9eX/vKoJDl/N1KXIb7LuRRCi0q1szjyVEXK4qj5vZ5aRzocY9yuHKowg+50hGO/IKvNRShGcxBRnAi/tz1A6lGgC5BX3Iq5ktV6wKeyyHy6Nna51rDhic3RX+XfEyyuR12Y3CJOuPCVTh8XjgUll8pNbHZ2YAwB5LwLXjmk9HlPa3v7dXiaN/jSJeVezw6T06z85pCAigH7eIzTUGdpfmYgXUIH8q02cLyhc5gnOCouhqqTGUDtL/ZrFS56kP+15fy3gDxk7hFm5LAHmnjnGdxjHvzoIjNICMHXa6rxRJwdYgcLoHxSS2h50SlC7uicaZmPS7VikSYyNaXcHEHFNpiKajBYxVcwQCEMnIibuaFzTVWRHU+ThkC+RtGLBTBujQ1QxLRzsq5977GgZRp44xMKZ+9u92JdPWT0oHHlyXoZLmlqkxUPMV3yw4RobdZrhP85BFpqRUAh/uWltd9BAAycHYJdDtPMoZcjUYJ1EzMhKF7phtXe5bdaSzo566dzpPcfsOz9DqxnFq3tpT0w/UHKh2FGIEq9J8Vk3KzexoT47Nb1lViHFBxMVNcxBINbCKEHBJOlqONJJwvVzBDzux9zJqPuuwrhl/lE7q15Tn1imUkDfpvg72fi084Uia0gpbLVFp9QEIrKmKk6M01krWaL0a+UttBdRrxQYyb14sgN2EaDAfeetvsEjQ63cHK1sCIPqFhDz0/cFrDCuGThmIVFUmw/bQAkAGi+SrUkiaX5bmucT27FH26vnZOoQVJeBlw13yAtdWQqfXzs9z1ZmiIoBiZU8gYH4K5K17sFq1EvM1GXaWUqwjEpehvg/Rc6Soc4c4IpQZgLyZcpVG0ctZRBeo2uCApZahiAG93KfM7o1hTsjC7ncTs/CUgUcUXoLEv2sMPNbSug2ljpTCUmqn+4hon7sMVnv7RC0p3gPaOAYdMCpYaU73kmFEael8tGjxPkvfHGyqVaoKQtVWlG5CBipdpidcOrmjno6qOBI13IVUZ7P74eTY1QwGhH2dVANHSFkKNKi5qI3+XEvRTaY1skLg1Qy3AJSKYQMx9ekZKZI4kJpDsyJQmaiY8rJHV33w+xYAkl27q6mAaaeUxibyFjSLR5EhyKlyFAqgzZhrwkNYoc67DLN4CrQwCapBGlO2fJaCuDTuK5WB52LDu/LezuKU9lrygEPRnxIImkprMNVEuMN9mwbnIiKXjFYFz+7U93Cpfc3aaSUUkP659YE2MhNzTVygvWuOVw5GNEUCJW9lIeqiQc2UIXWDU4ODsxeV9BxrmI4/BXPESBDHDbiq3yGaszfMR9mcGDq6hVXsa9NjA8IyCHWTdqpe59MtPshE4x+NMyAXk7rVenlKDm0/dkVoqf/QvU3BHjYMPvdIrMHIW4iIxWnViYfWlpwV7DRS7L8dta48WiSoMi+vA+GHOKCSCUaOt62xsWqeHYDEH5VY96tD4VW4IvFoJB4CN9uQqkqf3AorXClQB7cKYCg9dmvxPhNG4cd36xf7ZwGs9mRrK+P2YDYg8vc5D7sjNqsPZmrKabPMy16bvMVUczChDofvQ9clmhfAsEKGDZKAW20F4oNhgVtT73+VXjr/UbUBRoD9JA7upBerD2AcMzgcUUJoNL2uv9YCxt1Lfu3dm8N541rgIFIDzdPYgCvhiFnft+SF3iKf1wTJnporxeZ9HOESVaWtbMgiuvTZKodD7fTsi+WZ9q4QoSIEAZ8MsE25en3Ik13FgYSIYkrPhM/uS4GDJJ4oGw4Zzd5xA55gJKgE8hDRDRYlEtvrK4L90j46+tgVQhFMyxV2WPoAKNWghmCjQdS4R5OqdhokIG/SHmOA++PudUqh3UcygJGFgDxseqicNn2PujRQxgZGjNBHnx8L8H5f7efCAeJ1tlhZeBGgqy0DO0dLJzmaP6mDePHq/kBLTSYhOcOCmtvtCdelNXQX7MdcmPPB6qSDQzexUB4AGeLtJVDOl7CERJHK7fH7e8Lh0jiNIM/OmQa0vutdEFjrYw/eLwBg7co1qLJok1kLGd4znUdDUfM9QpGT8x6Ozfdnb/rAzpPSqpnmv8jxOWSQcqp9dbPPOnoaSYatuXnGec7dQ8sOJGWnWDm3PLRWesI2QKAgEyLZ5pYrpTMRwJu4JK8bTLQcA3e5BggysZjuEpiwIwuBvNEjbKLXr1swpACf0rt+9gjTMWQn/d4IyUYeXJzN1bOTEkcnYkeNvsnrWw9iHG0AICG3V4Nt8IHe4FkQ2JmH4Avk6CBHpgi5G3wAJ2jx4UCTf31YJhTaLYXqj+8G0NU9BBz2KhPO7SdkCA1GdN1SElz2phn4Fkwf4FSHXnthRmDuCZEjd5Sk6m6ITmTvNBfkhQC3w3PjcPigy0Bm2oidOxXi66y+bodia49RME7LvOe8/d930ug9fUaniYZ3io/SAEZrGrU9eUAKSM+SkWpGOOGeFImh8mKGpnnvh9wILdUBnhlpoJ0gsQ8u1GcovPkpgKOINFw4DGcc6x8aosjfWNYRjGexxDrFF9myekY5GnwEFXoVrz0i0Y3sJO/exy27dRtXgbUU6Tp2188ApQkk6522C5WN5jYEp/GwUuvGlZLsuXYrhDNF46jrCYIyLl1P4WzEUf1yKGgpZPj0hEpsIaaKALK7G58y6M9+bQrJcloEXGspUnMslUGjcQT3eAMaoDbHotBN+hxt6aZ3y83teL211h5DgNl7HsFhj48iIETSlVt0jbv6JIOAxufGQHcJTLEilwMkK+7n0CCo9al1483hW5L1TVTtFHRWy98uIw4ghk+TL8JUXBvcY819ZnxuLOvUiohg1BPdOXockbG4PUvrrhJvK7xv1fuHEDABR6T4O21LXP49QVDtOXauoAwAnX/R+cu+W13DgEVAtCvscutq6zaVPTISMrL5LaXPorJBiHfl5kznBjF00uRMmAOIwHXtvYswAET3ijqwayN/W6iUQ24e5ks845u+vvUg5shS83DLs7aSOz34kjfJvOihXNr7EBcCVMpRdQt6+f0pYTEkvRsObtqVCsjGJgzuSEjA4WjonuzlxmsB1cHrMfHlcmkpwuM5AwYm6neR2ZwbKxUTNnsEwaEgzudwsXQDwrvNuh1+e+w8S9HuUR8aHfytWPYbfOhLfWC2b0VOzQmuToNlY8VptJYFASN/b+zUx85pJwA1owuDOH9jabzAkQqR8qt6ILMAE7cDXbY9C03yXT6sRTfaKuPNwZti4XY2AH7dmXQZZEm2xhiKynDC+XxwQxbkJZ+RD9yNaqcGA2zIJo902UVrg0p55OwXGlZX4VhuAgcx3pLcICQbSI9U88A1e6+Y2vUZpAdq0PU6wta9Y7DLm+ecarBH0L8Eyru6qc+otCd0NvM4/zaCY5eHnvIGAG5xn9j9lTKzAVm/V9e+VSq1IFkv3M/JrTFcBLBW6wyEZbT6XK91kG6bC7P0MwGbyXTQQ/vM/S4UHipNZqRvqRuRCcQ1LhpxtVG4MnsWkKM9qwxyChEeWljofLJeNkydBsV2UBwxcbTOcMN9q6Ik7yPg4pYtY8LqOEiwEZ0iXef2QcDyuAbXVhECkf7nesE55sV/O5oB6apuHJfRa36C3YBaaBy6umVRjSXbAUxsgrp0YOtaMCWXoENhPqUdGINLKIU3QR2QtflbyCB3JwJOKThAm3Js51mlFYHrcEbZU+o4CRkoR2LEw6UjQc4QARbtZzb/DHDJoKN/lYdTJIDoffmjSMzxmnPiSQtyViRx8is3pn1eYgf+fm7yYis6gAMQDTYCjdazAQEPplMIThfZGgwDFOUxV4mlHk4l8dAOHQ4lfrCUd8wzFKvvze67oc/XzlGnwFaDHfWo8PvJ0RhADua+l0L+G47LsxBBdTGvaz1VuBN5DQTfNxxUbibXyqHdufr2jngwuK703twfh5cJeowFOHdeiwo1cHjqVW5Lsb0O+wxWAOA+MzoUh/cHuHmVxwiQU7yQdYyQqMKqRyuEKPegIOjyELeU178QIsztw8x5Uyp/lWUrWziBjqFDv4pe2ib1hwZgApAHtw5gkQZNQKdwzAfp/jou53WlTDFsb87KKkW9xD0pFB7dGVptBxKIlR2Sdtjd2JZt6FeX/dtRsBHhOSUojNB3WeZeEdGt4KrIayMSYPh7ztnPc8XAY8qwV4m4Tf4DQkA/ElcQsCisgdJAQcgbj+RZHFBjyzKQy5uDRPC3ozg5oh0W8jNWA+QQQOTfOl+1o35Mf+8+Iw0mgxELn3132Z3LpOUN8ubiQMjVf5b2s7DSXBWo1b24DbqGQTqSqa7iwWLU69JsKqU/toF+0DIG09fzxXwnpXWn+8DU5jrh0HsIVFw3fcHKF+m4Q1ZO5whpxzAAPQfBgCOe1HdzMuK5K4Ts+EH7XnR6uhSZ+/4aZA6BZvmDqMWy9jCnSve1xIVrXa0nb96hsbQdHSzNm/Mb0NcaEN8Grp6UbpAe60iNwAdXQxHBSPKcjigKBPQQ1aXMib32Xv+OHGdiRnWEiPo1WkddYwjIovk/w061QWVsTqK5p3w+y5zSUMWfjfHNocm3HsQ0mtQKjeZZcBWnwIntUgAS8LhVyZgD8ZR7mujZc8AeU2BHPkrXokgIzVtC7Qwu4EzX9FHQ29RnkVeYDyrW43S0p4Z9TyWhJzXWud7Y5YwqJ3Y0qgtQD/5ESAA7x6vQIaowRDru0GHS6+lKGhmgvnOtV5Ns4evj4E7w/fSeTDTlNc39sNtVkKI1rzZS37d7mjSIAeAyUe4JlWZFtKJD9oe6cRTAiikrdafBAksVMTQc15PbjYe8Oe1bRqceZ6mRVqgaqUHM2VmWZeNQpVMhTREQ4E31hFji0OBWfVBFb9XG0mt9EdV2pI3PckRQiFCPaiPztJaMA39/jYOgnpsvQ7sVxqhbJhVxsTc6FGk6QcktTTmO/kvyVLlG0YaZMrRD6IlorgfJCjt6RPCqaKPPRZiP5pECTBG/uS4EGJ0cpTJZReJ4KRE6V2GMbTzW4CBTR2PsnUevn7z10LywU0+o0quKNqZWkY/SwJ1RqpoFzNwAxc6XAMxjLVTlHcSopHpNcmiWqnKmPrOq8PD05SpWItXqc6FQA0rrWwlxUmy59ygPn80wQUcDGB3JOtOPNsrixQNr657Dqm/9IC5IlMjyhzxA8oMoEXwvUONFH+dhh6AgwITdikv/sB6y3GapF5c/a0jjaMwBqO247gnvNsTV94jTDojP5Rt0ZHQV2hF0eioOG3LpXhZDYnBzv06px+ZEJsBsQ1qf09G7cQcjjinlAhgCHc4GdK8iOYojwJ45qqhyhHenjraOtDMa0stLOuVut3b0zHoH2IUYpxP8i17fehADHEDmzNvDx2YbRr83+nf8f+rPdlTQ3K+7/62TeX6nwIKv52/vTRSYOkv0AtihzwOVH1C1D1Whthho86firFE8FJGi61pAsA9lH6R59HOpRea736MDMrHTbjacjF6wsZKfgYPt1u2eXnNkbDjP+3idgorj2QC1SQ9ff+9BN3w7DkqDK4V67w3PrJyqweWe9k0iLkvhQ7wVbkAOh2j3fWJuo9TpMOp5/vqxEDmU87UH5FRcoWK0qjSvyfy2a3CQXqhkHpnIWnhStKqB2SAa9j691+DQcnYYlk4jWtEqd0UFJX6PPG3LZ4fgvb4RaDLrEJCU8S573K0M73u99wHv/fz1705SYsuTP6do1+uZUwC0DjTuV/MLNvBjGTiBzNM1MCJxZaBKwwvFaWhjnPRXEwW24tD6vlLQERtsLRQr4LTLd/kOIBbWfAAVAiQsX368TMAlzlLTVYyyzjmxJiMjKAHK5Q691aRgNr1jVGWuhcdk+f5KtFEsFGqJqyeFN9WIr6PPSFU57lQeAndg2d201aZC638Dy2HytiT+NPatgQ3ESk0FqwGRncYznXR+DrVJtrdoDXZkmNdqzd/35vucLWfci8CWqbUWZhzlycHIg8nkWwbkiso7to3p+48t39TTXgO856wBKoMvdCUUox0bJEWwTLo15uB5mCBnaKTBtQBHDBRGA2zv514zAHBjvVClIG4yPHTeN+8G7cT6u3Z3cYPiQyd1Gs+6tLD5SHdd8Ite/0CAmK0kASul47cw67scnYCNCraxkbCf1Q5uHAdYyHcI0ZGfPWAu5DXwELnUFmpctQ+7POB1GAvIqAC3zbXH6/tzmN0nwF5wHVY1B8sWb30+lpqHFY138bbuBkvft430/s45Z4OBfV93QHHmwk8l4xeH9mUT9/g5s96jD8e9T4cO9XsAhd851wnM9v0N53jl0Tgi1R5TaGI3XSTyoHqyN2crPZR2sqyQDkOtUDhkRB4iNO2YOW8pmaKXDFUCjPGk6E2J1B14SnqbFZvoGdglx5yJg16nFKC0fNrQdwfitYHAjk6hldl8eUgFm7/Edb71RtIz87MsB+fPVAYe0UDGadcTdN7P35mSIHfibMjo+xxj3O6Z3ILNwzHAvhO7lR6EqlVs0OLgeuHwBUNh/UyMIME/Ffr2G1cWRvKa13kGDahsGXRfIzbX4PQ8fU6ZhBp4fiy8ey58+eUz5vPEfHkg5hKQfEa+fcIa9pYtqwIqD+7BrCLPqIrpmyLRd87CfDyMGxq8dPffZPlvlRwdALARDwCrdjm59eCrjtk00OrZLH3aKeLMllmCzuqoW+vNPHRHG7Ej5YMdrdhOqcBIODJywZnBk1u35U2KjXenz24Ak2N0at9eZ9Q2qOT17FJ/VKnU3Pd0OkjWBYeEhfXfoft6fbbO71Sv9nrZdum7Xes15Jx4jRz57YhUXHBUNqJugCPTzigjJhWbh8LI0qDOKwDKH7in2FoL18VRBWdPNcgp6P5j2gGDpLqd/8RCHmtRQExEXO/x2H7R61sPYkz8A7bhdVSGyvf0+I6UjrRE6LCMExpr3R/z0YaUG5QomIm+hD7ZTyQOQScwV1gQOzURMkb04ETakijMuXCNi4bsMNQ0QLoHE13X6sh6Hy44pcDv8HUcWeozr4PyWLurL4e6ia1vYcQWSJZcG00HWgdonUoVJABwDXu3O/JEEMKQuVM1DqsD2Yi+wLJRVJHkp0oKgsHF955RH2xDfK5XYHuJp0HwOlT1o7TsTDehyxBPJNsTtKrSgvd/G4xWMAozdf9udFUFlOaPuOIMaYDm9QSim+Btsl4pl5aSE7cFcELN3YBNxGwyYe2/h4zunJSDqQncpWtCPSp6vMWx77AhSnVAHo7q+fnvUZHu5qrfpXpauHsylmZSEb0xfXV43vzVBvtzzp7NFZFMHYTGONSRfgruF0cV8tnY96RkWAPVJboSDCyMCvVWIiDzNN6yt+g1ih3a1wGCIGDvX8lRcgQzJB+MiAW+/PIFP//iHT797B2++OwdHu8mai48rcLHby988METAsAjC7h0fsxarQWiEKeTVpdkz1V4TFUtraX0mACydZ1uhiRedHXPmjJ2EYr6CbRkdgrPurHgaK+bpYnnUfv5d4sGdIm1CepOYVWfSenA7tmUrQ/R+kylx8dnfF75fUt6Fs2vikzMx5JxXvvc6z+yCLC2z7cdxK91yBAqNtDPTKatAmI0cRpwdVwocrMOMMZjauexuSsHvwq4D5VcMAvYmCz6+VaKrNulF0HZG7QAI4c4KTxn6fRoboAcGArephwh3ZMiOmMMIIHr4DB1+giuAq0GTghlMzrNrSdUqwgrzHZs416Q8Yte33oQU3V47OAAQzPqbQB64u7aRn0qImLM7g6o5EnUcf1tjN3n4unpggW3+gpAqbkZsPkhGwhsr67Z8YCqn4Iefal9Qx2oGhpmCplTVw53CTSVj41kSSn3HI4CTLnLQwmcYVtA7cH1nHU029u5X6+JQOARcYkMGW4Tet2rwwphH/Z+yZigAjWBvBh+DHkZFYVKVWsESPZde28iAkNKvhUjdiRnAHApOZXD7nERY3tOCoISaJo34F/yi/oeMkNys5VThj2rHaG4EFjz0QS3kCwiAi/N4Nd3R+ClJtyoqiLwUDdbDi880pdbKpurMgVgDCAyEw/2qSdHZ05kDEDEXTTpMeAmhXzWBbcDQ6nUOGzgAxjAejDCN+R1s6fLEqCLDWQa2Ig8v9zEb/MOXkfW7N3dQv9YvQ4slRYCNbhaGmBZNNJpUmoUZixc7lnh5nQoPOVgED6oCRyK72orGzTxDYaGB/pM89zYw/e+5yZYqy9IYeFlPfDFZ+/wuz/5FD/+yRf4/d//HO8+fyAq8SYD38kFfPyEp+t7eHozUHPqeqocWuwBU5VYtgZKQb08Juai/njpSiDWQpMjI67CKMzHJtBXSIGEOs6qNB9gZCcWUDGar+JobyxyukY+EaQMAeBgy4bL3oKaAa410V2glXLcM898Czp7rRsmAVtkp4rtdHC9+Z2pqrQK4EIwRQgO6WWUeRN5IwaYhMmWHTpCBBJnumkDmTyA9VRjOZ4FVxg4YRw6j6N1XSAkxyVtGavEYfG5P3gvsavwbJCsh1vWDt3gnloQqAh1EUfoe6X/F9hOw0pqp9t4x5cccD8bYh3PHx11rPNeTOYF+88E7IgafJkYz/3cq8NttVs4AnjggW/6+taDGIQOq62PdDIBw66JX87lH0ZwLTLG230HcKJyv+/+dYOETBA8BbYB734Puk7JYzzTUr7mqaxP4fF1iW5192pMZa/KPqG+iErzuJaZ+ud3IehZiEvavTfMnxh5pB/6oO/02x6kZ46Kwds26H7uc30BG6jLzvu+rxVC/owuZSoCIS+9lkt390G674lLHvfr/P4zXWGl4tLr5QZc0h2I2ERg/wI7QpNIppgMfDtCMWTMEqipviYM1bKc09EhpbG0ck5R8NrqsSB76/EGNBLaY+xKHj7oft7QzBcbHCqtXV2yGHrZILW0J4idRtMjl6+Te73HGCRXjtFRAGR03xyfN++1n3mtiTGuHh+B5R4kuAHOrzsTJ8Buw4foM+6o0PkZqGowoNljVfruOIDVNlg3OQp5qaeMtR7ZaSTPW3N81jy6oZQcSn1Z5sLPf/45fvd3P8Nv/fZP8Tf/9k/x+7/3KfAAfunjj/HHfvk7ePOdN3jz9ITCQq2Jp4trOmsekQRGcedcmNo3G+PHY+Kh6qSpKpr58sKISRK0T1UtUZZWTyDn/hRQD3Vk1dlzSuxhY6a+UsNjICZJttUCuJ0p7wfsve+ILFPVeey5la5TNwY2CU95P8/xa/loecCOrr8m6vb5ADo6Aj33UhWqW1H0ni4BJjt+en7qr+0Als6UZeeUU+sbr4Ed551tjI5swjzOI602ctxkk0UV+nAOgfIQcJHjNxyVARBqEeAxBAcQ2mXZ2PYxyKOx/Iev3efAQFSgsO/VwAjbAXWlaJ3RwC0fex//qMS6X1b0HJBXvYmMGlKJnQsIQIZ+cpMDW4njlRLD+6Am3QQoqJMHiKZRjvIcKa3Y+dxTMZ+RnvPfHcmIuoEuI+ACI0jjQMkAOhLi++wZI2qUdWWqSVWpAmn3djBpz8bHzcHee+689+QIbADne3hdLtu9Q/oZ92F3FUgDqVoYIMFsykjWUq8YfoGecx3XXJhzd39sgPVK8fU+yiPxqIBeP63tGGxxHgH13Qh6/wqxj2Q6J6LUAI9ptg5tF3p4YkSx9D9ssAdWPdgLAgZUNojiEUieQwffrH/6agVo3IHlvo27xN7goGULUIWJ4oUux49A4Vz72sRn7FEBfj0eD2Coj4WMvUuabUpO4Gv+k6s7tDkcsREC6XU/W6/BfGY2b8a/T0VbqmYbJxNJdxquEMN7keS9RMhD34r9/E7hk/Y6t4zH7ftRTImY49B/lwyUKlleHhM///wZv/07P8f/+7d/gv/n//q7+N/+t58BLw/8Q9/7GL/0yYVf++FH+KVP3uLDD98i3wxFnWRn1wSiUFPzkXTd1X1j9hmwgV7irVWgK59WEoSzTD4ZoVgCvYIyJndOMBrFIbhK/YGRQHduXUpxGfCk+he1zvW6YsvjlkTc9B7TEMsbAacquMCQwXzfeTmvsRRtbL0nJ23rgGzS/v21K7Fqbeemv0f35Idp5/c4e3R+cgeocb/X1pUyUIy6bjkD0Cn/zOw0Ey/kniwipgvh5dC4BuvxIDi/IjvSuxgK6bPKtR7egt1MUNVWgKNVW292NNt2oDkvqX25g8qUDDFbrQhWVPOvXPk7EL1n+Ucg5nx16AVQmeBj7o60EckGYfYgaytcOVtw1GPnO7GV7CtC2hZmlXFWdQM5ABSwZFOgqn1/cSDt1xECYCNkRwic73TYm0K0DYLvCQDbi+d5wBU18ffLyxCU6z4O9GC2KS8dWAOEbVjuwK7D/Wt2CuA85GlvqitkTla7ujsuHaEgKLAvheP7nJM14vDa9IwdgbCzhPs1UDzLvtmyHPJ65j1qQ9Tbt8DBjuh7QckwAqjapZiZSQOingz28NAAVGnItXqwZBxrAYhWZzmllexeIjSke8ifJQqKjNGylWAO7+nh9E13A6M3dcp/A80c6HLNXudqwuqqpfEAq6MSBlB5DVVXYQMZebYNJCuadJqXCL3ue0TrQblfq1M5u0qKZzgzu1XC4/HYPU/yDjLMw4mU4tZz3yu6FhADmUcPnqJMjQb/TMtQntgFeDTXy6ApWja7Lwy49p9/+Q6/8+Of42//zuf46WeB8cH38YMffICPr4Uf/eAt/i+/8jF+9Qffwccff4ilPa/16FRf6CyxCikx60EwWLz/uditd86Jx2NqOCT/XcHxDQuUGVzcHfac0fteJmJcXd6McqRC1XJpx2whx4WCO12vnRJKg/cd2QGWQLZ16BJo9jkKOX+sqoogWDcx2MFRzzK7g58zkriRQxXlYK7Vo1FqlWSLp+W8Lu9E3bkmn7k5lUug/DTS2JFDVGFcmoWn82a9Fdhyi4BSyU7DyLl1RVNTDlSij9DPSiDhcCKCc76QTBfZW3LEajuzZ8rI3JbzOuTLZCSjcU0ENifmHtUeyjJQNx4gJshnYfbB+ps60X2gqvagR4SoGtq7EZ6Z9kfE3n4F5P1WsSNksOYdFrE1ycQOyBM8upiuw0sPEh8779lEvlNxKeLSG7e6MdE2iEa3DEOeh8Lf5WjNGeloj7gYTjQBMgARRvneEUDM1UBhX3Mf8IyDUOl1OktPXaEAjSNAyAOr5g2ZVNkHsom4+r4GB1QMV8T9fuT52ltY7d35yG2PJSJo4KBmZWD0IZ3bhr1E3bNBGEyY1iGpvsXbetgrmkq7UUnvMnEA8i4LGRemwDCdngmRAxgyLUZaHmHA8WBIGkCtwJPJlQVkJa7ippljMoq8K7eFr6rmmABKgSi08hQD62UhLlcu5WEuAKzCKGBG3Ca4XyX5MfisDYBdZluLIHCCUamu5okNUqDOwxGJgSO9U5xT5lLfgegZNF730P2VZG9VdUk314pef/d3SWComWA7Go7uLEYTHzo3bldPL/qsWDJ5jN/3siY4SjDwJodSB9xr8uDi4McUojjgcYzENQRqlg6djHAONf0zGVIGingr8dW7d/jdv/spfvvHn+NlvsWPfvVH+L/+I98DXp7xhM/xyUfP+KWPEx9//AEyyX9aj3e4ilWN8zEbWBWAWROPYh+bekwUpsqpSehdkyXcj/Xo6rYFjoWoKswXckdmTkw8CJArgTXF3eCZi1VYwQjamgtTk+Rrkbvw1N54AbEIQwXcyI2aMp6OqCwE1CCv9CcYb+RbVkddo8SpMTEcS3vPaIEnTCeOFHtGE3ofAfZOwdbToS7HKGAoxVcGs3rmcegzR6bPSEoAqAks6csL1QQFRxd8XmAJCUb9usIJar2w0EMbkYlzHAYvxehtxOgUaLf1f8o+m4jrCNoYGKq7blB7ehgtYL1/poEk7wIgXVQRaOXpVG33BQsRicW1sY3K8nOyPcSq0bZxO93eF8C8ogrgyhd809e3HsRs48/FZlvmTThkyXGpLwaRd0TADcJeh67dNfG9ydMRDWDOXjRn2uj1Pd3TJfdw+anwz++o2r0Qai5VtmQHBHwft/A9djOkjr7c7tuGTIoeW/EG+Bl3oGTJKbu2sjU/ozLnrBg/4/6S/V1nOudcCzdqagKnwUse4Mn8F7BT7gorshKhbres/oPW06BlqNeC38/f6VaVPrQnvuYSXo3udOpoFMLgmITrVZyJ9aZBGHjfyzKYmiVi4w3UY2FFcjBxAtN9fSrwsmaHizltOPEShWewyVcg8MIJkQr5y/t7JUOG3Kjd+RMBglmHe9fa69ByZy8RHU3pHD4CUPTKvIPeV0DeZ6Dmup2NCP6sw9G15ZbvU1nocQdxXluRqnl49Y8DRLfHmZtv0MBJz57BBn4ZAv7+nDWsntprwdRqHP+dTW485cwpVEZaSx2wCYoeLw/8/LOv8Lf/zqf4/d9/xve/+z38w7/6I/yxX/kR3o7EnD8F5u9j5JfIBOZ8YEThwqWZSNJhS5G3Nblm2CMJ5uPepbcU5TOge0AgOZieZMdf8fOcvkF0ihEjgFkY+lwEGzFOkaYjAt3hFwJ1oPE+U8f9nnLEkx67S62XigUc2YiIrYa0rj2tWXtkOag+uFvPEAndnVAsViAtcLTHrIWre2mNo4dXoWoKgNlExj4/TgVJd3LExZCucvNK3Jw6ys1w8GfrowSesdQVmh13X7D5hfBJCxDEgCg7BOocxQmtef8VW1bj2IsQsMpx7ZYAhRsfibJtR5L3vYDmzfDRdhrWdmXkkP45sgRRdAgjEZUbvDniJMccdp50zRHHhv6C17cexJy5OQ+OmEJ9GW4pL0EoRokL1dUqfjWRFXKy5CWemTvvxVnm+3X3AmzBPvkwfs95+E4w0umd1JCwALkKcRxUP09wyORanheFI61wN3Ijsgc6hoitcz1gE9DNkPadscKj/Lxx+/79HOczvyKe2mj5/brWGGc0a3fGXKuwHsouJCMwi64728/rzm79T14ByPfv6T6jwz0g3EEzpJQjEvMxMZ4SEeaZLCn+HfUJUBlcYCfXKxMDgSeMY+I57/NpKAwsmVpETYrSeKgfAegMfReA5znxeTzwHIFnjQX4MiaeY+FdLLwkCHwCeATwAMGV1xQaGeHOr1Z8a27gvQciijBAlLLB81r0BhcNaIOk/o5tVNZa9KKBJq83eVAGrJVamZvjUH7sEswD7Pf5avIwOip5TyfE7QyHHjfBVNE12NwuqjASyDgAVARchXLK9Xs9jmQEWr6kjB11sM/7UgtfPiZ+76ef4+/8+HN8+rML3//kA/zKL/9D+NGv/CqersTLyxM+/+IdXt69YHX66OAUeDxFaYkLyNK8o2JapMp6g5Os1yqCyLWwojCjNjkYNEwL4n6kAE8EHmU4rMVVuuKhrt82qmzFPzRvTjJQ2wE8+/rQ2crWB4/lggpuXuIJa+0xHr2Px576fJ/L33t+Okbr3r3bMmqjXas6EphKbSOVSk/LNvByzH0i0Xewo7P1OOIAvxComSTYAluO9PvdZ8ytKXZKfvleb+A4ELiQoR5k5opQNBqoG5ywcIw6tAEMXoGZTLYViA0Y3/tzyHBoDMldj+5UWCC6maS7kqeGc56T3VNgrLynp/OtVbHuu/Ux+wWvbz2IAQ7jdRwAZpPFRwCEYKMrQc7eGBsoRv98lbgG40yCoEPogIm4W4nuiIttuDzJI8wJnAf0HsHpZ7BeSaak6HM4bSK2t850XJxr0c9ojwIbbPXhBkT29QRWXmPOCc8uomLq5APXsmR4qm4DHguvCGw4wE4dZOrDE2dL8sDWXy7N3VNmqQB2WiPcNEnK0Qe6DjDzWh74HFP3Nxq4+sY9vI+53dHlu2Wwu4CnMXBV4qkIUq4YeJMX3o4Lb0JA5rqQwaZnrjzKIBUhopBqGMVA0tVxD3ZHVTOywZ/NIjB9tybeYeHdWliZ+CIe+AoTn60XfDknvqoHPl8v+CwmvsrCV1j0wMHoxRzBAkZ5jZ5fVUVA6udeaqf+uoqky6oB3PpZWL5NsJZwuJS/AY7kuA5Qy/D0lg96dau9vVlqZqazeTbT85G7DtBreef3+oQozG2ACrRcc3TAPh1d6Xd4tSFuhkFKxuifdT+qAkwfQpW645Jj8PnLO/zep1/gZ5++4Pn5LX720y/w8vwQr+jCNd4iXy7Ei4xI6c/azo6Bh5GbTgE5LTNE7q3mwuyIDNMzqxZmLKaOIsTXUroyVDmDQg3puokeCZFa+4XCuDRrLUNpcRNEDX1ic9Mg4HC0ZrDeNX+I7ymlSNz0Qf1HpCNNto1wccLWnagdBCIwsT5bN/D7KEaQrghM6aM5J/sFaW99Pd+9MXmBcj1bd56+2MJagWvITSyoMqjVJO9dEakCgERHyFM6u1NaWqh01U/u9HaOg2Qc7tESHJKZ1jGj9at14LjYvM4ghgAs0GM4XKEIqCuwCbbR9jH6XkP7I7AjvQj9W0+GLs2uHVXP8FqrsEE2yA/e/WW+4etbD2IWNmCxpwfY01ZkQsA7dNA8X8TvM8F0MnG5ybURzC3rIAWkwOyIfg2AQRcx3yMDPIzHyPY2tBJcA44IGh+1Ew8EPQiVUKKvrudf26N9XhOZ1eHzfk9t3gWfYX/XOjQD2fzVqO6MOK2lcDM4f+b0f9csOMTqaifqn6OXTEBVFQuxNrjpKdzANnIIYIobtJ1u8TZiV/FEHPpDk7tvoEZgB4zMlYzWdbF3xODmYK0HPhiBN6CX8yYH3kTi7bhwDeDNdeEpBt7kwFO+xZvrCZeASwUZ/+4Sy/QCPRRWKAXTV2WeDe9npkKqk+3vzy6rM1ht8kDgJZ7wXM94nhNfxMKn6wXvcuKz64Gfrnd4VxOf1zO+qhd8WQ88Y+IrFL6qiZdIRmx8EhICqIvKR9yQLGDl1esYGXiAqYESH+ipmbGK8BS5EyPZcsCGKAD1O5ESVK14jsTzfHSFBStgGDF5Nx/qsiwOGwJRGui3NlA2p8YmkKIfvdcEBpuoWND5HRxwFyEQnopBqRQ9DHAiKAFxIXCBXA4amhHBSp3LDf3QoDiLSuHxUvj554VHfATUE7766hk/+/mn+PLzz3CN7yDGg/Kf0lNTMros16G+UUwcog0ofz5VtcgzyiaGS2ByroUJ/R5cu5W+fOFZxGnBZWQ8qVIpWLmYGjQb5GI8MDEiSCqu0PuPQYNULDrzMtDYkRP+bOHC4MDPYKO2gJwinUltB8iD4S4KTgNBovCQQ+OuwkzZHBoo9j2FIiUBdaNdsQFroQEMfPZjImqJOSXI6EiP5KFqISZQNYBig7gHlHaCyvmx41oZULTJ4Aw4myssEXN7YrypC0rdvk4VIdQywaA9o9P7OdRPCkzVsDeM2lYI2FC2nhBYuIaiqp0uEpBXzxg+cQgAjQY3mIpqWQu3ExC9lo5Klc58DTmyaa5mdgPW64+qk/bLQmd06xgCkV+0YfAh2J5gAk5llEuaJWRr4WlcaBKh9wn2ZrNZ/QDaaPJ9Gz6cIVL/+wQw55/XKZI2ynAUJu6hdr06mlMidJGhevv+RaCMCOe6KUhV5qhkR44cto39GB1loSc3MbBTbxZiE+GAIJevitNPdQ/zuHdWxWSTPJe4J9FrF3sEwBHeb91TjhgcKF+vWyg6t3eYATUjvJBz4cqBJxSekuXebzPw4TXwYSQuAZmnGHh6esIVg4MAEbiut4gIXDnoiReJgyNSqUobdEYZYi4pbP2/AMbFGT0hr4ke44WJxHMBYz3wFEBMYNWFWB/j+eUZX2HigcKsxJUL348HCg+8YOIF7/DAl0A+43N8hU/XO/wcL/gUz3gnkPuCwiMYBZpj564D91Qg96cENiwrJS95r/Yt9RJ77btNumVZjducc3d3U1ThMQla2KuIinzNg4MVW8Ysc0LcXeZrD9HVHiOD0bCR9heR4WZ0PC/jEscBlru48Qb67GJHS32GHEo3LyMz8ZiFr54LX7wr5HiLOQbGU+Lx/CU+//QneBoPvPnwK0S9Ayt8cDvvPssZJFuX+CUAUBpPUMWIzOPxaBu+Fv/tkultgClvhdKwS6gXkxyKZe5Xamp6dduJXa499nOjgJpYj4W8LpRSM7xvd0n2LedhDPV82k63pzALy2kuy0mX8zoiI518VrO8TiP3fhVuulHCDXNqqFNUtuziiJKjW7wPf651rc5z9qlewGQKv9tM3M4Ff+5CCUc/oMqeUDTeMuf78T22Q3ScrZAdG4qem09joAPpEROBOyJycGDK57Lvk/K722mMfQawAePOctyjPq/Xf//OexVYNfezyVEekrlvHof5BwDEdAkyqLTOWUehXKccl1YKA1DUhggTucFQFieqYrnNO4BDkSE2UfVU6mdPizauxyZ/Xf+S1woMuq+5ShNa5V3E64OiZzc/xAYSoHek799l2/KSS0BoDL0vdCDQi3NGN+73JV/3WMdb9EjrtD+3e9H4B0v9Ks7eCr6fBjeK6NRxSPp3T1c/n0fSd9k17lEtr8U1ArFYTTMAXHPiKQIfXQMfXIk3o3DVwgdPiTfXhY/yDatWxHeIIFlvrCBImS/ydtjCf2QSqCw1gmswQManQ8MBR80AFAe0fbUAdn9/4N1L4fffFX66As/Keb9U4vPHwk9W4PMKfFGJZwCIC3kNXFdgrAfeROHpWngTX+EDvOA79Ywf1DO+iq/wBb7Ap+srfJYLX2DiC0y8WxMPAA91QJ2q8Or9yIRL0FPt1Q1snW5qt9DyXZsQjQg1/RNolhG9gXSAvVEiMXSZWJSRkaqKeiVn/kMSIrbh073RIBUyNHKhCFZHCtjk2QOGSt1t2rdD6dRStLPjcnMTpImsWKEkm4vHAp7nAOIDVC7EU+LtB2/w8vwFvnz3c3z0fAHXS8vrjtyi75/HrG5yDwBX0eiGz0IxFXmux0ME8RdxaAL8zAyazCWZdLphFQlo7qZrXbZTMwEskYEjWEEEAnCntyDQN6t2is0cPumwpSKLQmm9AlVsDHozhFXNWVlV6md1Om2McJ9O3rmOYwyCvX4GDYYN7M8qZs/CPemUMocwsVawimhsmZuxcNV2ikl+5tU8lsHgaevylDEPQWgVZ3RfFu5PwD2upBfH5k3+QX9g6dVMJKi0mS1cFFEUIdggx4UZ5L7wMwTjvh/0mXb5uc/oLcql/76BoxtojOP+N1DxOwzsGJ2627I/7PWtBzFEuwqNTXt4XMi5FoUuN5O9s4IqLWZJJ5VsZiBmwTTOW1VFQOQw8WBeAYsGDOsYmnUo3tdRltev06NNhiduHozfcyq+jjoYkPE0SeFugbqk7P0FA3ejYi/Aja4cT3h9b4VSkCca8NmQnPwgHq66PRO9tUIczP9WRIeXDmwCbunZyusb9gpDxLxqQi09wR3+rLXwlIGxCm9i4EIQtNTCB2Pg46eBpzHw9nrCGxSersC4kmXR16WU4QaSWdizV4IRHsW5wAjXgwTLB9N+YwRD2ZXie+zo1cTEu3Xhx58/8PvPC1/hws9eLvytd4Xfq8SLlu1lAS/xhC9RjKZcb1R6zqZvGYGneEJi4s2Y+GQMfPdN4k1NjHrG2/El/tibF/zD+RWe11f4DM/4WT3jJ/UOP3k84zNMvFxAZagabQOuUvTNnKI1X7qPCrBJwHDULKAqOclJaLQHWCFjpX0z0LH7IK12PtBpz9v5wD7rqNlybL6AzQXD+wzxX4NpPUdmYAN9u3p1OP40Fr7uiNeGxQbKpMhF/YGByA/w9oPv4nrzjJeXZ0QUVr3g+uDCh598ghjPeKwvseZX/VSZicfj3g7hjOyuOQEBghd17gUgUi8N9VxTFZgLszTwsaZ4UoVaqS4BkwB8TRhPM01CfeiKPgCIlWpjby4cRwmM2k6YU9y7amdzq7qCp3Y7CwJ5pvUySQQ9OYbLujZPkLJQdRrbu8O074UOhHU/Iw/6vNI8d94X3zdKPYiqUClZP6LiBSWCkmDngSW+m8FXdPQDfW4cpeTvGV0acKM4YN268qbnHQGb6I57E08DEgOjzKu/o7BT1QhzuLLLq4cHi4J7PfRZ6KeO4PgMbKf9ANk4AM0hq++Bq+O/3AT2dG7sb/tcfZPXtx7EcLGckfdiba6IIAuWvPH2iv0ZgResAqYUnOLsJeTdkCMbKmCtR4fizpcng9oIWBi6uR0MCPSqXX4c8GEXwILKHIvIe000ANjoHwjlwBVVxyz3p6FJGYenFRE9J8mtyd3cbCrs5zRPn0iDHCm7SnQ5dGr9rRSYguPBui4z7aVUmncBldrRkK21ekYQdFAXtrEJqBfQfOg+wZLlkjcENqGKpe+phaeaeDuBtznwQS58MC58MAbejDf48Ep8eA1cOXCNC1cVrrThG51y8PDBHdKGQEyoE2hocKCMdnqoXeBl6XeLuWqGnRPrUViYeFcv+Pm7B/72zyb+1+cX/PZj4GfjLR7XhUekWnUHKga96UJHeUZN5EvhzZsnRJCTMWbi5/mE/+0lMDBxYeC7T0/44xn4tY8Kv3I9422+w8/XZ/j9+RV+/+UL/N7Ll/jpfOBzTLxL4HMPwZyFfLoE6EWoVI8LqVA8YjZny7t0pmKi+RJnesbcKcplcxQidoUdHJWQfCwSTpvoW8AbcBZUGfD7NEX2xG+nv1LfN6CJv+I2XeDsrZGMuI24MPLCyCe4p0Y3sdOtBZReElH10u9HDLy5Eh+9fYPvfectfv7lzzEngBHIpyf88Id/DD/4pV/Dy3xG4cLn8ysgnhFBcjNku3kwTj1WQDIa8FAjuQA41VpdfOd6qByb5zkQeDxemDJ0kUJMzr6CqpSChjdIOGpwRr4USfSPaTDBaO2jFkoyQOeFzs5ynxmE/SdKTKhXUgYSxZQVjpElk9EV640siHxLeW6pSgOrjktvHW5FWzuCZUAT0i8mMvt7h0m34v49FrAyELEw1mIULVgirvbHmPBImWKX7kqlgqGUSapYgkmnkea5UDcQ3i/k9QSg8GTdZRmLUs+V5ETrYV2j/0mm7wAbvXYBRY61VrtxJSuPeGILka4ocnSIjvog2ZHvk+wX5qF/zyikVfr76aRt72wL0KT/MpTUQao/4sQcr40YemHtsfUSq4FbG2W/zxoD9t6rD4N/T6JmtLK1gtxIdVdMAPfQt99zi768Dj0e/Ve6XDHEJakjFXR6glj7/ttAopWhGwrx3xSeoV4mHq9Oc3z0FMFOT/EeX/V7kfxlukOvIzcCiWfqSC+nk84yTK+1/z7TbK/5CHUcEjfyKuzmhktIPwFgAhkLTwDezIWPUHgbiQ9y4KOnN/jO2w8wBkHLmwy8HcAoppsGSo2soqdiO+LCfiCrvQouXbKB3SpgPdBClEC9GVjl9ueFRw4SSxF4NwPPxXLVl/UCXAMffVjI9YLnl4kv1sTzfMHzBMb1JPDH8uCSnBUftL1wKpfBXHoCOZQmGW/x+fOFrwr4eQH/yCcf4f/8IfDH334f/6f5BT798jP83Zcv8LvPn+En8xl/Z36JvxsLX4yFOcSLiRBfrLoElYCSa7DmVPQjNqAM9/vIjnxwb3fUj2fJzdX2HB5SM9ylOETqzKMPCm7yGthnqUGGAP6IwIXEWEUnmGhbhoacpt1viMp2jAsd9Ws5rSb/thKXAeM98H9P14WPPnyD73/nO3j3/CEu/BQfjK/w3U9+GT/84R/HJ9/5Hp4f7/A8n/Hll0+YcJRg979xDHSt0H7DMQRWHc0Fd05exY7ZLjpg+oQco1lToEFnKaEeRNVwgKuts+fRHqmoQyRlrAoBVS5Zl3hPdf9em1NXnPpuc61YnND6ueHv1os4Ixx4/7+tgn0dfqx6WwxqdpR6p7bslFWho9Lpqjbr5MbCgRLZeijKtJZlkhtF4FU3/eY0HHXnBTuvEdVR4tL1E6m1oz5PgRNHyDuiLh1rMM6z/fURGv5stw2I4Ay3XQHmCOKOuLh6CS33BombJ3m+/9yXc3+MTu4RqWiTC8PS2O/+pq9vPYhxCJmOzM4z77JfwADwdXrHKPf+GRlQAyOXpUUAqVb6ODaw6j3j/Pq/T24IHZJ7uuU27AyBVVtg+PPXRCoaAYdL/f4mn3m2zAHG1uGt7NbguxIg6y6wr4dlHpRK/v8KHT6us1NovXaHYuvnfFWJZcM2Dk5MXwOnd+WSTfrwF2hgM0APY068GQPXeuCjCHy8Ch9l4HpKfPDhG7wZT7iSXVvfxoWnWngzgREL4zE5/0rVMCNXp7PCZZ61n/5NMszOaNCeBWJlslCKcLHCJ9dXeFTi0znwt74K/M6XA5++EARVXXgpoK43+O5HiedV+HRNvETh8XiopDQ5dTvoFSMSLw/xgq4LsdiC3rySHMDT08BLJTLf4KvniS+q8MVjYcUb/N8++hh/7JPv449950t89vwFfvr5T/GTLz/D33r3BX7n5TP83fmMn+OBnyX70tSlTtZ9iEQKtUzK+IzYKYXAXXbOMxHBiOIOL7f7LpHcxskT1x0qf1kTMbKNlUPyVcW1SJZuXzpH7hNziR9j8luKq4Riye9pBM6Gd0Yrp37oUP0REfD9RwTePL3Fdz688JgTT2vgl375R/jkkx/i7dsPEY8vEZ89ocmPQQ+9Akp7a14WTyS5LKXr29YXS/E5Vyua0OteMqsmWwvwiGqNTZ4PjVRQj6xix99E9hTmc+4Q1hKLhBGCxCbmx9jG8KYnDv16RqnNtWrOVRUJxLn1w/me96Iq0llntKfsuVl/6v91Sryq+8UACmzJeSt+IVx9xArO4Q4PIkGT5NyjNMAIrDu/v07tu0hkBLmZ13U1SNYJQDevM5jTvnufWLZNAJHmrWgfM8dhazax/nRCT4Cx+yHJMTsAjCM6bkfwdZEUgzDf+3mOz//ez3jsY1AH3pz52mniPImRv+D1rQcxwoz8xytvz62hN/o3210GWzmY8xCdoIR+78FUlzK/bdyhYBCvFYFR+SGwfv8JMDTuoIEW7lEJA60q961RGbcU8pq+f/FJxgZeBBTuIHtPfxV2xCp9EDVBOrEBIb05eUKwZ539LM453yqstDvn950NmUy8214TX4/HYzeok6GDva04DkVNjEWy4dsAnmrhwwh8EoHvXIkPny48PQ18cD0hcalE64GnC3gKknkHCqMWrgyCGICEbnj0Q8FD6qwUnlCAm80tqNTyoUos4CkvedfJJnQr8dlz4v/10xf8P34O/O36AF+i8EhG/gaAqIWZT3gZhczCR+MJq7jLcxXWfG4lV0fo/vF4dO57Pr/r9uYvM5H5xArhAfysgJcXYNWX+OjtR/ju97+LH/zwe/jO4xm//Pn38Pmnn+JXPvsZfv+rz/C7X32Gn8x3+NvrHf5uvcOna+IxBp4DKqmm4nuuucEHQkR4KEUEVhnVbvR4yjGjeYuD69xR9ThGVoJQmrfPzjEGwfJYhwyNGCT3qmFZBFBJsP8mQ5URW0lHA29VK0qfNGiRV7sBuo3mCWhoIF5eXvB4JL744oHPvnzBu8cDjxkYbz7B9eYteQez8FgPwJTHIj9k6Sw+lqdNMz1Bx+POH3NLgseceHk88PJ46NMi20LDI7XODwGRJZ0RwZJqt0JoXbkoe+0IGi207tsdf6/r6t+XwGGBAnurJrx58XdAA+mjfh3A4Pz7LjsnX898PMohy50PJw/VM5RYDSYOTwNm8bqwAV2BaTlSChKOxO5r+t7fB21jjB4lsEIyiuOI4AQedXP8VjIl57S0gUWDGJPMuyoJ/fz3P3dQs0M//l7/fmwZLnwNiLk79xu03MHmDcxwsQ7QhNv+AegSfkhivunrWw9iFlg2OipahC1cQ+FCV/CMAxgYNfvlEKfzp92XApSDPM91mFcqpQD3nTlmfoR5IIml7rhstby63V0AzNYHB2pRUxciSJir8ru2QmDnVUYhSB6lz4YIrDKB7wwx0msbnfpRM6Z0CHWxJffanh0S6Ha9RFa9NhVujFX7jERoYGHpvdD98Dm7mdqrCq1Q2qxLrZfSOOBBLxs4e73J9XU58xMSb6vwMYAPC/ju04WPxoUPx8DbpwtXAk8YSFzkCUXhqgdTTvXApQqYsaQ0ioo8MzWnhv1crjEwoLUSkTOKofd+Tc6YiaswxoWX9egQ8GMBv/35C/7Xxxv8LhKPGEwZaM1qFUZx9DK5RoHr6VIFFjDrLQDg+fkFLy8vCCx5spqFEw8p9EBcFyqSwzlXYazEegBfROK3VuL68Rf47ve/g09+8Am+/8knePPJd/Hhdz/BJ5/9AL/y2af41U9/ir/75c/xDz2+xI/ffY7fwVf4vfmMn9fEl7WQl/hgCk13R9K195tKkM20Qh7YlnibPMp3DxFtUduROT0mDUUEYgFXeJK3eDQiJCc20ZedeTUfBwNZ5LxcEXiC9q2YGnUJdQEsRda5GWC60WA8MHRWxTGo47sAJF4wX77CfATWc2I9A2O8QcUTFpaIoYlZzwDYxyTyBZg0zgS0g1yUeEGnDWvhZTF1OrHYxKwe6E6pCKWQwHRTG1Z2o2XvGLWkWSx5ZddUpQ6GZ6TdI6ZuDBgAMDVnSUZ2qsppFFNfnEifQGKP7eioB+AurbqL7bjUJT1xRCJgsLJQuAD1lkItPMWFZr6WEDNCVZcurJhbB9XqtQCAHGqAWQxTlXomcUBwASNEnA5wUn1pDh8rmgy+AZ7x+SjgEh9xokcbxCBRdyoNPcKAiKAo4qQ76OwfnDCTrBnkrgbTtyhK/xvNhcm8FMXZ0RX2ZiFvyyBGYShKQFjJn2kmwHydHUm5c2K8B5u9hNYHlkFWAUP8oSGen74+vzk0+daDGIY1dxTjfDkiELVHkPfPG9Ee4bPa+fAdGkT3QHGJmHr5oCcUF4XSkY3ug4E9YNECtPze2sCnEPQs+96MgLcSt9C6WiRQDHnagxFgSZAo1p1NfX9StvYefc+edNy+UtFLeD29u9e0/xeaubQ6lwsBDEI1e9RSTk1G215lh5YBIOShyMtwuslAatZiJCUCT3PhAwQ+xMKHGfg4E98ZAx8+DXz45g1GBZ4Etp4fC1WsrHmzCm9ReIoHEjT8bsRlcvWIgoP6hFQMq0NVLlilidKBUHdYy9XTmyeMHKy4eEysUtOtB8vD53PgZRZWirY8qMDZGl5RrQejcvSw+RpjYFwXvvMdgpmvvvgcX375BXkxRfm5rqeuWMFYairHUExEIerCpwv4Gz99wcd/4/fw/e9/hO/8Iz/Em7cXrpcP8fTFl/jgi0/w0Rffxy99/jl++NOf4Ief/Qw/ePdz/P78Cr/9+AK/+/IFvlyJL6o0PLC2LDm3b88rzF9KrudyswIrcxrlMS7scPcRBZFsWk4BkNs2tE4G17G98ggqVXdITRD02C8dMZSG3MAl/F4BIYfY7SUzWjN0ckLOyP+HvX+N2S277nrB37ystZ7be9+32rsuLttlO44d2ySQENMHOBDSqDnQTTf5ACg6EmrRjQQdEoQU+AIIGSUfIOr+ECk0IgiEaLVojoBzgIQ+hzSQi/Elie3YVXbZVa6qfd/v/bmtNecc/WHMudZ6dxXYPkpL3aVe1vau/V6eZz1rrTnmf/zHf/xHEUfqeujvke0IoaULFd7PmU1nVFWVqSll7ES6sjrygtMHvJhzlq4NESHGkIMAfUqf8pqjMCiStUK5JNLDxRLfTOZpMhCQ0feiJO24G8WJgQlJpJgBvTFZ2J1LwlbXhBtl4zHFLAotrIilMM1awrqalRfx6QBS9VooOys9q0jKZnHlng2kbX+dyPetrENjTF5HQwwrHjhjpkcgmyvmIlPW+Aw/E4nRYG1m3Ysw0Iz0LylivO33d43xalZqctIqlGeq7DlcfWat7dkSzMAYjkdkjEtH7whmKC3TWYxubZ+0Wwb2pU8I8/rBmF6oXh6eq2BmADXl6L+WX6/XxBkzGMFabbTIv5DXQPk9yUMuv73jXQ9iyoXvaet+A8w3M3+vZ1/GNVYzlHv0NYaHuHfCHW/iprxWeU+uZHIxXZ0LMZRydMF0/fyaYWJqMYHrBbcynEvZ+MfC2D7QIL1mQ0T1EjraPvXeGeUo1HexitfAnYVtJrfB5g9V2Kty/uPs7AoAyYzUlQxqzFKZqyWtUr4b617Gr2t65kkG345UPqduApXALCV2gAWGGaLMi3XM6oaZ84h41slyFg3HXeAyCSF2TL3jsPYc2cCNSmicuq86C5LUPExMyc5MXz7U+c2ASYplsh7CAinkc896g9Rqm3Xsxzbo4k0trJeBEGY5cAqRmL1L3EhQTqalB8aqBN/tZkNrDFVVYb1jOpuxWq9yRhhp21bvn3PYvAEmY0nOqbGbsbTRctxavnna8uhiSXI3cLMJiMUu9qnEMO0C88sli8eP2Dk+5vDilJPVGQfhgrurc+52S06NY20TIc+jUPZOb37qP3ah1GUAKKN7PE7q+hLG6CitxOU6FFPGnvGjPHTD71g7ABBn6IXazl7NGAtAcdaCs70njHZr5M0pf6ZxwO8H6vVBvvy3p7KGpurAB7q8jiZNw2TSgERSbAndGpFWN+hRBgwKPjV/kOx3QxZWFyFvUlfeGPtNOaWkU6yR3tAyJAUz2mqt3ZWRpHubDKxoktKZmJAofZLXl3vTeHBqvj9Jy6QZVfVxssS/srZd9qEq968HIKPkRV8h5f1NMpNSsn3JCZFurir2lqzNGnQ1khOwcdmjgKIy9uIKMMvnFGPM7EaJ7+W8Yv5c42cKYswJlbUZUJEBTtJupSRYo0NeIWpykkz21Bl0RGPd4FD20Xt0ZVSGsf2fHiqMQMUYnOkyMFzRtoxATkm+yzEGQKNP2a/V8fuMS8H6vacaM/J7j0G2Ae1ipTzjw3n2U8OfZnS+xWG/9Y9858dbb73Fn/7Tf5qjoyNmsxkf//jH+exnP9t/X0T4a3/tr3H79m2m0ym/7/f9Pr70pS9deY3tdsuf//N/nmvXrjGfz/mjf/SP8uabb37H5yLl/02hIfUoN7D895h9GRAsV27mWDMyzkzKv8cMiymCq5SGgWgMoKl/DcgCPYP1np7SG51byLXaOM46IWc+V+uPVx5m8qabTA/gip18//p9igC+ZL154fet1vlnrVFmwsqoBj/KbsbnjFGDrTRipshfFzNcr6E74e2Cv/GiLgvPOsewwMELNEmYx8Rel9gNiX2BfWs4rBv2XMPcT6hNzVYq7q4Nnz2N/MKjwL98mPjvHxv+1Ynlf3gY+O/vrfn0WceDTSIGMFHZHWsizgpGopZoimGYUcGvkYhDIEYkBFLXEdsOCZHYtlp66gKpC4RNixHRoYgxkbo2b6jQtoGuC4QYiCEQQ6Trutx5EokxEkIkxbKp5ecoxmy0lwhdp74gkphMp9rp8FSHiEQ9X5FAF7aZ4gXvLVjLMllOo8PMD/G7t3F7L1AdvYC/+V78nQ8xef4jNC99lN2XPsrt938P73nxo3z4mffzPdee57sX13nBTjgMjh1x1KJiWuOsPt9OM/vBnbdAeE0aSqmVUeY3Xl+jr7wdiD+9EYo+i846dZ2WnGmKlln6oZw5W+xdovtgSk9/Izqao7efN+aKa+mw+dirX7MGjI4qmE5qprMK36j4u5k0TJuK2HW02xXbzQVdtyLGNoMTxQX6OYpOhr71NUs8KSxxzhko3ifFPDGkqABHpAcmg6ZOr6mWoYcxBer6KyP/KPr1ruAoXol/McYhiYMr39M1fvU+9vEzyehcBrChH0lHMOheXs5DRixJZpvLdcixbIgZet3Gz8TwbJT3H62jUQzqf96IejwxdHqVz1SuXwE7qXR+SczNE4kYQz+IszCjMep4iZTUqWf8fk/H0zInSxm/wvJp6acwgM69XevydElJDTr1T//M5D/F5HHs9KtlJ4fN/jXIyCfqHfaaK1nH+F6Wc8k/a+XthaenX9MwvPa3c/y2MzEnJyd88pOf5Pf//t/Pv/pX/4obN27w6quvsr+/3//MT//0T/O3//bf5ud//uf5wAc+wN/8m3+TH/qhH+Lll19mZ2cHgB/7sR/jX/yLf8E/+Sf/hKOjI37iJ36CP/JH/gif/exnr0we/laHKvoHAFGCgMWQ8nTgPAIFSZ3S/1ERdxFZiaCeTNbm2u0Aip4GEFEKl11MoHJGk3J5KGd9KeksEEkqLEMEidK3qQ6Upr6XKXAsDuWZMjSsZCvaUps7EkQfGGd9XkDK+hRhpcXkCJnLTwmdYpsBFzaPAoDewAqGTqmyyZhSVsvCxiGoZcBlLDENLqkqlruaLRRE37eq56O4supCyHVzY8itP3hnqCUxTYmpgRnC3Ht265qF9zS5VXGdLPc7uNcK31h1vLpJHKeaFY4uf5bKNSxSoltueKb2HHhDZSLGRQyCNb7kl1hTrlt29xT1sDAYpHcgBSRmIWkuCcUO45yCnRykxYBN4K3DoCMfugBCJERRvwRb6u25ZBVFAUsSqko7XUCvYdd2+KZRLkigqhps4+g6nUs0aRqW65V6WGw3WGvxlcVXXh2PcfipY+foNm7vNnHnkCozUuCQCG6asPs3mF5bEdeXzC7PWZw9Yu/JXfYfvsHBw7d44/IxD7sLnqSO8wRBDFFVlJBN0MQyOL7mMp0aSw4BrH82roB3/VrMrFxIZaTFIELXSqPtbeONCMZJ3hSdagBQUzAN+KrRyU9bzl4dHqc+O7ndVc/VqV8MuSQ3Dvil6wKTW2UrrHVUvmFnOuFo37NsO6TzHCwadic1RoRNaFmuz4jbJUjbg32Dxojiwpskqqldz9+W/kEZApxWN3EG2hTwGEh6nXCSN9cs5c0+LSm7+EpU3ZWRUbeIKBAyovoQbQzImo0MRIynF/6bEpQYNjOb147JxRkVYQ9BWRlLySRLjnGQvZ2ySaKUEpAFKd1uVktIRYicPbSUL80lEgtI0I3YlIuay8GiQDPkRgIrmZIyJQYrACs6IDVSzFuAsZBtKaQkWGK1/dqSO/Sy7gsFQ8lYqsrl9a/xO6Gi8+KrpGJtmz1wVDOjWt8RyM4xpayUXphbfjdjFF0Hhtwi0AMOXRvKGPfPfv5MZV+x5PeBnu0elDp5zxvpPktMz5xNLkVSiLnMSI+T4qG03LOxTzGu387x2w5ifuqnfornnnuOv//3/37/tfe85z39f4sIP/MzP8Nf/at/lT/+x/84AP/gH/wDbt68yT/+x/+YP/tn/yxnZ2f8vb/39/iH//Af8gf/4B8E4B/9o3/Ec889x7/9t/+WH/7hH/6OzskYvVljIXlWbWCsbpZJhKos3nyjVc9SyjZmAEI9e2H6MkuhTEs2NACd7JuUH/KUbyR5uJl2T7g+eymeC+P68Nixtmd6GGcWw+cEso+BZpBFN6C/YzK1WajA/DtpeJCG+zSwOTH7LlxFzHkQphQgMpS0lMGxebhfCRyDad5Aiw4MmGaAo/k8okG2smUEgkXbJo266xrDhMjCWWYRZgZ2JjVTZ5h7r+PMxHLcwavryFc3kTda4VFKXBhHV9zQ8nXsJNFZw5tBeH0VeM4bZgS1pnfSl45METTmTbeEWENxd5ZRlqaGfvr5Yiaicn6fDB5tw/Y2MZPAXDwXFtoMrp3N5neSXX6tBliRROqyUVkK/eiCkuFuNhuc06XtfXa4ybqZLkZmiwUf/8THOXnyiFdefhnEUDUTUkpajnIWW00RNyPZKbapc8C0ukFiqIxB5i1hs6baXdMc3mZ29Ayz/etM5odM33qV3fP7zLdnPIkdZySWRggYkvNYIyQJ2VSmMCT0bKcxtp8F807lpJIl6+9meFnYVIZn0tsyayZns4XJM+oFY8VQWa/mdmZsXFiE+5IB3LDhO6PdeVYDSd4p8lZlDMZW+bsO8PhqwqReULmKZ/Yq4vaS1cpxY3/KpNI10oUtbXuGpDWGNALC0q/DXgOm0YWYorJ2eY3rVPaYGYrCxIh6wEQVrscYclwrscsQieRLnZ+p0tElOFd8V7L+x6mmTmOXMnjOaVkrKw9JI33J1c4tjWVZkdozN+QYNGzJeafLcbpvvS6vUahdwxDUy/XPyM+MGIRSlkr5Z63RmIZRYG3RUTNZ+aLsW3nmRmWv0gBSntiUcht/Pq8UAwYVzmuHfikBgsSI8a7XNqYYMcarYHjc1dXH8dL4kSF10aXkDWbcaj7cqzIbqfzMiNXIoKeAS5Of8cJFjrkREYaZSfm5L2z5oFUZARzJ+xX6e3Y0w6c/ZwrwKf9++x4wXuPfARHz219O+uf//J/zfd/3ffyJP/EnuHHjBp/4xCf4u3/37/bf/8Y3vsH9+/f5Q3/oD/Vfa5qG3/t7fy+//Mu/DMBnP/tZuq678jO3b9/mIx/5SP8zTx/b7Zbz8/Mrf4C+S6QfETA6is2HdieYvCFz5YL2dUeTZZxSaum5vm4GGlupTRX7+gycQgZIRgSTGDbxnGlhh5tZ/hYzTGJmBByAKzf66ZKW6T/DKBMavXb/uxlw9VSxGboEMJkByYxH/1rld/LPlRlUTx8iMvgLlH0mDQ/00yW4Hr0Xo7HyefPXuxAyi6GDJSuBKbADHAFHBm44y62q5ppvuF437Hg1rXsSLL9+nvh/nQn/aeP4WnA8Tp511MU+BhwA2yQcR8PXlx0nCdoQkZRNxfprnZmzfhGOGCgRQujUf8RbHTA4YhBMZhw0tY6YFPEIszryvh3LSw3Mo/JDYsi0c8CIkEJQCj8pXR1TzJR0JIRA13W0bavD/mJiu92SskYihEBKibZtSSnRtS2vff3rnJ+dZyFrJuONIYRIEDhdt4hvcPUczIRoJyTbkGxFwJHwJDuBegc3O8Dv3WZy4yX2X/ge7nzwe/nAez/GB6+/nw/Pn+G76n1elAnXO8MsGu22EIMVm/9on1Ae/5b/XAWDT68RY0yfoXrrczeUuXKtixCyL+/0AdMOQMbkdzYWi81dSlXv4GsMuRynjng63FE7kRBPEo9IBVIheJLUCBPEzEjMwezg3IH+bScs6obDScVek1jUCcKGGDbEuCamJca0V8othRHo1wv0s9CMtTpeIus/pCQsWToXi17G6AyuwtCaftvNM90woxJRKkGjXx+6l+vq77U2omwQRlkaGNbv06WkcazoS0elzC65xDCKuYPGYlQi6UGrlphUn6IiX21UCBTwWfQzeq007pqUTS9HzG8iT4SXiEkJlwXRxeXb8vYYq4lUfl8SUaJyYVKc1Q0ml7nKZyn3pdwjFSOX4aNX479kVkyIiAT9nEbfz/m8D/Uxc2BmnHM9YOnjDEBffhqub/FPKgDlanwyb399RuxNfr1yNcwIzFiMumeP4np/DQRKGUxhxzsIgb8T5DI6ftuZmK9//ev87M/+LD/+4z/OX/krf4VPf/rT/IW/8BdomoYf/dEf5f79+wDcvHnzyu/dvHmT119/HYD79+9T1zUHBwdv+5ny+08ff+tv/S3++l//62/7ekHOY+ZivNDKcrYUSmsAMsU/pTy4OKfjCArzUMBIGjLAQsGWVjuTVfvW2H52RzlCSvgR4wLk7iSTN6m3o8wBeV+dak35fOX8KRvuVXOo8rftH/zcYlmMyDKI6ilcyGLc0kWVT+TKg/oUSNJP3v+sgqurtd6xwd9wX94esNWaXxs+qxRoLCyMYc9Y9q1hUXkW3jKxlgaHM4ltMtzfwOcvOz5zHvkmU7bWavDrQs64IvIOJYpOHMcJjltD53wWjOb2bpPp3n4+TKK0LxagYwGJgdIWXrKxch+SKjKJXUApcaGxwgsNfO/elHuPt2wiXBidheMwxKDOtSkEvPc9Qzhc92Hxawas3yvX2FlLiJHZbIaIMJ1N6bYtm/WS9XLFptuC02QiJS1XrGJLR9J5O1pb1Ob/FNQHp7SnZoAqWDo7ITQH1IeWA3E09Yy9yZxrx/c5ujxmb3vO67LlURfZek9IZlhvTq0GrDeaOdsB5PbP5fg5BtRcbXgWYzkXGUSnve7FjDPCLOw0hmTzBm+gcg6TTAYzam2gG2ONNRMMNWIrkvFEKo0PCVKypFxOctWUKDVGKoyp1e5fHFJ5vEl0XUuIayRtIVzSrU8IoWYdlsSw6dvNnwYC46SqdFhhtE23F8OPWJqUU/IkkWQgWVNaAokpZuFu6bLMGhoRnHfa6TcW86olNANponGylNaVkUo96CwsTBGda4RQYKomb0MrbxFaj7U0eo8Ljsqf21qMUW2JpIj0XVojnWMZvWByqUmG5o2SQCmDEvt47x2qWTMmx+cB7KYc16+IyPPzJqKls5j1aM5aXNSkwlirox+skLI4vHw+UsJ6nXAv5doyDAguGpaeikIBWzl3BdWjbiJjhp81hbUpjQBDaXQcewfC650BzDuDiUHJUsr7xgx3tv/6cCoD0Cn3M+9mV3aJUbz/n1NKgv8PgJiUEt/3fd/Hpz71KQA+8YlP8KUvfYmf/dmf5Ud/9Ef7n3v6Qo034//c8V/6mZ/8yZ/kx3/8x/t/n5+f89xzz6lPQ+4OKSWksvCMzZuTddngSR/3vsSRV5IUhJ8YHg4zqNmNdb3Jls016qJ+L1lllGHMvQbhPGgxd3CQM3yRst+PHg1j8piO3E4Ypd88i2vpGMB45waQ8dSDKiJq9IXo+xgzuHVSmJSMu13unLIj+38BBWemR4jFW0I3i/JYD2heN9MBpPS189F9HQJH0RnlWVJGtULeWmor7BjLgXXsGdh3lpmrqQUmBiQFLreGNzaRr2wSn1sm3gqWpZXs05L6VvO+Yj4CtiZ7QCyDcNYlNlPL3Ag2gfEGKq3lG+uImSESr3S9cQ5p1TG2BEiKXsMYDURE6qqms8Li8IDt5RraqPOYYuJWG/iuXYfvJrx8vmVd1XkT8YioziO2LaaukBhyNMhAuZQUAOM9dd3gq5pm1uhsmy5Q1R7nHFVdkVJktjNntpjx5MkTtcWfTVkuLzk7v+Czv/ElfuAj7+elyQSaOU4MMXW60XZbTNyARLbJ8XgZeOVrb/HK11/j4uKCmXc8e9BwewaN36H2a6YSqbtEnRyejs0mYmzd68SiBUUuqvYozxVGhbnKKIQhAJoyQUw3H9WtSN7ETJ9B9lllzpK9sTojTZ88MMXeXQsK1lVY20BmWogO6aZ0sSG4Gk+Nw1PZmspVbLutdu8YB8ZRVV471kxFl+BytWJSd9w5ctQmsFqtuLg8IXYdq4uK0xr8tKEzLRK3GjOK95GU9Za1E0mIIbMlKaOKlNeNpOwem1kO6H+uGLnFmPqSSxlQmtBuOdWUQMhlaNuDFHJAKp2bNsco1bkhaVjHCSSXU5LR+2rQMmjIHjTqjxJHguTBj6u31M/r8goblbP8spEXSwhknJRmLU1OuKwlAzZNLrQrK+bkLCewUV/z6vgDLRMjQpIh0el9qkTLcVYDHOTRI4nsMZQkgy6dfdWljsp5SFoySjEM3i4SNZ47P0q29ZUyyYE1PoMwBarSGxNm5roE1wL6c5JlSyJpitZLq7cqQ3M9wBl36vZ/CqApkTyjEq3kFZ1ZsSPQc3ZGmTXpE2mGGNUTAv3yzZ+pPDzDffxOGZnfdhDzzDPP8OEPf/jK177ru76Lf/pP/ykAt27dApRteeaZZ/qfefjwYc/O3Lp1i7ZtOTk5ucLGPHz4kB/8wR98x/dtmoamad72db2QhdIoi5LMdhSfhazQTwVd6m8atOarS3gojwyXOLtpZhAARgf65feQ3LfYsycjBscUZsKOOn0yY1MeokLlmgwwSj21MIBl/gyi5kchxQyIpHfdhOHh6P87jViQNICdwkb0JlDZyVJirn2PmRg7ZElae/f5e7ktsnQdFNbHDpoNctYjDItFfSRMb8VdMixnDLURZsB+VbPnLAdYFkbY8YZaoDbgYuQiJl5ZCb92lvhqJzxMnm2+S4OVfVlA0ru59qyQUQgajZC8AhQ/ddTWUjcW01j8rMYbR9wGUoj4ypCMg+SIqxa8ljja7RZTaZnDeoupwE89Jgm+8swOd5Haks4vcJVnm7YcdJGPdLCQDVsf+EYSthiMhRaLOIdEgXaDTQmbdS+F6ndOg5nYhKEldR3LixWmmmOto554YozUAt7XfTfa4aFlubyk6yLW1VgxnK8t/+bff47LixV3bu5DWBIeP2H75BHd6oIUO6Kvubet+MK9Fb/2xa9xtlzhq4b9xS77Owuu73p2XUs4XbNaw+PthDMqYlOBTYiEPFFZdKaT2yJuQ0otvrIk24FVQS62BO6yuJRR8E41L0gRtg82CY5hEzUGNTd0hspavM2+GWIIrUWMQ7oKaSakWOXIYXGmos6eOtHCvPZ4V+P9BNWV1DSuQiK0ImCdukS7SJcSZ+uW2ncsJg0HE0flwKYtbbvm8lyopKNZzKgXDmO6oXPKWKKEPA9JSiTLLEuOHUn/SM+SaNm1Zx3SsEOowNwSsrdMTEHN+yA3LNB3RGEGNkPzKwOiDIYrrEz2dtE25wy88lRwPUsz+Ghlxk5Q4ztIkCcz62lGypygPp6M4pxq78oIlLyOZUhJdf2WEl9OUyU7nTsVK8eYKCNiYGAQTf5saqyZBsZEUC1REU73m6tqevqPKaozKoN9o1U9ICI6INW7PlH0hsEbxaJuwmLwlTIbkjI7nLs/S9zNH1qfAWOHbq3++ui5uZ5tLGWqwnIkrKkwSO9Q/PSMpJJgjsv5xmhprLRgixmu2dNamrIsLcpqKigqDGp+Cs1wHWX0Efpra0bM22iX/VbHbzuI+eQnP8nLL7985WuvvPIKL7zwAgAvvvgit27d4hd/8Rf5xCc+AUDbtvzSL/0SP/VTPwXA937v91JVFb/4i7/Ij/zIjwBw7949vvjFL/LTP/3T3/E5jSnocrFSZhPUzE1vKn25YKDuoCjThzH0Y0DgjGY3hTx5uhxSjpJV6NywwQ2xCHX71x3d6L7G3KN/GQRe/XmMSkQ54zFy1TPmbbXq0QNT5rGMze9s9iDQ9mg7bPoF5EDP/pRFIDkjBvU16K+BGa7ncC3HTo/9Xep/tpgHehGqFNmxjn1nOcKwayw7FiZAA1Qo1bpNwsnK8MWLjs9vLWdM2JosiE6KPgtIHD8T4zq8aNMDRiJT75lWFqTVRSiCc4bQbkAs7eUaG8E2FVhPuwnETcDXlWagMUFsNXOrHCIWP5vQdlviZsWTyyW+qalmnsmNXcy1lulxy/y0Y3a25rJds9M2LKk5Tx3nybMWR5sSURPY7P0xGLCVqzmtLJPUsmgqovW0Zg1GOKot06YmssXWNWKU5TneLJlNPefnp/hmhrOeKBW//rVHvPaV3+KOPeZoe4Y7vcBKxOxOMYs9Lu2cX339nPtxjlQzxNSs1oHJ1PBgGXmyTTQ+EbYVMVg6FpiqQgdCBbAqvA1dhzWRpoqI2WBMbku3rZ5rFcBGrJuAiRgbMDYzqYVBtUJKV4XiRVStXRu+LxMZ8TgmeFPRrhPt1mBpcKZh0kyzn5Oh63QGV+MEYzpsZZj4jqoyuNpRNQ3zxuHrRk0MQ+B82SFxw8GiwUtgWlfMZjWTxjGfeSqpuZg5ludLztsNnkgz91gaTYmurJmyjujXRY9YCvuaN7bCjlAAQxrW57Cpj3QaIhlrGKTMGcqJnsjgfVKAQunxTCn0rFUfg/Lr6PpWEbrJZaQkOuN5GJLJlXUOpVV4iJ02s9h9Z2LO2J8ehqvi06KzUUGxzcBc2Sm9HqVbqrSWS4xvu8Z9bM8+WuRuQ2vo45Fe2ywTMDZTTxlIpXx+2f9FxdCCC2CtgNdzj1kkPWaddQ9KGSCOBMU2/+20kaBoglLKepVRMlsYlbLHaaccPVNTdCr6PFzt7u0Zl7J39dGaK0Z3w15VXqcEei3tglDUTz3w6UHLCJbIlX/lV9T37cvuV+7Nf/n4bQcxf/Ev/kV+8Ad/kE996lP8yI/8CJ/+9Kf5uZ/7OX7u535OT9YYfuzHfoxPfepTvPTSS7z00kt86lOfYjab8Sf/5J8EYG9vjz/zZ/4MP/ETP8HR0RGHh4f8pb/0l/joRz/adyt9u0e5cYXhKJlMSAlntZapsSEHEPtU/R3J2pFcKx11+1AoyVKXFW2vHKZa06Pq/jzQL7v8WmmkRRlv6ld0MtnvoZSwrtJy5VNd/bxPH1eYGHQOS3EdNnbkUpoznC6OurKMwZqExNSXjTAjPwbosxnkKdO7EVtz5bpmEDU4IOdFnlkRLzA1hpkRDq3h0Br2nWHuoJFIjVDnmvfWOB62wq9fBL68glNTEzJo8VFb5qVYnzME0fL+Y/GgFcO8rlh4SxVb9QUxKq5ruzXGCEEMNogOLLCJIB22TVRikS5pyp8EYqKuatpVIG4i6/W5mqUbzVh35nPOV0suHp4zXTTE2LJ3UPE733udO6cbNl3Nw+Ml29kev/naQ+6eLbmMcIohJBBf9yPrXW7trpzj+k7Ne2/s8+wz1zhpW1JTc3B0yAc++F2IMVysW2a7+6y7yGxnn22Az/3Gl/ml//hpVu0W76Zslisenx1z7+TrLN0lz5vEZLGLP7wJe3ucS82jy44nLLjYJmzYYjNrd3F+gatWeF/RVjXkLNn6CmNcb8Ko4zigsoIxkRgC1u5hTEBSh0iLMS0mRhIdgZaqBuwGMS1UnbZ+mjy9mwHU6z3VFmrvGryrsFi6VSKaila0BBeiZbPJPyuWprJ0SQgIl6tOhcNprV1qk4rdvV0qX5Eksbu7w8FuTTud09QNnQB4orGcr9cczGqmlWHmIo3ZQrtEujOIK9rNOVY8dn+HqgJrU97MBsAhMiQvpcsww5fsCp2HJCYtb2ipyI6EwbnL74q/zuAgLXldSmGUU8J623cvDWZqMgz0tBaRSEoKzENM2kGIIYSAr1yvyZC8D4sRtSCQq4mDrsUhbpX1qDHCXhlHYe3QxvtOJYcSb6/4rIzeq7xWjFG9u/IFSMVrxlr1gDIlXpnMOIUc07JCsGBIk+MHWiIzVoGjsQbJpWYj2uDhxCAx0YmCOe+Gcx7KYL6/Z6XVvJR4+jZ64W2ArzD81g2xDdERH6UsD+QW6cLAXBW8l3N5momh3AdzlRkZl6yuAGWjUNfJsM+M7w25MXf8nv05jxJf4Epy/62O33YQ8zt/5+/kn/2zf8ZP/uRP8jf+xt/gxRdf5Gd+5mf4U3/qT/U/85f/8l9mvV7z5/7cn+Pk5ITv//7v5xd+4Rd6jxiAv/N3/g7ee37kR36E9XrNH/gDf4Cf//mf/448YoAri2bYvPINZrhgupm7EWuQF9CoxFQYEZt38fLAlMVqMjVe/Bf03smVG9IvviQDGWcGGFJASSFLBX1AU9IH+woC1g+obEo+b5upTJ4KDuW/e9BjTPZduQowetdim7F10lKZlnsySkb6bpCYihaoZGXSd2z3LbBm0CMVerF8LsmfQW36lf2yAlNr2Tew7y27KbHvLAtraESoEZ1vhBoBPurgs2cdv7aEN8SxsUCKeCwSA87ZPNlX5+WQP5PzQwuvJrQOIVFLRxOVCZLsjhu3SSdLW7SF0ukogGCUeUrO6rVweUF6LUG0xrBNgjUOmwZxb0qRzcUaNhFz0bI9WeOcJUjHtmt5Zm/B2p/yzB1P157zse+7yRvLDSvjePzogmaxICTD5fmG5973XkLqWIeWYC0f/53fzf5uw2q95OjZF7A7h9SzA6h2MPUUwROCYHxNFEebIu+58xxxu+Jf/uL/SFzvcvrkIefHD7i1P+XZ7/ndXJ6f8mYbWW0rwn3LSjpSsohbMG8inUScM7jGYb3HVaovkdy8qnV51UuI1SzaldKq1Wy1zKgREd08UiLGrYIbJyBrUog4P8W6jtStwHUE12K8xVil5pX21ind02pO4yZ0bWK97tgshe1a9TyIIXaQUk1KkGKLNRuoKmyTJ3xfrEjbDU4izsPO0Q5NXeMtLM9mrHdnnM8XTKYzdg722VlUeN+AWOrKURNgs2RNoosXbNanPHz4Fmenx+wuDpjMGnxt0MGMJVHRoKCC+5wZ96wxfYzqnXiF3F5dAMvQlm/yxiXo91SQra3XJf4k0VILmdkom5K+jlrkW9HvpZLcOI1R1kjPbIDRDTjRD5m1JTbmBMGmIgGUzAYrG1PK2lYDRg5uBZDoz79zLGNgWHJbenEdlgLPJH+WAt7S4N4Oef5RAXO5xKPt1EUroiV4EKyofrKU3Mo5xBQhJ19INj2NaooZy5wuo4MxQ9dindORE2RX9tKmRULE5xif76OMpQxG11FmvzTBZESfZABidM1JbmMwJu9D8vZ9AUovV/7Vcl/KHoHVl8v3V98mQ5Qc5zWm56fGlH2pfE1ftLD5ypQOCUfGS/r+jErG3+Zh5H+uJPj/y4/z83P29vb4r997Q1mP8Q0rYtPShpazmFJCLhNH4erNVrOjMELBVvWiPabIAdSM/FLkaodQ375cjhSxTocAitGHdaAJzQiNcwVklM+hHTLZXK5nGq4u9EEsW144o/9RZ9TTIxeMUQK+ACIZxOkgeeFn8CSg5vujBaKtkKP3prSWl9dnAJFWjZecMVRGmBvLQeU4MLAP7BiYeUeDoUqJGqHxjmSEdYj8ymnHvz5JvM6MCyAYh0sOLRqOrreriKNrUYTcxXET45naxA9MW/7EjYb31RsaU6YvK92bTNS2XKsiTgyEoDN+EDXN0swZnKu0GyV0OOdxVgcvptRlbYAjYagmNWrBkkhBh/Itbh1R7UwIAqvLLcvQ0dy5ydH7X2C13lBNPN2y4xtfeo3pwSGzvTnTo32qg0PqnRm+meKaBcnWRGMxfodm5w40C8ROiKIu0SFpTX+7jXzhNz/D3/6//J/59d/4Bl275ujadT7y0Y/hq4Y33vgmk9kO56uWNmRmENMzACk/83ptLIlImfnkqxqLV7YoabZeRKKFBUsh0FROM32rdLhECGGrfjJEUthiTcSYgDUB5ztcFRG7omoi2DX4luQTbjJhWs1opCFuLJeXkYvzNWcnK8JGCCERuw6bHCk6YtDAXzU1h7du4CY1Yiz37z4ibdeY0OKtodlpaJoJ00nFpDHs702ZL+Y8c/sOzz37LNcO95lWDiMdsV1D3LC6fEzcnhC2p2w2S07PL6n8hJs3bvPce15gujPp12nXBWIQutDRhkCUxHbbqpNzl7Kjc8t6s6XtAtsuEAJsNlvaNrJZb2jbLdvQsY2JNiT1QJJEF7o8dkAZh+QMXRoGSSZ0TWv8ytl91lmVdWqt1c3XaQmz9hZnjWo5sjOy9x5rLM47HXNhtBXcFVG1dyRbdBhON3eMNiTACGwMDFJhiPtIO9r8nmawx3EtjVq5SxljHOckJryoFUZZuxJlEPwWmwlyS3f0o/ifE8o8vsFYNaaTJHoNsuDWOYeaKrr89TxLyzlcVZGsXjPvPc56nGs0/nrfu+jqa9jsJVPjnL6+skBaOvI4nPUZM+h7gg4htSZlGwE1QJVSEipACO3eLACilGGzoQjRqjlrZWwWBg/sSdn7+sQesqePlmWL452VYQzF04fex4HZX15e8r/+Hf81Z2dn7O7uvu3nx8e7f3YSXLlZQ7aS6a/i+iia7SjFeLUdeNwCmMpiyFmDWNNv9EBvSte3zDG8XnnNp2k0kYKAMwszKrMMM2aG8s24HFJ+p4yTL5/RjQJC+exjyhCullTG+hWbH/aC7FU3E3uQUjoAVHim35coV85RP9eAuovgz5L9dXJAKeJ/Y6GyOvPohq84tIY9K+yKZWp1YrCXhEewEiCDzE0wHLdwHC2XJhGtxSTBpKgdEj2LRs5IRjRsojeI0pKhoyYxwdJ4h/W5VVR0BorYvPHn+4u1GvSdI2ZIJpUjJu19Mr7KQcP1wFgsSrkbHW3gfE271anEVe2pbIV0HduLNRfnF/jFlMMXnmWyXjO7ecTpvbdIE89s74idoyP8/pzd3R1W25bF0TW2bSDaSOV1s6jqCd12S135nJ3msh+aFdpciDFyyfH9V3n8xtfZXj5mvnPAtot8+WvfJBmvTNJ2SRDN+B3aMeVdTUyJZDT7FGNJ1mgGadWVtet0+J+KHyNVqAgxaidPAZQGdSgWHQ4YJOCMp5pMSDEoE2hnkCIpbhGTCDEiqcObKaYL1M0SkzYkCXhXUcUJm42j2045O46cHLdcnAbiZkNcr9USPgl9Z5I12MqArHFNzWxngQ3nGOlwLtLUjsXUs5gbZjPHYu7Z2XMc7U948ZkZtw4805kyRm17gXNrurTC+UvCdkVIG2zluXbjJnu7++zu7jOZ1lf0a7rmZSCCs85MRIXMMUa6GHqq3mTBrbJXmW1B1+VA9fK2MnSIgaS23+r9IoL1LiclkjNnMElyd+2w8aSUtDnA+xwPtVNM92xDKOxGZjasBZ8E6z2BhDe5HIGWjMRojHunWHUlVuYwWhIueUpbN07MxhogTZ4GQCMyjFQxUtx68+/EmI33XGaHohoEJsnsoQIiFQpbghGM2Ky1CSTrVKuT9DWNsyRj+vgXo2qK+nOMqpEh+8dgyG3ofmidL88EJaYmSu+YzQBhPFWanKD17JgpDEd5LXrWrwCxAViMrjcDK+dKKO03K6783BjEiAxyBXLcHTdylN8b72HvgGu+7eNdD2KersFeYR7IlJkMi/ZpJP82oip3NSRJBazrYVTY6o2/IqAbPyDjOuEYIOVHbKhjjktgdmA4xqDjiu6kP4XCLAyI9uksBQqd+vZA0f98T7eS3SsH6+3B9yFP/XaGFLX2+3S9emB3VISqLFNulcwLwSQNeLWBHWs5tJYjEQ6BBcKUhE8qzqtQt9Qql4skOdro2IgQrJDQrC+lRDLF/XjQu6i2aCyqczjnczARrE0YEk3ldQifVwqqsj43faVSFifFRBDRDAsFNxiD8xWV86QEq9UaCaUjiyyStiS0m6FLgSozNgaHCYlNuyYax7Se4U0irFvO33gIteNk9RrT3TkmOVYPzkhSM9vZ4ezxPZrZLt1yydnxCddffD+4ivU2MZk0bLqOatZgfZ0NzyIkk3WCEbNdc/rmV3jlNz7DvbtP2L9+gxAti90D6sUOF8ut6gXU0wwDxNgCqokooyfUkTqo54bkDB+rjIrtNKO0VabmE9u07TNMg6E1UQOdy5mnCfhU5sNUWm93Hl/Xmv0DRjokrEgEum2DaZf4qqUWT+1ruq3h/DSxvnR0G0/sEimtqKotvko5g+4Q0e4uzZjPmNYLGgu3rjkq76mcYT5vODiYs7e3x2LasLPTMF9M2JnPub4/52DXg9myaVdUfk2IG1zcMps6pvU+cWdBVTU0kxnz+bx3R5ZxnMp0fRHOF82ElFJC3svL7xDTYKY2ClNdjISk85JiSdykTL7WdRFFxw9ghxhlc3t00d14a7FJ10JfvkmJyvtcOtb3NVkD1sefXJI2KAZyxumYAWt64zmbOxy18mF6cFEYhzQyyZOkTILk6+OMIY50OznfeseEsd8sR9dHQUe+JrnwZDOrE/M1RyARUOoBnT5ftDL5c0v+P4mxN19MMWmrtdHzjpATJrB22B+KxshkEa+khJiEdVwBMGNgl1LCedHUQ1QrZUcSC2NL6WYAJUX4q/LbzGCN94SSrPYM/njfU3bG99Jd3rZn5Hfuf0/vaTGuTPosSMqMzOh9R6/1tD7nOzne9SDGWYf3rh9o1qP4srFQmBagZ0QGVuTprKDvRGLoe9eqIRkQpV7vQaljmqG9uH8gGQDF0K5cdDR66GM3ZBEFWEQpJZq8oSb1RygbzNseDKNBsaj4+wAo+evGMg6BxpQgSj+JekDZRQw4/Lv/HIV9cQV4mf7aFoZHA3KmnyVRA1MxLIxlzxiOrOXIGhZGmFqDjwkrCnQc2qboEKKBFZbXty1vdoFl6ZbINcFohgy2fH4hzx4CintkKftosR5qB7WHZEVBTDQKiPImYCsFKJgE3ml3kLWkmDOttiPZpN4xSXCVJ6TY+8UUUOetAeNoQ6DMqbFGEKMzjJbLNbb2pG1gsl0TJ5aD526xbjtme57l8QnXjq7x5JVXqQ9nVPMpnUQOb9/i3r0H3H7Pd1E1CyyevaNnsPUe0U8USAHQ5euTSOtjvvnFz/Lv/5//nr2jZzgNUHlPEGG3mXJxviKlbQaENv9enhhMIkV9UsusK5G8MYrNJnZRu4icJXYR7+vMgEJ0RWulAEVnSTlSUD2B9xWI6pecRcc0OKcMgPF4X2O8RQikMMXbOaE9RYzl5nM3eGG+w2v3znktniJSs5gvMC4ybeZMJzXGQVVZTC4beu+xztE0DdPJhN3FgklTUVWWyaRhZ7ZgNp3hvWU68TT1jEndMJ00+AZEOioS1nsqmWJnk1xq1Y3Fea9gKXeiANn1tWiBFBgUp9sU9dqRN/gUB5HnVfZGN0wV5RZdSF6/jLr+DP0gyOLeX8q7sRi1gXozeduDDEoyU7o0Jak3Uj7nyut0dCcCIWh3Uml5D4GA1V1cspeKZJ1GLomnUqLI8axM4+6BR042S0yLqZSrcwmkrGue6uZk0FioW65+3iRaHumZ8lTUI/k8MqAsHWOShBSz3UZmPySV0ShWX5ek9j05vltbvFjIjLWyh9olZ7BJsDEhJoKUzqSIkHpz1AJgU1Jgr5WCUo7Pu0TWLakbOH3C1bMvAmWuRL4ilJmAQ9mokCyjZo2eyjP5Woz3gvHPXCH9NM4Np5Yx0liPcPUtrrJAY1bo2zve9SAGrgpXx0DGGYfJSvUxgk8pMqDClEsO+oBUdqACJTMM1mjm4UwxjlN9g7UWCVcZHdtnEwM7o9mQ3uSYH5biffF2ECW6wUrE2/zgGxVg6YRSfcjHbJLJSvrUszhq3GdEZxmV7K+AEmNzq3ZhfAC1f1KWxlmXNSIKDg1A0dyYHEjEZhCu5+Bs/ojlWif18ahI7BjYrwyH3nLdGnYFGkn4oGUhi+C8dvS4zCSElDhdRb58suXVtmJlJ4NnDznzQxmZfphcvg7eVzlGKS2bJGG8slNNTBz6irk3ELqsF1Bb+umkoe0CYq0KUR1gNSOt60IhQ4xd1oJ4QtTXsJUntZGEIUWDiCMEdez03mn5y6rIta4qtjGBr6iqina5xAU4vfeAen/BxeMzvNS8+cXX8JVlOptitoF2uWHiGm5ev4mrZ5h6wXq5pJUtOzf2tJPJOBXXSkcSRwxbzu69whc+82t87bW3OPe77BxcZzaZIsby8P7D3mMnolS2lt4Ky5afzRQZHK5BRLNSk7Npawyp00RCZ5UpaIkxkXK3xNi11DpDSh0xBGVhQvZAMhCdDtBzHtpO/7bWU5kG3BRjai7ThgdPNnzk+m1+7/e/hzt37nL3/ptstg5b10znwrTxNN7jnaX2Du+MMj3OU9U1k2bCpKpVm+A9VeWZ1PrvolmY+ErnxbhAYovxhtp6rKl6xtGYQZipXk8DO5DKROOcVaeYehG/Q0ueZUNVu3qDRF1XMSmYj0mZxBjzxpXIoxxsNkXUzV6BY96QjTokp7yTjzN3BUGq7cCpOZ2RPJ8rx4dIyE7a2rYeQwDnVM9kHYmg2hCrHWliBJMC3no9p+wMLCWeGCAzlabfEmXw/RmVVUIGUKbMsDJgpB/NO3jAZFZWu5Gk9+ARkX7kUkw6ciClpJ3/DNdb8vRvHSWgmr2QNP6YrG1MxtJ1HQ7VEMZ8bimioA6Ho2AUHYkQkpCMzuSS/HohQpEgEluVIlmf2RlNk0Vy00jUblucQzLFrX2xaKQ2rjcitDkZl7xPPJ2UKmDLiEiy/mk08LckutFovAb6+zOuCmi7+YgFY7RvPQVe3plxETTC5Blt7wR4/jPHux7EKOK2b7twxoxMzhjYiysi3ByASxllnP2U9uRCnQxgQ2+gxQz1TuhrnKU2WlAwmSGJ+RyuItpBxNvrZFJSBJ8p+KLaL5lHCZpXymhC/xn180gOMDZTswX1Z3BVlOcle3NO68+ZnpbMoIQQ+vJSYYjKw+3sU9dT25cynanZV2MMOyiA2TdwaAz7xtKkDicqvHYZuNiUsFaFeNpFoCBi1szwnSPaqu9wGEpxA81qrQZSO6bOJeJMdlMWNc47qCzXJpapRCrjcdZQeRWlGmuZ5qnRs0lNipFNsgqynCF0nd5P7zHO5SnUHqyhaqZs01pLWEZ/1vkpkFTwGoQgUVsxu45qOiFcrjDTCa3zzCYzUreBdYtxhnB6ia8mmGcOaM8uWMfIYu8GsXOYmaXbXmJszWS+oHETSBFiC26iPj7OEkPEhwsevvwZnjx8QOca9nZ3mE5nbIOjiy3G6CZVMvbCKI5LlpKzf+eGNYMosNHWz3y97aidPUkuK4FOltbuLskPUwy665ukm3LKGwRWKXhXV4S4BcAFp+J4F2mTpXJTKjfj8eWGX/n8q7z43BPe954bvP/57+bR6V2eXL5OcCuayjLxlso5KuepqyoDGe0cqaqKumqosjjVO4dzBp9LK94brE04KzgnGKMDAI0tbsEUbp5i/JgX4igWaTeShFK+GDQuZUZRz0wgI/M7en1fSVCulJ/SMPcoxKBvS0lIhCDaZYhIvr45KcP05YmS3PnK90mcgcwODNqTGKMaJ+bzUFpFJ2HFmP16kvSJWczMs8tbr+pREtYVbnmIi+Py9DhO69+pj5n6SMmVayM9S5Hj9NPsFaOyfU5AY8qjPlKkmH7GlHR/7gfG0m+0JiezMce4lMht1zazakElCL5CYiJKp4yUEdqgsUKCxoQYMxMmRc8Te2Bhsm7I5PWis5V067eStUwpjyfJMRszAmWlzABvu6YyYkCu6mOuHu+0h/b/LW//2XfSNvXv+Q6vUe48DD4z387xrgcx46PQ+b2p2xW24upCAQaUSWFz7Ntu8Pgm9gPm8mso6zIIivXGFjGTPlNFj2MpPgg5kzBlQV89dx08mUs9SP+gKpDhyiYzaHHgaWSrZkmF3dHXKjNRkKsi4pTN4gxGxW3G6Gpl8HVJPcIvC6dkAZlKHbFh1hgaY9gzcMMYjkxiN/+7CR2VBIwEFQQaoxR1SuqAKSBYneuCcJki0kyYJssqT+gdFsZAh+oU3vJ5IkXMmUSoG89O5VikDS8sEjdmQTclP8E7DTS5zwnvPZVTFqXtItFmcXKU7D2klJOfNHRth8XTzOYsV2ui81jrdJOIgnOezeoSnAb9+dEhKQS680tiG/He4bBMpjOWm1aZt2BxnbB38zqn9x6pIZ91LCa7xE1kW22YTuecn93n8JkJLBaIrejaLZIsZlJnC3b1s+gev8HXf+OzfP6LX6eNibmDrVgkMwyTpmF9sbxadzdaQisl2hKodAhfBphWGUYjeUN0lbpk5wGCSo1n1jJGwJFS7EcMlPk7OpVZn18lYrQ8FVLMIwJ0jblkCV2H957OaHdIbad0yfHlb5zw6PETPvaxD/DsnfdyLe7y6PQeXbcE1hgXsJW2BfvcUeO9U92Y0Vq+c0Z9pZz6ZqiWJ/sr5XLLWChZBqCW551RoB5KQFKaiBVIxLwZjjeHcfxCN+5yDcv6jnHUrFAYhuwfU9a+5I0shECRhRa/HkbJTzkvmzvpvM8uwNmH5GlWpMxHMqKJUYxRS4IMergQDMaj845S/t1iPmmH9dlfIJM32lSapUq7uX5GdfXOIMYa+rbS0XUt8bC/BsKoFJe1N6PkbwzSyrUsILG40yowShnMZPDpFNRZa+liLo3mgRilZEcuqSFgnbIkKQnRiM4lkxxPU9JxJj53tmJ1PERmjVNKYBNGCoDJGia0S7C311CHPqzVbtgy8HG8ft9pvyvHGORc0aowyCaeBigleR89rH0sfvo9nn794Rv0z+l4Jta3Or59uPP/o0dBliVD1MxQCqN25SYV11NjRswHw4Y+vvhFa1HAgikZYp4XYgrNWX6WIZNVCj7bYjNC9yOQZUZfG1xyyeeZKde8UfceAuWzmIKuy3vKlXO3mdIupatI0uzIWVK/pkZD5zITYjILZEqnQ36/VFoTZdDRiClNifQ0r0GzMyfC3FoOnOPIWA4wLBBc12JSi5WARVsfXUrYFJSJkSwQE6GLltcv4fNnWx6IJ+DzOY1uvgwBMuVvGltm5RhcXePqCbOmYtcE3ltFvnd/wrM1+BgQMYSQ2G47ghiS80TbsA7CNho2MQ8dNJZkLVUzBedxdUMUmC0W+KZmtd3gqhrrPBKF9eVKO3A67c+3TltQt+2GttuqTX6K0LbIxSXt2RkzY7GzHU4uWmgWdIsp9e6MKnXMd/Y5fnyKE0ttLLLZYtuW+998nfXFiiRGW1+NsF0tWZ6dkLoWui1PXvsav/rLn+cb9y+oa89sOiXZSR5AKqxXW6yr3lZu1S6LwvhdbZvUzd3irQ7vdNZC9ikpz2XoWlLoFNxKymWPRNdtFaSEjpRFqzEzCTFFQtf15YIUE6ELhC7Qtq1av+TvtW3Hto10aUJnj3h4OeOXfvkVfvM332Dqb/GBZz/Oczc/SNPs43yNcQWAaEmjlF1NnlptxGLzlG3tLtGSqcHrTob+XH7wrohtx89lzxoU0IH0HT6FMOiN7NLQNVM23myvodcySWYIpGyZQzJiM6OaZPSeZY6SMl4pZQPLkThYl7XGlhIHy1Fijs3PAJJjUf75cn9D1DlNRZ+D0Q6gkKOBx2DjEC9iKmxH8bChTwTLNUGuij/7uCiMrvEoqxfpy2+kgUGUUawqTFVht5ThzfKC0fgGyfSglOucUg/gUxzuVYz6J4VE7HTqfIiRGOLQfZTBnpaeY99xJr0OiL7LLMTQA1Z97fzfKV5l6/pnLen/Uhwlt9A7MpvydD51lHtshu9dYav6vST1Sfd4fyl/l/uQb9c7MDDydlAv4996x7P7lse7nokpD75zGkgVvWcdSKnh63rHGb1RAlifnV7T1dfRLH7cuqz3o5SuXVb2J0onS8kyCiDI5ZSUsto7G9k5rVcWYV3BvkV9XlomIwMtDCbXvhNliGNAjZicKaCsGBaNA2dS2/ryKmMWqVBEV1C2UuX6GgasJyZ9ZZfRlrG2jLdRb4ACz1IuVxlFzFMjzA0cOjiyhj2xzEVoYsJL0CFiJCqDtlGL1oQtRme9mIRJllUyfHWz5ZHUbFcrYhaF6r3Km4/k/3bqiyBGtQDWOuq6orIGbx27EvjYbsX3LDzvX3jqFHG1x3pI0eGbGldXtF1H2HZga9qgoNh5gziPryr9t4EQIiFEYtiSROf7xDZgcUQDzWRCEoP1hspnka8IvnL4ScP56WMa74ibFVY6do92Od9eYBrH8htvcvvGPtGcsl6e46eei8s3qHb2WT48QbaJ2c0G20y5cfsF0nymLZ62QsSxPj/j5Vde5oMf/RhVt+Yz/+HX+OqbS7YhMttZINUBPmkLtMmb5XQ+Zb2JPZgQEXxmSgyqaZC8QZZnJoTQr8GQ9RLFFIs+22L0cwZjXd/VoImpThAHox4xVjviJlVF6EI2ybMgkRBaBE8ygVkzJ3VOuwclIkFwbkYUzyuvPGK3nvAD3/8hdqYTNtsl56uAEc2inXF9l4k1KiK3RsuFgy1/BgZSEqIBoRTdhX5NY07IerkixX96o0WLA70btmAIAhEVSKYEIQidJNVkJHoRb4yahZPZSTFBM3MDIhFJRhmIhOonksfaiKTQl0FKRqebNtpp422OIRovyCUf77KOsAiT82cIXuOPozAgThkIA0jKnlNJdTgIGJeNQWUQEyctKUmKqpOS0kKBDlbNsVgNKAdRsHC1lFSu7RUQllmfoRwnPcjKGEW/lzRu28LcJDXUNMZkVmRgrEOxnRAU0JqsOUE/b7CiI0eSdj4JSf2UTAnkmiTZyiFJm1BMMjozKwk6Gi1grMOaYU6a6UGTnpc3LmtnDEkC1iirmfXG+sxZUbBtdNBk+QwmN4SUsSxFw1KS/HKU51KMSjQMZhhlgMZ8U1DT6HcU8Oialzz4U7t7BSkbb96X+6T8Cqj51se7HsSQ26gBTJJemFvuUsmEFHjAQMdJb1Z0ta6XL3R+TZfbrftD8pj1/h6UgF3QrukXAuiN9nZQncuo9XnIRgqKzj434/cz9M6dxqjDpysZTH59666WzXQhjFmokdAwU/1jujClYcK3tman7PmRH+2C4EfZZrFocaWOa6BC2AX2RTgwhj1rWQj4botHsgeMitSSaJui0ooC1pFCQKwg4nmy7fjGOnFpHIIKgI13fQZgMp3pcp3dOpfbiy3eV3hfY42lksSNWnhhItyuApOwpa4dYjzBV1RzT5e7EMR7yDb/xnuIEVvlqdBdyKxDwiLqKyNgxBEiWF+zDRGqmrYLmC7igMpXbNZrZlXD5vEF6/WSCk/ctrTLS2Y3Dnnw1dc4fOlF1m+9yZ1auHz5N6nf9xzeOrrLlvrwOvvXb7MJCbO3g5tMeHByzOyZ5zEo/RyTIeJZHNzkE993jW27IZwf8+Xf+i0erLYEEaZNQxuSisSdz5lh4vJyibHDrBeAruv650nF3YPfTslcr7CceSmUtlllLwdvENBEI6SUXaANxSCsaWpijGw2G7z3fSmgC4HJZEJd14QQlFFMQrttCW3E+orGeZwTdqcNu9M9ajvn7PiSr375a7z/pec4nNygXa2RdoWt8+711DOsjtgBZ6p8XsNcs8JGXikB5fVX1oUrAvzRui2lit63yoy+PgI5SXQtSPZqUdZT9R5RLB2RTmoOrt1mvVxS1xvOLk7ZXBzrRmGGDU8zec3+xUJEKJYDkuOkseO5a6Znq0sMHZfhx/+d8oBFG7XkqoxDUtPCDHZEpNfWqSN41nHkl+9jkyLEIZuH3GLt+nhU2J93OvpkLA2tzOM43uuI0ohFKJ+HnKimQWdUmHzJsUkrSqIJVtYBqtbREZOCiCgR8jwt6zzJqG+VTcrgOdQjxtmhdAQBkewjVc4r/x1CyEB4YD3LMxhj1KaSXL6LxuTOsZQbo8nXPJdwrT6TxqrOzI4pGIYu1rdd10J75QUyrgRRfkMGUH9Ve1P2tNF9YMBJ5f4XOug74WPe/SDGQm+0lrOh4to60DCl+yYHcFSJXtqp/3PCMtCsYDx3aJyZ9WBk9PuFnDPO9tRcPgtdQEL/4KaYqfiCmPP7lwchvyBk1mWoQQ4MkQDFRKnXL0DvP1Pquf3lGumEhv9WVb3iKH3DPmvMQceJTi8VoJJRWUwUKvqYWDjVvRwaODDCQgKTGHGpo7YGm68luY4tRnJWHHMLsupzWoHjbctJSLReO2ZKC2HRVOh1zwAoZ6UYR1032e3SYyqPjWt8WrJXN8zomFWV1qRxGF8T0Ap3AoxTR81JVZNiUPOubksbYdLMtcshrIgmYatKA3ZM1Fg2QTsSEg5xhto6tpeX2FyOCBEkGiaugZCwUei6wN3X7zJZdTy6fIVmd8HZ+YpFtcv27gU7syNOTh5x7Qdu8ejhQ8JiBmeJa4dqhNd2LU2KtJtLfD3H+QnJGkQ8xiYefu0rvPq11zhJiWA9Yp363JiaLnQq6sygoQS3sd6qF/Hm57Jpmpwd5g2QwRoghtztlsW9vdlYv3aGbFpJuAHcdJ2CqSK21fdJJAJ1XbPdbvGVp/Ke7aYlmUBlhUkVeOb6AXduHfDctQNi27LarFheHvPyK6/x5OQBN+7coqqO2LYTOgnE1FJbfWatcUAFyWJcyW+uxoIrmgAzsBn0m1sG03mVj8WkV8rMI8HuUOoQuqDMRfF80cnTFpMaPvS+D/Lyy1/DWcOTuxe89MGXSGbDl77ym72GJOQST6/7yKeWcljQKeE265mym2vJkjMTbOzTCY0yJ2PhbXHN17EDCmiMaKnKGkcyKo6OMeK80ZOIQVnmlIFiMhkwKqsw1iAOpUuhlJLGTQ99fJWBddZZd5kRHwGV4VpoLBs0MVrqIV+7UiCJIy0NkpsfUgH1kESfZYkahxLa8pxiVINMIsmphqZLAR8VmFXeaTnPGCIq5NW1kofwWgU60YBzWZ9jB9fbsv68dz2AsaKWEFF01IGg4EVnvikjSGZzZAzyRs8zfdI8/hpXwKs+zVdRzBjIj/8u66Iky4WhKTvfKL+H/qtPIaT/wvGuBzFGuc2e4r0i7O0voN60XtMiirbLxv9OoqSSkY0XSU+9UhalgDzFgpTsJzNpYlRXUejrcXKhrayMAp/pM8PiXqlom968ip4OVNcDXZRXRVLqyJtHIJAfZlOujwwt5f2lUetpyW10YlTR1mOfzGR1+domhgFrOtwMZtayA+w5y45JzElMk+BjS0XEhIRN+gmd8zkT1iBo0OyhDKGL+fZ4k6ictkbG3P0keUosIlS1z1SzLuQi2Ayho65rXAjMiLz3aJfbU5gGIZqKejJhVjeEbYszQjAG31T4qqbbtKyXKwWuMeHy/JNN25G6gPeOajLFNhPEWmLXaicYkS5ottZ2gVXYUFWeKAaMY9Xq5GYXIzYk4nZLvZixd7jPermlWQViNaGeTDDJEc82XKweYa8tmE6hsob5e+7wzdfuQRL29/bxsylJEqEN+GrKo3vfZLF7iJvskeKaV7/4BR49PmeFWsT7plGnzdrhJGsUUvE3ohfbliy2GAVq7LG0bYuvKgwQuqxBK6AFvWfWmmxZr/fLFf+KvIa8r1RQai3OeaqqInQdKQmL3TkxBM7OzhDAVzXL5RIRoe1aqknFpJkwq2v2FzXPXpvzgfe/wGp9wfr8GEFYbracXK54/s4LLBY133jrkkenK6qmJgm8+L4XOX78TW5cm3LtYEJliwhUtDtO+nBByRdN3nBLXaJXxRVwkz/fVeZg0FuUz57k7RuuMbmtN8cA7ytsqqmk4fzekp204PFbb9Amy8nDE+4ev87ZxZnOoDKalkWRrGOK2oGTmRzFWrk93ul5lw3SSfEEerrj7+0dQ6XkLONzz2V36x2IluUjw/weQRg6NRPgKc7e5ZrBAILLde6nI4+u5HhMzNPgRl16GZigDEKkz/CEMojXouyNiJa5YozqRC6FhdBYaUQ76cD2oEdHOVi9nsYoeBSDrRwm5vQ4X8cQg3ZvJouYREomN2uUriRthAghYCqr4M6kbNuvXZlj5jzG3NmV77kgRCKuDM3sxdh5H8SoX03Rc6ahFVuTx7xvjpPlfD0L+BCRPCOpPM7D5nW1clG2iAG8jNdAz9AY+9T6+PaPdz+IEfAl5BijmyH6J5iIFZ05Ecnzh2y2o7dWxYt2dHNzWcVkcKMPcr5h+aYb4/LMpCKyvdqdZFP+/eyPMFDGRSqVdS75ZuukXxXTOdAbnWu0Wvu2KowsoCxlFJ9/tEQDN2JYxEAMUUGYc6QEEgdwJkny1FfJYWyg+J3L7Xwm+9Ggxn5BItbV+U3Vcl637MTERHZxHIjlIMGegTmJKnZUKVDFoPckC5YlKb0ahUxxu9wOqgHJucSRT9yp4ZW0xbCrWXJW6BcAh7MQ8+LJm2IMOrdIySnD/rzhZg07aYOvjTri1o5t1+E8BBLWOUwke75Y/GxK17Y0VZU7fcBUNX4yRVJLqmrEVCRRPxOb749rGoiJGANz39BuN2wrQ20EUqByFauzCyyJCYmw7ji/f4zxnnriSOs1dt5QVY6YOtLMMz+6xcXlFnvNUnUXXLtzAz/RTRQ7IVhHNZsi1Mwmhq/85i/xoY//Hvz6gi996as8WQcmlWbKYhy+qUgSSKHrA2vlFSCnlGiahrbtQNSpGVSYLFYw1mN8hXcekTUxdOhUZW1td5niTl2ngzKtVbOwajC027aBejIjdFr6aFtlYFKX2Gw72naLrxqsMczmE5brlrqZ0HhLVdc0kymLac3RomIxq3j8+BFdDByfHLO6XPHmvQc08wWvv/UEwRGtp2qmNBPD8fGSB48ecnpyymJ2xq1b+zx7Z5d2c86d2wueuTVn5nzutNNOkUSFFQfJ5CTG9mu+xJ9evE9CBzNaJLletNyFMmlGCEl1LIW1SVgSNcSWyniee+6D3P36G1xcbNm9tsutOzf4wud+i2AMH/7QB3njl76KSR3Erk+gJMXM8BrIsSElZZ1x9KJmpCR9EDK4spLjgQ6BIyFqWZEyw10YCxlYOu2iGQzhbGYEvFe9U5cndvjcklwYF2PU3bmf4TOa9VuABaQMpNKwmRZQlRFhYcavzL+jJK26Pas2wyBRyGGcaIQgQaUESUvbgk6HLyXMlFv/o+TXjNJ3L5Vg20nQOVACNij4tUVMbbKOLgnBJHWnTsqeYCNIpDHTXCDI8gFb/L8S1qj3lTHF64oehPnKqwYK1XHFFLA2YcVhku9b6DEm62fiUO7L/bE6gTqDxrKHMiTgViQHvKEc1MMSY3q3+UGywfAqWQsz6HF6BIRqioY9S8a/+i2Odz2IgUJtmXI3lE4zw9wkQ37gS5YgqrA3Wf8x1Liv1r6LTgSGB8nIQIPqon773Sh+JmVhWFMCVqbqxfT+ECZ/HyE/nEppR9Gg8jR9p+9bqPjykOjfQ2vrQA0qONF20VREbVkETf8gml74G2MqZUvM6PWNNb0xlEbJiJXEzMKOEfZo2fcVC1I2sos4UaOpkr1SHuwMkkpgMqKBQ4MTWAnsN45nXeIgdDw2OoJA8oaqeotcokj6Oj6bmukLWEIUDnbnHPkN16VjYg1NU6swd9vpcEDvqZuGyteENlBXNV0MxJjYu3adzWpFSIlmMlE2Zb1henCk9ybpoMhuBaGyUM2YJqWPXTR06yXWqYFauzojtVu9ptuWyaTRQWtGcJOKLiWMhaO9CQ9PTtnIhPrGLvP3v5eV9ewczjhZn7FvbrBZn9EuK87bJc9MD6hwpEo7Guq64ubhAZvVks3jY776+l0upQAew2w+Z5m1AIk0dJ6M1tHwXJWgo+wAtqNuKmpfc3J6hsmdYT3NjcV6k4GOoSvzeqxVcaO1pK6jaSZsuzx+ILM4bddpC2sIVHVD09QYY6jrBmyNSXC4M1NGqrbUlaXt1jxZJrqTLd1myRvffI3Hxxcc3LhNu1FH5emkYdNG3GZLd7xmf3+Po/1DvKvZbi45v5zx4HjBq1+7y6uvBd7zvCV2J1zbX3Dr5j43bu6yO7VQbcC2CA2lI264aIzWaG6JTdDrY8T0zJb+WM7Wk9AmLQs0kujMjIvTLctmRbed86EPfQ83jm7xC//m37CNwnx/xuX6hFu3j9i+ec7leklE6LaBmHVGZUaSZCpJ24UV6GO1maHY+Gope5jHptXngcVQFgdlqNzYjmHk3VJaqczA8miCk8WgKkLEZuuD8bw359wV1lzjbSFPrpaVSteOHcXBMTMjcSibFL1RGU9SypYac8scvdyejhmNbGDUuaTMtTLto70BZX1LLDVi6CShSBF8MkgX1a08Zi+XnoUrLI/6+hjAVwaSltnKtdM0TR2mNdZnQJeTbPrSzWjvk0IdDoxeWV/lM5efjfk6Pu3Rk/PJfu/C5M/6tBNviRcZhI2lFeOfKfexd8svv3SFY/v2jnc9iNHyS55pkb9WHnxvXXbFzADCXL1xut8NFDpcpTfLMS4xSbq6mK+Ci6Fte0x59uWpjFRNRss2l5O07ERfLy69+kjRpUC5+bqB99ijf/1xQDD9++pGlLK/wVWQlunCQgP29HgRGpdzzgvMDQ9ySjppeiKGeUwcEDm0wl4yTJNQScRJwsSYZ8cUdis7NppMfRq1OPcZoet6STgSO9bw0Z2Ku0Q+13U8FkfIgamqKl0oiX66dFU12bBO3UGrGDhizftq4ZmppZk1hBTouk6F1tbhqhrjKlZthzEqMi017oultk3XkwasskaTyUy1ObHDG0tst1TzBeJhs2mJMkXaLVPfsE0rmvmcdHnORBLBgMTAdFIjseV8tSKZwGJ2SH1jl+VmA9Kxd2tBYwzVjR3W8ZKjo+vY0zPmy0uWm1cxzYz5dI/dvWtsz5/w8PETbrz03cRqQvJzrr/nI3RBOH7yCm/df8gaaLtOBcZtC1WD9Y6JnepmgYp4TdINY71eq08HptcKpBQJXavtznXseQfdmGz/nI3n4jRNQxdTnhJsdPhgUo0LNtJMZspSdB02RibTKVVdMZlM6bpOW0wxTCeOqTPsT+DF5w+4dv2IV1+7y/F54tGJlpG+/pUvUU3mzPZvsk2erutonOP8Yol1FZutDjNcLtd8/te/gPM1h0fXWJ+1JL9hOr/ByekpkyZRuwPeuh95+Zst08kTnr9h+PCHD7h+NKEyyjlciT/GPBU/CnsQS3Tq40BpUS4ai8ZPsAinp2vaZeK9L3yCGzee55O/50Ve++orfPnlL/Glr36Z0/WSR6vH7HzJc7J8wuV6RSC3/8PQ7p3ZgNJmrKaWMbdllrKFsrK+0s3fOmVjYNgL+9K2Gb7eM9IlEy8daTkJCclgXG5SM6W70+c9TwWyMQ6JYhqVuMufGK/G3jQCJyVgl/8uIGh8JBlict9mri2pCtDEYJJeC9U6audbeY8isoZRxxelzTuXdYzJrsVlsKnV6dgGLK43QU3GYIJ61OI9xmQg34uGiy7KZNYiYm0um1nUggEVFJeOWSGO9EUDc96X1Yw6jQtDY4nN7JqOvSBPb5BeFD0McSzaLgUakveolB+KUqYrAKd0xo73uCtAZnR8q+9/q+NdD2IoWYG5Koj13kOKOevXTLToVAogLKWN8YK1fYZfWA0FA+OOoQJWxixJWVRDa3apy2b064up81WK1JKDiFH/CEM+X9EHqfz/VQdVVcbLCEiNM2q9HIWSLcLhwsbmzCl3EZTzKbqalBLOe71AI+DUe0Lk8zEpMrGeBXBgLbsSmXYRHxMOwZHbqTUlAJMV8yiTpKU2nR7tykOOtltX1mAl8fzU8LtCzaMkHEtHTNldtmQ1uVNmOp3hq0bZmRRZOMO1SnipavnAvGK+SDCtqKJn0kwI21bvR1NjqoaIwVUN0jQYY5g6DXIi0BnwdaNunBhC7FjMppCEaB2dgRmG1EUuG8vpasXsrXtcu3OTTbeB1YZweYGbVmxNYLHTEDeRaTPF2ITEFWYD091rLE8vmVnH5f1TurNIvTfHP96wPT/HOs/OnYa17zi3X6W+tcQfXWe/EbYPvkZ18B6YLEh2QtiuOH7jNbabDRGhygxVTJHJdMLxyQqJKuotnWqz2YzlcpmzX0eIwzBQtbt3GHFs1x3WejBF9FvAuwLS0haaYkKMlvhCVNt8Y43qauqm32Qm0ymz2Yxm0vSBt6orUkzEkJhNHEdzePHWDqZb0l1Y0nZD1yZW56d84dO/ws5ih4Prt1l1sF2tEInMFgsWixmPT04RDN5OWC67bB4G55eXYKDdLHnxuWepU8fNowNsZZBLx3s++Am+8frrfPXeY958+IQPv2/Gxz58jWndjhhMeYfAXDruUs6ws7Yhe4WU7iETDDvNjK9+7Rt8z8c/ycnLv8Xp117h4iTwy7/8K3zmP/wiIW6YHu7zf/hv/1s+8/lf5d7jN6nrCfFiSRChCzHHKuljj1pBFMFfNlnI8ctmds15CymP+igxJQliE4zYuXGCVP4u+pSi5yubsStlemdyO7DGKQUn6pfknMbWsS/XAFSuDr0dNzI8nTAOMWvEAJSYmf845whJSzOFqUFERc8hl8BG4xoUUGSRdNLW61JqIzP1+kfBTTQ690u6gIgleSAFauMh2SzojX11wJnUyxkiWjYiquFlz9rb2LNjOlfMZlCTNUkBrBMFo9ihtGf06xQga0yvbSpJbbHbKFounrrHPQOW99Hy8zZ/rxCQpYPJUCQWoz2NoTQFAyB+297E1X9/q+NdD2LUE0UXTnFqAMkMqmRqU/BJwIqKVnN3jKdQXUlpQ9MT6brYAWRoCyz7sf7D6ILnaodSMZrrXR9NfoSS5E08eyeYvCCMQQpdm4poUI9SU3beX8k6rHEgpu80KMg45jZIzcakLxup5YN2j6SoP2vzYChjTT+bqQdF+UHFGLokOWCpPsYZwSVhimOWEvskdoMwt1DHgItRrd2l1KVd7r6QPEtJzbAIUbP4XNpwmgr05+YsVFFYmMgOqC7BBMQZSIHoHE2lzIvUls5pXXq39ty2gU/sez56fc5zuzMO5p7V2RMt40ym2OlMr6vxiPPMDmbU0zkx6TwkGzqSWB0pIB3taqVB1ltqPBfHJ0xnUyyeST0jxBXtcs3+3nVmN2/RtS0xbTDrS1K3xUwqzE7NLhXtg4c0m5Zt18Gz14inS9Z3T9h9vMZfbJDksfM5O3vXaXZ2ubj3UMtWRO5/7Q1mz12HM0+1u0IWa0KXOLn/JrenO2o4ZtdUNrE5PmZ/b4/J9oRL6XAh0ljPxekZ3k4ABTBd22GsYbNulRkTbWFWi3V9xpxzSHZiHfqSkzroZv1KAf8FFKUQVReDyWJfB87imwkpJQ739lgtl/i6ZrrYJcSo5UACzlm6bcRVhsa1PHvzkIPdKefHax4en3O2XHHy5AnELddv3cY3+1ws15poJKGqKuazOfcfPObajZs8ePwIYqSqanzdsLu7m/d4YTaZ8vD4nNvX5vzx/9UPce3adf7dp3+dX/3CFzi8+R4ebdecbT2f+fI5bz36On/w9zzPXmPwBoJVrVcprZVhfiLZAklEY0sG/oiKNz0Vx08uuXNtwfyN13jlrcfQnpN25qw55fDGTf4Xf/h3cXz6mMcnx/zC//TfUc+mdDFwdnKqYway50lKOm1dB0zreopJW7bLcMikKnn11SntkagZpoG+DdcmjVVqjFl4pCxcyeyM5BgDA2tdtkfJTrWulERyHCrMgUhQ2/yYyzq5TG1Kx0P/d3k7BZyplLhEy5YmJpzY3FkI5DK/IOAskstPCopzjJbSIaZlNQnKEmYhicblFDDJ9k7CSRJBFNA4k20yEO1KNKodcqhOxKTSaaSfXRRD6hwsK1gJWjqKnmAiXiwSItZEks3gL2oPk0TJrMyIqZI8Vy4lZdYLqMIQMliqbKXPYp/Yuj6Ol3tVHJmFUSkpjUrLkhn68X0mM/OlrJafn7JPFXamcDOmf15GgMX0vTRk9Pmf3dOfPt71IGZgCwYUOHgRkL9nenChpZxi4JWN1vLNtdb1t2awFB/JukqtMIMNhL49cexWWo5S1uq9FooGJmdw/STarENx/TyJIfPpqVcG6ppcIrOlQwp6irP/zNaUJX6FFi76n5gf5iJexoDJXUsme+j055400GnZLlGbxBTLPCV2EBYJahI2e0JYBGPBO58RvfR+p1oxin17tqSoNGmuoyNav5aYqK2hrgwpdHg7obYVrbWAV2vvGKnrGiHhJUFKLJznmQo+dvOA5+YWl7acH58zqSx+PqP1DclYfFVTz6dsV5d09x+zlRPqwwPapUMcTA8PwXvi2Rrb1LhqQrNYsD07Y1p52nZLigFnWqxJ7B/ssbo8p7OG6c0F5uIJE4RtNeP0wQnu4ZpNbOF0yaoNVHWFfbyla6bs3LrNxatfx0Zow4Zw/Tqrx2e8MN1hmYR1gDSvqLwjboTLuydM9q9T73fYrmMved764pe5/pGPk5yWuY4fPOB8tVY9gVHmTFLEWdWkWONoty0AsYs0TUPlKrbbLcbo0MoYU09XT6ZTttst5A1iMq2vPOsht9NiyrOSDSiNriHrLdVkQtM0TCZTlstLvHPs7OyosVqK1NOK7bpjvVrjTEVsV1y7vcu0Nqy3l4hvOL14xMXFKeuzxzw6PmG6c50uareGmuM5YojcvfeAJNr5k0QZn8lkiq9qnX1lst7CWYyrWa3WPHjrLtcOjvih/+oHufPsc/xff/7/hmvmVPUOl92EV16/ZLP6Mv/bP/wJZtWlri0cWi4p6zLmdWaBSJREBIKmAIgY2ien3Nwu+dp/+Ay7ezWr/V1WdkLrHavNiuP7X2HbBUKA1iS23Ybzx5dstu2grUDjU4gxO7ymkdGbgSzs7UcIZP2KzQysPhNkHZl+Et97yhRYQp/YaOl75DGTO6oMOckqlvxRh6RS5SG0ZihHQSQl0zPDvW6vdNJIYYil7zh8eqsrpRKbXcUFcllIy5ZlYrY1DpsitRiSlMG7A7OjjsTZTE/Kv412ACUh5utbNDXaDKE7QUwKtFO2JrUo4+yNjnAoAxZ1wrc+l9EYXOX7eXsxM1Oh6yj6l5L4als3aoyXzQ5NToadyz48ZuTBlIXBIrlvNDeV6LQPRQ92tC9qI0lmTgpTYkqTR/6/ct9MmQtWfi9fc1ERMxTQkjFoTtb7FyijL8r9y8/n/7/FenRU1g81XYpuJbvyZvpEKTmbjdZ0Mmmhvcl0mXVueCgYarcx33gdoqgLwVEa1PToS0NlrkYGCuV1xiWm8VHO1RWtDrq4y3yVp2ndp/U347LW+GfK+ys4CwPlKiWbNn0Gg6F3Go0jNsSU84GcBei5VAjzlNg3iSPU2G4i2mJcG8PEqSgNI0SjwKKIm7012WtMtKMnqmepcxncGMC4TJeCIzIV4Y6HR7HjzWi4qGeApbKaoTmvdXdZLXn+8JCPXN/hPd0xd2qDXV4wXUxh2uDriiCWytZMJjM2XcfFw3OqZsLy+i12pg1ViCQsk3rC6vgcEyPeG5qdXdxkzpPjM+pJhfMzpjvagh7aFXSCmU/Ymc44eXyG6Qyr0xUX9+5iY2DaJrr1lsnzt7lcC7PdhtQFupMl/vld7r9+n+t71xES8fgY++YDuvMNJ11H88whd1+7z3x+g7PTU+b7+ywmM07efMBGIs3RLrPDHQKOzeoJvpnRnl5i2sDpekOXJHfSauvmpGnYdsWdWZ9L7z1t214pkbbbjqZpMm8orNdLvK9wrkIk0XXFOVRwvsrDGy22qiCvLRGhaSqK5UDo1hw8c5OHDx5ROU9V6SiGSeVwleX88ozHb93jzu1nmVQWbMcLtw+Y14nLyzUXq8DF+Tmf//SvcfP2HarZLus2Dz+0Fm8rijGoy3OsTs5OqZoa65zqm4yjS5Htdst0OlWglVScee3oJikFUrvlfXdu8L//U3+ML7z8dX7jK29hXcP55Yyvv3nG//gfv8Qf/v3vxaTBtbis07EQtRhXRgFrK9rlBesHbzFbXnB2/wHNtSPCjRu0OC6i0LYBiZEggS51rNtIG2MuF8X+PVJKtG1HkpgtIKQ3ayv+M8YMWbCW9/ImnZkPk5MGUzqTUP2M8z5vhGOvLQjdMAw2Pzz0Q2pL1h7V+M2YYmaZE0VRbVzfUJBjbkpXfaueLseXkuPwliUpg2RHpbo0HjybAVjKnlIh5c16uEfj99NBi1rqERFMSH0MLWMLJLMsJtslmMwWi4VklBFzKFAhOcTmBLYLWO+w0WTAU5oqBCNJY6F6amKNJnJgSCbhK0hquYzOHXOIqFmedSazWtk7C6vT5I16VZksprWZgY+SEDtq+Cjvb0fu8aMyFOPGkQxeyNUJCntnxvvfsCfZ8T6VNZ79/SuA6SlLkG91vOtBTObU9KEplGNpFbSudxAFRZGUboq8QMtmjajxGvaq4RMZaPTW/QX09F0IV/Uqw1Rn299cuCqaHYOZnukpbdNw5ftjUDXW4LxjjXj0vae/plWn/LcdeXowfL4kiqK1XpzBR35vmzRYTUTYFdgncGgcC4TKRLwI3pi8OMg26zGDEYM3anZXaPWRLCyX9/K/YtSMNcOm697xu3Yd16Pn31ys+UY0bI3Bu5ra6+NtSMyd5dr2nPdbz0euz5iEFc4aQtthmoaqWYCzdGGL28Lp+Tk3nn2Oyk+w7Zb28oxgkupKmhomNSZ12OmCSwQXtiz2F7jplLZLJIFt2GCM4fTJOTdefI42RpoUiafHVJuWua0w1rE9O8FYz+ndx7BuefLglAphMZvQ3n3C7qTiyek508MFTBrqELjx7DVOz07YnXgWTtjDspjtIN6SJNK4ivl0QRDL+sEDgrfs7u+xbrdcPnrM5ckpm2y0hWjAbrsN890J2041DF0eqGiM/ncIIT/LRRemG5zpA2Ps1xfJ5GdIwULK0bBspibrDNqtYb6zS5CANZbLy/NeV9F1ws5sSowht6Y23HnhRUzYsrdT8zs+/BFu7i948/XXqX3DyeO7/Obn/hO+8pyvO/BzVIAcMNEyaaZ0IfTnj1GvpP2dPabzGcZrGbYLgdl8rk9g1I17ub3kjQcPuPnMPtYaKuN4z3vu0NQVr7zyKvdOTphMF3h/nV/93Of5vo8+y81DB8R+nQ9OsYNTryShMhXnjx8xOX/CzsVjLs5PmH/oJc7rKcuoZTnXGWhFu7qCDhA1KUHU8kGZ2yNpaGFNUfqyyRUAA7mNW8sAKSRMpc8BeayBerrYzErrkMGSVFnn9WYWE83M1I41FpJvuKBdn2piqYywamdGfi8mA+aUsr1+bs8exacx2zyOeeUzlVgZk3Zg5f112Gz7OGgwedholETSeQAK2rJ43WD7OU8iAzgUFRT1n7O/tonMENODsxgCyTmMVYsCSUmHQDqojFMAkwFLR6KqUZDgHMSIGIuYSArkTs2A62fBaYwWQW0pjOlNJlX1Gxl2CHRwbIw6esBmMW5m6HU5u0FfJLmx3wweQeoSnRs59HYpy1WS6SLCzuvKmVJmGq6/IRfuJJeezNAp1u9nUspIV/U03+p494MYHYOqN9kVY62McjPt6p3TsonRLgmRYuSjZSGbswmsmhgVqlaBjNGNwBStScI69ZjRZ872vgaS2yiLs2WgOFvqbbY58BT/mJAFcr1hnhkeHhiXgeRtC3s8xdq60g6Yaex+XkWBEDl7GTFNVgQJ0mdkWLBS6qYxuwtnSjoKlTi8NbmElDgEJqIW/FZ0lpMhU7tJq5/lgXfGQkh98O0BYn7g+9ZBq54xItCFFutqdpzh+Say6yxvdobTsOW+qfCmoQYdCxm33LKW75o4PjiHQxuYeYt1NWk6Y7J/qC2tEnCVAQe7u3OMS1ysTmAZmEznmIMdmsUOab2kao6oD45wosyCRTCxw2AIbKm8x23BELl+6w52I3SrS+TsEfHRXdqLc5rKs7q8IFqL37ZsL9b4xZz64x+i/a2vcREFWW+R1ZrWOOJ5S5Ms5+uOm/sTFpXj5P5DFgdz1ne/wWxvj+3dQL1YkGrHxeNH7H7gPbTdkvbimNRtqCYVJw/e5OT+I8QkorX6fBmIbWDbdSTraSqnGbJ3rNcbNVlDn9Wu68DApKpIkmjz3CGtnQOxw1U15Ezc1x4rTruKYtSs3Rqsg223wbXK9FTesRKhazt8VRE6IcWWqpmwDYHZdIa4msZF9ibCxYM34HLK+vKS+/cf8eorL/P8iy/y9buPMFVDyQVnswkG3w9WtJU6Nkdj2NndZTqdqVV8G/B1rQxTSpQUfSuCMzWf+dzn+PjH3os3AecdJlp2dmf8/t/7/fzf/7t/g2NGt+1YrS2f/uwr/NH/5cdJaUtAGQ3F5zFnssqoOlthQoKLh6zuvsWN3UP8x17icRK2IWCCDhEMMWhJKJvXhTxCIMWobcD5a1ESXYiEKP2oAYlaGirmGykDFeuzwVyOV866XMItQtxI7GdkQTIGpzWB3kOo72q0TrUsebOTrGtIUTVzWVFMMknLsClvlr1mBlBTbWVuQH1pRjHJlZJS3uxiBkhlky2ixZ7lZpT9588MBrF5vWLpUraNKGx5LMJYAaPJSAoRm/UrMQiSk6yUsn9W2SOSgRQRE4joevDOEsSo70wW1+p3lUmxGTDYTrsuhUCyZXRN0hlWIRAAvO4xDjUUxUWsgxC6DO7y6A9EX0scMQmdoM9rifvJ5tqOgk1rc4uISD+7rMtdsLq1DSWpJO80wHFgXTB5LJQUBj/fCaNWDqXEqFpHvR6u/GQ+p6crEt/qeNeDGK1zWi0HMVxwky9YcbpV5iX30SP9xewzAPLizroQ22/2b7/oxRuDjGoH9qcY3knPZGBzPTWfa6lJSz7HWDYGw9VNfgRcxpQrDOfTd1BlRG2tI4SkQah4QDCyDu9NjoZA1KvMy0Otb0hMhmQNkPBGwcoEYdcIewgzDI0xOBG80Q6jnkqUMmul1NuFFLRTrO/+ykGhzxTSsHj0ehqwCWsis9pTNZ4fqueEe+f8artm1TTsTSuupw3X6fjY/g4fuj7lQLbMXIWYRDNraBsd7DidzTTYK7dPVU9pJnvgI9NnD/A7e6zaSD1fcHH8gNnOPoGabZdoZjPUpCpx/ugRk9k+64szbaVebzG1IbUruscPaVZrVo9OcLMpJ6tL5HxDOlmxvbiksob2YsvFOpFWW6ppQ20sdpsQE9l2Z9S7C3YmE04fPyYgNLM5qU0sJhWb02Nc29F2S3ZfPMQuamwIGFOxv7uLIbFZnbO5OOPRkxO+/5M/yL/4pV/pTay6tmVRVcwmc3wK4CztNjLf2aULHSHro5rJRMcuONVwOHKWncBXnuX5OY1zOGt1HlLXDWMuUkBi1rVYw2xnFw9cri7BGS5PHiMizBdzLpcrdhe7+Lph2bWsJ3PmTc3B9QX7zYymMlxenHP85Amf//xn6cTx6LLDVFOMrWjqKcbokMkQAoJhMp2yblucr5kvdljs7JZA0T//UpjWLPB3FmxK7C9m2GSx4pCkNvqT6Q47OwtS2HB2/JAuRrabDV9++Rv8kR/+XiSF7OukyW/Km22MltpNuPvN17DHj9jfbDlrppzdusbaOtoUCEnosrYjlcgkZUBgJGbWJUQtdyQpnUhkf5PMXOTyT+kQKTK3FHXmmpgETq+TN6onKxSJAEGEipKkgcmlBZs3W1DgoY0J+kNFrFsO63xf1hHJRqGSuz+9zQBFXy6i3jF9yarE8qLTKxqZzABZo6Lk4p5bttQSEceleI2t+WEVetBlCkOBoQzUhBKjRGNojoeKb1X4W/aFWNiYpCMisA7nTVEdallVvBpJiiaJ2f0BMTrl2pJN8Zw+J95Y7QiT4vbb5qGQHiTg9IHCVZ4udFjj8V5LR9rFqjPcUkpqIpgBoJaOcjS3kjus9PlPUZlyyc9AL8bNz45DSL0G5+m9T0reqZ85x3plXcrGS3/f+j22JwTKPkh5kW/rePeDGBnRnJmVGR/jzXusHRlrVUBFiLlh50q5RkvmQ/sY4776lEhFURJ1o0fIr2MGU6Rx+YgxzaYMTqFWrR2Eu0+XhMZ222Nw039OBnBV2o97QdpTYOhppkefyeH91JegUrdV43EEGiK7JnEgkd0EE3QsgDe6YAvdHHN9uFCTiBA7HbiGflISeaKr0WDsXA6OKTG0JoBzWpKaVDVN7XjWrfl9B57ZceQ+W246x3fvTrkxcdzYt1R2xcH8gAj4+YwLErOjI1IH1WzOditYKtx0jm12WbspsfF09YzUWrxpeHL/goPn3ss6CTM3pfaeiGPiHJuzJ9hmF+8qatchssXaCc52XJ4+wpw+ZrU84+hgwYPX32Bn94CzdeR8HfH1BOkCSKK6vMTvz+lWW0zo6LYtO7sz2qrSOvtqTUyR6cE+LeAmE1rTMjlaIDZR7TnqiSCHU/zOlHuvfxPXwPUXLFPv2Z5fcrpac7JcUTnLJqgAMbRbaq/1bOtqLAH1ElGqe2dvl269oaoqlpeXdCpa0CAYA2KENgQmOzvazZJ3zBQiMW7o2g0SNqRuC90WW1VU0dGdr5lYUZfgFEghsrnYQuhYn23BOUwzwU8n2O6U/cmEzcUTVheBJ0+O+bf/9t9RVRV+doSdzfDVTE3xqobKGZarFevVhmY6ZXd/j+70FOMdu3u7bNuubyUv5YfxGsAYKgs2Jnb39qgrj0gHWAXSUbh98xbP3rnF3QdP8NWM3/3D/xt8eJNtm6hyUmIyS1C5SjPn7Zq4bbllhUcnD5Fbz7C4dp3HUTfBkBmCINolpOJTCDFlQWwBXLrhxhgIIdJ1MQt4dePsQiRFesBT0rhesJrZJqyMOhc1pjlndcMlt1w717NI+jP9Jcr6ilH8zN1A41hKmZ1kVYNjrLmio9GhixHjtRTvSvmBQbfIqJmhACZRjMHYeK4Al4JkShnDOdfPqUrQl9psNqBTGweDGEcCurBRdjUEpRiyDkbLomgsFKPOv1FwYnOYSoh0RGOUxXR53hT6nLnMqhMjVjy1d3RtwlX6U1irHkmSwLvsIK/jIoyA2KHlXJQ8zjOwYr4PFueMslVoDDZeE2OJiWSzt4wYbec2OkaE3EGGNUOrfGH3zeDpNd4f+mttzFPrZ9g/hpR42OuMySSAtf2eVw556t//peNdD2IKHWZyuefqhR9oT2U+hrY/eGox5KPoXnq2JWcNY3AxFtUWR041qMvKesB4C1HrzeX1ylECaukeKFoVMlNjsFccKcvn6c/RjoTJ+kmu1BitG6ymy+e8UlseASLydSkdFoNSPWFEbaqrlJgbYZfInhVmQJ2Exhi8EcilOGw29EvDCPse5WcBc8kaEyEHRwGjn8Uanz+XxXsLVkfc688kdirPS3twNGtYGsd8Dvt+jZ97posJO3sH2MmCUM2ZHuzR4rh0NYu9A06OT6l3r2vNeDoFPyPN95nvXMNHOD4+YefmLRZHkYvNhsXePq6uSF3El8zX1NjFAXSRZGrmu3POu5YqbFjff0A8O+XG4ZzwzW+yZwOnd99ks3W467tcbju6iy07i5pmuebyyRmLqtHSSlOzOb9kcrTHYm/B6fExe4f7RGeZzyaki0s6G7BNw3x/h/X5Er76FtXuAXLtBre/6yVOL55wuVrRrjvufvU1LjZbPv3531QAmZPNGDoMkrsiNMNf7OzivGO1WWKdo2oavHNMpzNMXbFcr3VYalKmw1W1sg0l8w+J0LWk7RIbVmyXJ9i05dlnr3HnuVucnq3ZdIHziw2rTRYjpo7l2Yq68qy7M0ISDq7fJK0Mi32PZ81qDW/de8iv/uqnWS3X1M2Eg90puAlRHGHTkYIwP9rjcrmkrmsODo84uzjHWNUHhaDmes45rl+/zsNHD98GYqzztKElJsu/+/SXuPvoCTdvXue7PvQB7tx5BmdqLi/O+fCHPsBq/VtESdy/9xbvf26KdWqEmLpAWK84PX5M2GypJLE5eUB3/pjbN65z67s/zHHlWEcFfjEm6BI2WUiWqPp3LRElIebhoP3fQXQERN7EkxhiUHamL0Xn0kEpk/cdRCbvplJYhtSzoTGKlo+c6U3aXIk11mV32sLPXm1QSCkP/MzXM8aYB7qi7ey+6pMakweM6kwtk/UaSTUcfQSjj9MlRpkMYLS8VPSEto9lhfm1Q+KvJR5jidbS5Y4jdfXN2khnMtulXUuSPXQka0QGP3yNYzGoL4xJRo0bYy5Dusy2O0cALL4vqydRJ2bvPcY7JBo6BIvTDtAYiSL4uiIZdKyMMVjndZCqqNg+BF0vEnXtqXsvvSeTJny5wlDckGXoSDOl87Zcnai/a4xgpEgvxoA+J5ojYHhlbx3tQyNCrP+7lKIKuFQtlQLq0p6ds12+k+NdD2LK1S1I/KpTbgEr+oPF1l5SHoye2Q+bL65kIZ0CGYab0y/e8oa5bGTBlPbjTFmSTdxKpkNKuY1tuPFJYn+u5QHpT7Scqyv1w8yy5HTEkulwY/pv9i7D+VktQl7nimnR1S6mQuf1ltRSzMoiJJ2EWlrvahJzk9jFsGsMUxEqI1TOqRAtBaUsBYrvDH193mQclQOtNf1YhULEls+RjGi7tfYWYsTrOVQO14BUgsdyMPFcn89ZB/VGEGs4vLnPxUZoTUVVVyzDlto3bFeJ6Y19Vl1g9syz+OkE6RJuOiVYz87+ddqtsDrfsn/0DK0AdcO8mtJMZ2xJdJuO+WzO5uycrtX71uxUnL98D6mvc/f4CYeyZuI9B3fucP5bv0l1fs527tl/6b2cfu5VHjw4YS2BG/WUzXqNrDfU1rDebNk6h69q9hYTtt0Wv14yu32DdHyGhBXt9oLuMrF/tEd7smG5TUyqBvd4RXr1Lt3+Pv7mdWbNNX7jS69ya/8aOzv7nMSE844QIiJGXY7zBuZ9xdHRIdvNlkePHlMl7S6S0CExsby85PqNW0TU36fbbnvhZwhRXZGtR4iEuCVs1rjNObW95D0v7vBDf/C/4Xf/nk9y5/n3cPfeA77yytc4O73kX/zzf83du/cQMdzYm7NZbbjsVhxdO+SDH3yeWdOwM03E1PKZz3yB1167S9hucL6mWRxhmjnK0Qt7u7uslksePHqCQdjbmbOzO+fJxSnTyRTvLL5y3LlzhzffusuDR49wVaWbULYnMJIgbiFAMo5Vqvn8y/dwL7/FL/3HX8c7w53bN8A5Xn/jPk9OLoHI8qzh0VsbTo6f8OpXfosb84r3PXONSR3xbs3u7oLl9pKDmzdJR4ecu5oQIyKRRMxlFS0jFAF0jEl1JOoSRzGwi0BM+ruStKNPcjZOZmMk/yngRTcQk0sIeWNLmWZGsmaibErZR8bl0nPeYwZnci3txqgAQkFLZopFiCFmh2cdnZHEQlS2T7u3c2eVEfVEMQ5DYcYG/QlievahxFyNhNmGQhIGn1ueRecvienFvn18Q4FgQj2q+hJTPyZDGziiiVrWwhIzi6CklSF0Qa9lSBoSc60wBf2aanDARINzgji9H8EabFLg4SqNX1ailoySwduauI3g82DZTvCmIohD2g5XkYXIWcSbIkYqTBbmaodanVm2giAEnWCXiBJx4pUVkrIv6GBcMdJXmAySZ2Mp+5MEfAYbyRZfHduD3XLEfgzB8DpjGGqyjcnA0WRteN47i+ZmbKb37RzvfhDDaBNnYGXK0dfgKBkYfVbisotvyTiMya3UJl/kDI7G030Hqq28fjZqc4BRirjXluQMwVqtGcbc0qyUntYm1bdG/QUMTw1yLHStlAna+lWXxxcIRRczLl2VhzMHOkYdW31pS0oNaeRzo0HQwuBfI4KXxJTEFGFOYpIiNYZkIlv90Fhgkq9rSikLqu1I/5NBXK5Tk23IrbXaHm9tHpAmOiqiUtt664w6YdaerQjRqKp/uV6SjMUlR6gqTk/P8deepZtdY7NZs9jdYbuJzA9u0mGZSKK7XLJJloNrzyDGMd/dxxrwTWLy7CEtwnx3J4skhRA6nKuod2t1HK0c9WxGajcsHz+kXtTsNBNmyxV25oiuYX12n64W3I0DJqZj+/ABabuB0LF/8xrpyTnnoaWWRNMpnW7qCc3+IdIucSmyXm6YzAyu2xAj1NNdqmf3SVF/Z+EmtCHSmS3m7JTw6CHNzQPMbMIHP/4RLl5/gnFTTmKiDQmyzroLAdO1xBCZ7S84PT2nrmsmk4mC2Qih65hNZmw2ay7XK6q6xnuvQm8zw1pL17akJITUEUOLDUvM+gG3r3n+5J/83/GRj30PL77vo1TNDtZ7dvdu8dJL3023XfH+567xypdf5t/9T78EKXLnwze5/2jJfO8Gf+C/+l185jO/SrfZ8o1vvMEbr7/FdhtwxlBPJuzeuEXAM/E1bRtIbYurPPPZLt16xaO7b7HpOhyO3Z1dYhK8WB7cf0BTeVIKxO2KpnYk6fBG2FlMWa+3rMUQBFos1taEFAlJyx9f/sYjneXkptQLWJ6f8eD+Me/73g9xchw5ftDyoe/eYRIuODw4ZG8+5eLkmPd86Ls59Z5zY4jtVkFiLuNIzJb4EonZAkHXGxnMaNtvFwIhBkJuk00Sc4KkgtOuCxQzWjLbmTJboRtyBgMWZWxGGppSCCi5WrGPUMb67XYQfdGgz+6EonkobybkYYlis55ElAW0OWlJubRAUq1MQjdzoTdW6/UwxpAHsNB7YeW4oSahkokDjdUxBUhgk5AK0EKdv4Wi79NzI2kZPFG6j3TbjSlqWQYFMjGULjNBOv05kyCStMyX94uUXd/F2T7mGvKMsqiJm3GOTSpT4EPW6Ch8qnzdOwNbJwRjkQDeepLR9muMgaqGzuBc8W/aKrj1te4dBkhBr1tKOOfzcGST61um7851JTt2AzOZRoyLyiHtkIfmvXWYTVWeIHoG7UrnbX4uig6m7GeS94vvhIt514MYm8WFMFzE/mIWFJhZmr79zOiiLc6FYyFtLADC5IdqBAieBkjjWqFSt3J1YJYZbtXYOttZm110c8ARemHkuMZbxMj6Fmb4W/oT6Dujnp4j4pwblY1M/3q9dfhTP69dVKZvd7bWYGJiKsKCxIzIpEtUUU2oOoSVKM29Yw0Tl9O+fE0MyqzYPAnXQj/00Bj1S7BGDZ+MtxinwMh5j68quhhIl4FoE9a3JFMhu5OcIQWqZkK77XD1lDY6TteJh8dPeP/zt0jioJpR3bjB2WuvMTcwuXaIuXabjW2YzxYsz1d4bwg2ce3aLbarNQbDo8ePmM/nINJre9548w2eff557HzG4698kcu7D2h2HctHb/Lm5z7N7/hvfpiTx45Vu2K2v8fqtKM6vmBzfkEHdHtzTmvHdG+B39vn9NEj0sUlTRep10u6e29ykAH1zmKX3WnFhYWJ9aR1ZNuesbeYc7Fe43cmMLFYI/hty8VvfY3jh8ccffL7YbFD2ybeenzO8aaDpmbqPe1qS0qREAKbzQYfI5PZjMuse2m3GzbnZ9R1TbCWylnN9kNH6joq5whJuyQQIYWWGC4Jl0uq7oyPvrTPn/vzf4YPfPjDVNMdTDXDVlO8q9DsN+JcxYe+53fwAz/4Sf7YH/sjpLji8uIxR9ef5Qu/9VXeeOsNlmf3mc3m3H/zPu2mxaBGdLP967h6SuMmIDCfzpjN5mxix3q9xlnH9ede4PzigsmsYbvZUE1mQMITmDg42J9ycLCD846T4wd84KUX+fj3fA+bVeDn/8n/g9NNx7ZzOON0TVqDdQbrKk4uL5nOKsQIL774Al/53K/wr//l/8C0drz/aI/05B670ykPv3bK+374h5hff5bzbEInIfTeNcquCEESXdKSQqK08qYeUJRyiUi2xBfoYqLL4l4RZQKs9cSkm62Gg6IZgV64b7Qln8zQlI4eI4Yy6dkZk6cXF81dFvSOWJGny9qSY6u1rhcYW9FkzDqD4DPLo0mMy5l9SAnj+jGHmuRYbb4oIAuG0kXRtPTgILND2vfDKGDSO62X9miTwVWZiRQlqb9JBnwOQ3ROu8dEr3kMguR5XyKGFIQUcudpFKyU9mGd7dVKR1U5ujZ7wmRNcef0cvqqgm0iOIOrtPXbZcRqK0eyligKyEOb8HWFoCakwWmC7KV4OXVUftgHyr1IAtblbjCxeDwqWtZSlDLuPu8DAWe94pNyTa0jli6yYkRKljuQW6mF3m5jYPvGG0j/f1eek/GRzZHhCoPzrY93PYiBqxv8eMFZoAjxy4DIntpyVlEuZnztFZAg/Y0rbEg5ChAomptSqkmZZVFkWiybpbTrD9412B7bXFWAD+TcFRFUqTHmowAfZ60GhPK7Muh0xmBueI2R/80I0JT3L5+nOBuLJCYkmhSYpcDcGHwXSWJYOstxhAddorbwYmVYWGVaegW66AI0okyUSwoKnLUYb3K5LDtipkjsg6uwajd9d1kxrEopIJsWsVHruXELIswnDQ/OL7CHU6ppTRRhGxI7129iqpr24pTpjev4azeRyR47O7s6IHBnwaTyHJ+fcXF5ycN79/j6k2M+9gM/iPGO2LV06w3f+PqrXL/5DI8ePuLO88/y+M2vcXj7GR5+9YuEx3d5/kPPc3nvdXa7NSdti7+4IK4NT5aCXxyyjJaLZPAfeInX/tNvsD5ecnER+PD7P8j5W29wva64OD3jHvDe527z6ME99lcNe3v7cHwOYcXe/i7rJ4+ZHSzYpsDi+iF+0iDTKc1iRn14k0f3HtPccLz56te5d3zGBkvd1LSrNSWLTrkMKQKLxQ7P3LrFK197ldlkwsnFOalrsdOG2LU0k1mvS/DWYlyiXa1J3Ybt8hxpV8jmlOu3dvhz/6f/I9/9id+F9ZM+KQixxfpKy4fO8/9m77+jbNuy8k7wt8zex4WPG3HvjWvfy3zepCdJQ5IJSYKEa9EUDWpKDJkqNCipRAvZIdNILaChqxE1GOpG3U0LJJRCEiq8SA/pXpLm5fOZz993fdzw5ti9l+k/5lr7nPsStZJRjCENipPjZdyIOHHOPnvvNdec3/y+byparKxfQKvAcnuBejJi4eRdaG04fWfgytZlTp9eZ/9gxM7eoZh2KegtrWBaPaKyLJ1YwWiD8zCZ1JStktF4zOCoT6vTRRUl0UBRRJZ6mrmO4uK5kywv9njLGx/i7NkN8d0ASlvQKgqcj7zn676G3/7II8wtLHJ8NMQ5R0hzfqrosIXmYG+PECpaqubChZNUB45x/5B6uEWLOeqqpLOyxl4MFMsrxPEQDo4oohb+xQynJULjtNtsREku7bzIqrPiKviQJNaC0oi0Wvgw3nn5mlU0JKQjK3RyCT1TbWtMs9ZVTKiQnpbbQsjPJp+vKtjS902BBY2rM0EKP5Pml8m8uoxgJ4QlmiQZdul9DD56YiHRWiVj+hhyy1unJEySkDyVIEV2KThTzDCp2NS3be7JrC7F8xjF6Tej2DInKPMAU4GakJUQwDvfEHqlDanSBGrVFLmOnFxJG03ZSLAGwhRdK4uAC4qgHNpaYi22Fz5IcqRKSwwOVcigSOMLog5Em/aPZAuik+dN9iDKHYKGi1PLLCZiwGqDrxUqcZNQOcEVrEWReEAhCSx8lOnbab9wyZBOa0HUs2Q9P7IyKaNmMUE4f5CKNt87AdI4h/gn7aTZR0bFMjfazKiHdGrExXT2os9cEvnbnAjI83PSkcm10wx/dtHmjb+pTELu16b3TtVD/vOGj6MTypFeNMucnffoNANJ6CTxKxKX/L3cepIsRaaS5JC8a0DdltRITzNtYD4kNUJIBxUbsztiHq+QYNIINkZKIt0Y6MVI6RV4zXGEPRd4PsCm85ywitVScyLKmADxfJHumk3eA1ohviFI4M29WAXSqgkyP0Qri/O1bDQ2GUU5j9EFxliih2owwhQl7VZbevXDAd2ypPKepa5GOceB95w8scSNJ55mcbFLcWIN1ZlnbuUEe/0jSqPx0WN7yywtnUApON/rcLA0j6scpS04OujTaZesnVxjodNjoTPH6HAPe7SDsgPK6y+xc/kyF7/lvdz45O8xd+MW9sQy25e3aT/0ILtHQ+KgYvH8BZ7fPuLyZx7nzvl5tsdjtqoKc2uL44nHRsugLjhwFWs3Drijs8jawZjzoeI1K13GewfEWNHtlDhX0aUlvf4za4SVZYr1dYpTG4SxY3w0oI3h5tYept1iFCIYcZ0gGiIiWX7tGzfQpsdgNGZhcZX77rqDL/SPwWharYLjw0OKlmU8HlFNRlSTSDUaUY/7+Emfcf+YUoEbH/G+972PN3/tO5iokvGkplW0KWwnIY+yWWilKEya8Ct2phTGoojULnJi+SQFbUYTx9Vrt3Be/s7agu7cAq25ec5cOA+tjqyrqmJ5bZWrV66xsDiHNZrxpEpjMwLjQZ/zd53hO/70e7l48TwhBrqdTuIGgNUFCotRmtoPeejBe/jI732S/tEOwcnwU+8CKoCxBTEElhZ6aG/p7+3wwqWneO87Xsdf+PP/PVdefJLlVsX62iojU1IpzdHeLkFHKpV4MDPOsiFkmarY1rsgjr4RmUodkpxXOhxaSLwhu/8K2kIQ40EXwu2oDZAnOd9WxEQatFgQn9TmDYKkGLK9w7S9pGgyBtmE8njq9Ghk6swgNSFV72Y6UkQp1RBKs8+L2Jnk0p6kppQyXRtBmSQOS2KUBJwSy30+fqSFlY6x9i7ZaSQVpg+paJ2edxEVyG4bjRElqk/jYlK3hVyE+ay2EhflmOYshWyXEUnyZUGQTJqZm2c0YU2SLQcUtRCEokN7Q1G0JKx7ETpUUWTUovZLRV8hnLMYwcWQ4ndM+800bmcEKUbxinExEHQgmIhNhaI2VjyLzMzgYiNEYmn9B1DJOFSpRNLOqH+UhCyNJcizmULaM2QUQdotX5XA3NZeIqaxDXIJ/gSJmXkoUhfDTw3gXpUCyM2vaAYOpjWdev0pGUndQJsyzxijDFpT6jZ0A+A2ZKbJcJOjY8iIRiaayUGq1Jq6DdJVUFpLICkWUM3vMjcmTyPNiIbGUKe/FRqOjILXevYzZ5nklM2vjSQuJsndph45eTClIgSRHsp8JEUneOZioOPF3+AwRG7Ukate85JEEU4WBa0o5lJ4ISoqazAKCmPE7TFKxel16l9X4gwrRloCfsYQE+9QSHthUlEWBd5aqci0YjIYo9J1ntRDlGnh6kNaS2vML3TYdYHO+kkGe7d45cnPslAbwuIiqrXIqIq06wntqChtQT8o6HYplKaqPP39IbWL6Pk2dfTsDQ5Z752gip6Xn/8ya2eX2PnkJ4mHO1x/9hVWJwOcrRk99xzd4wFxcIjtajCKmy+8THUwYH5pnqu3dnhla4/DwYTH+kPOvuttHD39Apc2b7BbB47CCKIHU3Df8ipmoYO5dpWHOh1MK7LYW8CNRihjmDtzErUgc4c6vTZza6epF9YYRUtZQbU7YLh9zM39PlX01LWj1BYVAh6NDrAw38WWJaboUGDpOM8Xn3iKzok1jg8PGB8fYcuC4XBINR5SjwaMBsdigjc+wo2OiHWNi5GWiqwsC8HWdtv0uj20EhJh3gSNsSnwxkQazQl/KfdEHBGDw7uabm+eq9duiOeF0rTnFphfWqa3uMLa2mkOnWd3d5fFuR7bu7usrK7QP9yntJFq4lNbRNNqd1jszXHfay9Sdtr0R2N0WQo64ARmJ4r3iI+R/vEhFy5s8IUnX6RozVNPahmu6lWaD6NQKvD1b38zO5s3UA9cYOf6ZX7rP36Er3vXg3R6hsMwESTFOWnx1B6coCrhVcmGTxusCxGflDIuZMfdtDdF8Wryzd8iSYKPU3SGmKqopNZJhYwgDSkexJyQiAohXxeJgdI28i6ARVolkbRhZcR6iqwKDyTFJ9m1BNFOUScrM7WSTEXHiK8d1pTT6x8EXSVAUAEVNdGLP7dKsnafWmUm5hlx4sYefDr+EFKckM0zK3IyMbqZd6Q1MTipory4wAQVp/47Lp1vJeZvcq391BrCJ/4NqUXlpe0XvcJEjSoSau+E6xd1bNqQTSSOkRA0xorcmBhxoSKGiC1aOHz6DDLiRAWP0yk5C17UTcEQk4tyRCW/oEC0gqSEENCJ0xiUStx3SZqwNOOL8h5mrRjYmCiCDuUh5DEUab/LnuoxyOdSgAqRIrnaRyl5M6bzFfviqx8xffbpbfmffu6rH3/sk5imdWTEjTK3TabJzExrJScbarrA4XaoFGbQlsTGl1HzWcIWmteRl5gSf+ErL6RuTJYSoqOmPof5fU1MC1hpau+wRkjGpKDfDEfLKI2UGPhUrWhMUyRNJaQ0SMurjy/frNnDISbJI0ZuVB1l6moverpBplYPg+eVAM94zRUHQ2O4aArWjWZee1pKY2OgVKYJlFXtUEgbCTU94UrrxH2xuPEYowpq54TAp6RisBqRRWpJDEbjcYI0oSgKRlWNNhKE1PCYYnhAPBoTz53i3Ooix5Vn3O1gRhU9aykWlxjXFcdHh8yxiDGGydGeIEVFh067Ra/X4ua1V1jptBhcfoFb/T2GB0f0Yp+rv/LvMU89iX7jm2jPdaiee5n2mSUmLz5JHNfMt1v4/i6TUgGGxVaL67sDXg4jqsMRfaN4upow+ujv4wrNHQ88QLy1S729T+UnzPV67I0nXK8r7u+1Ua7mYG9C4TSLVtNyNcGPaJ/doNXpUS8vYk+sEuaWpZocbPHIv/lNXLHAjeGQQwK2VRDrGhXEMyIQqSdj5nqizqqGA1q9LgtumWrURxvN0dExi/Pz9I/6RDdieLhH2W7jJwPq0RG+GiVeQGB+cY577r0PFyE6R2kN2mhJAHTaO7wnm5lL60Fk9CZxNUKAdmeeJ578Ens7h4wnMoJAG83S2iob58/TnT/F0vIpljoF586c5eWXXmJ5ZZ3j7VtMhiOGgxHtTg/nKmoCDstTz17l//sv/h3f8ae/kdNnTgtykdZfjBkFjAQMC4tLtApLWSgWltrs7o5xtUfrguAmgCa6wIc//CnOb8yzuFjwZ773vyX4AeiKsl0yHu/h3bDZ9PL69iGI+kVJsA/TXzaxZtb+IP+9T469gqqqqdldGjUg83ymsUh+Jq0hldFmnVFnQUASVpuQlozcJolukM2cxDkxs9YPSqrojL4oaGJKnm8Uc9xBNYWXIDR2Gmhn4lNGceJMW4RUWCZ68JQPk9VXWs8AOFJ03qZGRTEdI4DEtDhFACLCVY1xOqsupvOrlUnpBLjgye02lXg9zkk7KcQILok0ALRMntahkPteRUwhRWfwsTFPrH3ABpFC60JUfxnZyXL12ArioFxYdAwYLCoGCiIuz84KEawoa1Wa4qdTB4G0FykvqJaLsZFwF1Yk9NZYQpTWnvdejlFHtJXzJVwqkWHrhsMokdfHhMYwldY3+9qrCv3/1L9nuaFf7eOPfRIzm5QoZuXQedhgSmVSNX8bRKpkKbz6AjSvnf/L/iYJ2Uj4bJP55uO4jS8zcwHzwxiTEgZ5yPsigSctUGON9D6JST4YiM2UU8m2jTYSFNNNqtN7aJ3N84Qw+yru7lTB9arjUkQh1hKxQBmgB8wFRysEXNRsecsLPvB8iBwZS0mWoScUSGW+kCfUaehkSrLIPdWQOUHixGuswgHDqmqcTrVSIs0MkeAc3hiMUkzqio4yeAXjyQSsph47WcL1Mba8xmL0hC89xtHiAubEnfRWFhm88DxHNy/RH024+567Cb5kf2uT4aDP0uoSr1y+yuq5CywtL7G7t0t3rsezn/19rI7sXT0mjA8pjq/R+eynUEuG6tJTsH1I+/Q8ftTHDPuoMyeobu5QUtDqQDGpMEttukVBfeMI1yq55QN+YZ5qPEaHwObNTQaHx8R6whte9zr29vYolGK/mvCcc5yqHffceZpWu4N/7nlqHejOtVHzbSa9kqJV4DRQjegYQ60mnFyZ42PP32Q7RLxR4AMtkwKilcGHo+GAM6fWGASDLUuG/TGDgz28kyDZ7fWYTMaEesT48Ba+GvGGt72JT334A/hJH1GWyZBPV1X8+m98iO7aGc5fnMP4ALHG64DVVnxBtBY+CAqMIWrdTJBHa6IyRGUxtsvaqTm0eQGUwhaW1dUVjg8OOHPmTkI1wNWBdrfDxY3TXL1ylfvvu5unnvkyS2sbVFVNXVcsnTzFyY1zdEzJ1mjAz/78/8Idp5b5nu/5drqLbaqoKEsA8WdxoabTaRNCZDyYMPG7tIuShx98kBs3t7l+4yYRaFtYWOpwx8XzvOlrXs/5i/fwxOOfp6s7HA3GzPUWcb7G1fV0c4+yufjEf6nzmICU3OQNWCTWedBjaMYnyBISdUzj2hsk4Zhu3tNEZupvlbb53PJJRZhCJbK6RilDDApPSJb1NIiyJE7yvUmxNLeYYkY5ZvrlkUSkTe10OfYsA86/MwmF8jPxejoXKHMvyO2g3HLXU35O7XO8z5FrWpjlJEhluwc5ORKjU4s7xEgdZeRCdLm4zQmd9KsCoLRKqLekCCEl4j4plSwaFTXeOTBTviHKp+8l2YhaRgOoJJZwPmILqKND2wKo0T6C12hrcUqhC2ndKK2wJK+Z5PfiIphSjA2NsdIGihodAsqI0skHhY0tOf4YMVHae3nvkvtJE7QVE0hdyL3qHZDFIInaoCTB8SmBVCl1lNiebV6nSfRt5quvTlTi9LpMidpf3eOPfRJDpJlWLTdxuiGbvp2a9l2VTrlHbDJ3afXQBAKVqkdQMzMkUgWX3iS3gm67DCoHljg9MJB2lJpWDLPvJRUMjTeDSsffGE4haFBMft0qc1hQzQAvQBw3G6RFsmfISEyey6Qa6+2Ynjcl/gqiJMtYJlV3YqTjhZF/6CJXvOZqrThSmRBsOA6OrcpxrDWLRrBik3r3CoFPdRTokSjfm8QNovY4VxMLy9haXO0pFLR0mpWiEMTJS1LULkt0FXDR4yYO5TRaWwZ1BdbSVp7j/pBF9pmMD2kFRTXZZ3zlRRbWlmm12lx98ots7xzw8Jveye6eZn59nvPlBt35FXw1YXK4R2dhgVa3YHHeMN6+Rdi/xP4XPsMdd5xkcGuT3mSH1kKHYT3ClCVhL6COj7FFi+HugG7pWabk6mDC9Z0xOxEedxX9uSVObmzgdzY53DvizNI6MRrmljVHh4cMBn1Up03Qii+NJpyv4cT1TYzVxDISN5aZv7hOrTVBaar9Y0Jnjzg3YHRzm2uPPYlWY3b2jplk/gORiQosLC5IC2I04uSpU2xt3mQUSvrDCmsK5ntz3Lh8Ca0j1XhEPTpmcrjL8HAbpSOXX3wW71LbCwDhlrU6bR58/cN05xfEOyZf5xQs8yYmFX+ue6f3vtIWY1v4GOh2e7z4wguUZYlSirm5eV734MME3aIz1+HM+bPMLczzhc9+jrX1DfS5M8wv9HjT29/O/vGE4Cr6/T6+aFFpizIlC2dPwspJnnrxaV75Z/8v/pvv+mbOnTmDa00oyw61CxyPjjnaP+DKK1cxuqCqYRQ8jz3+JIUpMDqiVGRxvuTu157mne96J6fPnuMTn/oc7//X/4pvfd+7ec0dq9T1BJNkxiG6xGeYbqKS1OShkEmJFNNml0gfQigN8jWGZtMk+aG4UBNCnBKC0wacCxcaNGJ6nqWVPCVsxtzWRkJGnhsXtfhe5b8NSOKTOSDNS6TYM9vqjjkSJSfY4JP7q0qScmTGUEQQlcZALyUsGTUXLqEC7zC2aHysZkUHghT5RPK9/RiCd4KezKLfKcbncCxJdUhtsaQYy/E2xsbeKvvu+CYplI27QWNCSFBjusNVJOqaqAx1lDa/MnKf+5TgiWBC0B3lArYIaBMgaHQUnxcdLMoLKb8ZJBqd+M5ocUPXOifJhmANOgRMTE7BWpJzbSKlLYCACUY4MdaKQ7TWlFaBU0QjKBRIq8wklBx842+W4cOglHy2XNSTitOcNL8qMWn2WTXdZNVXbJz/+ccf/yQG2eyiaA5lEYXUejHJUq2BDuNtJ1CpGb17WmRysadD0aLPCUsi1KpUISGLRTMDl6VkJI8P0Kl3eNvFzVAvzRfQtychMYiD4zRJycmOBCHCVMmjlUr9YN9AtGKWlOHdvIDEVVvg5sTNSYGQ4FAqYoLGpEnMbSLaKYZeczPAK6FmJyocBTZGKg17LrKH4riGfoh0taIIKdAhdtdK6caUKgaRlioVZT6Ntty0La5OAqvBcSZJFEOIUKThaS4Q/ESCjdeotmE0jijtiK3AcLEgrBbERcf8whKDK7coBpbhWFHeuMY6nuETn0PfG2nd9QAbd57mePtlrn3id9mcb7P84NtZPnkPTz77WU7MGcLuVbqjW9Rfegr9yrPYUHN+tcf46JiAInQK1GSIPRzgTYtisU1rMuJWbwNVLtE7uMzhdp/HtgO/g2JvdZX1i3dycWGZx774KGWnxdLCIrdubrK0ugKFZjQZ0FtYoGcMrWrCybl5ei1Fux0pu57VO06hzq3QufM02wcTlnpLvPDUy3R2+qzds0E43qSs9hiUBdd2j6hUbK5tRDOeOObbltAqOHH6LNe29lhbO8v5syfY3Ttka3vI/FyPwcEObVVzsHOdcX+fGDxGaw62bgpyklnyKlJazTd9y7t493vfjW0torVFG4NJ0tmmYxsTqVJJoA+pEpeKThOCZlLVrK2foH+0zfVrm2gF1WTC737sY1y452H+1J95GyfPnKVdaL7v+/73PPv0c5w7fZKXr94i1nDnuYvEWHP5xib0erz8wkucPn0aNTTgDOXqObY3X+Rf/etf489977exur7IM089y85un+7CPP2jAZevXKO9sMbr7rmbm7u7TMY1R7sHuPExd732LKfX5/nW972L9TPn+ejHPsMHP/ARWu1FPvZ7j/LkEy2+7U+9hZUlkce64IWLkZIUSMhECIAkKd75ph0EYscvXwNBxSTBDjgfcE6eL8iOF3J/ABN0SmqCFDqoRgEJNCNHVIRowItGdiqXJaLC1BNEISqXbPaZpx3nijuLHqRIyZtRjmeSHBh0cpmFIMxc2czTsVttp4lJzIIDQQDqFKuN0ThfS3xONv5Sh03vpZBiaUxVaIhBZNvpsJpZVCnO6qSe1EE4NzHKa2Q336ACSkvC5/BygrTM5PM5ZqX4K0TgmEjCyR8nfdZAFARD5dTOErwGE7B5mnQ0aKuIeEFiYkpEvKGIEDxUPmAKK8hcFPQ6aE/pI6UFGwuy6sogXQebksIi0QI8gYghREMZE6JiC9ln6pqQ5ioJ3SaRtIHgPNak+8KLnYMmcRbFcjrtNfKZ1Ku6Gzl5nu2SzO6Bctx/gsTc9lBKCEgZ8pzt/DbPuY34ylec4Jgy+JzUwFcmjBmabRx+o1yM2QGN/6nWVP5dft3c0plNclRajIIoqaSqAnK1pWbchZWQsRzitqi0mPQ1/XFFAwM31Uf+XDHLLRN5T6eJxoj3Y6lBV44a2AuKy85zI2iGSkm1oCIeqFRkRGQQIiMlxnglkSIdrzYq8ZRig1LFGDFGuEVbteGjxxNujRzvmTecUwKPEhXRQ03EKFmMdfIghiEAAQAASURBVO1lVTlFVUV6S3OMjMe1NXrBMlFDwuEhK/UE01e4hTUm1y9zVEaC6qDvvJvtD/0Goa1YXTvDxlu/hmF7iZP33Mf+3os8dO8y/toVDh77NHFvm3jtMvZgj9pEWDMcTkYsFm04mhCip64c3XOruL0+Vaek6yfiv7O4hHYVZu+AM6FkcjxmMhhya/+Q9ZPrHBwdUFcTVlZXODjaY/3kGnPlEoP+iHteczf3nFpn7vpLLL7yvKhbLp6i0n30lX1udnsszi+z9fSznD5zisPg2LtyDUPNyh338rknHuWa8/jmxlXUiRNju3N4HzgaDNBmxPH+Lje3tjl77gJL8z0GN47ZufxlquF+SsIdKPDBsbu7jQ4KpSyYgMKzfmKepfmSZ595kjte+wALi8u3oXuN6aMy0zamnrYrFDIvSGtNp90hxsDm5k1CcCgl037PXTiLr8dMjo+48cJzLC8tEOd7nFpbZuXkBkurK3z+C0/x9jc9QNnrsHlwyAc/9Qj9/W1eOdhlfnmVtZMbdOfmGM2vsn1rwL94/29wan2e69du0O0tY4o2167f5HjgcLHP5z79CLpV0uq0KWyksJHVJcPXfu3DnDt7Fx/88Kf4lV/5LRZXT6FVm739GywW6/zGBx7nbW8+yx0Xe4TgEpLiksx36nWSlUoZScltpDwLKRf5TTRTGpVQHZ/s+zOkL5X6NJbljSG3eqaJJA2/Q6NQyfMEk2wfjEb5NDLAeZSRqjvMoBoqxdBmc5pBd2Rm3FTBCdljRNzKi6iTD01yfTVTLo7O7ShyA2lKCUBlN3STEGYkiZ5G8aYFpiSQpYRjWu0rrQnOyXlN7b0EU0mMVUmKrlOinVpYQUE0SkYjaElatNGN0im3qmJSg3mX1J9IhhicfE6f+GgxTPcY44P8vpB2kYsB27QPK0xh8M5TxID2QuxVAbCREKD2ubjNMVVa+lqVEDS1D2CLhKxHrEEQFJIcPUrrSlkht0tia5LtRWjQqUxmjIjMPMvXM7UhakmuGq5n3k/TvfcH7YF/mDZSfvxvIImZZsIxtytSEpP9WHyQgYjiNaC/4hWmpKNpUqISJP9q3xWdqpAQkydCnEFiZh6zCUsITAehNQ65GdKMTO28U/hJ5LwMR4Yka8vJvbImFXChQWJy0hJTD3S21xyC8GjS+LNpppyCBukm1ERaCgrnsDEyDnArRq5EzaGyycXBk2dxSFDQ1AmGbW7PHJwyMTEnVEqmIMfo8UrhPRQ+MK8US60SjcerSF0n06aWxYfkMZESo5ax1CZQT8aMShgHS31wxGqnjTkccXTzkCIYYv/LFPNd6pHDxD6Dzz5Ce3WdXm+Fg0c+DC89zuqdd3H43Idwty6zef06bnMX5SYsLC9SjcfUvpbgMjhifWOVwQTiWg9Xg7oUiTvHaAWtdgfb1YwHE1QsmFtvc1G38WONPRqxS2TtjtdS1RX7+3tYY1hcmONod5uiqugsdjm1cZJ3fP1b6AwPWeutcfJUoL15DX14QH8ywhvLWTvP5S98CdWGhbs2WF9f53B3n9FR4JgeVw8hLCwR9/eboC8JraU/qokB9rZvceepO9g4dYI3f9038IlPfZbrV6/w7GOfox7uovGMQyBmNI+MFsg9aLRioV3yl/7S92NbLX7xF3+Zv/33/s8URSm3N2kjIW+0fuYe1XIfqxwshej7e7/3SRYWFhgMKk6ePM3Va9ucPXuW5770DHfcdT+f/t0PsbFxFqcL2t0eW9u3eMPb38n1a9dZXe5gCkdvscOS8pxY6tJrG4wLHO3coGPALyxirKa9sM6Nm9fZ3rpOXY/xOxXaGBaWVlk6UbA036NlNcNxxcrKPPVon7tecy9vfPND3HXvfXzsE5/jV3/jQyyvbTAYVYzqMWunTjH2nvmiw/VbAzY21liY7zIe7+DqY0FNmBYOMbWnQ3bmDUHUQamPEUNSLwVEDRNoODKqcYe9PXYJyiGQyrRdl2B+JciGViptOjStLJVijaxraZUYKzJ0PTujqCEIy2s30moSzy0XXzM2FMqI0kbaPQ5FmnJtTYOOi0RaPnsT+2bisY9NWpP4NlO+oXxuRRY+AJKUqdAUmumlUdaIchKRpjejUdL9HVVK3FxokrFojaidkrI1T4OOahZ1jyj0TGIqtgI6+UqE1Fc3RpDvQEhCD5UGSXp8UMJN8hFbxETc9pjCUE9AW0HddJ5XVkSR78eALUuCd1hrKQqLqyTOYyw+XT+bYkAwBh0DCkeMJdYaagfRFKkNFakzKmY0tQpoLEqJBUihBWVs7mEjKlYf1YzqUDfnTxDAacLyasn1n3BiZh5TV9vMYWEqI04/zwMXtTZp05b/k4xxelIzatE0ctTU1CejICqPJ0196K9o8cXpa0ognyIiISERuRJokJUmQKRjV+r211QqraQkJUwgkw5TpVNOjtRMNZR74bklaZSWo4hZfaBS2SfHZ2KkAArABBhGOAiKPQTxEWmjIiglc2eiWHCrwqCCk6mqQQaw5YneAWHqI3QkrBIIGWOYV4E3tqFfaHrVBF8oqiDupCZKJeS8wMRKRbRVWMQ4L3gJjIvzy+zsbTPZmmAOKrrRgoJyPKFygY6xuDChe/wyenhE/5kh8y2F72+y99yjaFvgq4puWeAGQzq9earjPi5ElC7QKjLZ3Ue3S/q158TEMOhXzJ/fYFDXFJs38MMRcXwE0TLo16i25b6HLnC2tcTCy7t8aHNIryi4duUaGxtnGQ/6DLa3ecd99zDY3uKbv+YhXntikaXty8yP+kz6e/R8n/HomI5pMVw+zXhjAW8Vpy8uM6kGDPZ26XXalIXGnDjNlWsTXry+x0F/gLFy3a21VJMJtZdJ2kYF9rZvcXZ4zGgy5vNffIru3DzzC3PMzbXZOZzgCQRlKGyBMYbxZCTrQEHRUix2Ss6udHj88af4v/zk/8Q3/KnvYWXtlGx8MJ3rk3qrSglhUyUuD0kWm/0uIpE3vOnNfPgD1wnRcu99D/GFR5/hyitX8cGzefUyKyvLfO6zn8BjKTttvuXbv51quM/Brevc/NIu3/e/+3ZUt0W7VXLfned44tPgo+Nw7xaxHrN2eoOy7NLulJhuwXD3mJXlHsfjmk57nsP+Id7VvPDiFUDRLtrsbQbmO543fs+38/o3vo2nnnmJf/3v/gO9pdMcjyuGo2POnjvF7vYWRa/k3IVzbG1e47EnX+Td73wQ51UaNeBTpzi3ZEKjPArJsySkFqpzotaKM0Z2SU0sralXw/ZaT4UCqTMc5U0SgjujzCTNLWuQi2myIzN1xKU4ZAA78XYkfkx5dZk4HBICYBrbCKabO6CDDJHNRqDS2DBN0QcyE8pocQ+PkGZy6eY8pX4/DRkgTq0n8imVmXFTBCCjVzElEDmONsUhGle7RBgO8tlzXqhT0q5SrFZIQWhEVq2NQnuaEQ23q15nSM3pGmnk+F1w4lIctaAbIRB9neTTUVDOpNAyPhBiogdYg04ojAzjNdTByQR6kxS01ogUO0qi4rXC2BIfZP2HSYW2hkjAxEBhSwge5wJa55uLptBVaYNURhN8jdZWBCcYOS9JTZaLcFLynJlUxtjmnDTjnWbuWfJ98od4/LFPYpQMl3jVhOqY27QJrUhzg9BobZpBViH7DdyW/PhGLihZjSH7K+QkIcQpzyS/b4ZAU+yQhEcpQnDpQFXi0Ej1oGY8HZJGoalwlJ4GK5lYLdVQSJUApPEGaZhpIDaBRsJV4iREnY4poKKfLmitkkpIPqNXAvvb6GlFUSd55+h7OPSKOpoE96YPl6BPFxVOXG4okhmSKC9qtErmZio2Ac8qDZWjZZT4DXjHKQXOKJSLaeJuunYKXC1upA4vBm8xMqpG1IA1BZ1RoH7hFmt4dH9Ct1VijaYeTwiFRVUVFWNKqwhe4a7u0S6F+2S8zG6xSlF2LdaU2FEk1B4fa8qFOSoN9dhTHU9o1RMWvMcdDujMzXPYCcydfw2jw3384QG2rWlfnKfUS8T+mP4rL2FGkfvWLtL+1m/i13774zx8151sHuxzWnVxO1vMPfcs9xo48ZEP0XUTetZzPBoxMi30uQXaE4M506Y2jmJQceXxL3Hx/iWc8pSryxQdy6SKlGvneOaXf4WDakIFyesj4H0tkHZuRWrFqH9Af3hEKFpUoz7rayfZvXmF3VtXJDBHhYkBSWUVCwuLqY2hsWHMn/6Gr+XM6VU27nwAVc6zsrwoTqGpmMh9fOcchtxGkjWmo25UId4r2bRioOwscOG1D3Ny49Nsbl8TpVyUgYK729f56G9fpihLHnj969nZ2eI//OIvcmL9FFs3bzIejfjN3/g13vHe99FeXKZlLEY5jvs7uNEeIz9mezJhbvkkptWmHh6ystji1EqHlz/1JOOBQ7cLOmWXWomiarnT4Xh/m//xr/51Xnv/wwyGE/7p//QzLG+c52gwwdWOTqfD9vY+k3HNaDBmb/sp5ucMw6Md3vjwa5mbW8bVfeowlgQleFyemYS0e32EKs3ncc6JvDiGpOKjQVhCMheQ9rVwZnx6jZAaN3HmOSghI2cfD60UnogNoLLnXPqaCy2NhhBTGztOycCIL4lOCZPW4jFC8JiE/IjZZrKgCBFMwJhC1r9PRG/pkaPQ2OTEq5LrrTxkjppJlb3WJiHVpMGSaWgucTrvLSUPgriLwZ3RabCkzi3s/DEEGQ4paQsx4o0Qm6VCk+OLtpajMZrg5M21lZPlgktDfkmmoDJ+QCGclLR3E6JKxGB5bjABnSrP6CNBB0xhwImxoaVABXEl91ZjYoEJwpPRQe4LEwqKWBCsReuKolDEWGFjIfdLCERroLAEFBMfacdAESwaiaHRFGQfHWNFGCF7hULpGrDgPQaLdiZdcwHYXKzQyiS+UpBBk1qnc5mGRqbiVkXVdAD+KFpKf/yTmAaejgnxbkDJVBnE256XJY7hVVlhIyNMKI0gjhmeTRK13NufgcbEFjtML1bj05DUUdo0mT0ZdQkJgksyU5OTrNynJc68j0yjBpIj8MzwLqZJS4yhWdy5AsvtBEFBJONJytvktJg+t5ZM3yJojI4R5xUHIXIQAlWGUmduPpnHO21PmQg6gIkqmdeFNLxMEjqfqhdtdTrOgImRrtbCfWnbpv2UlQw6RHFv1YpJ8NggCViIESy0HHSOx9gYCVoRYy3QqBPuAGkzCA5MaXHViDCR8226Bhc0tQsUheJ4MqTVa6OsxfWHlFWNqya07jgLfkgYVpRRUR86oh/gQ0WIFWNX0Tt/ltHBTXoHh4xqy+LqCehFBof71JeuMrz+IVaubhJakXs6XfzTT3PSO5Z0ZLWwnBjsM09Ah0DLFngXKUzB1tYu5+89zWI9oLfS4kC3OBx6OufOURXgo6VYPUvha1R1zHGoqU2gLGcSCTPTQtAaX1VM9vYIx0e84ZveytOPfp7dV54X52QkeCuluPfhB3jTG9/IZz79STrdDtQT+gc7fPt3fTcvvvwKD7/5nZS9ZXwKbDrKdapjRJtCKreYjbxIyentQS0TRY21XLzjNXzde95NPTrg8595nP3DA5QGq4pU8AWeeOwx5ucX6XTnePG5L1FqTf/4iP/3P/85to8n3PvGt3Dl2jVu3dpmMjhCh8DR3jaHbpfe4QGtbod6dMA3fOc3Mtjf5mDrBgsLK/TabdzxPidWVuguz7O82ObBB95A0bMcbW3zL37+X7O0vIKPoFSNVjXd9iKD4ViQFl/R6XQ42j/A9hTeFdy6tUNRdHDR4eKI4GvZSrxjamqXeTLhtn/PjgPxySwvox2QOG46EmZkwilsNTFEkUafJNT3dvlrKvOi8EA0uf0dGsftV8P+txEzU7v4tso6FR8qx6PEqzBFMmkLCHlWKVSc4dMoJbtk0yISfpAouExCBJIKCUUe3SAH+ep9QDexbza2x8THk3Et8vOqqoT74iRhy6ZueUp61CKXFuGYIEFGK4KJDRIV3LSFkmXvMWVdDWUg5ngpPCRjZWiuq6WFpbTCRYexWgpyIEa5R7TXKZkRebYPAVMEClugqDH53ikUFAajWvig0dajbMRndJSkgNIBYz2FLYhYjMl7R0QbiCY0oxo0gswYI8mbNh5rjBDAtRZUXhWNcil3RHxMbKg09fw2KupM7vIn7aTZRwxJIpYGdcaZEQEAqFRJTiGt3LPLP58u2NRLBcnAU082Q5sSKOTk5xZVbhE1PjExJytTfopPaiOZr5jUT8lHYJYslUmP2X03S7nzI7eubv/5VMKWp1jnCikimbEYbcm5YAZmTYpIQL4aHymUQMFHEbYiHCpBWzNcnJMkrSTJKCIUKYDlQXYxJ1lyEMKAV/LewUeCFrdSZQyxzkZsLl2T0CRGKLCFYeJStaMsde3RxlCP5XntNKhtEjyFl/I2BoGB222LH9eoGHFVnc5rpGVbTCY1Pjg6ZYd6UBPw2J6gU0WpGQ37EmBHh7QX5/AHA6yC/qhiaa5ktWUZXrvKnI7YWFCuLDPZGVDvDNg/qKlKg5rvwCAyd7TDg4WDyRHdrVuctB4rGR/LKx10dMQq4irDRGnswjzjrUOWH7yAHw5pzSle+P1n2Dh7gu7ZVeyJDYq5RQb6BKa9yuWP/ToLJqJsQVcpRtUkSUMVRVHgnCNX1LgJcXzE8098jre98824g5vs3rwiBotas7Kywnd993fzjnd9Pb/8y+9nOBhy8/o1el3Dn/+B7+d1b3kbb33Pt9JuLxBtwWgyph4eMRz0mVtdRRkjxmikKi21K3W6/nC7x4lWFmMMnV6X/mjI3s1rdNslBwfyvKqqUvVYUZYlpVGMBod0O12ODw+J0XF8sMdHfvu3uLW7T+0dt65dY+3Eskx/HvaJLjB0I4Yalpbneevbv5bf+bX/Be8cZy6eodMqGG5d56HXbbC6fpa3vf2t3Ni5xa3rl/j87z7CB37zV7nvDW+jt9bmvrsu8vRTT1ONjxn1+3g/oR4NOXdikRNnztNtKX75/f+Bd77rbWxtb6JbkRNrXTpGvDhCCiGzyYqck+QhE6ZJw3Qq/VQyLFy9xGdr1DrCeWliUVTJloFUhk3jR5NEBolN2c2VJo7dLk6wNm8hqQXkvfD7Xl0EktHstPCDJM1CCM1DbhMakdGi/NlTgktjrEaD3CUbXTQm0Vhm1C9MN09JREITB6fHFhMKrpuxC80MuRDE1TdJtJTRYAoZl1AiMqEsUijE3TgiI1MIUtwGF1BBp0RBNedottBtNmxj8JUXvpBWQtbViJIrRCE8+4CyISUvqVvgZTBkiGI8SohEHyhK4XoSFT44bJDGgQke40VWHYOonFS0GBvFvTsEcDlxFqakSZ/TWgGmNEVD7NUJnQsCD4oLuxY+FLogetMUJKS9LvMtQ5DrlQeNfsU5+Soef+yTGGum80zT1t9UfLlCyaTf2cdUjTRDRiOdaNImqwTeJPnL8KrWUSbWamsa7stXqpuyNXdmp6e2j8ocnaTgmUlCRLvxquQq/Z0Q9NJ7KJpZFqL60dOqqHmKJg9UU0zbXCqkFlWeJxUCRsvMJO88RwF2fWCMIc0du70nHyNFjHSNyPci4FIbzySHTxlMllts8n5a6wStC/6qYvJPQDW+BCoKciPFvLxG8FDXTqzivbyT1YpxDJhCDNUmdaBdWLERdxCNo10WTCZeFp0RFKg/mlC0DS2rCOMJLV1ge236+wOKGKgNdBZ6uNEQfXTMoA6UdUAvduicmsNrxXh/hB0EqqFnODyid3KBYqFgtA9zC3OM60BhCibHu2zEko25gr3jbYqRY7lj0SOH8oHu4RHtrkyVHZuC/UmNCTVnVnuYw31iq4W98wLzfcXmjX30A2eZL7rU9DDrd+P3tiniiCt7+2y7imOVeuhq6tScE0+URgXPlcsvcNeD8/zyP/9/8tD999HudRgNJkQiq2trbN7a5MqlS7jRhKP9fd77nm/ggTfex7e8773UQdHRJQvz8xyPxnSt5ZmXX+SZJx7jT33Xd0G7Q3QOpQ1ByXyWBMTIvROmqGWec5bXU9kpOdjfoSykWs1rWKckvJ5UVOMx/eGAXqclBcLEMxn2uXX1JW5ce4XVkyexsWZ0fMTg6Ag/GaJCxPkRPgbe8I3vYGFlhRdfvkwMkS89/hSF8rzz/rOst8e09Yjx0SbHWzfY2h8wGdW8/vX3sXu4jS7bPPrZawwGfe66+7Xs7xyz0JvDK8f+jZeYY5n1C+d4z3veza/8yq/x+jd9DZtXd7l+7Yh771xgbqFNCH3yZGfJ66ZuvSGKB4w4qeafS5yZ8mBUQ3KXqdGpaIpTUmpOBmAWoZBr4L3wWLRKxMuEMmQOiYwDEW6btLJ9I4GeigVUQ96dVavMTrqe9aaZbmnMHFN6X7LNxdR/hpnvQ4wU1jYFV46fJo87yAhOSMlK+gx52KlL1hNyfj1GmRmCrgblxV4jn0etpRWFQxeCTnmvwCXCqpGknJS4ZOTSed8Uh7PgA5BsOpJSSSuJ2Vm5qSAYiZUhJJ5jQul00Ogg8VuM8qwM+wyRaEKToMRosdEATtpS3sjwWwK2DIL0mJIQRH8KQUYkxEjwcj6C1RhjAY3RMdcbSZSSyMlAUMkVmEDAEZNBaXM1hdWcGgWhKe7TTkSTV/LVP/7YJzGy2NJGTt7Q5XcJkERHxG46JTgh/02MJFvftAjTNFZSzxia6lGrzGFxZHMplbDYzOAPwaOUVClB+j7EVIWqGBtSHWRkI0+cFZQGm5OQKedGyGzmtiDmiehMriK3bCTRkr45TWKDSmTkxAkK6X2tBsKUh6PxFKGG6Kg89B0cB3FUzVUa6XgyjKN0pEXEElOiI6Rk7yNWJUgyGfUFkLlVLuCBGii1yEc1okRAgfEq2XoDLWlPuTAjv1QRrxR4TVV7IRO7mJQMUgUVxooMPGqqicNriMpgnKBqvqUxS4swGuDrCu1qRgcT5hZ61GgK60EFWl1LPfIUSmF7JZhIb7HkcGfIYqfN/qTGlZaTd57nyqVrzFlDqDSbu4d0evMQa5bWSuLI0Ov0KDdvoToGNaklMOiSoBVVu0dlFIcBzr32DNXOEfXWHv3BmJNrZ1C65uLbzqKG5wn33UvdXaEeVBTDEbvPPsmtV27w2JUjRtpAdAQltuG5ZWG0nUrcCQwGR9y6dolWe4FfevxR3vO+b+HW5nWefvwLTMYjPviBD/DB3/6PWKW54zVn+Es/9Jc5efECMUB7bpGytHgidS0y7Nc89CZOXDzHKEJZRX7937+f933LN9NeWKFsd2TzDGCNQaUJx5kHJnB9wNcT8BNG/X2iH6IA5xWFJe2+ck8fHhygFGxt3sLYAg24esK4v4+1JTdf2sfHwNiIZXsInsJanHc4XzE42ObSE4/xynPPSdJQV2A0k6Njzi7OMSkjTzz2OF984kWuX9slKLBzi6jWAoPjQ06sLzPfK7hx5Sqvu/8BXnjuee694wR33/Egn/r07/PJRy4zGUxYX13iEx/9HU5snAfdpt933H3XMguLLVx0eBwuVIkHk0YKRCXkZzQh1okHElI8AEcyzFNJZxhlUnxmzYgBTJJx57iTEpbcOtYzKIA2WirwkMZAGEEaFFAoS0wtFDHuE7Q7+4NIbqUaKwgBc2YqcC+8vzwqxCjknsylXRQURCfkyBgj7bpEvpUOSJ5zlRIdM9MuR2O0wiVSsMlIDNNCjRRpY0IkSO9njfDrAj7NOdJo45MaKaJMHlhr8B5xTC80ITr5LBFMMeUDh+jl/RFlUYKWJVlJ28u0IE2xs2m5pCQ1KHRQxNphSjl/eE10CspIYhRjkoQ6pmGQ3gnXyfsgSHqrlARH1WgCNQFjLYUHQoFWluDBaocqNeiYJnG3kIP1MjIkyHEWBYmgbojRJOKuI0ZxltdaIXxli8IkjlZWKImQRriaQcxPc1L7h0BivlJP/L/y4Zzj7//9v88dd9xBp9Phzjvv5B//4398GzQaY+RHf/RH2djYoNPp8O53v5tnnnnmtteZTCb81b/6Vzlx4gS9Xo/v+I7v4Nq1a3/o41FJ+ZCz+8xWb1CRnGggJ1wqVN387fSFZGH5GPBJCpfh1waW5PZ2FAnazY/885DaSCTpc8xJlmQbzX9T9rtuWlA5yZhNWpQW6WP+nMbaaQsr/a0oNKefv4Hr0s+ylTdKTeWVKvsEgI2eIgS0D9Q+cBQdIxVxMd42KkECrvRbIxGTWksxpuGPGS0iD5ZMbH0Q2DNZp09djFWDFoVa6hgHOEUadieD2moXGCVZZKcwtAxgIRagSohGEJtSC/AcKqmkYkeCX6ssqIhU7ZLWyglc0ASjKcoCD7S6Yh9P8BRBM9weMdyqqI4ceuTxkwmTyZC6P0FFqHzNwuoc44Hj6gs3KLVifa1FuRhZXFhgsH2Mn9QQxtg4ZjI8ZGWpS1tbrNeMnOLYKFjsMhyO8caiFxd5eWuLMDrG1J7BwiLH2zUHj22z/8IOz724C2qOse4wsUtMrrzE8NozfHlzxLUKhj6mHmomzyYH2HzNkmQ3xsitzWuMRoecv3CKj33kd7h65RLe1WzfuoUKnsl4CDrwN/7ej1AudamDwpZzVN4SdYfBuGY0caLCUYbe/Ana3SU8sLiyxOc+/3nqyuGdp649MTq2bl5meLQn4U5ZZm5RyrJgdXmFuYU5OguGsqsoUgtAaY1uGdq9NmWrQBtDqyyT3Fg2DucqvKtYXlpgaXGeuhozmYxknpKryIn4Jz/xCX7sH/8Ttre2xL3WGEyhORjVvPTSVfr7h0QfOH3+AifvuMjc2hJveftbWF9fRocJu5s3uHDmDPVkzO9/9hF0OOLyi1/kUx//EGsnVllfXWHr6hUuffl5jrd3efSRz/HKSzfZvDXhuZeHdHqvQfkuodJEr6Wi90GmJqcCQWYGkWTCidarYkJQdBoGm8ixGX2daQNl/kaTvMwWIORNRdavj0EQYaUw2jTtdBGSqWZ9Nv1hlRFnfdvXV0XldF0zp1De02duSorDOr26Qk3N/BL3LquaZm3RMgnVWttwvSyaQouIwCYUKe8JOfblWK2NaUQgaIW2Wjg76WfaGqwVvxRTpEGmRqGslp3UpILQINJrDR5pD2Hl58ktMMX0dNSz8TitxWb+VUhKNOcJTmYZudpRVzWukkGivnIiOKic/Fc7XFVTVxV1VeHSf4JUTqirmir9rq4rXF3jnaOuKyaTSVK+eeq6loGlzlE7h3MO52pqV+G98LeccwkZ9Hgng1pjmLpKy/wzjw+1/OdrQnRJfecbsnqztwb5ehvp+j/z+CNHYn7yJ3+Sn/u5n+MXf/EXeeCBB/jCF77An//zf57FxUX+2l/7awD81E/9FD/90z/NL/zCL3D33XfzT/7JP+GbvumbeO6555ifnwfgh3/4h/nN3/xNfvmXf5nV1VV+5Ed+hG/7tm/j0UcfnXqqfBWPmBCU2QXa9HRToyIahfKxyYr/oH6cSosXmxCaJmmZ/p70q3xTioOjbuBLWfyqea0I6DzcTOsmo5xCprnykESLhKio5BKcektNvzGTlqWzNTOEKyVO2QdHZ1+CzD2QPhJSldCor5TWybI60CLSDmC9bHYTAm7mc5Cq+vyfQlpPLaBUEVRA+UiREj5RVcjcE/lzlaNZ6lsj/w7J0KowCTYXi/Mg4FH6nIh/hkJ6uhNBkFpGzmmsAgWSdBoi0XsKDWY4pui1qVsWN9eGtTb9gwMm/QErbbC6pqo9iysrHBwPWVxfZLBzwNHOhNXlJQYTx4mHT3DtS9dpTVqsLMyxv3dA0Z1H2Qo3GLM0Z7DzbXb3Dti7FWkbKOvAQZqMfeb8CdRKi/2dPYpOj/FgxGjiaHUX8ccH1LuHzM8tcevGLmGh5vwDZ7GjQ4rdPS6eX2K4u41qLTG2Pc6/9X5i0aJsL+EmY3a//HuM+mM++tw+W0TqKMhVJFBVsmHk+0Y2RSNy3hiJoWbr1k1q7zm5scbR4TEuKqpRhVFiP661Znd3l4v3tijLFsa2qINm73hEURSC0kWF0gV4Q4geT8Wb3/ZOiqRi8V5wPoAXXnieyy+9zP/he/9bdNkVpWBwoCJaB1oWltdXuPv1d3DxQcOnPvJF6lrR7sxRe8/y4jJEuHVrE9OySbkRkFa8w3tFt9tmXE2IUSpX2dzzHSgbxM7OLmLlD6eWSs6fO8HF0xe4fvMyB4cOb9q4Yo4TvS4XL56iqvuMRwdQVwQf+NTHPkSr1abQntee2WBt5TS3tnf4+Cc/xYMP3YO2cHTUZxw1J0+fp7t8gmGlubZZ8aGPPcubH96gaPUYjK4TnHC2csuVkI3fxJrAAOgoiKTzaAwGj0sE3JDaKLnQUFpa4ibnHUxJ/tnwUyVlYzPwUYmQwTRBSyXUJEcbNVPMTdt7uRXftLpfZe8wm9xkxaRKXBStdbpX5T3FnyYXmdOY2XyQxJV59TDbXGwmIFeKSMDFzK2TsGOMnnJVtPDxNIKiaJtCvvLoKOfYBY8qNBEvhFtl5NqEAIVOCJkS9N7lbFyDB+UTwqhFjdTEzFl0iGkbLjY6hCxJB23FWFSQ79QKl9sD52soUmfBiLxCe4NNxOIQPCZaKSy9hzKibUQF2zgOBy/nQzxmCuHZRGk5ybwmyLpZawvZe6JORqfiC53RQGnNFQ0/C+RnukmsZfWFmXEkU63sf/7xR57EfOYzn+E7v/M7+dZv/VYALl68yL/5N/+GL3zhC4BsdD/zMz/D3/t7f4/v+q7vAuAXf/EXOXnyJO9///v5wR/8QQ4PD/n5n/95/tW/+le8973vBeCXfumXOHfuHB/5yEf45m/+5j/UMc3eIJkQJyQjgcYEWo2pb6canbs2GuenPVOUqG7IEKhR4KcL4TbScEpaGjdSlaWMadNPSUgOSMwcn86D8WIKVnr6+yZxatAVmufmIBRuWxCy2AVdkc9ltRGuy8yxGmMIiexXhyhs+Do0vistoBUiJoBVEmBUgmEDMed0zUMH4cMsKE0rOhQyECwJPVOiklxAYw5q0q/33ovXDSpNxxXzL1ykpZIDKJEqVYxGm4TwBEojgaFy4JTMZMGLYktbqIJHQDBF5WAwqvDRUznYbVsu3Ryz3it5aMWwtGDodgsODoaYTiGBKwY6bcvEVUQb2X5+l3isGRc1B/WAWCo6cwXReaqqwoZAfTxgdWkeNxoxPKoZ2RErD57BVZGrz28xqSrWNuY43Buxt3/MidUem1tHdKKmbS37x8d4F2jVkZ2nX6LbK1lWkdHNQ4rXvYbexSXmz5zjwGrq/gHVpE3ZaVGGPb747A4vHSnGOs0Jq1VjYT97b+ZBgiETJYNCGdjfO2B3/4De/BLr5y5Sj8b093aoxgMGx2P+H//zP+dbX9nhu77/++n0LIXtUAVPdFoM7hJvIVe7LsLx0PP5T3+CBx96kIt3vpayVVJ7z+vf+DZe/7o3ix29AqMMWgdUCOzvb1O7Plc2L3HywiLaWN5VvJ4vfOZZCt1mcDTi6OiQGCO2tELK7rYZDobCFXCOSOT69Wv4GLBW42tZyyG5uBZFQV3XZIsLlGZ+ZZHXv/1r+br3fi/Pf/4z3HjhGa689ArD0SGdhXmK0tNbXubkygJfuvEs/cGITquDHo3xkz7HOyXzcyu8/d2v59RrT3H/w/cQdMUjH3sC3Z7HFy2GvsJ7RVtrjocdXtkyLM5ZqC0mecTEIHC7VLhx6k8VSZ5MgsR4JxJWo5Kni+T+wh9hurlnvkVU8tpKFylO6kZ6Tf4qu03i2WRJvkkt6twQyrFpmsjk95qNw03MSVy75vdTSEbQYMRmwSPiiMQ0mRZKszE0xjSIcko+lsAYRcKc/saiUV5yCbSQllXioYQgn024NZaoZCtWPlELrIUIRYSoNcE7HAGNEcM45VHIlOrow9SKx2fbi4BMKxDn9CaxITZDM/P58nFq2SGnY8olCsETtYgV0KBjkHlKFupQicxaI9fUmaT+iugwHSxqgsUGTywLTFFQVxVEmdMUlBB/o7EopXDOpWI7pMtjyDO+rC1mECRpx3lkL/HkWVDMmJlqjImJzJtOUNTEIAmMSfeUIjZE9a/m8UeexLzzne/k537u53j++ee5++67eeKJJ/jUpz7Fz/zMzwBw6dIlNjc3ed/73tf8TavV4uu//ut55JFH+MEf/EEeffRR6rq+7TkbGxs8+OCDPPLII39gEjOZTJhMJs33R0dH8o+Zk6FhmgxE8TTQKqZkIbV51AysGmIjW86wtfSC002W+vCRaaYfkvIFk2XRDXhK45gpmAwqSEUbMo8lvVeeryE0Fj3NyvVUCYWK6fgMMTnFpWXXKJp0NidQUyWDMRqlY8MEh1SBNYs/D3OLoAMqQGEChQq0osd6L34KHllI4vYgsKnKBGgolGLdKDZipBWTokpLg0kH4cIolWTqKhGItSAvdQAsDT/JWA0hUmpDqTUTV8s1UxAQP5eOFRdW5SWoFlYxcpqJUhg0Vkk3P2rLSIELmmHUHFSK/Wi5eVSxyy7jOnBqPMZg+JpWh/FoRCw0Fk9/e8L83BxjD731OQZHBwyvjyFoyo15Tjy0xtalfXZvHTNPwXgUaC+WqAp6bcvucWSgNa95/UWeeOIFFruLGOuZs5bStpiMxrQLzbA/ZGVljoOtPlVZUNUVQ62wiz1OLi8Qbu7hQsWpr7kHd66DU6A7C7R8xd7RmIWLqxw++3GuXNniQ09u0i9bhJEknaG5l3PQzPeuSY29xGfQco8RAypq+kcHoCd05zuYzgKj4xZt22ZUWX7pX/47Pv7JR3jgDW/iu7/v+1mcX2Bhrod3RgJTuifrEKhGI/6v/+AfcfnZJ/iGb3oXP/h/+lu0O20KZWgVPVlAIHL66Dg+3mI42uXpZz7H733ht7GnS45bAV/1Wb1nkYfLOxntBLYuH3P27Fmef/4FiqLN7u4+RWGZL5dQRiDqweEEX4n0NJJs4FNL0lhRlUhrK6bKO7Dfr3nwwbfz9nd+PefvfYhbl1/mhace57Of+F0mg0N2d3cIKnLj6k02Ns7y6KOPE7qe+UKxvmAYHG7xhje8k5WNNkunzjIJIxaWVpk46FhYWF1Gqy7eK3qLc9hOh8vXd1lbW+CeC3dzePNxnEcGmwbEf8XXlMAkyj4dlMWHOq1dcXzNYK6a2fAzL04rhD+SYow20hrRRjgQKJm3Q04yMrlXK0GtlcLHqXmoTpYICuEYCjKhmgGPpBZOVJIMSYFoEqKe45BsYhLx5F51Eg6IQXh1IZJ8uJKoInFjNLKZT5GlZJClJD7pZEsRfWyQdB2lXaWVSS3zgDKirBF7CZW8jQzBSFuoDuCCFJ6mJcmCkENiQvWkUPNOzgl1et8YMTbFbxUItYwciEqSM42VzxRiWpuZZ5i3K0FuVCNASfenFo5SDF48cEqDjzUxWW4IFiKtHF0UlOk8xVR0hiCKU51mARqThROeOkj73xYFXgWMKkSWlI4TNEr5hlfnEx/GYDExSqIUNVF7gqVBYWzUlLoQ7qZyRC8xQjwRQzpH/4XVSX/7b/9tDg8PuffeeyUj854f+7Ef4/u+7/sA2NzcBODkyZO3/d3Jkye5fPly85yyLFleXv6K5+S/f/XjJ37iJ/hH/+gffcXPZ/kwxKl8K39PszC8oAFMJXhAgy7M/j2oJqnJJCVg2kJKLoXaTqsQnf1LEvKgFFhrGmJw5uGASjLEKYrTQLhaEaOewqIqoSAqoztTqWqWYauUGOXvSQlUiNPP2JyKKK9rVI50EUXABEXB9L8YBQXJr5CPJ4Zp376tFeuFZkGnoXExkkJWAyOqVP0X1qCDw6pp5eQBUkXZ1tKK0DpSBc8YcEpRAHnYZURQlxCFKwOBWFq81RSqxvvIfgU3dZtP9ce8SE0/QhVgGCOV1jgNCyjeWliORo6dnQErcyWqtHQWW9R4Do9r2gtdjnf64MRGvMRTjANbz2xiMcx3SkaHQ9S8prvUhmNHf9Rn5eQ8/ct7vPDYJXq24NSJLqOyxh1X2DBkoa2xS/OoVmRhUdMNnsnRSFoTrZLtG5vMjQyLOmLGiqObB7RPFNQusL+6j/clc+fvpz64yvDqs/zO4wdcjXA8Gck1917cNY3FFKYhjSoS5ypElA7pnxHv5bnaaDpdzfqpLhsXVunMt9k5OOZof8D+dh/T1ewd7fPxj/4uzzz+JK+5sMGZ08ucO3uKOy9eYOP0Op2izWBSEYG7zvU43buLwkwYHF7F+2NiNBStFs5PqP2EnVubWD/h+SvP8dyVL7F5uMmw66mUw4xr2sZwMDlm6cwcC4uwtDZHf3/A2971ME89/jQnT3Zoz3U4OJpQlJb7H3iQ7vwSv/Nbv8XoYEh0eUPwoAyuDtTONUskJ3nbt/b4p//3n2XxxFke+JqvZeXcnbx+7TRxYY1nn3mGV154jqdfeoV3vPVt3Lx2g//j9/43fOITn0D5mo07z1CUbb705ct8/fn70a5G+y5f+PzTgGa+1yOMB2xtXcWoguHxNhsXLtLpztMfjHj2Up/XbNzN7uaXiHEs8UdrIZv6DH0qVPAYJTwxr6LEnqjxUZRDSoXUfk2I6bSySnFLFnHKSaaxjmmiQuK75MRGJVm0tam1n0i7sr1lNFhLXNPZE2vGADS9RiOJ9r5BO+RtRGQgCVYeDTPdrrIyzSbOn05toIbjkvqEPkxbNWqG3Jv5eEprlM/Qm7SjdIo/Kn32JnLGxO0LQWTGISEuRUo6cjRUgnbqkKOjIF7BRZRV4kzsI3iFUilB8TMqwaZF11yh5v1BOlVJYtgMCVVR42spLpXVOEA54f3ZUkYHVDGKFDsEgg8UsZQ9K0jbx1pJyKwRubVOn0pGQgAmEkwgWpuMhT1FkVpJPkhhHSVRDEiSZNFYJ+NnlBVZd1AmJbe53Zh8gpi2H13ypfpqHn/kScy//bf/ll/6pV/i/e9/Pw888ACPP/44P/zDP8zGxgY/8AM/0Dzv1WSv23uCf/Dj/99z/u7f/bv89b/+15vvj46OOHfu3G3Pn+2XxrRIG47KDGT3B72Hahbv9HeCWk6zxsYQKhcvSnxN8t/rBPHmTb/hcyATQHUKFFP4LSMqUwm2Tv4zcXpgRA2NFBtIQgGR2wmAOZXApTYXMwuamN9PPvvt5lkqixpQSDCpiYyisNZj9MSUkU+VWrCgIidVpK2cDI1EUajsXCkAtE4QdfCeQitJYlBCCk6HpqKirpNttoIqKqrGWyKZ4xmNi6Ik8LVPg9ugFQOu8lAFdNswVJbfOhjy+9EwielaoZvrEGJkQuDU6jwL7oi5k8uE4TFznYLxuGJuaZnd0TFuOKTXbjNwBQvnFzi8sk8Y1JTK4oZ93F1rLD90mt1nr3NwOGJct1icbzM6HrLSMRSry7x46Rbbm4csLnWpF9ts7e6xfuYMBy9soQYBExWnTrTpE6C0jJzj3D0rqP4RmkhVa/qXtgk6Yi+sEvcmHJ88zeJgzMETn+OFZ67xxRsjDpJnRUikOa0MpijSvZraNo1Tp5MZMqkgd15+1u0VrJ5ss36my9KawnRqzqz3OB3ncbXCORj1BwxuBS4/8yIvP/ckXRU5tb5Kr9NifW2JbkvT7rY5Hg5QSrHU6eJGe/zmr/4CVahYObFOZ36Zrd2bBOXYP9rlYLRPbQMjWzMpXZrjEugUBT5GWoUmKkd71dJeLFg702O+02P93JvQHjbO3oHSy+zs7nFwfMhDb/xa2kua3RsvM+of0estU+oWv/1rn2B4VKPQNANW00YCimvXr/DX/sp/x1vf8U7e8973cebcBe684wIvX7pCaC3TWfJ87tFnWOho9vc3ed/73sO1q1ep/YSD4zFqt0VddSDWGKU4vbHG5tUt5rttqCdMjrfQaEK1z416n9bcIkvr5zBhmedeGnGi1wV/LEgv4DL5MaG2CiHq+jSdXKW1I5uBT/9O1RMZFZ0mMjoJDHILveHIzMyyyj/LAw1z/Gp8PZROCZa8rFG6iVOvtpaw1jY+OFmePdtOz/ESo9NASNMkQLfF5yx+SMKI2fcQAcXtcVvi13QfUAm50cpgoiBxegYBEO6iJB9aZ3sN3wzLjTHikOTQWJvaaj4lchqPxEatSMaDQtBu6AMqJnSDVKCmC8y0bab1V6ISCauS4wgQdCo+UMmYVBAdbZOLclToIhGnY8SEAhVFAaq9wcYCbRSuruWWsAKBVSFS0BJ0LWrqGUNTieUJhWJqhaGUbzahgAdtxEYhKmlFmQKohAKAQmkZ9JrvURcdKo3k+Goff+RJzN/8m3+Tv/N3/g7f+73fC8BDDz3E5cuX+Ymf+Al+4Ad+gFOnTgGCtpw+fbr5u62trQadOXXqFFVVsb+/fxsas7W1xdvf/vY/8H1brRatVusrfj6bDDjvm81TpcqTDLdye2J1G0lVqdvQlvxcnVjsIcwMIEPIp3mK6x9INIOpeyPN+k2Ay0xiNVO9yMwkmoU8m9xgZM5ItnbPE1+NLoiRRsbY+NekwZFaW7x3AjMHmgWTmf96RuLoXcBFQR4qFRmToN4Y5GZNckGNeBrMG1gl0jGeEiUqwJS8KD0TMLUiJFm114mxm5QWwflmeKTIb8V7oh2gZSwj56mCqKXQUAaBnH0UaLyIQfxhlGE3WD41hsdAWjN1wOso8kij6fZ6jPpDulqhDw5ZaGmsslTeofyE0f6Yaq5N0VvG9bfxOqC7BbosqeqAmtQE5egs9Wi1LX5S05pfZhQGdGIL4oQiONy4Zm9rmzP3nOVoZ8Te7oRx7Tl16gQvPncTfOD82ZP0Dw7xrZraO/zBGNvSFAGqgWPSaqHuXmHh/Em2Lm9yvmXYL+Y49dqHufHB97N56RV+5/kRfq3H6MbxbfNf8n1cJx6INbYJMihDiOJUWmiDttDqeFbWLSfPdFhaLbGtpN6IErCLUqFswJqSWy9ssrt5Cz92Yoa4c4BRik67LQRdHThxYpG1tWX29jY585pTLJsVygXD5Z1rVLdigu6ldVG3HD4TBbWQJa1WaC3VvFECgWM8rU6LtoLegmEyrrDW0l6tObHY49TFDoeDNkW5ywMPrWIfKunNdWm1W1QDx/xCm/f//AcZD32DApw5c4btrW3qumJufp677zrPFz79cT778d+l3Z2njobF1ZMU7R5z3R6602FQH3N6fYWnnn6K4D2DyZD5pQ6/9YFP8ORTL/Df/+XvYOHEkO/4rncwOD7m0ouXUJT0OgUGRVEqzp5cpixKXn7xcU6dfy2LyycIvkBHQ/SumSMk7RrZDINJkuUgRF+VEYjGcyeK/b2maVnnxCXjqSq/XopEOtvzx9gIKSTeNQX0q+KsjB7Ja1SptJGnzaiZp8OUg5djXIwiawYSaVQ1BqA6D7Ntcq6ZYjK1p3LrSulpItPwfhpkRmKrLmYH9qZIGSF6McnUKS7n5MoraX1770WtlPhFjb+SUnhE+hxixCSUHovEMiOzmGIajRJT4hWacy2INEpSk6BAhZnYP5vU5XMdmnBLMo2RjlYUtZQcg7TFTNR4JSpEW1iRXwfxGyqadpGkxzpJy1UQGbmgJlB6L3tlOp6ghOdjjRH0hYCV/r8khEb8aGII+CIyTtwhTcCnxNBH4SgREz9K2yZZBZlt9tU+/siTmOFweBsLHW6/ge+44w5OnTrFhz/8Yd7whjcAUFUVH//4x/nJn/xJAN70pjdRFAUf/vCH+Z7v+R4Abt68ydNPP81P/dRP/aGPaXojyNeQ5gupBvGIWDU7QyZJNxMsElPPs9nc8ypWyfRH54AiwV0SlZjGDXCbOorEuG9MvoAs75ZqQr4XZrn8TKGaOSaydQgRVn4moJ/W0qzJiz173QSf/XRpEqKGCEeaXh2SQguaakAmusbmM+o0/MvHSB0VPtIQDKOcCqkmiVgCPa2Z046W0rR1xIaEvkQJLpKwSCIUtFRIAtHG5Oobm8+DVtQRCNIrL40Svg7yd95qxiFSRUPXgHGOUR1QJRhrGSvFBw8mfLRWHCg5g7WSc6aBVtES8z1jmfgJkYJWVBxvbrNxosCNK7pli72tPRbPLhF6bcxKC7s75tZTN9CFZvXiKt0zbTZf2Wfw9BZat3B1xep6h8M9T1ywTOoAvQ4L63McDmom4zHjnRHaePa1Y315gd3tHSY7u9CfMCkt7fkWlCV+MmFhvs3Lu57T73oz43hI567T3P9N38CXfv/3OfOa+7ny6d+lf/0qH/vyJld8ZHs0okaInkJcleXugycqgy3a2KKFjxKYTQxCZFeRsq3pdi3LJwrOnJ1naW2OslOke1xDHVFFxLtAdRT40qdf4fqLW/hJTLwuudd8iPhJRdkuUMrQn9TMh5r2yTla5+Zxq4qqlHjvEcm+b4qHpMoJCpNm6bSMFqUqEWMU1hhsYcWi3Som7piiY7FGczTeZlgdUFiLtRpV7bMwpylMgbUKawLloubN77jAePJ1fOp3v8zu9hEPPXwPZ86sE6lYP7nAm9/0MBfuXOPypasc7Sl++zc+z4c//HG2bt7iwoXT/OW/89/xgd/+NJ/4vUe5/FzN6soc73nvW3jXN74Fp2re+e6v5V/+f36Nn/tn/5a/8j9+N2tLhv/hr30Hl168yWOfe56rlzfpH/ahdlx76QVsu6BTtDi88TIHN1/hcLXN2bNd2b2S54HWYuSZUQGJWxFcoEJGc/iUVOTaPULTWhanbtLU6BwfTbq++fuEriSidebmSUybksLFykGOyxibHINJnL60hmPE6qljeQhB/Jr01AwtI9tBMRMvU+GTmL1KyX5C8h9BxUbgoFR+T53ilZRvCprPhI4puVFy08UUB41p4q5R0rJ3zhGiyP2V1jjnUIUY1+koHB5R2Vgx8tRKnG5DICSujHeZK5QcqgmEOJ2lpGIkWJUM78SIUlyMU5EtMM1M4iVJ/bTlKSTfTAmKSkj5qEh0EswDiCleGl/gqdEB6qCkZRwiRbRYLXRcFz0mBEodUfUUwdGFIShP0IKIhiAePdEnancU7lD0EauNDM+NoKy0o7SNBOUwAco0s03ZpH4DtJekyxo7heK/iscfeRLz7d/+7fzYj/0Y58+f54EHHuCxxx7jp3/6p/kLf+EvAHLT//AP/zA//uM/zl133cVdd93Fj//4j9Ptdvmzf/bPArC4uMhf/It/kR/5kR9hdXWVlZUV/sbf+Bs89NBDjVrpD/OYVepkHgtKoCyVfp9bHCTINEPKxsjNS6pa8uyiDDXKTRTz6kFr4RqY1PNlxidBEJvM+4+JdyLqGlmBkmjJgD7SxNipOV8TMCQSyavk946xkSCCvHQIQdotedaIkqRGJb8EX8u8i6iyBdG0s0uCJoX7gwzmQ5KXOki/MyTUKaVcUkEYuam6OtLRilKlDUch5k7pOrTROALjjiF6BSPJ3m0kSdOlUjLp/DpENaUURKWY1D6dX1mE3bJg6W1vZvfzX6Dtg6iYgiiU9pTmpaA4gK9gvUelGE3GjCZjdNQMArxUVRx0W5zQkYlTdFfmKRd66MUR474DhBBeH9doLDXJKG0Y6XbbTCYFptNlfLzP0fYA6zXbm3207jDcH7LRDVSTioULbU6ePcHWy9dZnmsxPBrTMxAGY1rKcLg9pmUM7ULkjsdozMYJ+r6PnVdMxjU3r+yy8Ib3UrWWGW0+xxde3OKJ/YrdSeSwXzecIZU2hhA8Mg1YktKyVTCpKlEsRY/SEW0irZ5m6WSPkxtzrK526C10cMrLwM7o0UpUEdVh5NGPfpndKwfiwk7D1EgcqySnj4Hl1QVsy6PnPOvnT9E50aMua5yKxKjIqvq8tmR4XCKjKyitGJhZoym0bJxN+yMpzrRRktxoLeidDiglZm3WRIpCY7XBGmkPaG04cdLytq+/m3d/41sZDUZcuHCaGMaMJwMWF1fFN0MdcMddG3zxkSt85tOfERp0jGysr/HmN93JlUtX+NgHKuZ7JX/lr/w57nvDaUb1Ef3hmPsfWuCf/N/+Io987FE2r9/kznvXmdRDTp7u8s3f+np8iPQPxxzuHbO9tc/eQZ9Bf8hoVKM1rKxYlHHoCKW1hNqlNlJCaJMhpidIK9nHxpEWLWqSFNrkyiRSvSKNCUgKFpA1qpIs+baCyJoZNGSKBENCtsmIssLYIqHS0saOSo4z+phUkImTktCUjJZk5CFC4+OiEH+aFACn3l0qc0amk6vzhj+Nu+k1ZltEWoi+IQSi0lgtDuEhisgiz6zLn6/QxXSUAuBinQaXChkVBUE5YhTUJkSFblmoHDoaUgNKxDsIidfjZAq1gZAKDE+QtRq8oF25vean8TgmtEVQ9FlvmXQcMV3TmLxpmjowkqfHx6QwjamYztYbMXgoLFEFNIUg+U5Q9ToVlloYLpIWxQjagIfCiNjFBGnNqVRaO58S3tSZkLnlUvDrkO8fhbJGyPUCtuJi/V/WJ+Znf/Zn+Qf/4B/wQz/0Q2xtbbGxscEP/uAP8g//4T9snvO3/tbfYjQa8UM/9EPs7+/z1re+lQ996EONRwzAP/2n/xRrLd/zPd/DaDTiG7/xG/mFX/iFP5RHDHB771Yu55RgJhnLlNNidCPHm21DNf+G6fjwps+aXjupkSTNlwuslW7mL+UKRClJMBpIMUN5OsGxWqXMO6XW6T2USlLL/DMtfJvsD9D0lVM7KTVHhbTsQzOKQJc2zQiRKkySFd3MlRK7cBJEFDDJQ0cpQUdcSiickqRJ7udE6kpyTaM1XaAdxJlXqSnMGmPq4tmILzXnXncv4/6A7S+9gqqTDDstPJDXtioNeUvXy6ckypoofi8KVPCMvvAo865uvE5MUIy04vlR5LoLCTadJq0NQpeuj4owUZovO8dzdc3FosPEGPzEMBcDx35MfexZOWW58cI+7NV0igJXefSRh1oz8TXRaw76Y7qLKwwOtmjFI86cX2brAArncDHgvGZhbo5rl484fd+dbD33IufOrtPyLUCjjKLlHAwcMUArwtEgYPQE/8pV6jPniRcf5p7v/D72Hv8oVz7zGzz24i0+fn3I5SqyO6ionGwcSs/c41nhEByECTFI9z44hzaK7pyRKr+j6C0VLK/1mFtoU7RkaIrzNaTavX+r4pMffIaj7ZFYr6drZsxU0adTsmFKSzGnuXDPGhfu2WAQJrgSvFZkcwOCIISekCao5wpdpYpd1DdWg1axMVIzxsimqMX2QKlI9oCShMUkAzRzWztZK51M3yIbG4sJQW3RKvpCKG9bikKcS5WymNjh13/196iqOin8LNeubbK3s8PDD53l1MYq1XHN7/3eY5y6cJK55SU6LYMPA4Lt865vuA8/9ozdGBC5qQsVPtTYrmdOW4r5ZU77ZSYTTzVxTCY1k6ov4waq0HB2cmKaR3VkIq10iyXRjCDK3pBiDrKmp60IGc2horQPIrJWxdfKY0wxRWJy2NPZe2WKxOSvMx2PKXk3r7ekiFMJbc6Gczp9zf8Wt+ZIRsRnW1kqzWTKyY9JJnxyTcWErklgtEmfR4mnUUJ/cqWqlCBZcr5AJbv9lCHI5p7MIPP+YYwRLxY95QWJKkvQSa0i4yA+J9qapAwzDYqOivgoSYopRKyQHeFVUhQpo1BBFHPKSEEnJr/55GZfp5nELCPtCfEKIZH1U9Kjo6BXPniCjRn+F06kN5hoUUQZQ6CSusgnlWgRiTbgo/y8QNByUOIKbDVega8CNkBRRuEwqhaBgCFgtCAsURuil/o7GW3IfuPz5wAvVtGN2u6refyRJzHz8/P8zM/8TCOp/oMeSil+9Ed/lB/90R/9Tz6n3W7zsz/7s/zsz/7s/6rjEe7JdMFlrfwf5F8QZgJ98/wwvWFVozBSzd+l9SRwm1bNsLCE8RCT26NKizgGhzZaeBsZFQJQIVU/ub+bsvjUn5SMNc8LSTLAQpx5MxE4B6Ym8ULN+MekjD/kkQqQJ77mtprPnjhRgqDRsqCMEUWEdHQ0dfBpQrVsPipDwJlQGCIdFG3EIEurlAgh7SiloCZQRE11c5t6UqGimNWZGNO01mSwhcYqhbVQKkXtI7XzWKOxEawGlZoXnZEnhkBtBCaNgLOazag4wgvUmutRlRUWoVFZCZ/JcIDhlQp2a4MegzkcsHvriI37TzGoAwfDI87ec5Ybn98kaMfSiWWCbdPfHqGMhxDQZWTnlSOiajPoHzO+foTSsDbfor93xPZ2xe7ePkVrkTDeoyx67Psx0XjmCkt7oUesPIeHB9g5S5hEVKvEdjQHo8jyO76b09/8bdx66Tm2nvgkLz7/Mv/xqU2uVLA7rhjVUtmphjOpmns7Jp+GslB0ugqiwVegrKZsl4yrCkdAFTI9vNXrUpSGOI74cSWzhsaWL376BQ63h4KkRUEGJWFC2q9GUVhD2SroLnW55+GLLJ41jOwYFwM+ITAqxARKJouAXI3njQzZbK2J2fCUwui0gSdahAZr5T7VWhysbZLxziIGOlX1Smm0FkdppQxFKXNhNC0KbcVIrihRiYCgsOxuDXnq6Rc5fe4c/cEBd732XiajAwaHEy6eX+Z//md/i3/5L36Hx7/4Ap/42Eusb8Ab3nCWGC2altxrcdK0cb0Sm3od1HT/NOL27GMtFbxyws3wyWIfl46fZp2bkJGv7OgtqqHoA0FFrJWkJIaYpL2AyfyRpCmK0p4TFCAVQcwk+kolRGz6/SzBN+c5NrmFkxDrwhYQAlltFFMCo41JqLZq+IPNNc+Ii3oVf2bmniC1fESOncYKNP2kTAKexjYQxDsXoTHmrR9JfhD4O6PgKsVNE5JvVTLCC6jb+IwxSkvJKIuroQyppQL4mEYHJLpB1On8R4k7yijx3SEkr56cXaZj9lGuh0DyU3PSmQQmxqQiSmumQeSbFS+kYhI6owP42snni6mnFQJEj4sGFxztohDPHKCOER/sTKIQKRKxPtrEtbEl2hZyL2lZ9zJLqqCIMSFOmoBHFWL94XUk6Jg4l+I2b7Tsa7Kd/hdEYv5re4jdRc6mk49CmMKp2qgkPQypktGJy6KmNtgzyqWE0MlDpZYKch/IULMEVza5zhTBaYhgM4lHtumV4whJwaQIWvqm2kimG2MihjUd7HQIOrNiEtKRFnXD1E9JUWzgXQM+SG9WgdXSbsqk3xiT7DA3mFKSZsjs/oiL4kWRcjfxtEm1b36+lfUniylkJYBwYkQpoVFVoLqxiw9BSLlI4oVKrYPc4oqp7xqTTDst9iywiESKspAbP/V4e+ndn6kiT48rJsqk6n567rKnDbnfTETjqaLmSqV4fq9P7GoWvcErz+Uv3WJxY4G51XleudzHLnSYP9/jeOeQ/o1jOqstluZ7HG3vE6qaU6eWuLk/pnN6GT/xhP6Q8dExVArqyIW7z8NoQP/KLitLiywsdRmO9hldGbI72mdhsSTsjnFFBxM93fV5jjs9Tv/pP49bPculT30Qf/NxvvjEJT781E02J3AwnuB8Doa3B8YmXimwJRQt6LUKYtAM/Fh62rU4xFptpSWjFe3CorVmgpXrXGsuPbPDzcv7RG+JZBJenLYMlabV6aB0ZH5lnlh4dCsSy9igeJHQDDclRgxCSJUZKrpJksmtopyoJDhTpaREIVLbfI/JphcTIpM3xnS/pITH6HR/6mSnn1RqmlzZp20gFRYqWp577irLSyf4H374r/Prv/Gr9A/2mO+18H5MVJH5RcMP/fCf4eMffZInv/g8j3/xMoV+mPsffi1eQY1PRmSynnOlLLEoNgT8jNaT1lMgxYToQStMEJK/UmICqbRGR8ESnJfnhBiaGT8ZbVYmoVuaBhUhpgnPMU/6STErxa6McIkli6xzo6Tdmx8Zz5yGnJwwz5hqpjZOVljmtlBOUIw2orBKa1RrRTRJwcI0WZLNTt+GxOTEKCcvEvdVYxqa1zfI+ci+NHnGk4qSKGgAmw1OkcQ8ejCJPpO4IUqBibm9VhBQ+ABRCTKMjkSbCL7BE11AlxY/cQQVUn9F1EMhJ4IoadkH2fRj0koIqqRmnKennyUnsY1dxkx484norY2GINOzVBSJuLYa5zySQgZC1GktRnQ0uCj7Se09tiwxeQxASwCAGCMUJRYFyuOZyD4D4PKUenGFFq6kvK7RBThPNCL/z7FbA8aCd7Vk8cSmg/HVPP43kcSYxnhONRc6d3IUCbJLhN2oJJBl9Yy4edKgL7Ps9xDlhlTkaZDJbTAIKTdE3yzA5qGE4JUriwCNRLCw0ots+CCJ8yEJT75UCkIU0l46DpU3YaPQyjQyvXycMcZkgCW9TZMqlhiT2dLMIgcS7Jo9Z/w0KCmFBeG55L56SspU6klnnkxqLmOVoSC1wqLUfdkZ04WIqxwYBNYOCcEK0loI6fh88t3JHTatpb0kn0cTo6KqZSP1yQlUa2klXRrCrVRdaaacmAxDv+puEaMnBTcc3PQli6MI84FO17LSm2O8W+FHiu2jIQ8+sI6qRiwtGFqxYvWukq2XD9CFRdPh0pVdbEvT6fQ4PB5zsD+mXtD4SWSpZWiPa/YOD9k4t8r1524R2iMWThdMgmM+WnqLPeyFs+yNArHaQs0to9fuRK+fZ7S/zeT5j/PYY8/xK595kRsTxWFQVMHL/CkfJej5KSEwRkEttDXMzbVYXe6hY2T/6Jij/pgYNWVpsYWmaJeoKK3Kwhi0LilMIBQVi+UiH3zmaUFgEjad6uSmbVu2W5SdHlF5TNtiWgpTmqRwEDVCSAhMw1GLYrmXy8isUtKpTWRTxZwTbZ1aBdZIsmV1mtWTCgmjpV1ktCQ5Jt0XOqM4zXyfxI9R8vqCNiQPKDJiJ35GO5ubPPLJz7C3fcjWjSvcf+8FLr7mHFW4CcERwpivfecZ3vGOO5mMK7wfEmIF0aX1rtMaCQlFFaNLuS+nRF2jNbUSVYvSIpEPKaDFJG01xqSl4pPcGhk6EGIybhO1kry0bjYNVC4kclyLjR/LVPWTuX8pTmo9TXxS22rqyZIRkulIgFlFp0rISkx/c1uLSMl10CkYG50QG2haOVobUSvmRCZ/nX3thCZZY5vnxByvlZo5zinSHmNM05rTEMwgeYtNf++9F8JuTKovFMpC8NnhN6KNlSGT2mCNxL0YIi64lFzLtHYXnMDGMSF7VtyDpbJW02GQUeKfTACXn4XknxUTufnVsZ1UIOuZYjvvFYIEIYWr5E6gEkKfE+c0zsXGKK7krQKPwpYQq0qup41UimTxEZNRnqetBNXyAXRREqJFWUOMUNi8lEVFGACdhlMaK62rhL8Jh0ZFoglYK47bX+3jj30S0/A8ZqDPDA3muRrAtJ00+31iKjZ/mxbGbXyKlP1n86fslgupOpjZNLXWkomrNPkzxxFSADJSifoYGslhuueanmxIUjeVsJIGcdEJbUnclMSkac6DmlnIxGmbR6a3KhkwN/s8NbPgszFR9HR1YFkF5gnsR43LgZLURsiVq7ZYFadoStrmjFIi80svmRPEwihCPYWUQwTvoSg1BZJUVSHgQuI0W83EeUotgcInf5OAohboiQnQ8pqeUuyolPY1qMQsntX8mIyc7cTIVR85pQL3XzzBwdY+N64dENCculhy//13sHVpE3X2NEUYoAdb7F06YvtaRe0jJ84vcHJ9geAju1d3KOgxiIo77ruD0ZVt+lcPmNzaZ2WuTTgYsKAC8aDGdbqY5RW89fgeHO9uE48U+3e8geriW1i87zQHLz3O/rWXeOKxF/l3n7rEy3Vk4ATJik6wuql5YnMLolTEWuj1Cs6sL3JiucdgULG336euxOvHO0erYylqT1VFJnVk5BzznS7WWMrOApuXBhzsD8ky61mAS2vdwM1F2abVLTBlRdn12JacaY1KgwvTZhWnKOcsTynX1UInpEGGNKJ0MUZ4CFar1GZSaQji9GsebpoVNrM8DUEDNDJNV5C7jMA0/9/AC4577j3Lyuo8/aMj7rvvIfrH+zz7wg1+9Vcf4du/82txcRdwGOuo3RHe1pKE157ssj4bk4RoGQSpjIiDt9LUeJx3ad7RtD2sjSZ6J0osWVTSIlBWJMIq2xEg1b/Os2hIay+da6aKUZWSmFyQZOR22rbJV1YQ6VcrT0mvRZxyR5okQ01bTugZ4m6MWGu/4vmyhyc2U7o+Rqe7JF3f21pY6TkBUptwmlQJ8mRui3s5cZvyHAUqyFxEnT57nnVnrCEY4cYUqAYRc9GBMUQUjkrM62IgRt+MNbBW2rZE8euKVomXThQFUibZphudLF0XxZUmOGECRx+JRr6SPHiim/pkKXU7ip5jOJEZiX1uxUksD3Vo2lQqIoo3I8/zKSEuAoLcWAshEoPDIOZ2mfoQainwy7JEaydjS7zDUoodB+k+9YFYiFLOpraToGApoYmkwiZfJ/1fltj7X9vj1dXCLFHXB98EutkbIJ9AqRjibQsh/1taP7n1lFjwmZBLCurqdmVRHg6W1TykKjGmP6hjIGgFUY45z2jNaE7OukOCZMUhMXnRIAFQiGOmyeibsgamQUQJ0UohPU8ZCmdFQqikmkJFoncpAMritYWmVxpOTgKnKtgKkUGCeyXdy0FXXjdoqXTqjKCiGmMjOZ05dYi4EAUyJ7ehZNG6EIkuzATCSB2DSKsRDo2OUs3VITKuY4J/FTooHm4pbijDb48duynx+08+lEpIEYxQXJrUvKYw9A8dG2vLHBcDVk+u4mLk+otXsMcjWqqi6Fra64sUayXqsE+vVOiWp4yRq5d2mWv3ODoeszpnUIM+ylS0VxTEEWZo8X1HSaRQbbZfPmD1wll2BwcE02GzM8f57/9uHnzrN3Pt5ecZ7j3P3jOf4cNfvMqHv7zFy4PIMN9RgqsDobnfskur0gprNe1OydrqHOuLHVoqEFuGbrfksD+mGstVdLVnNJzQH1T0hxOOBn3a1mK05sTCaX7/+UcaJCwjLzDdnKu6ZmntBN3eHEXbUMch5+44SdlOBoXp1jQ6+Yik3nwmg+bnZP6F1WBV4j6kYsIai1VQZCQmqY0KY4XMq800gTFG0BelU3tEN20Ko9O07KTWau5JNUWZSLD58omSb//u9/HhDz/JNz30FnjqSdaW1/jEp77M2vo6r3v9KZQZIcMRK2JCHzCa4Fxz/K7ZjGVNNua7MZ9Dn2KLa+KPNgYVPI3Ng9WJwJn5HCkOBPHdsDYl9irNKNPCz5NyfoqWNEIJFcgDHzN/BaStp/W0uMixLBOKpwnCDOoyE1Ob52QLiUzmTX9XlqX8nda4KAIJ2U91Gg4rx6OVJs4kRiCGeqQ2lkbhYmwSnRyDG0Juvq/0zB6QCimJ00pk3HHKl4xErBflgM+cOpeVVcnzJbWllFXSMonidB2CcIyk7a7RdcT4BP9bi/NOkC0LOqFsMQhvJbjQTB/30TdaEVlj6VzPhLG86TefuykEMsUgJTBpjpO8nhR6McUKoRh4QhrLYFNrL4qXhlSOXu6TjCTK4EfJvIwNGOMBS00gFuIGHLTMYUIhfEEELS/KIhW+kWgiOlospkHA/qSdNPNowlCuMMgogyJ4DcoI9yUjJcE37HkS9Ao0X6eLIScuqUURRcHTFG+ygshOBYEgsGHq02dSr/SDpUkfUrWTfQpApcGGKYHJmWqUT6YRjxUnJtMC26mcUASaPU0ORWR86eMEFRvY0qdWj04BLdvRozRBeUgLVGlDaT2rVnOhNFyrIqOkmMojnRIHmZrkZqk1tQ+JUyPIjDUyfC16YcH4EHEhzURT0w1L1qq0wrLXSYi5Ly+JTlQykdYinIDSGobOU0dPLAzdMOFtpWUUSz4yrtlVaVOPgtpklEsBZy+cpx4M2NnexiNtqEtjuPvmgIXOAsVcmy998Qp3vmWZc/cvcvACLCjD7q0RrRXDzWcPOLG+TLtrOD4ecrQ5oTUIdE3AG4UbTnDbOywtz1Eudhjv9alHnipGeq02RxgG3YLFFY1bOU/nT/85Lm6cw4z6XH7kN9HjHa78/qf4rSev8LHLI4YKKhKRON10IcoE8OCTOiUnsEBZWE6szrOxvkDHaoaDIR7FXLdgrltyNKPs8i4yPJ4wHFT0B2MWumNarTZatXnhuSs0ktZcSuYomzenVpeTZy9y69YVyl7Byqkloq2bRanVlGSulEkOtCEdq2pIh9YaipR8FEraW9aatLFPeQ9G20Q8bbb1acWucwJjGgmoar5PiatS0zWX/ifrJjZtFReGvPGtd/Pvf+V3mVtY4oGH3shLT3yGN77l69ja2qY3d4HR6AAfarJqJYRADBqST0c6wWkRQnQ+8VFig1mihARpEsKIUs0UatN4TgmZ3Soh1WtjqFNRZpWhrvKGTUJGE/Kipxu6tHhyfElS9uQvozOSp6ZolErFgtYp0ZiJg6RkQOdro25PajLyleNdllDnJEPySDNNeJCNV6OSVD4haybPRRIpsVEGa8QttxTZmuy5KZYZYxKCnpOZ2d0huefkpEar1D6cQW8A5+oUr6Wfo5TBIx4wGmlDGaVRJhKDwpYiI5dkPRW1AWzUVMHhMsoTfNNGyvFdUEqmU8fzuTcm+e/I/jXro5Pv9VkUKm9dDfqeXNhlX0otyQhRaYIWFDBq+V4pTTWuMUVAe7k3g9YyPLIosEHOnA/5tSI2GmIU3N0iIg2tpeNQRUl8jBVTzcKC94njFbOSSiUOnCTu3v8XVCf91/YQiJImcck5qgupIslMdkJSKkwRi9waQaUBjbevgAZpkaAwRWRMZuKnKjNqJTwYo5L3Spgy7NPrx5DbQHFGAkkTTNFJeWBShZOCW7bYV0ELXK2a+aEomwJQo16YttbEUEzQmxjJRrkNt6XxfrGGEGqBOY1BGcW8gVNKsU5gJ0ZG+TwDBRLQggGHYlJHbBCIW2vhacRZzk0kVV1Cxs8ybQ3gFfO9klGY4F3E1SLZNkilUMdIVcv7tUyU+SNaYYwsxqFTVFFRhsADnYIvV54j73EzizsHAGstBwd71KMJQctGvhMilxxsTTQrmyN6NhK8gbqgXVmObgwoFgpacy3m72xjRyUvP7nFuTuWaOk2ugW2p/DjEWfvPMXADahGfSbHQyZ1YHTkmVMFvu84bFfo2OHU2jzDyYDuN3wbh6fWaO+/hN+5ye5jn2E07PO7zx7wkZcG7IaAS7JjlCQuGRmZtmbS7Zv4H+22ZWWlzfJim8H+kO39EVFHbNsy32sxmUTGE8H+gofJsGJ4PGay1GY0nmALy2d+/1H29o5S5Z3bIj7frLTbLUKM9HqLlHOLuE3FUreNSy1BmgpV2kou38fEZkPRKalAawqdknqVkRMJskoJmqK1JW09zQZL5r2YaSspk0K1MhilMMqkllO+F5JEeaYlIVVmhuo14Dh7dom2dYwPbvCer32Ypz76H3j0Mx/n4bfcRV3VuBgR5+O81lJyonIBM40jGgSql1QdkeAKoV4bDS40CYI2GpWSVYkvQdCVEMn7uk4oCo0CcYpmEKZxTSkwVlAiH6Q/a2IikCrQxgrnrkFmTOIVJWVXQtHyPDhjTEMWZiZZmQ6iVRRp1EAu2HLRKGhQasmb6fHFVGg0LYacCMUIRlqJKlcjaiqXR4HXBqxOCG2Kzem+mAJtKR4qaVGq9KaZc9W0zYLBGJEKi7w6cQa1qEZNzJ89kWmthRCoQ8S7pPZM5GuHl7ZXUvBEnf1qVLLKkIPTOsisIo2ol1xG3ORc+LRHND+b7ec2e9PMnhcTgT69glAH0rnyQdRxGpRLqtRoIORWHNRVhcIivtIxFRwOZXPaHYjRonWLWIvnTIHHRdfwZNAKvCbGKu0vaQArijpqIdq30qqIQUagfJWPP/ZJDEyz1LyBT/u1IClrkH4y6jaTJZhuDFlerVVifKfXI1U7DbmM1HdOaE4m8Qr8Km0fsdufQrYqSSdyRZRbSQLvpvszBdqQg25MpN+E9Cg9M/dFKXRKZRQi72sq8qanrdL9EqfcHKWSr4hKyY1CE9BolLaENCbAEOipyLKGloe+Ap2aQCEGgtI4I06UzqWJ2QRsqbGlRmHwlRhYxCAmdjXSUooBlJWgpoHRaEKIUCOuvV7BXKsgVDVOKapELhWIUxCcUR2xRUibt3gT1KOKthbIOCiNDlMyaq5sRoNjprKySA1cDYFLtWf9qM/cUouVhS6vPLbNjoWiigxNxZn7l2nPlezdPOS1dy+xcKrDi4/t0SsMS6e7qAp2+ke89k3nuP7kK0wGjirAyulVRvtD5iY1Yxsxx312i5LOfI/x1Ze4/5u/h92Xtth57kUef/5lntzSfG73kO0QqNLGLXtcwJFaR819m0i8qZ1iS1he6bC+togtW/TdgL3BhDpULKoe3V5JZ1wJSRHZHKtJxXg0YTKpqOs21IabV7fSe2Rb9CZPRitFXddYW1C2S/qDAcTAaDCSKjq1X6MP+RSnQXJhqhZCN+e/1AYrdx8mTlFMo2RIapFaXDaRRa3S8l9qKemEahryJmeaIkWnDS/HgdyyzV/zY7YtEoFWy/LAfXfy4d/+Fe6+517mFrps7ezx9NNX+PgnL/Hg687RaRkKJqh4TBVGhFgTQpq8TmoTxzQeZMbzQ8AnSWZiMh40RgwmlU7IZDrf2eHbauEXBR+aOJNnp8UQBLH0IalRpM2h86adrqHSuiF8aqOlEEgS6+n5koSs8XMxCpSmQNxoQ0qWISmOZtr21lrxKtEGjMHrhLLMtJayaeFMlwSdxAxNzDaK7KMFKRY1XKdskyHnIKRrp6Hh1+TrOdsWm2VeyHkItxUDxhpUEGTAGjGqQ0vC4YLsHRiNDfKZg/OgLSGNwwgZktBBODrRY2PyiEnGtIpM5JWWUpoAInwYFXOoB9SMFFtNB+7OIi75c83IsW/j/6Xr3DjSk9WlSYoNhDSNG5dblxJhXaxEQx68UB+iRadjyAaB1qaUok6jcNBoq4jUBC/y7OZQYmpFpQ6FcyERwzXhT5KY6SNf3Mx0z/+eoicqOT5KdpqVObmSyAtxNmv2UXrMKrVFcjspS/yEwJtbIVM5d0w9yAzBZpgzZDQGkuEeZM6Mao5JfpZJd6l2BLwcv9R4jfooJpRD1E86jdiIt9/cIbldhqSSSJuLVdJzlSRNNv2xilRW4WzE6EjbRpZdZEHBgUKgcSVQbh0842BxWqNbChMCBE3lAtEKGlUFj0kojFPg0gRaHFRezltLCwFZsvXIJFmE2+AoU/gxNiaOkGLsJAkrC7kulsAoRiKG1dKwWFW0garB4xKCFEXSN9fpUlc1VR2wMXJCwWmkQtFBsX56hWuXdjm7tsSof8yp8ycZHuzhN/tsXTpkeOBZfmCe2vVp1Y5T5+e5tX+IrmuWFubYunrAqA+TiWKiDe06YOfbTKxmWAdcdwE21qkX5vALp9m78RI3Hvkg//Ejj/OB5/bZsYbD8TjdW8n8zSqUKqFy1ME1AUun5NkYw8JChxMnulw4s8LJxRWOBmOG48hg5PFAz0fm5gyLSx18GDOeyDl3PuBckJZGUKwurHFm/Ygv6pcbCD4TR1Gp1WcM8wsLRK057veZTCq6HZ+cl0MD14cQZNRHhs0jxOQKlpGjQhtJYBBlUZlVRcQGoSl0RlampmapCBVEB2Z+LoVEJjtOY8SMU+xs7GBaAGXuj1KOt739dXzu07/Affc/wH2v+xoee/xZ1jZex69/6Dl+/QOP0isL1pa6PHT/GR5+/VkU+8i4PbnfsoDAz7QCIM68VyaypbaRQhZYko2Ln4um9h5xRJ5u9DqQpgjLa0QiaGnBieeKbT5cQNyP85iVqFW+cdJ06Py6gqAqnWTrOkpqGZHiyxq0lQImq5NkSvQ0aZhNIjJCdht/Rk1bQFNy92wrSoKMytlcYsJKPISoY2rdiDImK88UcoxKqZRETM/VrJFd89yZJDYnh/JciccmiJGe9Kwi3iRlqk5yaaOk0gIKa8X/CsTNWvn0WeTwdaHRUdqNIfoEcaW4HRMa1yCW0mbRGuEVpntHWlA0LalZzufsv2FGjALS3iRzKtOYHSvmmCEl1s7XmCIRkYMXBCd6aY8SMUmAomLEeTNzL9MgOkFV6BAwJqCKmTadziTvSpAcHJGSGE0aEPonSUzzUIoZmd1sZWWonUsBIw87S/AtKZtNCEwk2UY3feWps29MC6TJdfXUcXLaj56+pkpjXrM7pUrPVzrbX9MgMMAM+XiWfa5RWgKUTva6IWXwKU1KmXba0NBNaytXnUEJfCuBPbXpVYL1tUoSXZ2g3UCtFWMN3hpKq1lwkTNGcUZH9lxkmNwoNeKoO6wi41JhO5oWkTCKeK9wowDGZWBTuBHIAEiMVNwEn4J9zg1V3lGoQ2Dsgky9Ti0xkrmdTec2OE8g0tVStfvKM28D7+320K7m86OKAYqqCVvyGA5HKAwWWAPe0Tbcow0rLrISYOflzf8fe38ea9t2nfeBvzHnXGs3p7v9fS3JR/JJFEU1tKw2at3IUUpWOS4kFQsQjJRhO3GQlGGnjAQBCs4f5QAGykkFqgKSIIgdO4btVMGuVFVKsp0oUhTLFCmJEkmx5+PjI197u9Puvddac476Y4w51z6PskQBqX8YbfK8e+9p9tl7rTnH/MY3vvENTqRDrjbcOui4fPMty/TenAiXEzf6wLAtyDZwdHjMG196wM0XbzGES6ZhpJyNHKSOy6uRO7eO2Gy2XF7u4Nu/i/z+b+XkzorHP/+zTDdv8OhLn+Gln/45/oeXn/Dff/YtzrMyjgaUo1jL8HIR6JeRYRR2u5H9hEvEDot+2fHss7f5pvc8y62jFeMw8OjhOQ8fnLHbZqOEVekXiRtdYiqB6fFAznUrzPqRKB2f+fQXSTGxXC4Zx5FxnGxN+aFQgXopmfV6yYVgQkUV8uTtwg65Be+gU2sHFkyQ3bhwNbGyCXajHaa+n6ODGQHvUpq7karBXd8lUjRvm5qQWDkmtjbayr602WM4u1kPsv2LSkH1jB/4A+/j0eM/zn/33/0q/8Zf+Hf43KuP+dgnP8O7v+Vb6I9PCCWy2Vzxcx/5Eg9Oz/mhH3gv6AZVs7dX79ywtU97v3XidNWx4aXdXEyX4FvAygm+X8HPdAf7oXnHmFGkeCKlUhkY71iCxsgInjy5+Dd2ya6Ex0n7xZWVsWvYVU2LWIklCM23JcbZb6fei6p3qTEFZt+XGjdrwA57ayC4bgkxgFwZMSqDFMRAVS0VidpMqQp4/JlaCU8arWGHZQvbziJ5jFdvNKhrIKWOksWtY0pL/giKBnNEDzEwaUGj0HUdkgd7nSmaQFYr2yiggWk7mJC3mPGdaxCo3Uqte8mvY6HMWhmryxuYubbx7aP6yczAfAYzIN7dJvYcGHARn8ulbkQZu8ikk4E9v3Z5tDqXdTBZ+SyKuEO0PVdKiaIGZpOzuqKQxUuAWNmqSwlq35d0TBmsh53fa7G+9lAT1wYRio0YxGkNr2Vah4Rtbp/H4ytBoqBSbGGreaEk/3p2Xjea+tTLSrbwm7EdtAyw0X2GqszT0bOIRm+G6C2G8+dSnGld+7AFNLkjaqujitWms8JUzFkzVAMjUbK4J4fKvMAdqdfSipkquXzN3R21tAvFlHqGMNADCeVmUG5HZT0pV2LIPhYlE7jMhdNR2MjIQbTrVLKJyYpPnTZa1Kl0cV1ONBFwwqZYF78dJmBUJFuQy2JCuVgKOUS2pdCJ1aCNFQ0M2DTmZW8AL+mOH1ko39Kt+dB24NfHbCUqu8LkIvQUviEUfvzZY17MI4fDRJwKSy30ORIXE4fHh6go+fQSEIacGBJ0N3r6u4mHF4XDQ2E9Lnj9Q29xtOyYpLA5zSz7xJEKu8dn3HrvO/jS2ch7f/Jf4ovnhUdf/BTdU3f4/K99hI89uOSXn2z49GVhEEFjYNkJi2XHOiQO+wXrVc/lsOWVi8tran4JgZh6UiccHq94z7uf5ak7Nwml8OD0nDdPLzi93DBlJQUlZ6PND9dLcugY1Of2LOxAC8G6C9548IA33niEIAw+u6p5Gqntsa7vuLy65E4QhqtLyrBDV4Vlv+RqsHq4eAm2rkMpboxldB65BPAGO4l1x9ohEENkmTpnWCBGO1jjXjdSOyyZM33ESqxRq4HarLUB09hYNlt9kTwGtCVquhihg37DH/3f/HN8/otv8Hf/7t/jR3/iX+Q//Wv/MS994tf5th/4QSQueLLd0R/d5wtfepVvebzj+CigOnqZ1JxKtUz2O4vpLvGWX8t4586v2o0iwaw1x2IZu2JaqJSs+ylgLGkuLpb19u1AZVSdBdPQ2r3bLLfoyUyoB50BQ0JAukgUP7g9Ttm+9GnPzf3XnIirTiN6G3VoYKP+/Aw48a/VcuS+HsVKTjUBjKCBOmRWdUS0IxARDQQNaKjg00aVVOfhGTg5oHFDNWH2hKmPGKx9uUhppqAGdgOIGSvGJJBHgjpTFiweSYoELT5xXL2KZKy4XduCSm5AS31mkEZLkov4BHC1Rorah1GFupV2qmGzapbQ2ojh3yuhjTGo/lDRAV37Ocr8/Nh6Ki7EkWKvVVxzhYCUwjRkUvVEyxmKJSEjO2JvJbNpUCg9lI6g7g3jyc1UCmhH0WRTr8negddBMDdundQbE/aTh9/+8XUPYuok6Fysdqn6dobk+qax+SqBnNU2h7dgWq0eQ8OibTOWCgTq72BePOxtykqpZnfqLKhtQF+IKrI3X6RSyfaH/cuBh7Mt1cq6ImvFgE1b2HvZpDFKtffe2hhNZynt+4W9sQMAXjojBqZSmCQwirCTwEHXsdxNHIfMMxGeC3ChwnkI5GAb+1FW3hrgXOAgC51oAy0Ra4cc8U4oLNsWP9i6LpGzDbObKhNkSMYcZFOgL2qsV/bMNAEhsHO/kxACZxnCNFkwEeXm4YKDYeRdV1vuCryrE05VmUJkW2CTlTuifP868AFGTg6FohGZEuPVwK37J8QuM51vyRF0Ldy8dUIoI/m45/JkzfZsx2F3wOXpObtHO/J7voEHL3+eG+MOmQKXw8TFnTss79/hwTue5pkPfhef/eTnuPHuZ/nCS5/nU7/xGT7y1imfuRx5FCH3cNBHTlZLjvrE0UHPuhfWuuRip7z66DHb3bDHwlgHR+wCqVPe+cxt3vXMfZZRePDwMY9Przg9vbB2+mBraRwzZcosusCtWyuKCI8eXRL6jkXf+XyhwHa7ZbM1jdLx0TGXlxdmTJXtMA4xGEOTJ87PLugOAylFxmFi3A5WivBafjPnUmPRKX6sKKRgIttOpAVf1A7IzscGJIl+X+17kjOtdU1Ht7VvQKYBmz2RqFSgMp9wbdgg/lzafr19XzH2T8IV/+r/7l/g//C//4/54T/w47zjPc/xuU98nOXBEc9947eABMYMgZ4Hj684OjKPl2quWva7RcTiQS0/G/sAQaofOFgpxQJCEGXKdcCjsZPEYAP4VClRrSMwzqXw3ETGcu0amJ+K6WAkBlsTfv0igkZp3iXq60C81BT3hNOpMRmhXeeqn4neXVQ9WEyzJ+31W/lqLiXNoGK//FDjmreSC01A3JJAooEdDKiId3JpwU3asGSzxsb9ayC1nEQDvlXjMfuKBTRmxAEKe4oa89Nyo00MDIaUCGUu8RjzYzGwjlMAtUM+Fu9gK+01IHhyyTyIt1SGyRgbkzvO7+O3eux7ysxsDNcAozaDPQM9ijGo6lqjaRitc61eLxU39FO0JEoWFhrRaUI7e75cbE4fKVKAHkFHCK7dDJ5AjvX8A5uCrtYd+bU+vu5BzKSFzOwwWWOHgU5jOGptdN8gzLIHd7/04KiCaWPANwMuOvGZQHWce10wdYHs1SIlBDQaYBJX5dcgZur82fTHRHiWJe5vQANItqhN4CV7IMU3lJdaat3aRIXec+R1mkY31iDQggGG+B2koYEpJMbUMXUduzQQZWAtyvMpctYVTsfCpEJWe407YKPKJiuXpXDYCYuYyNNEwGrBkyqT6duI2ERdBa6GkQAsgxBFyZhC37QrVjYOSchZmQS2QyHHOvhMKAHGoHQhkXcjIReCgm52LP3avT9FvkGNoYqLQIk2FRqFZSp0V1tEI6vjFaGHqReudluGRwMyFRYnK7puzePzAeLA4Y3IUpY8/vwDbj63ZthObAX693+A/GTL8OprDHHi9PCI5/7Cn2M7TVx98St88StfYvPa6/zGP/hv+M3dBR9+fM6jrORl4mafOFlGDo9XHK8XHK5WJIlcXm14eLrl5Tce8/BsS6kSCgIpJbpFT+iE27dWvPedT3H7YMXV1Yazqw2PTi/Z7bKvUTtFpzEzjRMpKakTSuwZyoDKgoPVikVnwbbrOrquY9wM3Hv6GT732c+gah5D/SJxdHwEIty7eYPzHfR94mLcgGS3xReqxrxqvZq+q3gWL25DrjaGIFIBR6Ca5FX2IDq7UjsvrrEw/jM2sLC2WUvbT7K33tsrcpCwrymoD6lJBpbQiEzcutPzv/7j38P/8+/+F3z/D/4BvvTZT/Hlz3yK2/efIa6PuHfnJtvHl+QcGKeMigk6s7et1oNq0tIGH+7Hj3qIh6CemZr1fPK2ViqjKtV927LmIOZ1JCKU0fZUiK7TU3VhdZj1ICE4WJmFvThA1BggmSZJWlwM7tj9tmvODGLsQNozm5MZHACNOXO01sYYVBM++/ss7AVaKb4loHsMCv4eLSn15FCVWlIyJk1bXMNjcf2ddR3sP+X+67V4bPYbtYNMgvgYlbmUGnDgHZTs1zMXa5efvEQSozUbVA44BpPR1E62ELzNur33aV6bDjQag+3raD/27315L6bPyXXD7P5z0qQKfk2DQK4aN5iGiUBCtOopA1SfG9TaSvueQSbzL/IxBV3x2WQoWQJDgajJGcPIVAzAFVUmLfSabX52LnvTu3/nx9c9iDFTOJwVmVuhrSwzXUPy2g5239ha69CVqamUbBXMztlcNZ7bS4i9yuTINdj3EC3jqdmo0ayWlRTFJrVS6540pkccNNVFWJ/POpKSveYYqKr1lgnh7wcgBEfymO+KG+KpvXl/j+K18NldEzGDrhwjQwxsghA74SDDiRbe1QfOgjINhYcEBhWSePbkc0IIwQetRXQqJO97D2Jgg2wtoyM2UiGJkOwNEwL0XWSYQLrAjsI4FpJA6gKLBDLZFFUV2KkSbt2ku7xkreJjDix7PUyC9EJIgEbGSUmdkhbCEIRpo6Qc6Q4C/Y3E1WZk0szByZJhyMg6sLpxAxZLLr/8BjnD7edu8+jLD+h2G8Jl5vXpTY7unbA4OeDRhz/Mk9UBq5/6SfTRm9xbRq4+9wXOFoknuyd84SOf4NOvvcpvbnbsDpesn77JiQSWUjhY9Cy6hflL6MSjxxc8frLlrceXPNru2OWCtXoUQkykrqfvOkInrI46Xnzv87zj6TssAjzaXHJ2fsnp2SW73eRspK3ZaShcXWwYtj1HBwdMoXDz9gHbIbE+WLFeLuj7BZItWHd9z/GtG7zzhRd4+XOfp+SRmBJ37941oC/CvZPbPDh9RAhwcLjmcL3m/OrKa/p7hmLufVHLOQHo6oFZaEaGlXGJEkghEbHPpRDcan7Ww6SUvGRUy7k1BMxdSm34oVhpybbsHPBnE78KuXz/ehYqCpkdf/iPfQcf/+jneeH5p/mhP/iH+Ln/78/y+kuf4fn3fTOXpyO7s1MOls+ibGzmWMuaLXlqw2j3GAipbKsfNvXvEgPTNKG4I7NYfEgKKpEcA8M07ZWLba/HEJqAGoHU90g1QYuh3bNW7hHBfKbsz+ClYgmWeBlgMSbNgIY9d0z2d5vFRAMMUsW80QqD0cWw0tifanNBYyzwuKtORVtJ0IFHCFYe84N3dlkurd3ZrlpsjFMDL29L3Brg9Xjp6KJ9Ped8LQnF45ppJIWcZ1bPrpOboOLgQDxhDca8lGnm1ip4KirefeZlVC/hqNj7CWoeLYIzeFXXo5Wj9/NAaWCkeQTtxfYKeN6G/fz6SnPOrkksxc+fKOQxewdq1YLa+8nBvF6yCqkosQ8kjSZmFqEXm6OXFXIqxsirJZWkrvmKRcFGPCDEaO3pX+vj6x7EkAtSFfl4Gx5KkTwvcPZoTF/kxbt+pNCEV9rQLO5jomYWBG/bGNa2XIq3niar12pQsprfQ3XFlWBUWxPziswTruuC8uc3qj2Qxb0kvKafvU5pJIN7sajPSxKxRQOAOF2eHUQFCNENWuaupRrgg78nM9xK5JDZpUDXBxYpMEXogTtMfCAEjrvIZ6TwWlaOgAXCSoQlSieFIGaZXoqZHYWS6aKQYnFAZuCq+KYSLTYIrVitvyuC+BRwkeCZgemUFPOiWYZAmJTuuWcor3yZME4kEaLCYmnBp0xO4QpIF0l9x+VuJMXI8kgJJErObJ/sOLl3SDzseHS65eDkmPPTHQ+/ckrQU0StJPPW5x8QslLySD68yfAdv59Xbt7g3jJQvvgytz/4fQzPvIPtxz/Eowev88bHPsWbZ6d8fhz43PaKsyCkGwc8feeYo2VPyhDpuLwaeO3BEx4+uuL0csfFkJmKHfyed3nQ70nLNd1qSWBitYRvevFp3v/CfW4dnZC3G64uN5w/ueDqcsMwjORc2QdhGpWri5GLJ5ccHkW6oByuVtAl+mViueiJsUfKkpg6bt68yeGNW7z8hS8hMXF844T1sufVN17n3r17vPNd7+G1B2d0GigxcXDcsdlcuvOyMUBl1le2LLO1WWCC9SDBp5jHNhQyurA5hnl9Su2qqcwFpoXqUjRWR+x7bWJuhSRWNg5iYL4lK56JzBR8qLvP9oe4viJnAkIvmX/xT3wff+dv/j3+4l/8y3z81z7Kk0dv8uzVs2xTpO+U1TJAHhDXLkxamEqddWyaIM9QAG1zxurOF8HLyGKsJLNDqxbvGBLTVUSgSLQDUCClOdu2IZLO8rpvzwwkZlal3pQmyvXuMDukaymosh1CjMmGS3o3TfHntQRSfOCjIqF4yUe8XdodlJ0ByDV5qzG5AoAaV2NldNzLxUuKdu9MsygaiFVQVb9oRRm72tfKKvh6sN8ZqYZ2tJJJwPRAIsXjNybEoobMEcHMFotYLMrijQp+DdVHgoiDMC0JSYKpBwNMdv01WEyKeIeQx3EV0AkbEyBx9j2rTHyjXWzdCq5l8fWl6KzTrLe3AZ62sNv3tUOuXhsF84Ix24xQO5nUXNmLGjuYi4LGJl4edf5lISiQCVGJJCZvBFmGhXnwCEwlEoPLLfJ+8/tv//i6BzGNTaj3S2ZmQ3SfuqUh8totVLz+GGNs/izq1t8iVQNTn9epOF90iNiQL7XOgFqOavNH/PmKweBraPnao2ZINRBpYZ4gaxszu0CweXGgLUDZW/bg4kDFfFu83KU4QAvOesicifpm74IhDwmJsujJqwXTdmTYDiy1cBADzwscRbgdAw/GTFZ4Ogq9OEOUTBCnpaBuzZt8MOc0Zs9qrLMpCN7Wp/QxkUsmqzCKkoIdRo0qzqYROIgJ0YkyTdwugfIbn4KY6RcRH4FFDDBmZZE6AxyaWa464hqWN5dMuXD61pZQMkyFEpWHD65IF6bKf/Jgx2K5IEyFUgRddKzv32S42LJ9csWkQvzeDyL/wo/znnd/gMe/9iusn3qK1z7/Eo9+7aO8/tqXeLTZ8qXTxzwME2d9pD855DhGll3HUehZ0bPZDXzh1Tf54muPOdtmcqYWGvyue/YXIrHrWSyWxMWCqQykMPHCU0/zre95L/dPDuklcj4om6uJq4uBzeXINOVr6z4XZbebuDjfcnmeSOuISrTMWpQUIn2M3LvzNCn1KIH3vPd9fPYTn+PwpHD77h0evvkmxzfu8p73fAMf//inWBzdYHO5YXN1weE3vPPaAdkyTRwwq7+zUg+peaJ0bZNu3UVVlyHmD1OD9jwzyUop0Q/YEKNrTJyBCZWjmfdQy8TrftuLB/tx5Pq29NetIy9+4/N887e+zktf/Aw/+mM/yt/5r/8eu81jUhe5f/eAxQJUvEuolDYOosamOrm5ll3qtZEQ0JybHkcVgkSSiE0aLsUigHiyIu7oC97EQNNzqLrep5UZ/D9eyokx7o0gsJiwXw6qIlwwdlv84AkRb72ev7bfPl2BEG5uJj5KsXYyzWX3CkrbFW5i4PaZvXJ/LaNVZiE4SwTi7uH7gMzLLFTNobN0vK1cpC5ebqz0npRA9wS/fl2vvZb6M9FExhKEpIHRGZkYIyVnZ9nmh6qxaponancPQZsJIsEBjNS9UcEdc81o73VUYDt/jqYR3GeUtFwHCa2MWctRzPHfut3ER6VZZ1EAb1CxtZJ1dKsOY4+yKkltJUKxNusuubbR3l/XCZOM0BXzNOoXTFMmRn6Pidl/1M05TRMppmZQV+3r6zpvAqf6d9/gImbDbcfuHNja7KQaAOvirDcbPLh4F0cw6LwfINU4SX8teNXFvrceMkXNbE5lBle4N8c8kbm9XGoXx8wk6gyQRBowq51IVlIQ2yy6J7AKoRm/xRCbBqisVkwKu3GiHwqlDCQgULghsIzC0y6mvpmgCyYOLCjDZIxQVvEkqdZznRZVbR0jpRhFadllbN9DMfo8AiImSLKqVeb4sGNQJe4yQSdkIYSkaBEWyyV5Goy+VNAi5AnG8ww7a9OeHGBNPnbhYNWTO2F52PP48YauD0y7nQncVkveRFndvcvhO47oxszDL73O4ynyzjfO+I1f/a85ffRFnrz6kC98+WXO0sjrmx2vXo7s+h6JK44XKxbdkkShI7K5zLz5xmNe/soD3jrfsssOLmtZw/U8IoGYOrrFkuVqjWpm2F3Rp8zTt4547zN3ublaskw9FJ/GO2bGcdo7QGtZ1Wr322Hi8gJOH19wFJeMCeg7lIkYAn0U3vvud3Pv7j0urkYeP37Cdpw4unmHi10mLlYs1wt+5dd+jXE3UVLi+GhFYMFqmUzQ2+Zmuc1B3XGqllaG2ups4NoExTQw4z/dDq4Y3NE3zKUlUWkt17G5+QbP2mM73Paz8bof62Mf4M0Hmv/7q5IMyNOWP/xjH+Q//b/9P/gTP/mv89//dz/DxcNXecdzTyHTI9Zr4WosbbyHtaHr/Pxenshu8aB2KpNLdnASvNxcu44yKViXYhCfIi9ephbrSIw+H6nGvn2bh8q21llJ1e6hvtcU015Xjh9kuIg62cyggIlxgwPDGj/f3iE2m9nFBrLMZdlAiwYxJ3CR5uHSrr/Hwf1hlfti1ALXAJPDIEJI9mctUnnyKR6k9zvX9u+/laXKtc9VEBNCcK8WGjgr2ebU1Xbgel+rR5fZAwSz7NfJwbeJf2unWGWW6mwzM/w0LUpIQp5sDtY05gZwg/g54/T8Poiq59Lb1/L+EGSPJu1+VZF5a193CcG1tV+qLMFLoVq8bGj2CcUHwbr6mNAn13gVitocOVHdM+QUCgOTFgqJ1HWQE8Mw2ADZ3wMx86PewBBnJD7l0lB93RTV7Co6gCn++VwRcV0YFdyHPSW3U5ZWqnLbdnxuUsusPEOoCY0DjcraBN/Etc679wZsPDrMFt97FLeqGb0FDDHX0lQp2sYblLpqpb7u+XfXgFYDJXiwchqZUogS3QdC22yV3W7L4mqg2w1ItkN4FYReC9IHUlL6FOiwKkHJxbooipixBIXkLeJ1Uq2J5pSgMOWCDW61dsmpWMlpveyIYyYViKEQOpv9kYHuZmQ6HYjudNkvOqZJyduJ3W7H6uaKMY+MQyYtovnRTEoYQHOhi8EmYnfW4aFJuNoWLjtB7tzj8SRs04qT27dZPPssd557B+en55xenfLaZz+PntzhKq35W3/7v2Q4f8LqsOeN4YrH2y2lW/N47DiTwLSFfoKLsoOxcJA6BiYePD7n9YcXXI61XKREsnU0QMs8Y+rol0ti6sklU8YrpIzcubHmXfdvcLAU8rhjKktStGFz0zSYBszF7DUA1rWWC4yDsrka6K5AjhN9bw615hOhPHzrAdNkr+zRo7c4vzyjWy6QFDm+ccjNGwd88Nvfz8d/42Oc3LrFp37zN3n2mZu8+93PcTU8tI44P0zZE7Cr7yup//OhefVgEt7W9SIOdtQzZcwSP4qYU28tE/nhGWLcKw/Nhxhiv68+L1y/Jv+sbo/6NSs5mBh5uR74wLc9y//5r/6fGM7P6DpFzxPv++A3o7Kl9hnlUp1hLInR/d8TAnmaQGw47QwialnEC1CV5scAIWG2GIGqhZE5eUvW7VfVGCJ7QFJm19oGWHQWe9YDXGpTgQeuNlogzGCgapLqc+2DmBjE154zNFVcnSKTqs3RkuQg1u6DYq3/FcjU7qb6/OxpmWZAUtcXVF7d2Au/3+ImfXtMwwxo98t4+/df2/srZda02Jnt4NDZlnHyUr8ngdPeNawJbYziZTdLwkzjJDZlIhibM+UJxGI7pRqy0pigepbNN6+9zGtA8BpLtHes7DNQ+19sutC3gXcDZWaTIWpaNUum7XXHym+623T08qUlqpFpnCrBxIhYc4n7H2kwUXrx0iRAmX7PJ6Y9JrVDGJkFXa2k4w6hs7mciUrVXRoVW1BFLQDMQbcyGwohzvXH2rHkgVdFCCQv8diGL2HeJVopTlVyew0y0+t1MeJBw1+f1PZilJAiOasPhTT6MrLniyCWzQsg2VAzVLBtmbgIXiu2z6Xm72CZrGYP/lJIyacEF8gD5LFQLraWMTKzQSJYa2YQo0YzlMnaMkuCKeMAxlrupuyZVYRxKG1DqoO4JNAn4eQoMW4yqQbQHkKIDNvM9nRHyPa5qML2fDSnzRIpolw+uGIsQFK2k/lOyALGIRNi5EoD6/WSKU0MqecsLOifus3iqftcJOHwqfuoKq+fXnJ2fsXn/l8/w/nZJZvNlsdXGx4PA0/Cb3JVMv0qsNZI1yXG0DEMhatRGLZWatMMi2Da/W0JvPnojIenl4z5Ot1soHT+V4iJ0HWIJGtPLwOaB24eBN5574g7y464HdBpoEyDBUIFpkJU7+AIFhjbAemodsrKLgs7VU76QL8IHK4jaQGjwuPzDbfv3uaNN54wbndECkw7KIW7zz3Fc889w3q95vadOzx48pA7926zGS5IKRAn01aFXNyynj3jLvMk6qKtIZuPVUW4lqFGsdb8Ok7A1mcdNiigiSSBLkYT/oZknSKYrgGJvvZDe+/BbRNMpS8t4ZgfLQPx7hNfk/uBXtWCeVa+5/veza9+6BM8+uIFQx5YvbDixfc/zS5foWUywBKEKRvoznhrtWtlrPvJNHOiPsFdpOazSLTfYx5OscUHS8ImKwdLJE6K5skSj+R2EV4SDt4ZWd8zlYGItm9DrIfyXjs6IFHMqwm15oTgClqZxcBxr5SEH8whVHCz1zEmwdkmew0xhqZ5MnDh7c0+g6oyxxZ7W6i2LiAHohVY2V2zzk1jOmyf15t7rdXY713tVpvZHv+SCkFKu06aBZXUAGVbEM6klRr3pJ4r9v6Cx3Q70gslmN4lAxIiYSpmb+Fhb/LZRjVZzSU7q2EvpaY4RGf9qzgcZl8X5j1mRoB2emDqnObynN2V3W6Zs6O1VM/8FrXYuRKCSSRKVt9PpjPLo8WXUpTYJRQbdppLQEqCzrqO/FCCYBqkjBUYkwpZd4gb7ZXx95iY9mizkOb0c0aX0uCIbyZD/bVdzjaLOujB2RnacwSJPvDNPpdz9rKR/3JVNNgQtppFmEFdBRd6jd7T9vssoE6l1rON/sd/JoTZ5TdX34D6c4Tr79H+hXq9NzS2h70NbZmueRd4O7qzEqp12NpMx8Zg2UTICkNGR2XaTpANXAhqupdogK8a6EUHfCWYwHAqmMalqJlVZcvOrbPJBNFdDORdtrIBStnu6IKxN9MIIVqAD5iHjLWFR4bN6P4jisZCd9izuRpQCdy+c8DFdmRXICw7HrxxxdXqkHt/5Ec5ffQmJymy2ewYiHzmK6+xefURXz475+Evf5LHFxuejCOn48AW4SIXpqzkKGgSjhZwslxzuOjokjKpaZaudiPbUc3/BsyqPSQmDbz5xkOeXOwYG/t9/TRtLtMiLBa9HzSFPA0oI8sFPHvvJrfXa/qslGlid7VlsVrR+bqPwQ6LrouEnXjpxvUEXsHJYkZq45QhCItlZLFKdIuIinL79m3e/e538eUv/VPeeuON9vpu3bxB33e8+uqrHB2tefrZZ7jYXPBkc8673/08B6sVF1cexGs3XJwz3eoZ8vY/I2KmZa5HaAxhbbH2UlKMHSHUicVzhlm7mawLz9Z0cGHunLfvZ+Ncy0iNP6Ud0vuPGiNsM1sM6HvhX/3X/lf87N//RV757Bf4I//ij6CxUFyD9Ft9lKqRUW2/pzidjx8sdT/boVyaBT7qyYnOr3HMtjcKNhncTV3rm20sRNXplQYaaOxLbUeXyl7UmOCfV+8+kmjmnDFFurDH5IbQwMsMYOr198UGbTp1Zp64PXcL1dxeqXPrgPY7WqldUnttWbWNLrCX7od1uL6f5iaO+d/7ZZf9fWe2D0IhoBKRMllru6+vScevirX1PDG9j9iMpRRRLaaXGacZfJZCCJEsJi3QKVtZ0LVMTd8otPOildN8HM0+c2Llxrm7dn7btQxnwyWDl+iuaWX23ocIrcutXgvbEjYfSvz3GD5Td+1VhEhmsqQdKyFmKbSxG7JXgaAj6+j1MTHw7oCPrx3DfP2DmKKzMru24tXrVDOGGrhy7dCROZiYiK0u/OsLptTJ1f4QEWqjAWIAKgvN08CGhc4o1yjSmerbr2fuzziqj7ooa8koF2MQrEMhmOnYHg38dtGyBTRtgKdRipVpSkbZps7adWPsQO1QqSWfiIuVO8vAdpsdOkwwnBMU+lLo1MJULspUMz1Mc5L8dRWnFgWhSKALNvDPBtUpfW/1/SBK7C1TTzh74wJhULplT1wkdpuJMmSz38+gMRDVRsKzSPQna65GZbdVHm5Gckw82kWmIEx3brG9e4svlw2//tJXuDq/4iunZ7w1jJxr4WIqXGSbw7St99czJUGRpKQEB6ueO7fW3F0fsCCwG0bOholhmhgna/FWwQz7+khGePPxOecXO+t6QPZj7XyP/J72fQ8omkdKmSg6kVLh3vEBTx2vORQxpiMXht2OYbOhU0GzjYPoQmgi2YIF2BhwYzw/IFUYpsJmt2WRNxR2hG5Niolh2LHdXLHoO77j938Hp6ennBwf8+TJKV2C+0/d4+LslLv37lpnWcm8+93Pc3V5ZiBCA+oic8nGloXgQkhPzGuZwQzsaneSOTYHZ1qiRLqYnPWby0elZEK35xKLaaeq4L1mp3UCdr3Gs94F1+60fJ92KDEfdte7OmyMgH1rZrke+WN/4vsYrn4/qiPDZAyJBEGnmfuvzE5jhx0wFTWWVbxTRrUyCF4a9qSqgh58L4VglvcSjfI39wR7H+rV51DsOmWs08b5/7kzKVSG2pkwb2hQZ7sqqKkJmYq2JLFey1kgrO3fgJdbpF3R6IyauffaNO02XLIlZO70rfPcu+t7A6ourmg25vhtYLOCotpB+vbnqfdyP1bWfxu4rBqQWZ9mXavipaJAPXFDCBT3umqibf93A4S+Fm0UsLUhl2DXp2Q1Y8JckBQoY2lnEeLdWXmO7bPPD6abbGBk1vxUvYutc3WgWMXPe2fD28+Zt+8N/334vVAHUPbGMe8h7P2DCdARYaL+zo7s2iyZRgPYqoSUbD3lTNclk6On39PEXHuELnjrn39C5jphHVjWHhVN7innK8YJXnveJ/uryKmhWQdFwctK1V1XW/D0n0EbWJkBkc4o2gGHs6QW3FzHU8GVbYwwG7z54soUkrseNhbHfhEO51vQmad6SwNaNnlbWhtfjMmGxNUGSMUOpCpUvjsyDhNhmBgvLqltqSmat4wNZlMX/+GOpyDipSQHdqmrHJK9vMVabEYJgg7UFJKuN7PAccz0q8gUM3EV6frI5kkh9J2Vu1LHxZMtm00hdT1vnu+4iAueJNhOyo4Fj4i8ej7wYLjk9VfPePNXv8BFUS4VtmAsSqVuazJXGToxMTM+Ifp4lbh3fMjdwxWHKTKNhdNc2I3KlC0bqwfQojMgeHZ2wfnVjjwrwX1NzNPWqwZhsVg0d1wtk7WdRzg5XPGO28fc6js6X22aC9MwMA0TUxyZxoFpHGwyrNaAa4fKYpGInZCSIDIZdV2EzXZDd3XG4mDF4eGRlRsCrFcrgsCXX3mF7W7Hw0cPee7pZ5Bg6+7w6IiUEndu3+bpp2/w3LN3+MIXXnfCQgwUV/BX91epZQtxKyVr6U2YE2wSH/AYbaZ1DJWdEcxXNlrbdawsZNVhWCdM03XsBWX5LcSduLC9/oylnr91q+cMfJyxqRkrkMsO4ugMTJn3TQMjXo7J3k6qPtXa73vNVmsTQoyzBm4+eOwalmIZw0Q1m8RAb8azcRu5geo86M/3fO24rIx0vRLmWj7rY6qMqR7EQeZZSBKui1/rNQ7OmDVzuzjHxiD7jFvwBKprDNS+bqaWPq+1B9dDXGr5Xt2yIrTo3F5LlQW8DdxUnY3s/Xv/MJ/juQMaLBmOUi01pImjq+7l7c8vIdg8t2ki50IsVqISjyHir6vYm2ofItJE3i4UtPeN/3uPNapgr/mOXWNT9hhGrSLw4mfQ9Wuyz0bV56w5VWXBrFX/Wp5lr8W9yQrOAu6DfCKqI8icJBc1b65RhE5cE0S9Jrb4f8/sbu9RJ0RTgYOWefGLAMWddgFcVFgXr4j/PO3G10O63sq4z3xQcYJRgyJORweliNmpqwuewA7vIE6DIs0fQop1DKm/BjCHw4wyZb/ZDszETwF14Z3hBA+cwRZE2GOYigeTehjb7KXg9d9IlzpiSHRhYUP/UqLvOsTdf8V/p2pBQ4ecKOPVhsW4M5HMNpOLi/gi5AhZI+RCn8So2GB1UBO/mcmdDde0gWGhgGQ1sWYOjDpZxoIyFiEtAnRCjsLiYME2m2lhPl7D3ed4+aMvkfMGJPJkUh5fTjwuypu58GAoPHiSOWXDQ4VTVUa1TijLOg10tlzdSxdCLdmpH+hGs/cxcbSO3L+x4t7xMUddYhp8JpMEhrJjyOYajShdNCr3ajdycbVt7d8404evyxZQRUixI4TINI0OQgolBE5WiW985hZPHx2YoZmfu1EVnTLDsKPvOqZxMgGzimMY9ew70q06jOCZUCmUIIyTsttObDcbpt0lZbxA+zX98QLtF5yebTg5v2TaDjz3wjN8+dWv8Pw7nmWYMrvtwGc/83ne/d5nWa0mDo96YDIdF8Xn7FjmmLMdwKYtc8bOo7sILRkomKlaUBMUhhLoUkcnNuLQmJpk4Ea8KVvNgn7OvG19V9bHsw/UGamZmW1b2/ayceieBNQj0wO7bW7nx/HpvsH9mawdtwgUCUxqflBTyZRsnUpZZ81TduuELGVmIEWNNbFz3KkEMfPGqoMI2O/KDngDRPFuPi1EAUJ2Ns+O32psF3OBYP+OnsioKER14zGQ1DU34ewliXmZemu7StOszJoYaddfpLIyc0t0DPhrgxiStZmXaoQ3J14BA6/qMaeWhypjZTHQ5yqJD/G0sG6Hpt/forWBgRar1UW69eDeH7tiiWSBYsxwxNiiyrpVtq6yO7WVvT6/GdtdN86jJZXGjmlUH/AbmHw4qMVku8cWmQNVLFOw4b5FCiF7rPd1ajlxhQHSgLG416tdU9NT1Qy1gR41/VKpea7SHJ8VO4+alRHWBFCnb10bJFmTvjBPUQebZq3BXe2l4VJUYPRYVHJEVj06ZFQX6Neu6/36BzES5+xAndbN6h0xUvX2dveUWtcz6+q5G6xmP04pttPGEXrNYwTmHgD15WQ3K8QZFdsUWvt68IAy19iDCbtCpUD9+7DyDFHaVNCGnoPF0krdVLBVSmmBvU7Bzjl7VlQ7olyRrzWb8lZUP6RjiqQuQbGAIurMCYUYClEL4dYNdHNFmjJBtpTdZBVQP5RygVwCgygHC+g7qvkpmoOZ6bkhX98ldMyMk5InMenXUujWtpnzlClJWB4fc7YbOL8s6Aibyx3ny8RT3/EN/NrH3+Dx1Tmv7jIPcuGNMvEY5aIERrV5TLYp1Wpa7X7Z7Q5+gF5/mI4ghEBMgZRsSvLRMnLvxpq7hyuO+56p2Nya7TAyTNlKas7CxGjeODkXNtthNpyzxTVn8z5dXFEDlF2HanFvCjvUFp3w9K0D7h8uWFTzrfpfB+7jMDJ2A8NucKdmp8L9MIpdQEJpYs5JzbNkysIwwOXVyOXVhqurC/q05o03vsxY4M6zz/H08+/g5Ze+xNV25M79Z7i43FBK5uBgTb9c8JGPfJg/9sf+EOdnF4hGUPPISO7wqoq3Zc77RPAJ1L4OEXOBDc6wxBBJ0T6Cg5V9v5E2XqCuYbGSX5BIjIm33niNGzdOWC0PfQ9L+7MePm+75TRaxO9UZTU8IDSWxau084/WzzkAgHnwamUc1LOeKgC1ScA4S2ODZ61LJTQAZc9t3ZbNdgBrK1YtfvD64VSqfk5abJHKhhboggnes85gTf3v0Q/z4HHRANM8K2l/blGKbnC2dx+qXimFgNiJSAjupixzd1IIEQ0Rium2qO/fH3Xem8XJ2raLZ1P1/kVL+nRPs7j3HFaWmlmV/dtbP9eAx14Zfx/AVgC4z5Y4Ori2ZPbPmtrJVBPm/TLZ/GNal5JpY3IVDBtqrboYbxXxJpPS/m2C7X3PGn8NZQbhdakb7vbXby/Kr5Xtv+D3PgSBzDV9UD0f2smnftBU1LP3jQLoaCl19rWGmMop68iIdc6ihVAyqe/JkzLthK6z7/k9TczeI8RISJF5cJuxMdmz7VpnNtM5afOM7PZV1FrvVxVY2WcUm6yMzCIqCdG7RoqLN8NsficulmpUrj2LFm8x8yUvMTCV7IEN3OPa/20IvG6SSsnXsnyreXoNc84d58/Z6yjt+9vCrgEoRUoQuhTNotw/J2qHfgpCKIWQsKzx5IC8PbHfUcw2tORCiZkQhSzCVqFLQloK/cL0AcN2IqrRrF0UFiH4VNdaJ1biOtLf6OkOehgK56cD51eFzeuXbAc4HZVHo/J4DLx2vuHx//1neeV84M2ceahqjEg9LOp71dImrO5TxvUwq4G6fl4xp9kYha6PHCx6DhaJo/WCk2XixsGC48UCJuXCwct2ymzG0ViYou5jYmLUq6stwzDRUv69R/T1mnNGggFICUqeJlTrrJXIc3ePeefdG6yd1t/XEhB84F/ODNsd0zQw5dHLGA6oA8SohFjMRVmzU/uT+eWMoBvl7HzLsn9CDAtuHY2Mw8BiteTZZ+/z7DueRTVyud1wuF7y9NP3efjoTfKUOTpas14vef0rr1Cm6h6bSKkj50zO5puh7psRa2s0PlZA6mgAWvvq/miBmSr/Z3zs7V/xspICT04vWK9v2Q7fAy5vp+HnckLtmKkH/HWRbg3gNQmpf84fpQGDt9P37U9flyHYjKXJkxRbn8H1C8k0KEUs+aosTJlff02KinjJSk0nVEvKdf+nzpmabABWQ9VqeBxwABJisqRKtTFmWkOiMxvNHyZGT5jsc31Ktmc8zkmM9iG1pV1aglUQA6p7Z+FX3xf/XWKMSMDe51zSN/qlMQnetlvb0/ev/76It+71r75vc3kp53zt6wZOLG5fB67aPL8qaNlLLSouIYWISrbOIWBSKzuWUn1U7CdUawcQ81r19VJhTnGd4f7jq0pj+OiJPE9oj5E9fy6+am1WN/gmGPYXUVthmnC4Psr880UtCRcRnywO085Kp7GLFMkNOJujz0joEuMuQxnRTlsJ7Wt5fN2DmMooVJMwuwmx0XbiJabK0tRMSNUQZK2zt4Xb7lWlWPFDzpB5ENvQ6in9deBjGUHNJtTiUWvhrgs/ey3cwNScvWX0minVvNHjtUO4fu1azbRlAZbJ2Z/q2VCVFXoWlhIhJmLX+bULxsY4iDGkXzzgKSoD4eYxOkyEwaYVax7JOkFSYuzpY0KkUJIyMlFKJnaClEAfYt3fduClyERhyIUtHeOQ2I2Z3dXE49ORxxvlQgNnKjwm8GopPASebDNPyhXnClKso8Cuq3n21OnjiLRcpl0Hmbt16nWwD9PydF1gte45Wi+5cbDgZJE4Wi447BekZOzYNhe2U2aXM2Mu7KaJYarZtZCiMI4j2+1gh6uYALKKNlNKxJQY8wQhcHR0xOXVpQ1EU2dMFG4e9Dx/94TjZSLStY6bxj6EQEima9Apm7A3GABbLHq6bGM0+kVktRZCzOy8NSoXYMqUMTBdTRAuLYuNS3p5nc3FjpPjJYcHPUcHC55+6lk+/fmXODo8QFGWy55hd8G3f/v7OT99i+3mzLRDUmfiCFqCe8EoEiMhGqPSxUSMBmDsEBW6lFx34aWiPaAyd7/UstE+mxWdv6ylX+Hg4BZPHl+hukTCDkLmq3QxdXeLeAt41aPUoJrb+rBEYO4yrKnPvvi3lLqz3r6u/EDM+4ej+mtPqHtoSIjolOfDS6QNmkWdySjS9uWcYBXANAyNnQXXRFQWxFqdg19fVRrrNWmxErIEa5mV3FgjlevDHUOIzcfH7BlsN8cAKTkTE4Ld6xC8rF/f6wwwg8ex/UN4f4p0nYVEUNfqzELV+d6bOZztqejx0q/9tZh5vctHmF14672zuUkzG1EBzQwkrgPYCiKzP3+M0UtQlc1xliJnYyVwgNdYdEG1CoVdqK4zmGgx3AFqfd/qEon5dc5rWBxwXhMCe/JcfXvUaNFr10bK28TDlcrxs6Rpdup+wRJpdY0WamsoRN8VXhVQsl2TUoge+7QUotpoAik2vmWPePwdH1/3IEahxTGR+ROq1eS5NGBiwGKf0iyNxpVkCz7nqTEcAmbElnP7HdkIGaoPTfH9WlsbgQZKxG90o/pE2ngB1fq61IMPqB98rTTmqLo5duJ1RxfehpC87Rsbl+BIvpWZ2GMmYsQIfhMQd11H7x0EKdVBaj7YzDdHFAESdGt0taMcbsjDjiATsQSKBmLvPgBRIHWQM9nrOVYuEaYRtkM23wBVygCDCheDcH45ctYXNikwAA9K4mEonE7KEwqXOXMxweVU2BZgYu5EqMFLPCxUJgY/FNG9A6iuAQs41sUTIZlo+Pig497JITePOg4XCw66jlXXETVSyGymzDjBZhi43BUux8xY7H1AYZUCfYq8eXrJ1HxJ6u+H1Ce6ZMZyKdrBAYrkbLoFbI7Uuks8feuQm92CpXrLtOsa8GF+REWiEhMGpPvActGx3I6s+sjFGAlJODhIHB9GQipcXCqXV5O1NKOUydbYRRlRLkn9KS/cT3zL+9/FFz73Mi998hP80Pd/F7/+67/BdPmQS9mS8wqRQs4Tzz3/LA9e/xxMO4IqMfRE6SnZdBoaEja4ElKK9H0iRmvHjSl6OcLuifnF1GGDMlsBBM/4HPDYjB7rXhK8jOQzmEQDi+6QO3fuUAjmMq1xNt/zR1V8VGbVugc9+xZ1GmLWeRT1A8dpfupe9L1mLMh8KFqXVtw/adBSh++ZoN8cYG3CuqprCJzVEdRLSdcdbIvac6cQmDztN4sBHw8ge+xPda91oWX9CD5DCZm7kZQCatYJtVMxxeQ/4wCuRjZP5MygxsW/Qexw2iv11fJ2FbgaOAot+y/Zuy61HsRuhe8CD5smnUBjC9x2l6zkxLV7WMyLhVlwuheKWwkF/6nspY4KeK79DGppkZY2wsU5NB/SmKFY585UakeTzDYfOpuq1oGOzbuopbZ2jy3NMnjXxgiJxdLKelT7Gy20DtzKzAsVKNNYOcuTZyZlBl8urdDa6q7Y+ADXUQk++by6Ru/N9fObbyHNSpyatWkK7Z2AqHXPlS4QUiG6VsM6Zs3QM3WCZps/JXujE36nx9c9iEndPOG2Wq5bJ4QLNXH6TEH3RV3q7dWqRq/jGyXYGgrB7fJ1zoDqjCNbpEpMdujPYjfapNBCgTJ3GgHWJ+9Ia/6sM0Rqm0D2MoDKtiCzJkL8cKw/G7y0EEOl2LXVqwUr+yiuMCdQpok8ZdIy0cUElSEgtOwCVRLBxb4RTT26WpEPVuTNFYtwQJwGIh0iBXE9RFGlSGAn5iaAFi4mmEZhOwY2GS4HZVRhJ8K5ChfAk6xclMKmwIUqO4mMQa1sMxa2o5pZ3rWZIeoHUFVc+HWrYLYW7zwz2aetDZtZ9856lbh5vOLu0YrbB0sOlok+JgN4apnkdpyYpolhHBnGzLZ+DCNTURZRuHP7Bk8en5OzkrrUpuOGYIdvSpHiupfUJQ6PDnn41gPrwsG0DJ0o924seeetE45ToguAZHATqtgna+nvXNgXYRRF+g662Pw+UgpIhNWqo18IqQ9sd8nnSbkjpwQKmTzC5mri7PSCEAKHB4f8zP/7Zzk4WPPg0WMuLy85e/KI7/zGd/PKK1/m/PyUD37HN3P3zi2+8sWNBbPYkbqFBTsPhl3XUyh0vXVGpRjN1C6lvczeNDSxlSqiGaNV3YOIr+WIDSQMnqEGb7yupSUXO5aBz3/hZd73/m+gC2IHjtRSTFshDXzsrxnD+jPbOa81Z0zrPm6U/5x51zlJNelQxf1ydO5E8tggYu+naLEhk74sq0bFYofWc9rWdm1LDzq31AJUTcMegJnbcr1rs4KQagOh2vx4cFZP/fdLY1/wr9nXZY8JEe9KkqCEZEmXaWjsStUSUmUnbcyIla9Dbbmv16mCQX8TWe1nqMLeyj7Ve3XN7mIGoOxF03p/lPkeVDajMgv7976xZm5AWEtGpvODnG0SuQFU13p5Waj6g9nz2HsoaglpUZsVZ2eIvweta8/YiSB2yO/PbJJipo824NPXRNUH+Wtu54Jf43q/bU3M7y3GPSDjQKeViGqC1X7enj84cA01kXYAryoGGMHP1vl3mYYn+NlnjF4IUAY7j80kz/6eUkQ0XWMvf6fH1z2IIQTvCFLPDoLRr37fgxUHG7VbF0MzvvMFsGfabZi51PKUZyMxtFEFRRUNwqilMW41W6mHeZ1R1OBG3Tg1SNWvecCs5Q77Ow2U1Z/Zp2CtvFzmDEO8jc+Dqoi0urJ93eubWgwBTzbmgOT6A8U0MZWlAlIx91CCUKIwxci4WrLre4ZpYqWZqBA1s53MIGoaMzkL06QwFIZd4WIInO8K5wOcq7IRGEsmA1tRhi7ZRwyMQJ4K05DZDAPjAONYKOpdJlLp4JnZ2n/ItaBoV1j2eEsRIUQhJqHrA0frnvvHK+6eHHFz1dPHwCL1LchrscxtorDLE5txMFHvbmA7FM+2MkeHxyyXCx4+/or77wTzwxHouq5d22EYSClydHJEv1oQ+4iOGQmBPmSeuXnAi0/d4nYXiHlspT7BDoYYhZgCgxaI3q0kNhF3SsLk+od6yBAUjVaTH/Nopn1q3jF2Yph3xTBkttuJBw/f4Js/+AOMw8S7vvU9fPJTn7MAvrvks5/+FDdv3uTk6C4vvuc5njx6g2G7o5NE7CIh2tqtZQjc+CzFYCCm86nTMRKSMzJBaYMbxfx3bciclVHMpr4nBuuoq5OWA+7O64C13vdcBlRHTDthTGn9X10PVVy2n4W31dLKPuWajqJ+v5WCjS7PWtum531ZTe0KxsAWsfJOVh8CGcBIGEtaQrDhp5Zh0bR1te22vromIPXDudrRN/1J1mvXYb+MEmKcxbLQRLlmZObl5mYSaMCmaiZiTcxwkLMn9m0lpRiJYqxbTHO8MSLIGDKCMS3V7qLp0ZiTP7s8fkOLWClJ5pjZYmDVYqh66d4iVhuMu/f9VJDCDDilVM3hXCbSYnGxlEJWsU5GFXIxNso6pdzXJ7+N2c0utAaXHpjQuij+p1CmyWKpN08U5usMtDVUnFWr5oqVxQ1SR3C4zkcEYmQGJK55w+KDltLcsmsHIFrBljEv+5rAfc3dvg5mPzk3Z+BZG9rOH7eTyWUy7VVtp1JjFBOJggHAouKNI7LXcPE7P77+QYz4pt7LXGyRW2bQuouCOQzugwETJoXWQUalTyXMNJujoQLejms3fNBsLEaUFljUa+g1vbrerre3uWSmZ+3fdtPr1Ox9pJ19YVcdT4tx+1bUfh1sLpFtoyiWqdY8xURmgTKMTGlgmiYW6xWxsg57AYri/i0VsGVBQ2KMiW1KXA3K5XZioYU4jRRVpilTsjBOwsVYON8WLgZ4Mkycjcq2wBQhrRIHfaSrWqZoHiFLFcIIu01me5UZB7PntuDmm30Pn7T9+9tAek/4ANNNm3A3sF4kbhwuuH/jmPvrFcfLJTGqjZ93RbY6sM2KzW4Suz/DODFlM7bLwI2TA37wB7+Xj330E0g0A7xg43FMPxCNRRlHc7RcH6z5c//Gv87/5f/60+4boiyTcu/4kBfv3eJu31uG3XWoJCLRjaXsJocoxMmzwWhto0MeGQPkzrQyXUoUmcia2WVFp9EEparmBuuHVClWJi1F2G0nPvv53+T7P3jBO194hvPzS5555h18/qWXuHXjJo8ePebTn/4M/9t/5Y/xvm/6Rn75w7/Aou+REuh6d4Eo07yOQiJ2iZiMRk7R3XijmWRZVxFtzMCsXXHxqCRC6IihJ4SEjcjQ5tJrXUu+8P1np1HougOG3cTBove4sCeIvpZW0AB/3WvNwVW1fW5/36qDkYxpBkpjcOZ9q3v6t6Z9kxpbcOAQWkZe44W9xnq4q18ju78xdW4+Js17pv6+qqHYL5PVEpQFDsv0lflQKmqTyyuzW/UWNozWJmFH17aEEBxMz3sqOGtmHyChNF1TKyf5iAkzvPOy0569hSWDb0tCdG6SKKUYK77nOhv8urQSG4U6IFOdlS777I1WPKB+Lcu1WOwwyu6BVBbGLvGYizMLpbVea8mNTW1rRBXN9rlczHzT8Yr/PAZy1ACUFqUU2+KBQBsxgLMgRb2ZxM8vw74NVBtT/ra162dgKzUFs1JsjKILcW3wpF//Mu+LponZe87rkgYfAdGYJEvtCVVv5OxaMQapTPZ+iZDJSLF1pRIYmfy+fO1czNc/iDFxA2A213WhphRdVGdlJKkUV9kbXhNqzU6pLj91hpI44FHPOIpbJqvYRovB6s0527yh6gGDL8QKHMz/Ya+9FzNPUhE3AbMBjnUCcK1z1s1rYimrL1eB8VR0DmQKeGZYQTxiw8dsyqr4TrLFrBIZxpHNZsNitaRLyRC005F1EJsaDdFYACGSwoISFlwSkUmQ7UhXCqVkpknZjZnLCU6HiSeDcjEVY1c60530C2G1ShytOiujxEAEtER2V5nL8y3by4lhULBlj3VAGLAYy5w926f2smQU70MnSGWksIwlCinBso+cHPTcO17y1M0jTtZrVpKIFuHRGCE4IPWsUKcRzWozpLJZyE8lk93U7Du/8/cRU8/Lr7xupcxQsxyxOUjBxL0mRjQQcnr+mMvNJSEoyyg8dfOAF+/f4U4fSWRUIrkGvuZZZBkeBOs8GAfKlNlNysVm4HwzsJ0KmjrWR4nMFSlZtLQAmx3OG8DPuM7LYDnbXeZqvOT/84//Ln/mX/tX+Pt//3/kclMYtpe8fv6A7//B7+Tmm8e875vfy5de+SI67oiipMWC4DoNE3Z6d5TYXJ+us/bnmKx1PQQIyQ65GJ0FCIJE15GJ0sXOtC/RvGGSRCt3+qoQ2dNdiLdrExgnuLza8YUvvsLv+7YXG8iZwU4tR9TNU+a94VqIa+xmZXCpoxlNJ+Zh21rra/aOlWtV1NkVq/uL+2sET6zqsE+zeHBBndY2Y8vKI8wDbRHGYoZ0GsytFz90qu4rhNgGSta4JhK8LOFO4iK+Z2hdQBXACL51PEg1AzsvDUWx0pR54jjTUCB0tfykxrqEmdEJITp4SOZTs2f02bxa6n/VA7naP8XBYqlpPrUoJrRuiSpUFnP8bXSDf4gHiYABwZmlcTaaKo32NeAlIvXvsbO+mABatIEX1AfYTsUE2UWw8RAR0dFqUI5gRGni8VKyAySFNguvrj9mpsiZl1o2EtSaGPKctOLrxEp90WN7TbYNvPiCMUYrW0ko1k4uZ/vblRVpzE3dT9UNuviZZjlAad9fu/8by+97iGyxNNf7MPlZJQUpIyX7mJ7Gjv7Oj/8FgBjP6CtlKpil81424wDVAEzbFHNIkyDeDqpzRgPuPlhrj0bN5WxUtX3eNmwue7XxYoZKxYdMEozqa94vItamzd4il5m2g+vZB7gQCxNJmuhM9kS8ZnJWSfPanu2XYm+OE63uqaoMuy3jsKNfdNZKibX2Vj+XQiEFKzcIQkodJfYslgdcLK7YXGzQEsm7zDAWhgxXY+EiZy6nAssFxydHHB0vUUYuNpcUTEeUO6PS18sDeu15/NYlTx6ecnE1ME65lcbAAmnXdYQYmbY7yHnegC0oW2bTMjDPTFIMVrro4HAlPHXrkKdvnXDrYMHx+sCubS7YeNloIGaP5kUNHI3jRJky0zgaINCMBOX+/dvcunmTn/8ffolhVHM/7oXv/M7v5BMf/0022x2lTOQ8Nu3WkAf+xt/6L5E8cWPVcf9kzbvu3uZGSPRSe2PEA4UJDENKdoBgGoOiE5MWrq62XGyVR+dbzjZbrvIEXcfBYWSxXNEtMqUMbAe46iZinJBobZCEvb3gNfrzq0teev3T3HzpJi9/+TM8fjAQ2NEvI+//thf4I89/H4wjD958nT4GpEt0/cKAvR/Y9X7ECH0XW9t1SLa/TNxrQIZgmWE1wQseIIMfgikka8fGNDAtDRC3F3ZGB/UDNCRit+Cpp55DwhLKjlmnUk/IWHd308DUPbFPpe9n7FYSsmtUywJo7YoRBzmm6cjFD8dS5ya5JqUUL6kEsne0ZQWVYKM2fCJ1ZWbEf7+VdbKVqaZZlyMxotNkwLE1D/gBY/SIx4cCKfJVvkgVTLiAuSKc/SGPpSgpYuX4AKREpTfr89X4Ki7OrrOTgoMsHIQL1ma9DxLbK5Lo4ARnXGgxMgOqwckEj4Wu4wkYi9dFmwVfxbQWv5WpjgionyuFoMUSJ1UHnPYzdapyMSEMdaKt5sk6ydzZWIsxL9WOolRmxceBUNRnBCnqoGf+HixCS11LpbEvUsG24vYctbxjMbzKH9QT4JDivG6rDrSxfRY/xdkRY8XKzKI4K9N0n1T2j3YPbOCv3RMp2PXwZUIFVnsdc+rdZCDkSb0jS1GyrYYRYra7MVYrlK/x8XUPYiQGy+KK4W+Jc62PRrE5Kgx1cYiBYPCuJG0OnTVbAJzytpvc9CntRttGnmpvvsyH6D4I0WwLzFqobZ3k4pqGnBtD8/ZaZHsPFMQdOrOjcRMM+sFhr9QXqP3dtXH2nlRbtjUb7k3kaWDcbcnLnt43iDB3FAR70w00xGCizG65YHG45vL8gs12Ygecj4WzaWIzWbA7unuDp9/xFO958Z2sFnD65A1eeuUrnF1u7bXGRLc64tbdd3B2NnH2xZfZTD0lmtV+mSabdurXdjuOMI5efsE3wJ56HlfoizNHPoV3uRTWSblzsuD5eyfcOzngZL1k2XVkOoasTJLRGImh82nA+/oGoRRxQ7vi3j4W+BdL4d0vPM2vf/Q3eOONh4S0cO2L8pGP/Iob2Nm1OzhcMww7FssFm2FH0ZHby8h779/k3vEBK5RUMkUiEhNQvPYNYz2oPLPVPFFQrqaRJ5stTx4PPDzbcr7boUk4vtOxOozcvLkgpoFhhHw2kXqhWwZyMf+NFEOjrc0UEYapcBGv+MIbn+HoZuIrL79JSnBy9xbdUjk9fZMwFfoAY4wcLBbGGqnae20BU+j73nyIKuuSAiHaIR6aI3LN/Cw4Fs02xDJ29Mlme8XQuT7Gyhoh1FbsUI9GZ6sCu90OIfKrv/JJVt/7zdy5uaIeoPP8I9rfxT1arO211J3Y9mETY85bDHVfmlJG07IUmoVCFf+quPsrLi8P0jp9ciuT+DVA2rC+lJKL4/3wwpOc4OWnUIzhETsA61qNITQbd1Xr/ihWE0JLbtqW/blCwdkh0wPOnjD7JYTrYnhpjt5Gfof2MyldT8IqCKqjAvaI42s6i/b9NSZ7jJrFvN5lqr63axxXTKtXk8m3vd5rOibm+13z/8ocFAcSrW+oZOotr+DAXpNSsjkxN5Ck87kwlxsNKFl5fbIYMpVWHWhxpdgiMfM7KxGJA5nm1cN8H0Ky4bnm4q5fda3brCNmcOhQkyIGqms5aoaOZQ+s0ECpjR5wFk8rMIZ56vVcTooOJpuxXpnPR0sQjUjQqYrVK7MWDCh+jY+vfxBTDzXNTXjb1NYesEKs7Xe1rue999Wrpfhck7ogakZTs3pHubVTqJbzpmJzSwrVlEkJZU8pj+kwcqn6Gtqhm+uBXJkWX+ApzXORZlCUZ4GWFwVaecsjRMGDEmKZk//+UkHcHjjTUsjjyLDdMC57Fl3nwjioY+vxaa5gfhLGigb65ZLV0SHp8gItylXecjYp50B/sODoqOPevRu844VnuPvMPVR3XJZL4rIjbgegJ6UVh+s7CGsWh4l3vf+Qy7Mtr3zpZbabS2Tcsdtu0ZIZp7FlsMGDWUo2SHIf+EVnUYIofSwcrRO3ThY8c3PNMycr7t44Zr1e23uZbGyApM7M2QQ028/WyeLm7mldUcNkgSClhJRC7DoOjw+5cXTCZz/9Kov+kG61Jksm7wa6LrDbbUgp0PWdHeRhYQe9ThzExDc8c4enDg/pgNTYIwMDxddvBc6xCgKnTJRIJrMdJ053I4+utjy+3LEZJ7pVhJg5Pl5ydNTZ4Xc1IKkgqZB6KFMh1uBezLARgQlj9IYJTi/O2A7JDmzvnDpY9qR6+HY9qe+IfceUlTIMaJkIfWC9PGSxXLHsF9YOXEZUR2+1ttZlxVqoidK6keoE4Bht5ECKJuat3jHmMh3aITh7ytRMPzDlgfPzJ7z66pv0/e+zhaGVsdk7OMVZWQ/Udmq4+cXbQcze39VLEGNxUS/Zyx7GwNTxAtUyX+thmwshBaYxNzsADeK/9/rvMKLDU141AKO5dnwESMF8Nuq36Syobq/ZSwA5CEmSMb57zIkxr+zFuDkGvR1g1J+pgszgcSZ6E8W17xEhpXmKtWlX7Pfp2563TrWeD0rXvewDKXXLh1BL7ziYw5hpiRaPUe8c0muxtJZ1mqau2GFamRjAHc29XISzcVrFwJZMVK1jTUobQHEBrZk7Zi8ZFRsSuQdycs7GstVxAH4NJgdsVrLy0pETjvuz94r6XCIHGPi5cX3d7AEbmFvOvbMsu7lqhekSg48UqNLoQnUdF9kbIUDFHvY8M8g0QO+cpr9+b8Heu9VFXEiN2nierKhOX7UefrvH1z2I0SBepkht8dZZGhJMRFe5BTsYsp/4tJtcJ622UkJDwlgQauIpG1WgpbTsqC44W7NGUVaBFcCYs73GojNLBO331FbC+qgtlNF9FDzGtMUDtABGNkTcshQ1DU4Xwpxtqr2X4ODEmKaCTsq42zHuBqZ+R+p7d16VFqyKz4GxgAARJYXAou84PFyzGUZiUdbrBQfdCTcOFxyuAqvDROqVze6SIU88utwxToHVYoXQM+4ir37pIee7B3zz7/8u7j9/ny++9ApFIldXW8q0Q92JdKarrfY+zz6xK1GH5wW3Dl0l4e5h4umba971zB2eunPMOs7Cx0IVfRdjx1OHKORJzb/Ds9NxnNhNJowdsoU+DRFJwvHymHe86wU+94WvMGnkPd/4Hr7pA9/CP/nQ/8RrX3wZzROIcnC0Zru5YhgDWSeEzJ0bK97z1G3urVb0hhFbq+g0jdaSGmKjcrUoOk4oNo160oFRR3bDxNWYuRhGdiUzZWWZIoeHPau1uamWkhmnwYyrItAZe5i9Ji7VDyVYtNICZEG0I3amb9AMw5jpYrJzNRQkKMtFMm2ETERNrGJktV6x6JekmOjTkq5bIKIM4xWlDC4A9TUbpHnIVE2aeEkzho7Ydf73vflIfghUJsYWgotMQ0Q00KeOH/7B7+LocA1sfR9qwwR1AzbNCzUQW8eQYYC9tmpRC+JFTHjKPPSxaNVi2T6rw1rr/1TnVtzijQPGdpq2IFagUwyk2XPONgwWRwqJDqUw2KQlRCPBY1cpFeD4IesMT41NFbTU8vUMKjzGxWjsDvsDNetuqZdL2/upYKpdNQfE1ZTQlm3dp87gMDNRsOcC7Aw2npyoOtip7sk1bmPh1u5+pGm77A16Xlq7irR1BolYzDLJjCUCtXmiuFgXzV7qK+36aTH2ZMpzLFcvHbEXh4399tKQuth/qs9jzQ45q5WRirTnsMqMuHcX1LRXiyXclP3hl5XYqKXXsIezlX1Wsd4P8bhvHzp/XSvIrSVEiGpCYY0QtDJSlZWct514Ft4YnWDVDzCdmPq18B3ahOiajUlTBXW/K0nCtQX2Ozy+7kFM21SebdTgZmppBwQSkGKtpgXLeJvQTveoOzHkOAc4pyhriUEzqpVCM2Aw7elsZJ8l8YU+NQZGvAZaPR/Ex5Xba51LUHN2VSpa0XlUfSnWk686zYZDJq6xxUMxkSX+vj0rq+WiAOiUrQQ3TeRhoIwj2dhAEAtqlRq1klJxHwW1kerAqutZrRYcpcjxYsnxjQMOu4iUHRu2PLx4yIPzxwy7kavLKyKR5XrFYnXIK18+54uvvMHZZkc6+Tzf+h3fgYqy222ZdjtiUPdJmDM8wLtU7L10XddaEmvrMcDJQc8zt1a849aae0c962Ti5pKzbVL3zbELVJCF0JMoGTaqMNh061FhmwuDKlkio2SkX9B3ytHNW3z393wvn3vpZU4enfPcO9/DNGV2Vxtjc3RiterJZaBfLri83AKZuzcWvOeZ29w/OCBNVju3oEUbsie4t5BnpSEEp7wnssIQCpd5y24qjJMJumMSFjFy8+aamydLVquOGCaGITNlGzNQnPetfhHmbwRYB6w9tEBWnpw94ejoPhIsKG83A6985U2eeeYmsRO62Fkrd4ws+sQiRCulQdMF5DzRdQu6tKTrEuO0oZQdhYEgyRmYTJe6FgDBRmHE1IGLoqtQ1FgYM7lrH5Xm9k6Zvj/i1nHPcLU1L6QUaqWhhoo9dqUeUAagKjDRxox65qnZdGcleBlgwGtIzH4ZuG7ALALQubSLuCC7vg6dB/tpK2FJY2rVn9MYZkzQXFycG7Md+MWuhQHg7EmbvUGJpptSZyyiH2b2qz3gRUGDiYdr6h9CMjBYXwhVaGr3uRJHtfQUg3WcicwljTnhUKqjbhDa+2tTtf1iRCqA9XsjwfU8VjpXR9bGCNT75KU2f56AaYuqWWcFn0gkl8k4IWfD5tEvtavGBxqKmi4JKxv7bUIkomVykOUUSY2LdR25VgY1Ni6X0rqQNEPJrmXyrkBRSFJBsrP/xWK8VQ88eValjomo163GwRnoFkQKYK7OItYdJDjAEGq39nUAj8wdQw68c/Bv0oKEZBof12uGKC1hNsA6T1MXQ4x+//ZawAmmHSyVUSpokjagts5z+1oe/wsAMcVmidRoZdSD1wFplKmKQN7zh3GkWOt5WktKMTQaGLVF2FoZ/Xkq6Kgr47eiYisoqQFEKhvjwTPnwn5sm3UwZiwkJfhrue5ZIWLUYPSAYa2ypc1LoyjZg3NRs12PFh0NxDQ2R8jDxLDdMS4XNi9JhWzpmmU/avoU9QwkZ6NKUcvgVus1AWVxdMSNGwf0QRmnHcNFZnP6mGEzIGNhqZGYep5+7p28+M3fzi//2mf59U99hVEzq8Oe59/5FK+88gVEJiRaSSV4zTs44KyD4swvxerwtQWy2vFHDBikYLqgPA5sN9BHG3A5od5MEK3VMJjTcIiJaVJCHyl5ouQ6LBGGnMkBSgyUAJ0I3/Wd38Wbbz7g9PSCozsn/OrHfpX1cs3Z2WPGccdq3XN4cgBR2e5Guk556sYR3/j8XY6XC2Qwj52q67D14tbrOgNgo69NVzPmzDAUNqFwlQd2YgJODdCtevpl4sbtNTduHrFamXPublAmX4tR1draPSs1vVgdqFdFfp4Nq5JWQCqUsTAOEx/6pY/zL/2JP0AIO6An9ktWB2sC0dq3vVtK/EBJUdAyUjSQvJSkJVmXREx+8CWjzcUYBRunkOi63liYCmBkBi6mxagt2VCde/FW9BQ7MoXLix0nN5ZUaOC70P9U0IDNqnIKyr1b6mMW9gZKmZwZKL7lXatRaDo1wDtIaBlvkMCE2/krVD2VExKW8oiBiVyZ2pLbQdHmOJkFMpFEisU6zfxAj6H3179XSnEAXLxLD9W5RdtfZ4tNCm1AYD0o/fXVZC7nbGVHrbHNGItS7L560WGOk85m7jM79n5LrZBRaw5z3PPY7R2YIQKlpl12rWqH2KzZqZGsvrT56+p6w+ylIjy5jHv3Vyv746LbpmPaY2v243ldQtdK/WolaFWc6dE2iqABLqKVUNQFtftrzMEEUk0e7QwqRZtWSvYYkPr+7Br4VG9PgKiJn8dJa8m2s6ZqXrSyMYiDKNnrVqrXz+9PY/iAYF2i2UZcGzvp68R+x3zt7ewTn9RtgE6CMUxlKnbO5Pna/k6Pr3sQo941hFO/VNoT7P6q0+Xuk1JBjURvr66tZUF8Ho822nO/tm2oVFqAan30cM00ax/MGFPgZSdX1/uZ4eWa+vwzGAJIwboAQvJ2UlWfS4P7jdi2tZbAQnMn9ucvHrRCqDOkaIeLxXSr54uYziIPE5MEupRc52PZHEAeTbWvU75WBw7YTKTlomO5WrBKdqiMfjj3iLXGxkjSQIo9dw5vcHN1RE/maGXX//L8MV/49Cd58ytfJqTCYhkhm9/JWAZqjV+zDXUMMbNYRELMVgLKNipCFdNYdB2jFMZQ2JVM3m0ZgtWTY7Rusdj13tUVSIJZ2ksglEjMgXFnHjCTGpATTDAeXYex3e34hz/73/PWoyd85w9+L9//z30Pn/vM51muOg5XNzg4XDHmHVMZgR3vfOaEb3z6Hkcp0klkwgwLSz2wsKCf1QJXnUhtS9gYvN2w42Ic2UTYMrGLAUK0DqFFz9HxgsOTnsMjm3t0cbGloEzqHU/R1rDWKoxo06hUhkLVauIqhU0+5/jWAY9fPWccMy9/4TV+7cOf4/d99zcQ+sjh8TEpJIbtwLQdKXkiJZtA3Xc9qTOKJwSl6AQ+gDKG5GWH2FqkVTH9SwzEvqPrerpobatBKjNRHT0qC+O0uYt60UjOE5ebMw7XJwzDgLBqe8X/74d9O0Ya61KZkxY6KlOLgcUsmUknY2qKU/1atXI1KbLXo2pA33QVkPfs6UuxqdV7EcPuck30nRFWgZg6pmn0NWAANIlCxEB38EnXqu1aGlNrNg7B27yph30DGFJPMxPym9SvJTnVgXc/ztk9kr3ncWfeNqZhz2eKWcAbHMhQWYWmzRO/rzMgqWWrWuSLYgNEoTLmuB3FXptvZXe0apYMGEi291bU2pmLVqgFdSCwKux3mQnOyO0lpabh0BabS5kHRtZp30Un99ih+dbk7JYGjdXzdVHPAyrLFbz5o74vY7skhnYWxRia2Ry+7marCbtXtfls1hNVYFIBcRXoOnCT4qye0MYPMBvexTjvhehMX2W9VbGJEKWeKaanK3tgyxLq0taLqo06kej849dOxPwvAMRcoyltkYVQA55t4FnhX4zy8gwI8dk+LpxTCnVculI3Vmh1ZzwgVLQuNYiwz8aEvYXLzOW16BicKvTNNH11u5mI6R9il5odeRWb9uPEsBuYpsEQdwUsGCCREIgKiljdvIEu78LyBv/g3gPDbsdu25HE5nbUAY3qjrzqG1Ky85O5wJRhzMSs9AT6ougwoAnyOFLGkZUkq7MiJAlQAk9efZNPnn2Y8vgt3v/Oe7z6+Jzt5SmXp4957v5ddleXLNy7YzfuYLI5LnkqlAyLKBwedPTLwK5kLs5Gxmx0ehdsgOPxrWOOby5YHCToAsM0sRsmSp7oU0fXJ2+D98zFc7yCDcvTFNGpUFwzJWCt5mItxadnV/zcz/0Cb7z5gGE38Su/+CHydmAqEzduHLJc9FxdXRCTGbl94MUXubXoOBDoNVImzIxunKjOpqLassCsxiTV+wYwDCO73cjFMHBBYYzKRjOlWxC7QLdIHN04YH20MBGxrUh2U+ZqNzAWZRKYRCGFlkU1IO5/zroKZTds6de9DXibMmjgQ7/0mywPDvmuf+6bmMYdw7AlD5lQbG12XUfXdSz6hXcgeQlUxWbnaN1PhqolJGKwEBWCmPNvl0jR1uN8+MYmaGyt1e3AjQjmG3NweMBXvvwqh+s1Z2cPuX//BNXKIJifKnj5Vtvm9P0r15iG4uLdXA8wNUZw0pokzA0B9bCy9+qMRwWGOBBFmLJ1vHnkmn933fTOiFVdSAFrpTaCopna+azGpv3rqiuvzgdeCoHRxf+FqlWgJQU1RtbJ1CkEArVVd45FrVTkjQVVzDu799aSnbaOpVmvhMfU1MBdqGhN5jZtY4OClW5oP0rRmcVq12gvloU4x19fKa18jofdoPVPE5VOauDCyOWyV2rzMQF73U72njzeYxO7CVgjgBamPLXY3rqD2hvyveTAuPqIhXo/xB2R1d3B8fNE83z9FCS4Z4zfL/V9W5l39bOhtm2LI5WQQtNXNgG8MzBUwOJ6vHrdNHsHrzNGlbgUvLGCWQBur83ZmApyNczsjtZO2nr+OAfme3/u8/qdH1/3IEaCoMFpK7X2WscuLRNqjEwyxXa98IZjMilA9hJGa3uWPSv/GpTw9V33nlgAu6YkN9ENzV2x1Pko3oJZM76ibqNugrQWYGNw8WQ0l9M4t5OmGIn9gnGx5Oryimm787qvZz8OtLRmJnsHQfYyVaCCOiEUJY+ZPGamNNogxxDJk9WSg4vcirqDb8me5WRrCSxK3o1sVUnZAi/TQD8UkiYyNrBOJ2Oito+eMJ1esNDMC3du8sJ7X+CyW3B0dMzFo1Nef01ZxIhIZpqE2C3pQs+4zQzbEXLmaF1YHkXOxkAuCekCSYSjZcedG4fcuXHIvRsHnKw6ht2Oq90Z07BDis9AEeijkARyFnTcmmZGO7vOMdgMmTAiUZHOrmGfEt/zfd/Lz//Cr/DmF1+zSdRlYnN2wUf+yf/E+97/Ah/45vfymc+/xGIlLEPinU8/xXHX02U/fEIkLmDUDFn82lZ6vQYZ9azOy3uTjXW4GCeebAbOtBAXia0qWUcHt8r6cMnyYGWH5Tgw5ImLYWQ7ZnZjphTL+kpr+XchqovSVevB6Ot4LHzPD3yQ//a1X0QvhcuLDav1Mb/wc7/KdrfjB37g28njQBIb7hi6QLfo6fveZyG5AFNNUzXmie2wY5pGuq5jteqJsTdBroiXCKFPC5vphRKC6RGUANJ5+6kFaZHKzpibLyqslgd0ISJ5YLvZOqPa0fAKXhZq2Xahlmw8mvh1qAezZ6yVuCiQxY3t1PRzduipe/rUVlL2Go/qgWOsF2JdNaoZcT1GKaaSiSEQtDAKJvTVamRXkGjfq8WE3xFp5ZGAMRzq2bupSapbuTQAkLxPJ4t7yQCi1m4fxBoh1GlbYWZV8Og0N0y4oJjQ2uMNVFaBcC0f1S5Ru9ZRUtNzGAniiV9N4sRYyCBeDvYJyTkrpXbllMpcS9svusfRRUyvoc4e1A5TEIhCKT5jT/0U1txEvtY5h+udKigyNiT47xo1m0C1CtQp9DEwSm4dopY+B+8IK+1DXKCSPQ6nBiycbQIH+5WdMrZxwhmOnM2JvZV56vsvXh6ODWgQDWTmko0N073OotIu98zelTpIlXZdsyfaQaHOz6rBIqoSvAEMMePKUrSVmGrpzG5VdfTOfj7PoO9reXz9g5j9G7pX7il+4VvbYkXee8yGeh3e6nYzygXPwp21KT74yqg/u/ghmKi3qfZxoORMTqWZVYuzKS7aLDN9j70sQpiFZhQQOoJP6k2x8xkk5v+QYmDZL4kqXBSl7BSyicuugTNfcFVzIZjANU/ZDZZKy3CG7Y4u2OYpUkjByi6TstfCXazVM3tWqvZ7pzIgeUJLJLpYOI4QJ6EvHWSa460UQYed2f8vFrznG17kPd/+QS42G37zYx/l4vQV8tix7BNdErpFB0S2lwNvvfWIx6eXlLwDCsuFEm9GculY9T3Hq457RwecHK45PjoipshOCyUFphE0Z6d5A3mCGEwnMkpkEaKVWxS/zga+uhTIJRKD0i2X/E+/9CHe+43v48bt+/yjf/Rz5GTBasgTF9sr7j19hzeffJlxN/D00Qk3Fx1xsjURQ2hryizXnalwFqaJwT0oqAoZsz/fjoXz3cjVVLgcR2IRcijkrPTrhbVxh0Af7FDZjDsud1sut1ubY6WVR55r3Fr3Q2MAaH9PzsR95qWPcXL7kIeXVwzDwGazpS8LPvyhTzGNE3/gR76LSKbrEv1iQeo6Ute1skLOE+M4stlcst1tianjYH3CcrWi73rqxNwggdQlYoIuda6T8TUsiRBXpLTk7OIRhwdL77BhT+hrM5lKLpQ8oHlERRl2mb6vmXs1C9sPnhXI+MFTuyhcmGlIpB5KdvCXvRhhOpNg7bPONKjW0kfVvXnw8f1eDeYoOECxA4fizEsIjX31QHWtLVuVZhq37ydVu4+EarWAvyfP4v2mi3e3iJqYPPif1FJQ+1nafZyZ7cqeXGdr6vfVxK2yeyHul5jm55p/sL3Fxhjsv6dqBNeAQY1vNc6LgJfu2h115tjvrhsPuog3W0LW2Effd/Xn6kuq7EYVqVZNZalstFoLswlZufb76z0WB2h1CenePcF9hUbmadDturdMWds9CaZ7sJKh79PaqGEYzf3MPIndn3EUo4m1rcPI14B3a1ZWxfChvZZmvOdMdEuMM94U4K/RwUodaSG1hOTspeDGpp4s4SyWuv6ssU1fw+Nr/05//MIv/AJ/9I/+UZ555hlEhH/wD/7Bta+rKn/5L/9lnnnmGVarFT/8wz/MJz7xiWvfs9vt+Df/zX+TO3fucHBwwE/8xE/w5S9/+dr3PH78mJ/6qZ/i5OSEk5MTfuqnfoonT578bl8ups62C1jINg00qMvy8Q8x7QlcX7RB2hyUmq1Yq54FHxv0ZvnMVF07qe152jLI+nzBW5vrBgBbYHOQnBfg/PoVNCNqLpH2Ui27jLFD/O8pLUj9itSvWPQLjo6OWB8cEPuubfYaqKitgNmFofaiW0CYZZLYAp0y0zAxbkd0quxMHTePdUFMGXLxKdgTdcxrHkaGqy3D2ZbhbMd0OSIDhBHCJNg8PqMupai7XQoyTjx46WW+8pu/ydkrL6Pnj3j3vRt807ue5gMvPs/73/s83/Ted/D+F9/Ju194muefv8vxyRolME3QR+XGceDenSVP3z/gqXsH3L19wMnRmtXBktR3pPWSuF4ii46crAS1zSObaeBqHNiVie2wYTtumHRHCaOBmQihj3TLnm7VsThYcXTjJuuTEybJnJ8/oesCJ7ePuPvMTV583wt8ywc/wL/w4z8GMfDk8SlPHj9hHAYTYLsOQIKxPGABoVL1RUwLE41XsKxJrdthlzObXeZil7kcC7ssDCWbJX+E2AcWBwsWXSJhmfV22nG6ubDp29mzIt0Tfha99u/aFVcfteafw473fvPzSDBh5NnpE8ZxYrU44eMf+xIf/bXPc3B4g9Qv6fsVfb8kRQPg4zDZBOyzM6Zp4ujoiOOTG6TFgmGcuLi6YhozQmSxsNbsZb8mpSUxLohhgcgCiWtWq1vEeEzXrRE6z7f9aoUOoQNNLLolF+ePGcdT0A3n5488sApCQkmo2EchUtQnY3uJww5JAzxNrKrBKqhq/jAIrXMRTwrqbqogqIIYYrIIsNe90wRq0ccXpGTApetMyF9ZYz/ALPZbAhIddFw35JQW30R8zIiXw1IdxumZdU3kwLLrAD6Lyn5PNcdEZk1LO9z3tHshhjbos32fM8mVta6HVC1lhDYh+zrDs1/SbD9ff85Z81DZLLyVu5at/B6AM8Z5tmVoZQ8/A7IDh2uieWawci0mM98D8/8x4W1Wsc46EkEDgdSSxLCnCZpdj/19BNedOCBtQ1JD8KYBMebE14kj9AaAUhRrVkgBDTYCozWreKlPRJowe/+11HsTgulZbNyHgdCYAqmz7qOQBCI2mdyb1kIygXVI0j5vfw+tMSJ0oX3d3LgDKdVp9PZ7zP6iJkp2hX8XXne/exBzeXnJt33bt/HTP/3Tv+XX/+pf/av8tb/21/jpn/5pPvzhD/PUU0/xh//wH+b8/Lx9z5//83+ev//3/z5/5+/8HX7xF3+Ri4sLfvzHf7whZICf/Mmf5KMf/Sg/8zM/w8/8zM/w0Y9+lJ/6qZ/63b5cr1fWIj9IsCBRfUMU2sj0mhnsK8frc8SUmpDKAhQWGIL/XJC2CSrVW/v+990M9ze+OmVpWS8tyFXEql6zpMyous57ChJns6/YE/sVsVsSuiV917NcrTi+ccLB4QFd3/tm8gylquCw7KlkZ4yKOVTmKRujpKaBGYeRaRjJ00R1rayagGkyq/U8WbutuVd6i6mdtJRhYtwMjFc7xssB3RV0EsahWOvxbjTfBffXUS3oMHL5xlt8+pc/zOd+7VeYTp9wu19z5+CEk4Mjbt68xc2TWxwfHbNcr1msDwipZyqJYRQDQhRWq8hyGTk5XnN4dMJidWCHVjCR6OLwAFn05BQYUCvN7HZcDQPbcWTME1fbS7bDFUMeGEOhdEJc9cRVT1r2HN044rl3PEvOEx//+G/w1oPXOThIFArDtOX7f+j7uHnrNn/p3/k/8mu/8mkePLjkydkVm8lMnfqUrGyYM9V5GaphmLjHRrVtl7YWxpy5GkauxomrXNhhpcepFPplYr3uOTpZcrBesOoTixiYxoHduGMYJ8YpUwWlth5tTcwHqsxJVc3CQy1fRq52V7z5+BUWh0boTtMOLTtOjg/ZbYX/8Rd/lc99/issFoetpKNFGYaRq6srdruB1WrN4eEhsYsM05Zx3BG7wHK1ouuXpNSTUkdKVl4KkhCSgRTpCWHF4dEddkMhxR6bm9Qh0hGCMXW4F9RiseTi4pSzs9fYbN/g7OwNf19V0mmeMjYV3Q6mBufV//TMUvFuLfMdMErewV4IM9iA2hLvzJCJgWyv4787iMcfadm0irjHFe1AQCppNmt+VCEUJdU/qRqKeuiK66n8dZQZALVky9vhCXbARS9jiC8KRVu3ZW1WaIBljzkx1sziSC03aZm9Qdq62us8qmv6OltRr3ANs9XXyj+/B+RSnLU7UaSJcysMqt2WCg3I7bPpuvfntdjs77cN2s2ZaRqbIHfWAkUvyYW2jqrom8qmUveNNBakgpkYIzElA3GxneL2p+DAdR5iWdkXcf+yKg0wADCLdYmx7d36UX+2raEKapxJSzGR3Aohpr2hv2Bt9O5+L60FX5Bk60ZSIHRmpRBTIPU2jR4pPsokkDpz6E5JSEkMOKVAdOYUtMW3+Q7+zo/fdTnpx37sx/ixH/ux3/Jrqsp/9B/9R/x7/96/xx//438cgL/xN/4G9+/f52//7b/Nn/2zf5bT01P+8//8P+dv/s2/yR/6Q38IgL/1t/4Wzz//PP/4H/9j/sgf+SN88pOf5Gd+5mf4p//0n/Ld3/3dAPxn/9l/xvd+7/fy6U9/mm/8xm/8ml9vLra5S/Ab6Q6duYj5KeBD2XI21qa6I4rXWm0l2cTkKnoNJioLYr9AHRzU0QFObCCyNw6d+aC41m5dMwK/fjGom13595Zo9VOdA0fxeR2qhRQ6kgS6mOi7pc+iMbox9Qsg8CQXdCroNJJFMedEmlAPbJOIzhmNmL0ooUCIMOWJmAPDFEhJrUNqMuHbhFA1G6WotRGqgbegghhnaJ8LNhumyHyhki9aK9uZz43VmidCcKfIZUfuAl2xuq4UgSxcXpxzfnrFm4+ueOvhht3OQOrkAaCI0vXRGKlFR5d6ppyZKEiXCGNPWq1gGpgmK2vlcSQVGHRHvxhJmhhFWSwjmjKh65GUWHULwm5gsViQQuFwAZu+46oMvOM7XuAjH/4CV2cTf/u/+Hto8AnSfSKEgiRxUbO1GxcETR1lzK1LqFCgTAStLfIm+isopUwMY2EzKY93Wx+mGdzjI9AvVxwcJU5OVhwdrlgmoRfYFmuL1mz0cHLxYynOvIvSJjQ5UG8dH7XMICBixmrrG2u+6fc/x6/+3MfRHHj86CGf+PWP8vy7X+Dmndv8D7/wUU6Ob/DCO58h54Fh2LDbjYQYOTq+ARRKMXDcpZ6Dg2PWqyNiWrhOXkm9Cdhj2AtsTkmH7ogxBzbDOYfL2A5MAxtxBmNqQuFhd2nC7J2yuVgQ9IMoC2AikMy7wt49c0dGoRLqRZPPQRopEoDkNHsmlkAhMuGzkiQ03VlByVqjgwEHydbSn4ONGGllJDW9ULaBQNbeXkswGiiYCLo6zObgrrFR3TOoeFfjXqmjZGvx9bJS64Z0nUfOVkaO2MtQ8fImhaATaIcUa3SQYsmgtb3jzRCFJFZGjoJpaKpAvuQm+FUEiZ0N9vS4aVoTba3cxfWANUSoqtkFVGCm9vvNL6vui/lRr7WWWaBdrfeL7AnyCdYCr6F1co5Fm/+VhWgT04IN7tSsNpupAp6gNrOumI9MCQVJJnYvwcrrRU23glTGvSYmgvrwyZgiMoFS2ntqrFBli3ASRn2Nu9O8KZyqhtO0T0pwyk8NgIeCygQhOuAyZj7WVnporc4GJGqHl7dDY0BG1fQ+WjypUYUU7boWuydOzJKSdx0Ve72CleFrS76qJ7m+39CIijBl1159jY/fNRPz2z1eeuklXn/9dX70R3+0fW6xWPBDP/RD/JN/8k8A+JVf+RXGcbz2Pc888wwf+MAH2vf80i/9EicnJw3AAHzP93wPJycn7Xu+5kdr9XOKQ+aaP2TzHUE9G5Ims7Lha47Yq4o7QEyKhEyMhVJGqgitgpGi82wk3kZPtpd0je3RlhVdKyU5dV1yaT3zld3J40TJ2ToGREgp0aWOxWJB3/cs+gXLxYr1csXNkxuc3LhFvz5AomlQaju1g18LWnXzqtbUu2VtZVJkwoyJMpBtoTkMsqF2CqNv2JqtXvct8Lfl2V8sEKZCVC+n7AG5JkhT686iWGdAzpmSM9NuYNxsOX38iLcenPHqGxd85SunXF4MjGNuh05yIVDWwtWwY5MzIxC6DkKCCGkZWRwsWR6uoE9cTROXw8TlZuDsasvjqy2Pt1c82Wx4srlkmCarBcdIvzDGK+fMw0cPWa9XPPf8fd73vvfwnd/1rdy/f4MUMkEyfVSWndBHWHeBZQp0KTZjsZod7XcM1OtRuz/se4WYEpMql8PAxTCyGTPDmJnck6RLkdQlTk6OOT464uTogNXS3HHHMrGdtmgoxE5I0Vok1Re+GXC5/DPobADme8dvKHWRPrl4kyfbV6G3kgxqbO2jN17n6uyc1157xH/z3/4Cbz285PJqYDtMLFZrVusDSrFpvyH0LBdHnJzc5ujoBsvlAV23oF+sWPQrQuhcCxPnjxCR0FFUudpc2GiMEFuZNbSRBPNHAGQaYLggccHV1Ze52Lxmwd1HKOATsA3KR/9w9kcSzS3Z6/Yi0UtM+0VY+1B1pkWqujXYvKIY0CgUv/eixVkEj1V+iVOMJAnEYl/LwM4F6BXU2G2pvjRzB0ygghRLTGJlAHRuAa5dVeydFxr8cPJbXLKSTaawNzZhLpfXRxArZUWxMkHN/HGGu5V1PEmqXTn1Wl8zKpS4l+TZO6rDaedyVC0XzXvFnrcmmvvlqvm5apddFe/a+jbgM+XcSvrNwbZeTQm+vsK1xLPerFr+FXCvIy+Phbm0Vl9HdJNFYyKE1Nm/jZlJpJT2WKvrrInibeSyd9uklqIEopdAnbFq4x/8o0itOCipi/Y9aWZY7O1apUKcbTGzUHdbbgyMscQpxcaCpSBeerKELSRjX6L/Kf612NvU+pDqAF43w3SgG4Mld1/r439WYe/rr78OwP379699/v79+7z88svte/q+5+bNm1/1PfXnX3/9de7du/dVz3/v3r32PW9/7HY7drtd+/fZ2Zn9pQYY35gzllDvLLBFPKlZmhdbuc1PoQkt90SOleoSD/6V3jPHV2dLmhgzXgMo1eiomROJtIPdBGbqyv7o+95+ZxOjqULOXF1c0qeO9XJl7EuX6Hub9ZNCILnF93JhOpFhmBiHTDeBToPR1uClCe92EWYaGQdbGFgpRLKaVwq1kwUbx2AjHWz+jfW0K2j2+ULzLI19LVDJ2UVf1Wxqppur6NmM7CKlRNceFKZxIgZht9nw5GLHq4+3fOm1M87OR7quR1Im9SP9omOxMl3IkEcWsmSrmT4IsesJYUTJBOnoBfqi9CPoZmQYJoZdQSZFJqWbAt0EKw2EuKDrV76hI8tlx+VkAtXVakl0k79nnnmKb/99L7I5v2AYpuZmGhOsu8jxckHXJbJg7J+3Fuc6hdtvQh1omHP2Fu/AOAxsx4mrKXMxZra5sJsyJUK/SC6k7Tg4XHNwuOBwvWIVzdwvl8k8TRiJvSBE8tVI0DptXSAUNHLtdYiTCIr6ge/rXwqrY+Hk/pInrwxIsSB+dXmF5ontdgP0/MIvfpgf+eHvYn14jAhsfK+u10f0/ZLFomfp4t8Yk9P8BsjU5xiFsA9yLWBPeWLc7Vik6FKBCi729Bha2Y9EFyIh78hlx9nZOZ/+9Ef59m9/JyKJUjxG4FSFcVUI5sxrniH2+RAieZxP91JBfVvLiSDZmE/3zKjd00G0ucgiLu5EqIMMczLmMnj+WstR4kM+m5gSO5ByLnOLbbZSTvBYYcDCbCKiiJeJ7fpVQW0t+SAe92LEFPeWLUdNNshWlc73cO+gSIs1NoRimhxUW9ePoj5OgHbd6kFs5aaqL1JH8aFdH7vPPhkZ2jiAGpfsSdSTS2mzA/dbqEMd/Lsn0LUYavuqaRj3wIz9Pk92/Z5kZ/EsSc1evqnDJ6/Hy1qysfPBusrU97GJjJSpTK39OASQZMz3NOrbzpr6enVmQdS6ghAHqiG0NVH3hVaXYWnbtyUh1qhiTJaW7Ex8wReMrSPfB/h1qsDPWCTXyeEi3mzTqaNfL6iid59Xp2r6rpxNNyP2XouadCFQxeg27058/AJ7rfG/0+P/L91J+zcA3lY++Wc83v49v9X3/3bP8x/8B/8B//6//+//Vq8GjyvkYiK72vJcKGjJ5GIHslBbDi3zzLkQZXZCtLawOG8INdrNfGRm3cv8WkNjZVqmVJmXnC1YqLZJ16ZLUQdG3hkB1wRnHhEoOXN1eUnfL0jLFXU2yaLv6WJqplQKECJDzgzbge1uogRr3zQfBKOYGlNvtBJ1gGQMEQ2BKViWEFMysaHInJWKWNs36n4VhZSUcXKmqgodr10bo7ZVLCM1/bIBn7l7yzqeggiSnZWaJqYgnF9c8sabl3zxjXO+8uCCsRROjjqODw/olltWh5H1ugfcMEoE6Xv7iMmM+0SYxok+LFmXBbspsNpZmWa8GtDJKGYVm0wDG7q4oFusEekJ0UTINfgjZs0+7DLTWPj2b/9WPv2xz/Pk8RlTzhQKMSgnBwfcOjpi2fcEieSsRDXjwEBlPPywisGo2+BCzy4x7XZcjQObaeJyN7J1kbUE6+ZZLHuWi57Vsme5XNB3iSSFPBkVXKSQencpVhsqOoiBRlUlpo4cp+axhJcZK8CqgsggkSLC+dUF3/Ct7+Qjr38WdjYI83JzxeXmguUy8uTxWxyuI49OL1gd32UYt/TLBQerA/p+aWs4dvY6kw/sQ0Dclt4zy7qR61bIxQ7nIOqzm+o+8cz+bfFEpePBo1OSPuZwDY8uNkh4QJDOS0/aGBubcVb8AvhHZWs8Ow8htrJxNe2LIZk7qbr/SXCTsyLEIkjOFnn8uQpKFqUUIRKYSiFXh/FigCq7GYmBiEjRWaBaXJhjDIDW7Tvr6SrzoUqesnWniHW/TdM0t/2KH+aqJiQXY2mSs13ZvWXMD8V/bz3gqMyuvW+LW9KYAvU4XA/4WZwb2p8Ve8wsuQHS7JrCGGctSV1/mr3U5smUqnWTmrBam17p2kM9aap/1tfniWjJ3gXWsl0hxEQuUytN7TPo1S28gifBNTzBjPg0BG8vtiREKluhUOtERYuxIbh5HmYWCnsdsxVUxL3ZUGKvU1pnY72O0nRG9noiRbzlPVk7dW2Xjn6fNOAsGBCCO4bXaz2Xq+zC19KVXb2opgHL3o1n/mrzCIjgwmVc6xcAzUYahFL1oAZuxAG9hq8dxPzPWk566qmnAL6KLXnzzTcbO/PUU08xDAOPHz/+bb/njTfe+Krnf+utt76K5amPf/ff/Xc5PT1tH6+88goAo2dDSCDSIZjz6SQwqbXImkmUdeqoL8gqeMtk61DCkTm2ye1IgtH6HlEyWkbAkwQ39KktfZVJcUNNR7EmoE1u9NU6hIzSoDp7ioqVVbLF8XGYGMfM5dWW04sLNsPOXQ6jHwYLn0uzYNmvOD444sbNm5zcu013fACpHpLuZUGmSHZjLstBbbhegpDQmJDkLYMSkdQT+iXEzuqhQQiph5Cc5ncCTCzI2JTwYnOk8EzH6U6pQAqd66QtkokzOxhTkIWShe125PHDK956cMmrrz/h0eMLrs4vGcaBoxtLbt074eDGEavjFYvDSFhkpLMZQhWUpL4j9UukWxC6BcvDAw5PTji5dZPDkyNIgc04sJsKu9EEzLlMbKYdF5sLNuOGIe8Y80iRwsjIruzYjQPTuOP87DHrwxVXg/Lg0ZariwyTcrSK3LtxxMn6gD5EupDoQtf0MYFMDDbzZCzZjLOSolEIvekxhixscuB8m9nlwlSza4XYJ9aHK9Zrc7Xt+47QJ0pQxmJeFSlFug76TkiLCJ1AylZiSia27GPEq12W7YdiKU+0OSqarOsgRSV1yhRPufv8DQq9ZYVT5ouf/QJvvfY6IUC3WPAPf/bnmXaBo9URR+sDFosly9WKtFjQLRZ0nXnxmGg90EkhUgjV+spBopV1EsSeYRyQaKAjik0gNp+VObSJCzCHYcfl5QUbRnYycfvuLZ5/4V1AAg2uAzGwWA+4mbFQz26F6kSriosUxA70Cm78QE8h0cUFQXxYpYtnM4K7/QGJJAvfd2YElrASVRYhh+C1bdNHRSk2PkMs0oRSLBN1T6FJpXnlEMwraNKCSmDCTBlLjW9qTZpmrGllWHFNnmTcULBgc9hardEGmLb7UuxzOoFORM0EtUDVSj52QlH5DsHmchUm12lkwt6hVd2Fa9dO1WTNLJx/XwNDNJwp+z9fWSCPaYq/Zz/sYxA6IGpBigdXp6TU73HwzlDxElWIia7vXYhrr6ELQhchYbFcNLhrs90LiUKXBBEDsF1IdNEYcxGhhECJIF2BmEl9IvUWS63LsIppLdGNXlJVN4nMuOYzSis5lyBojHbf1cw6LSkQUmWB2vWzcmV93ujz8SQGb17x1nlnOkOALtlol9gn6IN1UHURTQHpYrMC6Pqe2HcQgxlVeimp74wxTsmcubsu0nfRuqA6yL8LeuV/VhDzwgsv8NRTT/GP/tE/ap8bhoGf//mf5/u+7/sA+I7v+A66rrv2Pa+99hof//jH2/d87/d+L6enp/zyL/9y+54PfehDnJ6etu95+2OxWHB8fHztAyoOl6ZVqcPzjNDQ62hRmDMFpbWaGqBwM7R6EIuPL6+42GvfVYQFM328/zBmYvY4aFqa1pbtIrPqEFk7ibzEVUFWmWyC9PZqw+X5hXlgqOFlCdGs2RcLUtezWCy5cXyDW7duc3B8QtcvLUtUIYltFvMIsXpqCNGOjRDRmCghELqe2C8IXYekhMRI7BOSIrHrINkilWSuqiFZnTPE6IeIq/nZ0+IA1agv1JKJ34/9+2OiPPv8lDOXF1suL7ecPjlnsxmYxslo+GkkiHL79hG37xyxOuhZHfakhWVFYxkokslMDGUg9qZriV0idQsODw45Ojji5OZNDm+dkFY9UzazMdXElIVhZ34ou92WKU/k4r+7TFxtLtkM51xcXbDbTSyWa46O73C1yQyTEJcdd+7e5u69uyyXZnlfr011dw0hWmdBiEhKrdZdr19WZeNdSbupMEylHbghCjEJq/WC9XrFarUipa7ZAkxlJDNasAsQOoi9kBZCtwj0y4ikQugKKQn9IpJ6ISRIqZ676h9zQBNRdnLJ+p5CNzHtzKl0miamYWSREqdPnrDoez7+sU9yeHjCcrlu9HeQ4MEszB++LixrNL0EItaC3jQWmcurC642G7abgXFUpskA55QzRjwY4yHAK1/6PGO55GK6YpMnYtdzfHyDpm9pLIub3TGfjrW7BO9U2u80Yq/tVdhrhTUalNqxWH8mpo42DkGsXBGCdX9U8Wpr8W0gyh5FlUnsYyAzic0Mqkd78APf4t3cfVO1VlqUKU8zk+B7i1r+8Qy8sse5eDu9J3jV9XUufwPqAFlraax6tdir2u9gqiWOGlf3H8EPywZAdC8eU0ure2XnFk+cqXKWpD6t1Oi/V1epr71O0fZxry3xBGPsW4lfLfaLWNdX5/eu3t/oYEdCNCfzuldj8PXhTLWI60Ts+yQaK2LrIXnnTzDHcHGRc7QEsHo31QGwlgAaMMS/t46daYhu7zrVWWTiLIqKttZ96zqK3unkiFZcS1PXMVxrjU7+swQxoBNN11K7j0xjY1obC2dizRWdNOxuWpvY2q5FxNzEPTbVgb1fy+N3XU66uLjgc5/7XPv3Sy+9xEc/+lFu3brFO97xDv78n//z/JW/8ld48cUXefHFF/krf+WvsF6v+cmf/EkATk5O+FN/6k/xF//iX+T27dvcunWLf/vf/rf5lm/5ltat9E3f9E388//8P8+f/tN/mv/kP/lPAPgzf+bP8OM//uO/q86k9hBnF8SASgUDtYA0C+K8jbnMXi62BqtPxv7gLvXDK89fd9dDI1XKtc1F/Zwf3rP4dy6vtFp/q63X9usZOM0b1HQl427g8vySzdWGo6MbhnhjIqSuCcRiiMS+J+dsE3zHLVcPH1kvvlqeIk6fVPowRmNhcgiEfoHEBQQDLKGzzWhGSd56KbYJJCqiExJtltE0TU30Vn0mmnOjVgjoYEWCt3vbNTOnyEqZG91u11gYB2UarUUbUVarBTduLDk6WnDj5IC0TkzRgIWGHSUrV+Ol3dd+RZKeLgqL1YI8CXkCCZHVemQcM7vBRgWcnZ5jLFGHiGkwdsOOxTiymCYkCYXMVCaGYcuAMFzBvYvbZC088+xTfOJjXyAtVxzcWHP73j1Obt5EdibOFok2pgHXowjWRiwV2GYrE0lgmDJXw47z3cDllNlMmWEqHuAMaCxXHQcHKw4O1qxWa5arJUUGhqGwywND3pGZyFJMzCfQra2TZ9za/JKYAhoyOXjn2KStzVUr+FQDL/geGvOOp1445MmXR85e2VGyiQeHzZYvfPpzfPO3foDbz9zmIx/5Vb7hfe/mmefutMShi7OT6HyAWRddG0yHmvDQ1/4wDLz65usU4EAOSWmJVpZ18plT7jS7SNBF5fLyLdIahljYauHx2SVT8bWrEfUxE+M48PjJI27dvOMSL9uLroC3v6s56844x8BdCIVIIMdAVCtN5KK4r6p7PFV9jwMmcjNbNFoEN1Gb/Ulqmazatldn25rwGKszEVATePsEYgiIzrFujnMzWJq7mdzDV6NPbzZwV3R2Ha9xbF/XlzrTMOWSydmSmX3WpCZn16UAs/XELGKfv2pO5bTS12yrvxd/HeRUl+CqT2y/l7k29VvKE9Dm2Du7DVdW3H5Wqou1g6XaXm1DaGcQZVozK7Gh/mcoVr5x55B9lrmZCkaFKZNiAmfFQwcU8/SxoaGBFLzj1TeAMXZuxIoJrqtXT4xV2CutOSXG6MvX4msVBtfdFVJw0EgD/VWiYPfv+v10PDSfYa6vaWdZMVZqXmPWNVmymbvmcUIwwEMlDRT6IEgujPWifQ2P3zWI+chHPsKP/MiPtH//hb/wFwD4k3/yT/LX//pf5y/9pb/EZrPhz/25P8fjx4/57u/+bv7hP/yHHB0dtZ/5D//D/5CUEv/yv/wvs9ls+IN/8A/y1//6Xze61R//1X/1X/Fv/Vv/Vuti+omf+Il/pjfNb/cQ3fMB0JmZMZTN3sawbgDluhkdVFBj9e+q2ZiDSxXi2mLPfhPxzRWryr1u6r2/51Ku3/jGyNQFMk8YzTm3rEkqk+Tg7Or8nNPTU05u3mLt9egQqztqoAuRqImTwxN2dwe2w4ZhGMnlnDxYCczaRPE6vswZZkpI1yOpJy160rJrDIuK2vcXRckUST5uICI521C66APe8FqxuIW3d29U9sjq37XcdD1HM4AzZ2kQiMHHAIgFvMUycev2ivv3b3B4sCYsO4a4RTqbYj7sbHTEZtygWmwGU0zGSokxHiKBtFrSDwMn+RCYyDowDFNT0GuBacqM48g4jqhai/BUJq62G8bNxHBp3kOXmyfce+omISVCWpH6I/rlATH1NoVcss2i2nvDMSaQwJSnlmkimVwKwziyG0Yup4mrYWI3FcbJQGSoephF4uBgyXq9pO97losVI8KwC2QpZMmMebQzubN2yE5N4Bvcth4UUqIEmwXEYL4+9ZAoRb111Ej6qt8o4ZJ3vO+Ej73+xrUb+PjhY1778qv88A//CJ/81Cd58PAxd5+6Rd87XR5io7Zb5heC6VEEL7HaTJq6QM4uLtgNVxwd3+Tk5AbLsLSDn8Iw7RjyQIhwfv6YbZg4OoicXb5BXCosA5ucydPIan1oDGodX0Bmu7tiuVy4UMAQYpGCajUo80MZAy52KCX7uwlqjPaPwQctxv8fe3/2fNuW5fdBnzGbtfbev+b0t8t782ZfVVmNmpJdarFlZINBtlAowC8YOwwBDv4AXlHwBK8owhB+gpAcgMN2OCCQAGEslSXZkiVVSaXMyqayz9uf5nd+zW7WmnMOHsaYa+9zJavSDzxwpX3jxDn3nN9v/9ZezZxjfLuBSFuuLdXn0jSjwZbUVo5IbWvNkVxHbX1TEoXUADcMGDUe0VbsKWt10VmxIFk2321xrTrCQP950lEb9fWuOhIqPlQ10MpRByInWpi+ZoUoCyKkylKAfToozn/8siaI/MPF65KlEhy1dqqur9WvOD47ZdWOhUoPFT29CY8NIsf13T9Lb6xAulZ4+fm9aBQ/ZjuWjuYrYmISo+NFXMNmRSG9mFD7ZUhb8v2iW+aV5NfVpry75svRoygRtFkhLGr7D8VT4o8PRL9XJHTUqZ/LLri190zJf76woEm2pJ40yCIn790RsOO5FBGKtiNuqY08ZDvO6vdhsHvbMNRACzA1c+FpU/KYaUUdMbI1tSdDa+jpxz/b6792EfPP//P//D90U56+RIQ/+2f/LH/2z/7Z/8qvWa1W/Lk/9+f4c3/uz/1Xfs3Dhw/5C3/hL/zXPbx/6GWLss3cMM7bxYmtOvIg1J4dU23aZp/CrOJqdKBW2+z7qADwLog+A8Y2riMgfURcTm+OXuTjnZZ4BkgKJrQqVimBL2SiulBF4he6cXyAaQ2VmeuXV1zfvuTs/Jy2voRg2oIhJkvplEiQcx7dh3mamQ4zL0oj6M75YGCZVBsIMaMSLHAsrxjzymLjUzbYMGdMFW8cusZKzJE2G9ct1W5yLcUop1LRVikOOXeRdS1qBaL/vTWivjDmgZ5Q2SVhGixUKa0iqyycxcCslbROXNxfcX6x4d7lBSXYxj4MRhI81y1lv2ffZkpotNkhfglYMNpAGgKxRvKYQDcUndnrxHa7ZQyJoMLBKYBZC7MeCBopbQKxoubuprG/Lnzwk+e8+fYj3nn7CZt19oVQCJKRNLid2aY3UwqCd1DBorhFxFwtBOZqBct+X9jtJ3ZzYT83s5PjC1ISNhcrzs7XnJ+NrDcjecwEweZUNZvcXfChdU0p1baGISczE4sLZ7FzV4BDMdtpETWe34wPPmfGUIA+YHE7F9756kPy9jV+8298w10hVox//3vf57e/8Q2CVH7rN3+D+/fP+NpXv0oKlgET/Cf3JkMQn3lmPws1ESIEapu5vnlBQ1mNG5IXCQTLKQkys9s/Y7PZgFTe++QHHD78kB99/Fs8eOcCziLb+cA8ZWI6R1rE/ThU4JMXL3jjyZtEBgqT/VQRmlQEy4dSMSQguf1WKQTpWR6jn+NCD23o032PG65da9piLHbUpqJSDar3s9K0HFESEUSbU+OgEhCtS1JIcTGwuU+aaV2qC+nFR1j0PW1ZJH3DwzcRVdNfOHJN00V4UFqlVQghk1SgmTpQNKIaKY0ly8mQ64pqwGboWjYKjlD3imdBecQ7fu/Cg0SPn+pi1yN11LFzo4EANSRLgxduzdfv0MCdWVVM2F6b5850GqjiYuUjMRdiODpJxYMFaYaMhC46BpXqzVwgaqQKXhg1v862phGgBZDWSM4yNQRJkdIqWlyPhD9fnt8Tg2kBkyN3xiCwFB/an1gX/1Y1/VwvkqqCNHXjhv+b574kxBJ+RVFpli7vX3sc0ukIVbS9RlBaFJL2Ahh8ch5BhRhyr2KRIIsxJkgkN0PRtelSYJmQGULu85MasTVi/v8hnfT/b68j+tGHOOI3J/YwtEbrT6jbupahYJ5/0os2Q2R06SRULViq008dIlY191CHG3vlbu9hGwiCOVu8YjZHA1aNdouZa2fmrrb3YqhXqR0ubHNhf3vHy2fPuX9xn/OzBwuiE2O0IYuAinCxOaM8eMR8mKiHmW17juwnWikOH1tHGlKyImIYGVfuIMmRkBJptCF+ASW6Na+Vyax5JFrLaLZCJKZEmSYv3nTpADr6dYQhvCOLkVaLzbppPtqgYZu/erotYim0ZytW13vGCOvNyNn5hpQH1ptzNMEYRoZBuDu/Y6+fcLd9QSmFuR7ThQ/zxJDXRLEskjEoZQggmTVn3Bcl50zZHxjEistSjQKQ2CF/2+hrUabtnnZobK/uuH3xggcPz3jttUtevpxIqSHBFsHmC1CpRiuGZNddJC7D5OjXvAlTqdyVmV1rnstj3W8S49/PLlc8ee0+jx5ecv/eJfcuLxhXgxWOdSKlQKUxlcpUTEuhmPuuu3rS4BkpCiFU1IefJhHfDNzxYXNL0WqrszbL4mlN2NwXPve1S775m4nDdmI9rokpcLe95Zvf/Ad89ee/xAcf/JQf/uAHfP0Xvn4sW8TxaQV6R3+ih+jPiwKHw57t7o5xvWaz2vhnAIIjRK2y229JKTEMA5XG3eElNV2zWY/ce/wWP/34fZurtbq0Z9TdgPM8EUNmSCvQnlliy4GII5YBKxpUj38fzIHUQg8mTH6vW08CxRxM1btpNZrAngVzsBjK15b93a5/Hz7YIXd31jRDXE2UaZsX2Aba59tYHoqfPj9W2yc8q8nPftMunHYnoUAt3ebbE3z78NuOnPr3KUiDqF7URqeV/O9O6bDuuMRRLRsP4JQSslAUvdmjoxL4+ddeTGiHrRy11QW17kihwGK9Ntqr0rUxHe2ztb3Sha2Nk7lJftw9+0X1iAL1ZFw53hRQjveCBF2CAU0SYJ87pUjx8Qah2lpoztOwyA+CBDOdF79wxqnZM4lQpVrgocsWFvE0HdUwNDJ6gWEFbT+/TodFf1684CX4eJwFaTs+k12D1LRa1gvmpjOBtCzNujhzENxmL/F4vlKMdk2iD9es1bLPghvQo12nrDZ/rPq1+1lf/0QUMcfQNV3su3qSFmQPslX71t10TYt1/4sV76TosPf0bJXgD7+Cevpjh4XRY/GBNzQNlmp02a9EllkgSxHTf44cKa/WbPHp/KoIqDTq/sDN8yte3r/i/OIRZ+szln3Bu4PBI7ovzy+ZHs7M04HnCocXL2nTbHNegnUncRiRYWBYbZCYXGcTSYMLYVMiBesKBaUGtU1NI6EENAk6484Rn4wbgk+qO2ZJINZJ2eAvTmg8tcU/CIRIExOhITCMkc3ZyOpiZHWbuVTh/oOR+w8vOLu4h4QVeRBSzKxWgZlKTJEaPDW1wr7CNM0MKbPKW3LMnI1rhjQQpTCOiRDWhGBi2UMOaKlsgP1hhqDMbSYQLIivKLvtxP52z3xXefHJFXX/OVqbeP21++y2H7FeBfJoQlmqJbqGlIxa8u5Fq3ngjFo1zU9pyqEU5iDoOBAPlWGthGy6lrRKPHh4zuPHl9y/t2azGtisRoYhUaplKKkeUG1Mc2WqykyjVUtsjVSPGz8OF2y2E9si2yCJbcDSxNEzc3fUUi1i3Knt9z/+Ie++ecFXfvELfOe3fsBqtaLMM+v1mh/96MeszjIPHl/wkx//hJ/+9Kd85Utf9Ktt90I90aH1WS/+8NGzL168eEaZJy7OLyzkTmR5RkwUnMhpxf4wcX5+ztn5JdcTkA/IMPDmW2/zydUVtA1ZVkB36DXudlse3XtCiiOtihcyDkQIbkmO9HwXz+t2uhPLE2mAdPEuDsV7sFiE1optjq2RUgaEWoyaDGKOkq6Da45Y2qMi3hnPJgxttmGfUt9gG4rFExyTnvVT68pRtOr/7ghNQxdqFW/GBCVk//BiCbVBjTpHIllNT9cbO8srDieI/bEYgw7lWTW8FA290zwu3MDx+p++F/QCxUZsdEjJ0BS7FnqyiR71MJ2KOr6HVmv0Sile3IQTk0XXZglmmXecXRpNixdFx+PsWpkkJuqtOHLv2pJ5tqRqQY9FlQ27IqRIK4YtSaumS6t2ZyKnx2TNQ0jJkTa3w/eNDD71mf1zAiFEzFfr6TxiGV+2T5i2M+XgzVRvzC16wHK7vMmVo0wi0WmreESRmiFqPf26F36ukFmatlJMN6MEqEqslZ63R/6nRczyWh7S/nCJTSsNkrDQKb9Za3WahqUr6ULcY8Fh1eQywRYx7YIYTNaFwKc5Aq0HiOFVcROovbOyB8CeEe/AtAvq7PhrbUtFrYoLo5KjS96RO5e/vb7h6SdPOb98zNn6jLOVLdC4yjyKeGQ13Lu8x+SzQK5KZXdzi6TkMzMSMY+kYSSOAzEkUs7k0X6POZFztpkXbn+VAHVWaO6y8PkZrQQkuaiLRpRonaXh7UAzGqsJNDmeu86NB4FoNu8aAzpE4hDJrfDgyRmHqMxJef3zD3n85CH3HzxktR6p4WChgHd7tvsd+3nyjdmoQYPUK1UL87xnlTJRCiFa8ZcQhmFkSKNZKUOj7HfeUQzMDVPme7jh4TBze7Pn9m6mbhvPn99wfvGIQOBzb73F937nPZK7DyQBM2Y91EBQB99LZa4HcNG3iNna960yqdV/U6lGAwVhWGXyGDm7t+b11x/y6MEZZ5tMimLx8ChopbUD02FLKYWpVBv8SGXWRoqRKI3UrOir6mFn0paVThCitiU5tkyK1mBpuynRarPkTUcY2jDxa3/s9/M73/4R290ddS6kZO/9kx9/wFd/7muEJHzrt7/Fl7/wLqpGyTiuabTD6SIsx2ekqfL02SeUMtvIBreNIjCXAhViyqxWZzy/esZqc0ZMmdu7GyQJB73lw2ffYZq3PFi/SQ4rR5Iq19tbtrs73nz4JtJixxzoPiHbrByZceqjFzBNLGI/pB4EFkArQRtBmyOW9itGcxTFeAw2iz6xuiMcQZTaZl9PHILvb+FFVaeAmhyfG1WPkvdz1devvhj2jaa7r1rXKXhRUr1T72C+qNrPLtXm5DQ1CrvOqERsREigVaeBgyGT5ujrwk68yPQMGa1IOBYwLOf3ZAM+adzgqN9YGk+xzTmoLFlGMUSiCHPzAu1Ej9N1igt2c/L3pzqb03vuVCDcNVuGnLAUFoYkqU9J9yC8pbG1NaL6ut/DP/sz1qSjGR4YCBYAJ81kDapIiD5YVLw4sCDFLq4VtaEDTZtrzt1pd3L8fTMxVEaOWqPoOWJiesWeHSOh9449fwdyjuQYWQIGRZacGenC8v7joq2tYUEaldB8jfN6W5sFMWrA7ehqJgm1wcTS3+xneH3mixiRRp0PC3/nDR3daWSwcPUchCMrf4oMLII37fRT///qXZMJVQ1hqP7g2Xwi9UImSqTVRpKjcClLWDopQyXsQSuzjRRQDwdSd/MohkpUNRYSfy9VW2R0Luyur3l59Yx79y+5mM9Y5YEuxsNh4BQb55sNrT2wCdUHE+XWYtxxSpkYEnEYSNkyEZIXODlnGxQWzU4XrO0jSDadSFFCgqaBUD1vIESg+ENjabBdXCZ0q6QvGMvCccyzSGIaDbueiZAzm3uBRyky3j9HxsjD1+7z+MkjLu9fknNimiPX24mb7Zbnty9pc2XIiUNpSLLiwzqiRhVhX2f0sKfFgRwyUiurVWYlQmsDZU6UEsmq5JCQOJDSiEzKrt3ZA1nMGRNC5uV+Yr9vXF4MfOnLn+f/81f/c1KG1SAEqWhUNEHQZBbiBiEmoxO84NNmU6qNvLLiY7srPmIAgjTWY+b+w0sePbzg8f1zhjGTAxwOOzRkSt1R6o7DdMf+sGWefTSDVepM1SlWTFgdQyW2CNGKb6UioblLxBboQWzT6g1BSpEWCyQhpMxuesHXvjSwWo/sdjsb8lmsA3/6yRXf+ubv8Cu/+kt8+PHHPH32lDefvIaEuDwDx05ygSlRBA2R7fVL9td77j98Qk5rt4caNi4ameuBnBIpjLQQ+Oj5exzKT1G54uws8fT6KT96b8v2NrIab9gdbrjb3vHD937EanXJo4uHxJRBxdGXYKJlPNhMi9+H4mhRo0eTqQSiuqgzYGhNtIGSfVOpTSEmRE1NhwihuZYnBMQTd5sKQWyWU/Nso+4UgkDpMQ0dam3Qw/i0Nkd1gtuFddHYtZ5F1ezcSmuegeXFk1MwTapvaL75qtW1iv0cVduE6HNumtGrgVeLhwW1btELUboPfNHyHEPOTCgrxCP1IbhFvFr8gL2pOcDsQvi5FJRiQnTEKz23idfmOjMrTJsBxr5u+eouwWFyC8wrZSaeyAP6mBZx1FzVdEFaXQSN2EDeUO0eaYZWtGDof0zRaTsrcEMwaQJqSI1hUx4FMbvIOvbz7ChVDL4Hqacjm86nuVBtQZ5OUDCRY7CdyPGesUyu5Tb1/cFoINsrfURBMFeTpXAYe2H5YXbPh9ZMstbPO7amN8TydUIgitKKpW4vouqAFXJ+EKJGrZuOJlou2s/4+swXMa1v+Oo3JNALg4oPCOutAsfipT8H6lx1n4QtDtd0BXcp9di1eJWP3xTVI5nFcHKSWlJvh+qXhUDsuKr/7J4hs5RUErzSNjtk0KMID7GKv4maNe1w4Pb6mtuba3bnl5z3PA7fIEIMZIkoibPVisP5OdPjx0iI7Lc7Lxqsgk55IGabDJx8CmkeMnmwOH+bIGtdRRFlnoSYM63NSC2uaLMHISWDV2trxoH6prB0QeFk42rBkTDc+medrM3fMAvnehgJ64F7AnGVOLt3zv179zg735heZ4rcHbbM1QqfIQ+chYAwc6CBliXbqkeHz7Wyn2Z08MA1raxyYjVm1mVFpSKlkvJIiAM5r9Ck1DqxWq24f+8Bm9UTVuGC67sXvPjgOecBzi7OefhozXoTSBkaM8RGHDN5HA1GbtAOhTgkWsFmU8XgFt/KXCamydxJNzdbpkkZVpHzewOb9cD5ZmSzGlitz2wRaY25zMzTlsO8ZaoHt1dbqGHzDSqIuSnq1GjRdDZZbLeJwRZ2g5Gd38a64lIcIZwdo0gZic2ot+mKu/YTNueJlx8UwF08flw/+fF7/Kt/+k/y4vopP/jB93jzyWscZwEdXSq9o+z2Ygi8fPacgcAg+R/qNmMQJipzUUxnknhx9TEvbr7N7vAxle0iyEThdvuc3/jGX+fJo69Ba7z24DUe3nvkGgqj9QyOsmdbxcpZiucTAADk6UlEQVS6GFzbFrpeCxcpVluAnQ40bVxEU6aUSkomgqzzTIxuLBBDZFSSW7JNe2SdvgfOabHNt9pao5j9VhoLgtJRWj9YzDVn56a4m9IxiAU9KqXQxbtd0i0YKt2RCwi0Um3ek1jhb45JS3w2Davbe/v5kmPx8oott6/DLhTuE4uNrnFnzXI5Zcm8EXHUk45qd9REXdRrrIyNbfBm1FEKOHE+te7kEw8f9Wa0VS9Wmq/LzejnWky0278Xu8dqj8/Afl7jiIoYQnGiJfFmDSDlxDzPpuHCUBfxIYlI9ADVo6150TVqMD2V9iIQ1wcF0/bRkXbL2jq1o59OzbYss+bNiXjdJlhyQbBLF0G1gtNDSB+qWo/5PCI+BsIGV4bW6OMl+rMSXGBtuapOl/Xb078/iBcvZTZqy9cixObD/ayvfwKKGPFpsw5bLZ1+18HYJbLOpcOsvQs9/n93HnUZmv+jXWiHXPvDaCIQ62SSnBRG3t0ZRSQUtaLIRE5HAbA6DCytL+SB0OFkE+wsN6jdVBGJkTSM5JAp+4nb6xuu1ldsxrXNrCAjMXnFrKRoc2nO1iumi3MU4S7fMu33RlnFSB5GC7ILgZhsCJgkQSLkHJzn9M8E5CEyq4V6dfFcSolZJmJKpqlwGq3f9MEHiKmjLoIuwmsJVtzEnIzGCxjyFBNpXDFcbogpkMfE2fkZq80Z42Dzi2JITOf3eXl3Q573rFcwRmW9qly/uON6mqgNg3r9wWyhsZ93VLVCRQgkEeIQGOvA3GYm3aHSSGMm5WRFFufEcMaQnhDHh5St8Dvf/iY//NYPuC+Fz399ze/9pS8Q1pGQbTMIQyBKhpZIY6AeLFRMqkG2IQrTdKCIt0s0apkp0+QDQG0hWw2RcYzkFMgpMXrRua+zddmtMOvE1A60UGmh0aIut6lg1J1a7U1VK5pyFihGKdnME2VM0ThrsQJLIoQEqpbPEmKwUQyxcDd/yJtfuOD9776k5133Av3u+oa/+7f/Dl/+uc/zgx98n9/3e38vZ/liuWdsA4vWkSvgi35E+OjHP0Fq4+7mivWD0ZFP3wijUNrMNBdaiwwpslopeneHpIK2wMW9B+y2hbRacZ4e8MmzT9gMb/NzX/w6F2ePHa09nV3jFE+zrJUl2h8r5pIaMmoulYZ4LHyPYZBmI0BiqGgrBGZyDIhGC/7q64lYWFxz6qJWd/KpmgsIi/xv2ozyUTnOQeqFnK9XbRnwyGLVru2YjTWXYr1CdY0FbckTWRxQ+OYuQhVfxwRbj5qN/wghLxrD4N4xdefUqRmi1kpy67FlE9kmWr17D92pdcIXLXRJP66Tz9g7elnWS48paLYWhtDzVbr7UzuWZwVMsTwddSpHXNR63DRsbYo5UUvxW9DuzdpRi9ZHtlgQXC1+jwdbz01bZMfdYzn6PaOKu/dt74k+SV7czZRSfGXor7gbthdnwQtdoW/8hl51Ozi9cHAtTq11QQeX3BgvsnBJRQoef4EabegiaqH/zOOaDp474+c0ZdtXmh5H7KiI75e29xn65NlfwZDn2mlOOSa1t4odx88eE/NPQhFj1EQXsvWXqo2MR7vKG89nOKbpNg+yQw2+s73Ebc9LsSG9IgJcfe+Ljg26qkvNg4oPKhOP4O+xQrxyXMGIcZZOoXg1rx1Yt0ybZneOiUBjIg8jqzwirXH78pphWLEZ16QkCGug+/abhxMpwxC5uLgw4WwI7FJiPhwAKx5izoQYSEMgBMhDIiUhxA6x+kLBBKnQpgkNBrnHEJjVZmTMahb1JYBJTjl+K1aWTcy7SJFgY9/BprPGgTSeM4wXpHEkrZVxtMGXq5WNWbApxokQM5ch8KQW5k9mQlXyOptQsVZ2tzu2270XXN5d1OqakZmhGeWTMmQNSMCGEQ7JTLNaSHnDerNGRJn2B4bVmrtt4frlxPsfPWW9TXw4CK+9ccG7b7/GFBOkYlH+BKKsSGGwBRcXVzaDaqkzWvy85D4PqZLjxJCsS713f8WTJxfcu1xzfrbmbL1mGEZaC4wx0sJ+Sc8sFKOIkuk8gkQXftoYDfr9We1ZKZgerLtxUjCqJEWQBBq9uJwapViLmLzYCSFwvbviq7/8Fn/v139M2UfQsuxRKUYe3n/Aa48f8+FHP+Vud8d6s3lloeyOETsuAIGmvP/9H/KlL75LSIK69bg/wK0Fqgq32xtCCOynO1rbs9tf0yQR4hlTKUyTktuGt1/7eb70uV/jyYMvkeMKIWMlQqeyvAEhuDZFrWHwLli1ojSCVKOJfU0IHhoZYyTrgJYZVUskBVk4/1qx58D1JCEEd3I0pzese51DXTY+d+4aMsNxsOFp0WB0ki5UdX/OamvuSOqddI+JcJ1Hh6B7oFYQSjOnoOlqmusd7Lz07Cp7yRENSsdJ2cura0pao8/oan5/dQe30Gm6TkmcFi6cFJbH1yuDCRdUp1M13u2LyQaiWL5JdGSvNkUl0pojXdQjraL2GTX4Gt0LffE11zUhKlhchx+r6YkSrRRqKcScFi1LL2xba964tQ6QI4Lb8JVu/wjBwz9DWIL4qAYfn16uFE2bGQSWvBuO53vJXwu9QXBq1BHEIKZJwwsvG8Nj+1eKdsekaIhbL1K6TTt4wR8iNgwyWKFbWrdsWwFjIHunw5pJDPx82AwypwwluFTy1Wv/j3t95osYFffOqw9V84UG71hSD0YSdUyBRYMStNsVbWNV7W6EkzEByBKQ1KPSFaU1POPFjqO1Y8dkt6k9SLaIOMzqDzW1Lcto76iWi9qUFM0RE6K5SSRlhs2aPKzAc2Gm/Y7rly8YcjI+UxttXLGKx6m8TSsxZnKObNbaKz4r3LC46jQMFh2dGikFssfPx2j4S/ScmNAKwmxcb3SLXf8Mbie1bl8WJCpEy2np9FsPPdMgnlOBwbvZPuP6/JJ7D56Q1yvikIljIw4mkJU0GIzakSsJbIbEk/tGyTy7eZ8QZ5pM3J1F0gBBKmV2vppmFJhEVGd3h1QiyhjzIqwcxwFVQ6VytE1bSdzc3XK4Lexu4fvf/REvr65o6wdcP7ti++KK+28/YJ/XzBKpbaa1AmoiaFBqFBvX0ECiorOSa6RqpIVEmgfGVWW1ntmXxjoIb7xxn8ePzrnYjJyPluUzDCvmJtBmSigcFDRnNAqShDwkyDY4UaMJDn3UjYkkm01YtunalahClsDsQwmDBKLAMBo2kpJwONgQ1STiMeJCCMrnv3LG62+e8dMfHfz5MNEpZeanP/gJf/yP/zGm/Q0hVA7zTAayyAK39/re7hvlcHvD+9/5FvfGyFu/+BULI+ufQ82tMqTMMIxsyw2381O28wtKO1BqYaqFN177CmObeO/993kaXvL2w5nwwEp760Ttfi0es29Ukc/RCaCajEJoVjSFWD07x7r8WF1boa5dCD6cUl0DHiOQFjQCNbdPEqOszakRF6TBOvrMXMtiqw7Y5+YERdamtsFZeAnaAlrLQtk2up6PxVX1Srik62VsQGB39TqVF0yTlSWhWs31iyE1TYNRn8V0cSZQrmTSUYOjlnWlwZ6zqtUL1E51hA4LGs3pASvKkW62JrAni/dVFC8CHNEI1t1bYCmLuNr0M4Wmliq7lFZi19pBdSvsvfDpjtQo7tZxRKLTKFZX26aP2qw5aJRZfamWE7v78WWFiRUD3VkVkn1dmxsxJxe62sDVEBNgA2K7O1YU8BygECwDzeatmdvQCpBedBtFhKNGDqvQQ/sEt1y7CDs4xRQwtCU4xd+w722Ydk/EiNaAJxwJpDws+1YMhkjGZJV3wJiP4OGA2ky2UJ3b7U3L4sYK/1QTc3w1NVoGB2SdF/XbYYEjwdCVigujvKq1r2PpKlp/T5zTFSx1Fbs5j/Zqt+Q1+3svmn0T9+hnNduqY7r2/u14wRce2f+9A66ooRcFo2vGsw3jysLoNB5V5vNuy/XLF4w5gwhyT0iDnQm7ZwXFEJYhJ9pqNB4Y9c4xGWwYTKybUyBFq7A7FC5Uy4hxR0VwXrUPD0OsQFF/qOs0+zBT9WGDTieJwasxROPfswk2U4y0FFlf3mN9cZ84rtDoaIV3AJISIY1W0BEcUgYhcrY+55E0KoX94RN25Q7CTBwK4wrCpJRWqMW+JwXfMCdLxZy0sskrhpBJ4nNOQrDhmuNImYSXVxPPP75lvp2tqz7cIE1ZbdY8frTh5upjXvuFh0zznhguiHFNqROxBhMGio1OiIMFPtW5WHBUFmILJMmkoTKsKuvzQo02LO3evQ0XZysenJ2xHlYMyaZBkxKxWRghDIbSrUbWaaBlYaqNUrFxC71iMfPeovNQFbPMiyBFHDYXQjUefHDkrEogEjgUoypsfoqhDine8cd+3yP+ykc/Yocynm2IceRsWPEbf+vv8Gv/7O/nn/m1L9Kma7Q+oEiz4XQeiPYKcgo8++RD7q0Doe0p0w3wgLnMDLl3xlYknW3uM+8O3Ow+4fruA/IQeXL5Ji9vbhjSwL3zFd+9/hF/49t/izcffZnPvflVVEaqVqZSbJQFfvv6M97n19irJ/c6aqG2IQdJpu3yoiJa92DXodkSbRt3tD8FtQ63zjTMKaaqkHwOGNYVl+IFJib4FdWFTsB1co7nE9Rsx6225Xi1tqUJqr3gwTbBUwt7jJHZJ5Ubh8ZCL9XQSC3QzIdNipZnJN4I9jA43ODQUalOJ9Vo2glrNOz578VAL1IsN+d0y+/CZUeKFuooLsXLKcIBhrrEYEU6vpZ3tMDQurr8zOM0cBYkFC+AOjxi+h1Z9pA+hBG1OASCQLG9oGImhqC9iTPTCH6sKSVqrWT/vSMkZgyx6H/U5pzFZZq7Xb/FCeW5ToaGBPo08ez3jnZeeEEL/fN54dLPa0N93IfdO+pIYHANXLYFdCkQnZDwY7bnjY7CSFz20k5F2vltXjN5se7H1zU/RkUuMxlsaKWarifUY3r/7/b6zBcxoSmx9YcFllJi4Vq9EjcVqZ38YtWgBFlonR7571jNgriUUsw27PSHqSzsh9XW8BGsdpG8I/J2b7nYPRlyqUa1Wwv9GLsdzSvv1q10MTFuzhjG0Ydp2TiAPshR58Z8u+dmuCYOmWGwjTgnG/7YOmQrerx5fe4JwDKMz0puUoKcrctWLG221gOqBaTYDSmumpTe8TkSJv2Yg8GITdFabaJMMCuxBFPEN6fUYkrEZBtwTAMaEpISacioVGo70DT5zwtIWC1OFUQtz0NhPW64WJ8zzU+hVYYAZ5tMmQqyqzAJrUQL6/Mskkbj9rAjO4+s2YqyIQ/kbNbrmAZurw98/MEVH/74Y8KhQJvYXt+ACC+31xaLU2F/+yFxfU7ViLBhHNdIVabtHUi1AqbIon2KCLVFolpqcV5DLsoGJa1tIRzXK4bVmjGNgNvYfaExR0lhCGcMq5GNrijTHa0ooRTmWWhuk24tUkpjOpjlKDShNC92Eea5jxgwO39LEaotVkkCREtARe3+yTkRUybFxp/+V3+Zx/MdV3HFH/2X/gz/8X/8N/n+d37CZjzj//Lv/fv8K3/yf00LQpRkhZO6VkKVT0ed//B73yaPCuFAkD1BD5Q6U9ToHNuAImPOrEsiyI7b209Ybwqb1ZrVuOH5y49JckFtiV/4hV/gS1/4GiKJ3VyodUY0eIpw9A1Vj79U/f4+bqCBZDEAzXcKCTQtFl7nx968oLHBrz6UL0RaOn6NhVrOditXkATFC43ojJmh7N5A9Q0MQ9G0BxF2l1JHYNz5WHvWVbU309pQi9H1xsiexxANzm96REv72qbFhbwqaDEzgZtkqLH5RmcbVSll0WNY1P1x7lzX0QA+78eHzvbGr19z9Ei3K0554EXY8biP5+KIdneKhnbSEPrX1lqt8PF1aim6fF94RX/je0ATKxC7eUP82KsjScdiyI0ZGEpud443wP16+VrYF8koNoPOmmVDue1chX4ilmICwdKRObqRFoR/+ZxyLPIAdQTqKJx3BN+LNxvA6DlGyYMBw8k97vZ2iUKMVvyJG1aCN9i2WsjybDRxdFeO1+iU4mqtWUyH3yOtNVI4DgEO/xSJOb4aSulZDL0r8iJiQVs8sIjakGYpqDQTqzaM5+2xzX1dbf1BdKi7Q8PWYZlNGofP+o2NCPMrYrxjQdUfHlXcZthdALJY7ET8gWpWDKQ8EPLJoMdoU1ELVkkLVkCUubDf7bjZ3pFCZLVekcMKyMSoqFjnn3Igt0SIQikzy2TvYItZHiCliupskHqdUJlQmUFM3CjSH9sOufpiE3oAO0tn04px6oVGjNkoJbfM2gj7ZGJkX7C0TEz7O0ozse0w+gLi2oC5ViR2QagsG0aOmcvNBYdyH9UdOQZCWKHhCrnaEoNSpk5zecx4VbIEjHwTDrVQVBlkwxAHJGSUyM3tHR++/zG3z685F6DMRE/jfPerb5LXd6Rxoh6ecf/Bime7HXNJZseM0bJ0ZrOnGo3mvHdKVBLSZlJcMUpkjVBECaWRQma1OkcY2R9mNK+orTKiZGZzHUQhh2R5Mi2yGTJ6KIQayCV5anFkmgpShSINnU1I2nUV3paizYZklqjMs+kaBrH5T0Tj5YMcp9yG2LjRPU/TU77+L/8KV7sLvvjLX+e7/9v/iA8+/pimypo1f/Nv/4A/8sf/ME1XRLeVd4VC4MjnR+DH3/4W54MSVxUZDtT5lrkeKFqNa/dNTHSmzM8p8xXKHTFVrq/fZ78TDmXiw/df8P4HV/zqL71FGNbsJ/v+nBNDGJwqdRjdFYYmmvSlY9ls3WprKz5dxxIJ1LJjmiZCjHZvi80Q06qoJEqriDZSsARqVSUFRaVB6PHuljESgg1xXDalT7l+1JGz5lbqLixeUBDUkInWzMXjur7eqRtt5g1NO+ny1a5DxALPCCYGNnrJXFXVqTSpNlqhVnO5LRsqLNqZfjx9tpFqX2ecsjnNjlloopOGc0FurLcMvrb0rJ1eSODIur361tmXfV3ea0F2cPrMEZhTCquj9MFRtdPZdUYxhSX+obVKQCwuoHnUhgQfA3Dcj5o2E8YH07ZZ0+yIn+Bzuho5x+X6WuCcu+C80TkWse1k/+gzAWU5b8Eu3LEgoSNsgeTUkIgNfg2O2Ih6iq/vZ9F90EYJe2Seyw763LWAj8oRuzYmFwDpGWocs3JO9VLWyPvomxA82fcUkfvHvz77RYz5FO1/9CTdUgzKt24run3RPerak0OtgOhITZS4pPnGkI5CJH21O7AHRb1rOk0MNj6zlbY8yMvIgx4YhMGhrXkYVi32GHoXp41loxiGYRFeLWPTRZCUUBcJ5mFAYqI2mKfCfpqQlJDYSNEg4OBFyjCMhBBtImuJaKum3RAI0cS8SEW1oG32zIzOaToU64WPdkt6kKUtOnaFpusJwRZp23j6+bUnOURzYxRtRGyyMNtGY8/qbCSlgRgGYojkmIhREGYXZI+IZJqafTASWaU1F5sHVoTJjtVmR9VMLc+g7ggC02zFU5CjYyAAczlQODDmFYcyk3Nzh8DMtN9ze/2S0GZWKbNvYUGezp+cUcsVYSyUw0tyeECIUMtAK4kcAjFFYjDBcZ9TLynTVE283JQ2K4MkziQxzTOlHghpoJGZS2Bqgc1qTRHQOiEhIVSKHqjhQGO2XJqGDbLMAXyekjZlPwXYz9SQqMV1XHNb7useO290rA3dNvtqWyJRYgzEIOTRHGxIYw7CBzpx/423eTx+mfee3/Jye+Di8WvkLKw2l/zFv/J3+P3/3J8gBSFFEzQWrczVJ2hjkH253fLR97/N5375TVaXkZAnYjhwe/eCcfMIDaZ7KFqp5Yaru5+yn15S65a5TMS4RsIZtWS0Jf7wH/xDvPvFr0BcIxLZDBuGlJAlzsAzPcSQvmO33zqku8TaS0f9BC/eG3d3d8Qk5DyYTmN2hx51oQPGlCgU5hZIIXobnkgI0zxR1dJ/Q1Qi0WypwRPEVU5Eu+qbphUkPRtGfcevxbQxpQt927HA6M1YbeoJtrp0/p2e01ZRicYUtYa0QPU5P6oNWiVrMC1Hq7RqgvzilIk2MxJU1+i0ZmF4oOTBs29cdGzIjizXoa+b2tdh6IDEgsQcsQ5HW8TTwZu3P0EM3TrZF2KIRn4pSDN9kHhzZT+T/hMc3XVEPtr56MVeP6rqotbm5wjBbcWuxO7NIJGYvLBzDSXN1vhu1VYwaoWuY7JCLPq8sgXxcYSk58x0e3LwArBf6+QFk/R8HqeKfCP04saLY3+WLYH6SOksTkbfrlJM9BmDvbi2c9Xpwo4EmWwgtEDXfsZwdCoZvWpfX1VduCz9EfuZXp/5IkZanzVRaR5f37lGAe9MDKILXkF3tKDnMoB1Ot0S1vm/np4ndoc6fOZdrCvYl+yB5lOrvYZqqCnfQ0SqICrMC4R+1O0cP4hB1oJt8ClFxpzIMZJiOtJIMdiQxmSpuuM4koY1MQzUotQG01yQuAciCWzMQDKuM4dEJppeokwGOQeF2BCpNAqEhpYZtNFa9UWzMGMFyrLYa0+wDLQ2L5bDRaiXoj1QMSz2Uk9lcsdTdZRK0Tq7/deupdbmfmDXJoVKTqbfMeFloWmmBcFsHQNjOjfkKERCGrneHdhu9+gM+51pYMps2Rl5GGi1MuvE9jDj4z+pdcNunlCBnAeGAA8vIlcvZuvAFWpQ3nrzDSYaYTOwviesNoHt4WNCvKDtBRrEPBDTSBwyOlfraGNAqzIGowiLmqgypgQyMQ4rpqlaHo8jyWm1Yb06gyhM88Hus1iZ6pZ9uWUqO4oWqq9+Q4qWthwC82woWtWASmXKgTJb59mt/upC8+BZIdUHLZZaGIKd8yElE35n23TFaYgaIzONmcK03xFS5vf96h/iW7/92xTJfO8nH/Ebf+/b/LO/+is0mcnBnqO5qeVHYFTbJz/5IbndATsk7JAaae2Muylyv800XVG0sZtveLn/IR8+/wFVZxNOB2G7n7jcvIa2xLtvX/C1t/8ZLtePKfNEXM2kOC+OjUJlmvcMMRHiwHHLdGRKZXkkQ898Ci4aULi5viWGzNl67ehjJaQErZDItGLiXwvLVFoCqulqaJbAG0MktQaLtgKi07XzUjwJHWmQYDR4X9ua09el2qytLu6dT9ARutmgS2ZqR4WhtmlpisA2vrkWhEhsDalQqaTkOjQ1xLpFo1hqs0C9PmrAXGRebLVeEBqNqVrIyQo2y5vpjZBvxo6GqXT0y9aJoOLPd/87p0vaKU3UloYqekZQWTSQhhgZXWfHHQ1+MdTNXURUXdBz7Y2Zn3Mtnozsa5uKP8NdSiA2y8h5OKON9DgVWoI1pDazyotQiY6sNQiR0KLHIBjlF2OvdOyYWicXvPjre1JOiXku1oD2fQsrZhYrtFUbXuT45e6Unhciht6YlCFwpEQ19nPsxZ02uvJLpCNcPrYzdtG2bSeK0kdHAIRm97RKBQL/Ndikz34RYxHNxthNnS9Vg2t73LZ6eV+XEfTO9x3rfRbBVP/3I1pp8F5r/hD6Re2wpN9hqs3pdAvhUuxh0maefXHILohavHv8FM+rZh+NMUKISDSbUPDfJUQLpouBkAbyMDIMA3kcGdZrUorkbN33NB1IWdBkEGUXYlrHYw9WTNlEnw1DZnRCtRA8kdJA/+Z/bsw0ShBmrRS3X9bWLFitVVo9Qsk9cyHESB4HK+has9ki2qAFEtk74bYUQia+U3dSWK5GbTZfKAyZ1iyPQqQHuimt2eciZCIbKHfMZcftfsesMyFbN3iYBaprADqKFgO1zNRWUIVSJraHHePqnP18IEdhtYLPvXVB2m45XFV2TdGQePeLb3J+ecGDeyua/ISbw0s20hiiMIY113toeoHEaPqLmKwwizY/JA2JEvz+rBNNE4oyrkfmUmkhEXJChsy4WZHHgZgCKQqH/Z5a7Zod5lvu5jvu5jtqPJCTTa0exwwYB16pNsk2gpRGSqAZL8YN9lc1NK4JhGgpvTFCDM0zaoKLeWHIwcS5yQqfFAPr9cizF1vO71/w/sdXvPvVX+bm+pYP33+f//Nf+I/4yhe+yMOHK3M4SSBHpVSxFM+ifOebv0VIB/bTFRfhnLvdjufzlrT5BVorFC2UNnE3fciz62+zr88YVyvyYY1qZb1Zsd6saDXz4P4XOF/d46P3fkxMgZv1uXfSI6uLh9zuD9w7v88bj15fIHkAEcvj6Ho47ZuSGCXagBRWnG3um51aoLSZJLYu9OYopGTi6TqTktDqDJgI1PI3bI2pfg8bQunC32ap39bD2rlSXAQtgkpzl5MXD+5AsvcyhKCUilb7fiEa1eSd9xFdsMWt+c7TRxjgxdHRnWSbbdFAVJsHJq2R6MLeE9Sn9QGNDanVKDY1d5dRdN7CeyP0alCb+J59FCP34q7rVJp0qziLOydEC4TzldvQYelDe52GW97T0aWFxmI5H0Jvvvzz+2eK8dV02SAdYTgWAKci5+Mk704FNnChq0n4zHRhycuWUZNemfzs+4IXTD3r3EZWHJvrGAxJztnD6rwgwcXVDVwXI16EG6TakXPL1PFCPQhdM0MX6zqTIKEjMU6wSU8L9jUe8ZlWSu55OKF//VHX051c6sVnfUXg/Y9/feaLmFraUlAQ7JJH/2V1yckN5TdgsL+gn+RToeunh4Mdb3HFPX4GJhxrHrqYyqgoexibqg3fihFKh669Kg3JYF6FHCO1FG8G7GfFlE37ERMSkmljkm2EMWeGccNqvTbn0rgir0az0QUTTaYgqFaQ6KMEhJiwScqOOIVoEGAt1uGF/hCGhrQGXsQoxYo/X8ysoOsR53X5c20uLkvBeXsMNRqyUUrV8i2qNrePAsXSXltOpBQNJvWFVJtaEJW/d2s228WOaTZnE5XWoDUr8tBAa4Gb3Zbnt0+52T63zWGIxEMlaWDS2ULAaG5fF6JGpCplnrjb3fLGk7e4nfe8ONxytonce/OC6TDx48NLdtcHJK4YVhDHgc998R2+8/f+AZvVjrqNyFBYnT/m6fbWaJtJCfGc5FZK1OcZaYSUGLJQB2V26+5qs6IVpYil/eb1SBqyJe2mQA4DAbjbbZnKjrnsOJQ9kxYrkKOlL8dki0yptljF2EjZHAKxgYaeXRMW5DFEsYXTp2fnCEEaOQkpKEMWxtHeX1MgrwZCCozjwPnqnKt2x9OPPuKdd36F1oKjFed89Ow5f/mv/Dr/2p/571DLREp2j5Iih7nS6swPv/cNxgslbGZYTcSzwN3tFWd1DxQmvWM7XfH89ntcbX/MuDrj5ctrhtWa0mbudpUhTaRwwYN7b3GxfkC7KAxjgBD48OOPePrsihc3E43MH/q1/wbhU6nAJmIMHtSoSyGDQC2Vu92Wzeqc8/X5EmHQV5ilC45CYbbNJTS0KlkSxjlkXOBioz5YWihPAw5oMJrXemJDU2z+jlAcCS3aKatm+ShqLkhzKTUfH+AuEBzJ4DgFWuj077HLNl2gz7/xoifleIT93WyAO79bbWhyqqf1oqEta2gIzTbp3v03+wxBjFKKJwXMqeD36EI6pZh0+bP4vwWnQWs7FkFGC9r9W/VYmPTipHMsdoyFboPvNmOb3VUXJFmwid2nYXYEn2TX/9/fb9ECcZyLZIWq01QpGeqtNlm+C6Ytz8zQnNPPLnSEVNwm3o+ozyhqpGw5Mz1grznd1Pko7dyQ9GA7++4gRsN3TaTNHEwmO7DyymM7jm+HF5Mi3Qhn4uGAub5SL2CcVpMQFnRpuZbiyb/VwlR/1tdnvohpbskDQarN4RFMoFQ7Aem/Fl5ZPIuhFynuLugx3n4l6Ay4SBfFuXW6ZwNU7+jFcxJUUY3uvokuZMO4x2Y3ewpikCYdzYEunGrBkxLF1OQxZh8NkM3FM64MgRnXDJ5cOwwjOQ9uW1UT72ZDXswOrQS3Tcfe0fUsBLW8ihATpVZq7VZI8WNvbshQmNWyIupxPksviBTx6a2mCRLvRELyGRwhIFFpc8EmydlCPs/zYlUPKdpQPi9gTrs7f0JN8OxEt4gQZfbuJPnm21iNiTwJc90ytS2QvBgMSGjmxMLPewwMacAScGaaNnaHHTfbW4bVhmcvnrOXRloF5P4Z02pHkdnQv1a4vXvK85vI/cePmHYfcn1z4OxRIOcZjZXSErEmpjkh2dKHqY0oiUAiSgK1heAwC6EWim6QFtjNjXEcjPbqcHm06zeuElON1KlwmHdMZaKn5sZoupvim2VtxZNmhRwioRnlqNm81sGvWZRg9Ade4GKbQRRLxo3R7qkYA0POSE6e6BvJw5pNvuB8lbi8uCCHwm9/4xtc3nvAarPh7Tff5q/9jb/Ov/gv/FHun3nBKfaMxCRsr5/x9NlPeecNId8bmOOeMhdSPOPBvXuUuuPu5hmVHdd3P+Ww33N58Zi77Xtc3k9cnj9hHNZsr3eMkhjiwMXZJeFB4/nzj9jvdzx++IR33/0aN3cTpSbeeu1tIm5zfYWglyMSg6JdQ9Ya4zCS+r1t9ajnh9j20gSjDILNrorqnbcoSgQqze/xoFZ8VBFSCLTQ51lhAXTB5iwpRt1Ut1TbnCDbcEVN29e8eKE1dwb6JHKF0jraZstgT3GVYGM+FjQGbMJ66MLfRiksRUCKLLOU6IF4rVFrM6pIj4XH4lRyPZ2l3xg6rkumVBersiAiuAX4WLD0zc/Wc/XmMPi632mSfglDFLR0tKYXbEf7tqEwfW05EQr3vxNbq9VRnCVOQ3u76tdZj2Lk/uqITEdIpIca4p+nGiKTXD3e/CbqqH5H5+yH9KLaGtyYTIjbGQT7ydGGE6dAz9ZJyef8eUaMgS5GBSafVm0UqSwozKkYOIgH3DnF33O57JDUP/sRUeto4qL3gUWP04+1O9dEbKSJikLItPl4Tn+312e+iLEUQzuxSTrdF6haLTCuPzC4N147+tKOf25qsKzaPJ8WzBa98Kcuz+2PIhJ8EVMIC3BmF4+2BGKi4kFY0tE366CC27WbWjxzUcCokpQCOdgMjyju5omBNAykYWBYrViNq0X4OwyZkBIS1IWGkfU6EEIlDkLMSojVtCSYmE+C5Zb0yr1pgBoINVuNUTsV1qhtorbK3GyR02LUkfrXmZbIRFsS7YEJXrzFYURjWpIjRQSZIanx1QGlTQcOwaiOISppiEtXUWv161LAByl2NMPOaTuBUhuNyhCUTR44G0eu95asn/NAHqHq3jZ2gZxWhJSZWjW7scJMoU6FDz5+n1/6hd/Li+dXvNxdo7VxN1U0ZR48uM/19R1zqbz11mO2h4+o85ZhSDStzNOB87Q3Cms/U2WixANBEhIGQsyACd+kNUYJxDAQSiDXTExiAzhv93aPcgwubJJQaZRyMGeBBA5lopaJmEw42ZpwaOZwam2mqel7QohkGuNgnV1pSsBC2kzULuDWzhiDIXAoKWaiz9aSZIF9MQ0McbC05TAy5sesh0fU+hH7w4EhzrS7jzh/uOLha6/z7Pkz7q6v+U//k/+EP/Nn/iSHurMiO4ysYuI3f+s3aHoDuXHxxjvUfMt+9yG3t9c8+vlLnt5+wtXtJzx8dI+73cdkWTNvJ+7uXnB+8YhVvuBs3MAwEmrk/fe+y9gGpJo4f8iRMW+odaRpYbfdkeJwMsXbXt4z23PcmhM2wqTKkEcygeqzdPoYktCKFdVEE5BKQ4k2ciIKUEyLIQGVQPWCJSiEpqQQKU1J0RshMZRGmprerwVmGmiEybr4qpG5mYW6ufVa+/rkdEPv1rVaoaq1LVqOhjnPWulx9XHROqgjGdqR4d4A1oqmSBNzLjXaojlpVWnSqOGY8KtOS/WmyYqh6uuimv4vhqV+7M3kgiKonUdxeqgnpXeMGBdANxSvanzj9H0h+udrFXwjF8Ws1I5JRAlonU1YTqP62t3fRPWIyr+y55zY30+RpOYusKiNAk7NBteC9LlHLFlmsSNBXiw1L1pts1EkCilFtImn5R5nLomIofz9mBb6K3TAxhFCq16LGNIXg+9ZXdxLd6haM97jXFv/bOr5NV0npnFB8Po4Ga+MLHSv+XucFDoO/FlRH0DVxpf8rK/PfhGDnOhSsMXZC4Y+Xr0vU9pOuvxeLYoP/Zor0lsMPC9GsYtnV8cqbMVQAb/ZOyoTxcXFzTjuEIJPoPZ7yg8qpS648ijrYPbW4lVxTMmNTGZFiykxjgPDODKu1vb7OJJzZhg8YyRnQ1xCY7WKjsRY95RT76DFH8oGHueePHm1+NgDDYEiEaQRugVOrLMwV4tTdN4RHbNhEgSP2u55OjmgQ0SS5XH0IKfaO0ZVX4QboTTKNBEPgTpG2soseP2BLaWSamEukMMxb0TbsVOAzuUHVsOGs/GCVb5i1wpxhHNZoVoWzne9HlGJ7LYGKw8+DZxaafs7putr7m8ueXn9gmmvvHh24Nknt/yeX/g63/6d7zGcZdKQWZ8Hikaomcvzx7zYP0Wvrri49xa73Q4lU9tArTOtZWI2e3hTO19BYEwDqSRAGIZIcgpymhvzdOAwKaXNINnh+cY074Dq2hjTetXWmGshlEgtlu8jWhZHQU7JimiBhCdcN0X7yA2nPGtrtGj28xwTgWNIljnd7L4JaWQcLxiHS1Jc8caTN3n84CHf/e3vkMYzvvVbf5+v372gMiAa+I3/4m/xp//Uf5e5qn9WJVP57d/4G7z12jkXDxMPHn+Zj66/w83uJYdyD9LE3HYcphe8vLmltB33L57wox+8j4RGypBy4zBt2R3uONxe0e5eMJSBe5snrPLIOKzRGji7d87V7XNUZxAfOcJxI+ivo/VcmeaZVipDtmLOzpJ6sW5akQDLzKBIYyAzNyVGe05S38hDNrEkBREbABmCEqNH1UdzKEWJVhRIWHI6Oj1hwIGJaks7Fhpl9mez+dBAp3kFpz7U6AkTXAYbDhlNbGzDItUK8b5BVnczNdO91NaIzSdfqxsZanXdXUP1qA05/dXfD44UjKGFn0I4nGbqBFunhxZKD9ORiECgOV3E8Xxge790NAGbQE608yy+YRctJ8SSnKBBjtpbDbUUVH0P6UhLL146xXRaxIgYtdKC+Fw9CxPqGT49DK+fjxjSEhgHlRCSU4BHipLuSAp9PYQWja5J1f49BJ9t5u+rAF1r2D9pjF6kmhAeUZq4bgbonXfz7zlav52ya0dkzH6ID1rtFZ9rdqKEBc3qWiSLBwm0Oi/3SYj/8HP3X/X6zBcxrVTSkJwuMris1f5wKHRznsNb/aWti6hM72GDtvpcJUB7Z+QdTcM6HO8ubIK1nCA7/qB0/tCl4CFY4mnyqZ12M1r8eIdua2gnGSp2wU+HI+Y8sF6vyePIar1mHFaLOymlRB4yIoU0NPIg5Gz6CYmVFCGmLqAtCI0o1e12avqXaJkWFRsp4I2Ond8KzQWYNJbMCokW446Iw+XWtVqwUoAUicOwJECKRPvMpdhi5g4v8S4vlIrMM5RCnSe0mS3eBMSVMhd3bblITaMjB/1YrXgKEhnDyNlwwcX6ktJeIgLjMNIDCFszxGo/m0hSQmAI0UTDdYbDgeuPPuYP/uH/Ft/99o+4vppou0RqmcNh5q0vvMEkW4ruudvfQZ1Y58D13Q33n7zOy90O6mQalHZAWS2QtTkznGKQxnQ4cHF+nzhHz2Gx+24aMqUcmOcD231hd9gwjInBcX2lcJh2tDYx15kmM0MMaClQK7XNiFZiUBJqhaynKHt/Zl1ysuUycrR3hhTRBFHFZgZhhb6Jw+0eHoZMGEbGcUUIyr7eQYb94Zar5wf+pX/5T/FX/u//V24++YhNhFVaU24Hrl48ZX2+cY5dubt+yidPf8CXvpC4eO0Rq8szuEsUDWiE28Nztvs94zjwcvtTJM2kYeD83jm7q8Zhuma7E6ad8uLFDddPt6zKfd68fJtpu+LsMjAdCmf3H3hkQeLNt544Bd3XiOO6cNp1t9LY7fc2s8rF+qJCQmjBWdnoVnZT0pIZFgrCJqxXUkhIVCtsaJ5cKpbhpPbk9ITXUMqiW7B9RZYNsos0g1oIYVWjuUwLZmtcdbq3OVJsFmBdKLJePNgKpEuRk1Je1jFVQwdCA9QKFPzrpFqXXUMhx8EKmZgopbiD5aR4cXRC5BgpcVyATxCFRdPSu/NjAcOCDYTl7zn5quDIuG3Kfn6l6z5MZ9YLEuX47R0pskrSNWHSY/G9cPHfT/Nv+vdWPboww+nnFCswIkAzrZOeaC1j53Ga6UN6gSoELzrMWaj9ujkt5R410y52dEiwNdDvk17qiY/Y6TIJVdPCBUCD3buL/qmTBPZgW3GK0iN8O+rSHWpH+tG62SXzpzfsrssMwdgK6A28viKCPg09/N1en/kipncEdlKcb9Q+qOooXus3b/NiRhW0dG2IutgzsFDkahe69OFI2otb19D0CHE65OqVq3PkNiMoLrxgzvl4zKrm+qkG4SnNc7QMfTEHUiTlTB4MeYnR3iPnTB4yoxcIRikldy8VclZy9vk2yRbK4FChCREt+8WEW73IM2pHsSTZ0jCkSF6FlHFGNgSgw97hKMpr2sh5RLGuYz2Mxpc2G7unMZjATc2p1B0GNKWVQpsDdTrQaqT5eATclmgPT6RW03yo2gMdvKuQ5ViFEDKb8ZyL9SW7smMqVsxdXp6T8sA0FaZDobRiVuoUiRJIcUBTIoyN25cvmXcTcRp4/v6HxDnSDnu+/e3v8d/+H/w3+f57v8Gh3rEaIqUKb7x2j7tnH7KdDqw29xhXZ6yebHjx9IZaJ1o05K3bWlVNp1LFKIRhjNSpkVNkHKxo3e5n6uHAHQeub24YxoTI4LZfpdbJEm1LNfqUgpTi93clxMZ68KDE4LZP7boEW+iLNkP/ajOERYLJwWJjkEgKmeILfErRzlUMx6IbZTdf8XzO7HcBcuMrv/DzxPUZ9996F3n5Hhf1OXW+4urjwLNn7/PW2edpzcLzvvf9b3H/9Q3jw8pB7/jk5Y8gFvJwye31nu//6LtUfcDDB59j2t0hEV5cPae0A/fuX4Ic+Ojj9xjCBbfXN+zu9uzvKi8vPiFslP3tC0IeGC8eUetECCOb9T3b+HtmBcfipWmjlOIalMZmszErtopTEcHLAXOI2EiCamJ5MP2ROxS7TqDNs8GXyTaFJQcmqGPstn71jjU2Ma1MtEI+Bhf8hsIyK7YeN7ZeuNTWOsjpjVe1XJhOmTvCG2NcmjSjLbpwtYFEgs/tsVwYfFq6eKiZemyF+vRqR29OqA58I5cTwW5v9uyP5r3qa3RfE7sW5BShsaVX/Dy7DMCWInxb5rgyyUKR2HRu+z4JujSmx+G70A0Z9eQ9O2Il0pFrXtGN4DRO6N/jBVLfD5YBig7BR0dA+rlboGxxHYl+SuAsx01enToPcck1pvMKrfXEIi908SRe/xBBHB1EUQLNz7V29N/vYSMbumDXxdBHIsqanZ7Hc4JEqR7Pl6Fjtv/atHvHkfrlEZbz2PfW+E+LmOPLuhaPtHYu236vmGdfXLRo8Fk/o6HfT/jN2jUiHIdrqYI0v4F8dPrcb16fEKzLWzq/WcXj+G1DyMNIisk2kV6ptuJohkCrRCk2RTgF4hANYRlW5GFFzCMSMzEZzTDmxDhGc4nEsDhGYhQkNGJq5MFEvdbBmePIFOjmNmLJtmmOYrjVM9iDkWqj+iYXYkJCM/scFj9OExMLJw86ShbmpcW6Qk0JjdHOgVuuYzPhaYkCpU8yDUeRXqvMpZFKY2wNbQVlBonYEDr7uVEDJhEzrcgiNkSX6dgqVsiMcWSQjMZKDI3VsCINa25vt0z1lkpBtdqC14wzzsOKWRthyHzw4qf8nt//i3zwyU/R6UC4bZQyUdpL3nn3TYZVJMhEq8puvyXkxu3+Y8K8YxjucX5+j9YyL59f02iEZHk/vfOrQBxHJCeyRKjKNHtB62F/Wg8c7iovxy3DJhOj2ZSnMjGXmXmyWUBzsA2WqZjbISo5BbMyhmhhZtKYWwGxn1GqaSKCNEKyZasxW4hidipDTIAag003z8nmTxGEJCNa4LZes6/KtBV+3x/8OtPNhhQqD998jekcwo0wXj3n+vqGtrvi5uaM9eM3SaHy/e/9AzTccle3fO61r1LmF5yfr/nkKtBEuNu+5PLiSzx89CU+uPq7wIbGAZUd69WG84sLPvnkI8bxHmW6o+wqeS68+PCH3H8nM549QHKgHG7Z3z43i3caqBSiW0QUayrmeWJfJ7Z3O8Y8sl6tGaMVgehRb6GqS0Ba9OwMkURpFpKYtFr2R2jM2phyNGoDpworBKk0l3gh0bRjrZozrCaqVL92IKUR1NJ4gxckpVloYZ2OjqUeTVBmy+JoFrx03HxEEBfQ9IGt4gJvBZq4rqdBC7bNRV8La1NbSzXQSu/azSwx14mQRs/JakvEQn+11qhia4NY8JM3Ta40lK7leXW7sjWVBa2gZ9KAoQ2+y0ZHYmIQqgZCaDQ9umNUdImKCKidb0xDt7i3OkLTiz5sfwj0AosFqQdo2qkba+aOA4N7YwrqiKuNeGCh55A+nNEasSWawguZJhB6crIEH8QoC9rTxcC2/+nSKHakqzthm7WiRnMutFg0Kls4FjEc0arOVhhNZ6c8YPOebL80atEafheJeyNqO2AzK3wQYkgo1Z1Yjub4Ov0pmdE/9vWZL2JQhc4zuqpc69Hf3pXudibBngi/aLDQI/g/CSyzjvDvU7dVq8OvumhwTroLR2n6lGVEfD5LIOWEOJxq6JsHIKlawJSLfyVGQsrEPJCGzDhkhmjd75Az69XAOAysxsyQI0MSxjEwjMGr30hINkjXdAvdKtjcWqCer2K5FYI94Cboghhdbe7xlyFEm8CbA2DIUasFnYsjRmYdzINQR6W6K0Ny7Adh+SgcHS8ahP1sGo7+MMnJQ9lao5aCsCJI9ORYE/cGUU/+tSGY2jUKHm6lrRoNJUqrI4GRFDIaKqtxsKC/HKg1cbuzhTAK1Fpsk0oZCZDHEW2Rj198yBe+8Iu89vbr3Dz7iPnuQJDM2XmikhklsE5PmOILDnpLGgNMMNVb9tNHvPO5n6cchGflCkZL7h3yymB2tcC12nMZokAUysEW25gMEam1sJ8OlJczq7PAkBqrITDVLZWDfdbWmGpxNL6SQyCMVvi1GijBJ1RjVvUQ7HpnL+61Nu/UvDMOumg1Ymi+aM4mOI52n1jta5vK3CZa2QJrfuVXvs5/8Of/Mu/94GP+x/+z/zn/+3/336E+fpfSAq8/Eh4+vMd+2hMF3v/xD/mtv/9fkM9e8HDcMJ5lHjy8QOKKF1czMT0ghkvOzh6w3+9swSQxF3O2PXr0kBgUrQO7bWEc7/Pwnc+Tp4Hp+opnVx+TUuby7IxyuOX57sBdEfa18eTx26zHteltDgfu7m65u7tlvT5nHEaGlN0+qjaVedmYZTlPC8wv1gtLUESTUcpSTbgZMRGs06pJk69JgdD8GRULsuy/FnRTjihA9bWuEy0d2ZCua6oWN6HVKJhazLUkaoUG2PXVIJTSyH32U+sOn2OxIy3Y5toqfXo4Hi1fSqXPQTJ5mxFTPX13sRY7PbZsvK1B7A4rMW2GtCOifaKROVJ6runwpbt1VET8zy5eXZzFru2KIdqgW1W/Fs1F1j6st6/3AkUMzSh+3H3D7Dkz5iLy/aOH0Dmi2tT0Ra/SI+JNmRUtpXlGTzQxtzoFJUEWjdCpg6cnKYfQi2Y/B3rUkcjJeV50n+GkqJJjcRhOzumRzunUXS/IoA/mPKJluuwR5uLtxX5HaY7nQpc0RQjRXVNiedwpRseL+vlpjur+7KXJZ76IMQW+0zciPpcomZMmWFx4v2mlV41erLRqN774gzKXGbNn+3BHNZtbc+zMIPcjdYKe2KT1GEwUoxcvTgm5181uYD2hX1ozhXm0NEtyJq/WJtrNgw0BzJFxSKzGzGoc2KxHCzMbAuMQGAYIqZp1WACsIwliuQ3IkUoyREZRKahO9Bvd6E/xrIiGSEFSsXybaO1IGrI5kloX3UJIQhqUQKbVyEH3NnIgWLQ+KaExmdulFqBYRz8kd0XYwyl9hYJlASxzoc6FNggZC1mL0ojBuPxo/l63KfqAsWiwaWkgOiA6kOOIhMqYA5shEcQcKle3FuCmKuz3hblVtDRyjJZ1o3A7v+Ts8oyv/Nwv8Hf/y0+IF431OtPizPlmzZNHIz/81ndoeuDB65dsd9c0lKls2e5f8Oz5D7m9qwwrZRwSF+f3WY3niMC+bClaoc52/FqpVCadmavFwIccUVGmUpgPyvXNDetVYC4z+/ma0rYgfcCpZ1KoEpK6k0zRwWy5itJCXWLFlwwOX8+b38umxbJC3O5jaM3QHVqgzo0271mtMk1maptIjJZ9k1fMd9d8/1vfY94r/5v/1f+Sf+vf/rf5q7/+V/nlP/HLvPYoMo8DhzLx4voZ//5f+Hep9Yp7F4HV2YaXd7cMZzd88vxDLu+/zle+/Ec57Nfcu/c6z67eM6FsCdAC27styiVoZL26ZL8NnJ2d8wd+6Z9jpRf81b/8f+PZ7XPWZ/cYpodo2PH02QdMDNzuDfWLHq0OMI4r7t9/yDiMRLHJ61E81O+ka+xC0Feog9atqb4CqD/vBJtSHqKl3Go1mrhZ4RjdDUY0KiiGSpRKDc0aIAlLlsfSXXf7spr+xagvu964g7BWc58ZU9zcveR6MLEgQ0NmfFMrdRGdBjG0p3U3U0czOM5IqrXSoj07x+M5nqO+EfZNuuenWHgmBLU1+VT42+dTnVJJ5pfy0eu6sBfL8XRgHY7zfGIIVnxhYy7mUmyZoVuB+3W0QZ50iuX4ZkdUpY+o8GLxWFx1OsbJHdVljI0u94h/hWev9Eat61lOxc+f3s8iQjcZ4UVE1xstP19dMxNkOb6eF+Pf5sYBP75PF4jqyI/P77N8HJZr4FuJHUQwWtH0+JaDZlWluVzjyVT62hqSEkV1KQKTX9/qVJm8+pF/19dnvoixk+nZA36zqgvdQgKWKtBmYnQPfBc2ldIW9b7FSPubuv2oB7MtxU3nkZWlU6PpURiZOtwcXuFRF0jaBVOdn1XFEYvI6OLdnLK5kIbMasycbdZsNivWq8GLGQtJS6kxJJCkhHh8IMwS3hzatGKmj2cUUSSqdSqiSzfpiKlRcDJDmAlJkAIxAS0SciKlgSATW9exaLYbdHDrXTkcKK2SQjBUKSXrtgIL1SMh2tyRENAyLxZQvIBR7wJrmdFqKaqtHqgtU4s5qATLGrEOsRpwqi5Ew6O6WyCQ3EbYyEnJSVivrDAchgGhD9HzTqgXnJhF+f2fvsfXv/57+K1v/l1S29ECvPfsQ94dX2PYDHzpFyauXsxURqZS0CBMU2PKM7Vdce/hhvVmRSQxjmvGvDGH2gTbaeuLcqU0cxlNdTbqEyHlRMgWWBgyEIS5TMzljrncUWWiucutaaNUc7bU6oL3FDgcZhgifsZs4YnQUrc/CqiFHeLPhAmkB8ZhRa17VDpVIRwOE+dn5wu/HcQSqSOR8/UD/pO/9JfQSbnYrPnovR/xm//5r/PH/uAf5N/7P/15/kf/+p9BWyKXPd/7xt+j1it+7hfeYE4vaJqJac0HH3/Ax8+uuXfvHS7O3+Hi/JLnL6652z1jmg++sdh1urn9xAbchQ05r9nuGy9vJmQc2Vy8znxQ4npNiwOFRBxWlLuZu+dPeXl3y8XZJe++9WUePnzMkFeW5+T6iSjBdAbh1c7URK59KzSI3NLnPeQsYMnI6h2qWISBxoBoXDrq0IKJLqOhk/Z3PqW+HDVHoYajbgRe+XNfW1qrnobNMhLFGNpmAvplA7NfNgjVh9567ktrzdKs9eiUWjQuFfBZaDa92gZDlmqiem0Wq19KeYUWeaX7b4oG1wI1Q0BPEZtl0wf6jCDBvn4Z4IsXc+iCjCu6IDIBIWggYg2NVkVd79OpEyuoxIt2Q2a61blf5y6aXQr90/3GK6kO7C9Uk7impBdDnTqiYxBG1ITgDk2/lqfupgXRabrID0IUDmVers2y6bWwgBuCekru8R7RZkV15LinqbMQy9bZ0Z3WlmIIDNVpblzxK2LIGZ2e8+ZTurvLf/4SN4KjZ3Y+ugZLOrqvSqHws74+80VMzx+xm76LeD3NcRkA2Wtwu8ziM5GCWOc+t2YqC39YajXITfp3OJx22gUZFBGW6Z92IQ2WlGAunehamOBd1EJxNUvVDAIpVEjCsFoxrkaGIbMaBlbrgdUmM24y42Zktcms15HVSlmNPcAOJDdiVCcwZ6AZrB2gzxmCGZHJjhN1a3JC24RIRRc+XSnNRKK2QFtOgag99CkGNEfjw0UgHNCDgkZCLMg8Eaq4vXck50hK2SByCdRZQCfblIcB3R9sa9Vi1Xmtfm1MwxNiQSVSW7Dpw9pIwbNLtaHVFh+TJBZUi2VWaGFuBSWT5RzkQKsHDvOtuXnKlhCUzfqCOVpMXMUH64mSkhAaVGm89/T7/P7f+4f4wjtf5bsf3EJtPL9+zqP7l8jwOrc3WxiVB48uaOz56Pkd43CPN976PETlfLMmnZ/z3k9eUs8LMvp9i3WaKRjcX2WmtZmslX1ttGr30Gq15rJCXCmrrKATh7pnuzcqqoaJJtWSkO1mRRqkChRlCpUijaQw1sAYzfopLZrYui+41GURnrVwxhlDvODQJgg+M2ouSBg4RIuVj2GmyY6YN4wp8OynN3zzt36HR08e8/H7H3NxAT/87b/Fw4v7vPvuF/n1v/q3+Obv/Ba/9MtPqNNL3vj6GYf2ARICeZV5+vITCIGQE+uLNd/5/l/j3tlbfPjJC86fDMz7SiuNFDecna2Zp5eEzYapTcxTYBgfcrudiPMdb739RUJ9Qg6R3STUkLn32rusDnuurm4pBc7GM84vz8nJIhQCAQnJMza6fPdYANh+1d1ddvZUTRwaFsjdnq3aIPqmkKJCheq27hos8yPrAA1aPiBNSVGoNVghU82V0x1Khtyf0NcY9VtrtSRe+ubY0YLmOgqnoLq+xHNeqrvWoutcZO5ghIt5VSw0T01LaMJUiElRCnOthDRaYF9z6ioeaS5t1Qq6Zu/TRKnNUooDRpfYEtpR6XriMjxWCqpYs+WIIwLSDI1t4tRGbwixYjwSTC9EH/ro05XVmlb1dV6JEC1rRlojVKVIZHZTQ7QfTnC0XromRtXpPS9nfTNPIVBrQYIjKsEcfuq6K10Ku37MnSF4NXemh9/ZdWvkIdGJRNSLbEfo3C/lzapXqdja1c8niCdA972r30vHIsxnIdBdW0HisYDpmNNJYWfazn6trEFSbTYmx1/q+p4KPsDXp6WjJjf4GV+f+SLGYsKdF+UI1bVWFy7VLqbbvLyD7HkxKQYLe5utsGi9QNEj9BU6DSSh3wrOe9rIcvUH2USs7uFPmRijJ/C+ql4nhAWpi2LFUx4H0iozdtrobOTsbMVmM7JZJzabgfUYWa0C4xCX9FlzHlnxghS0P7juRtHlk8tCWzQtoBaE1nxmUtPG3CpTqe5OikhI9v6DScvs4bKChBYQyYRYKDPQhLrK0Bp3271Bu/75Y0yQE1UaopUcMyllpjwY39raQsUFh95VcRu761/UUjtzEkv3FUHCaFtP38RrdXpFSHFkNVSUA9Qdh/nAzXxF04ntpEhcsz47I2Zb7GorlDr5dTf6JQZB2fGT977NF7/wBh++XHM43FFr4ZNnH7PbPeDevXtcvXjK+x+9j4jYNO6Y+fZ3v8s7n3uNz7/9LimMfPd3PmSqN0w1oXPl+vYFjx5dcnVVmA8H69xb9aLTRkaMqzXn55VhWCFDQ4YDhB1zK+zbxERhDrbALymfi/PAb+OmtNJoYlPDLTdL0bnQRNBobWRaUlgtNFF1Yr+/Q2IhBKiTLUAxN1T3HjQWKJrYzzsuVpH/9//r1ymHmYefv2QYApu0J+7uuPnpd3l59ZKr2wMffaL88i/9UV5/65K7dsaPP9jz5Mkb5CRcvXxOzBuG8ZL/4m/+Hd54/XX+2d/3OvdbY9t+SOMlrT5ks3mHuU28uP6ANYlH9z/H0xd7fvGrv4e3Hv48Y7ggixKYqKXwwccfMzflwcPHrMYzc9BpoFbl5fVLpv3M+eacuI5Gmy2QOyyg/kID2D/1xXthITyiwcIwu204eAS9fV1ycTUhGApZq1FNLZFio5ZqwYIxUUMlhkSOA5PU5TlYXDhLOdWFl6DVx4BU08aop/z2wmdBR+iIjFHNhjIrlohtWo/Sqo3GcKRbxcNDPdk8+nyopnY/2TDKSmxGhR3X0NZPJK1VE62qUZQhZvpkZfG4i4Wi8/MvEk5Qp2XRpzdZCzbhBbh4RotFW1jhQsSEz8pRhIsu2sambcF5jj4gX/8dydDlc3UL9qv0TC9UlmIqOj3WDC1eUE8vCI/304m2qb/fIuBloZE6QipBLGTS6Skt3qj3Zt6PLHb039+zcfxZqKNdnFBn6t+p/tlOil/U6MoG1rz24/afF0JYBmc6XumPjkkoen5XCEdhb1yu5e/++swXMbZABBOcanXIrn9sQSTSmiMwYl9fXS2eQiTUShKjO2y2hT183tTaLe0Kf5GuhXEmQ9W7WJaFC7FY9vgpYd7yu9MVOZluJjZziqQYWK0y6zGzXg9cXm7YXKw5Ox/ZbBJnm2hOpAFibsZDim96OgHFMAkxrlv8HAjWWcERflV19EXtnLU2U6p1V0WrafhFEHes0AwxsJwkG14ZfC6TxEiZlL0W6hgpe++OTs6JiCApkQWb1gykaSbMdr61CCTv+hCb+RE8FK7Z9TQ/Q0UpqM5WQAnEkJEwQhgpZUupe4pOTEUhDSgbQp2p+z37csd2umY/WxcX84ZEIs8jq3nFYao+p6kPQRPmsuf7P/4Gb77+Lu+++Q4/+PF3KG3m5d0zrm/e4+03Ha2KA3e7LfcfbLi6LtSivP/B+9xeP2fMI+dnX2A3P6ftJtDCBx//iPc+gMcPXycIzKV5vlHBkk1NS3R+cWH3+BiY9NqGP0qlhMrcyoL8hZ4D4ULCbpRc4PJi+RnNXWY9rLB38dGzI5KIowqF1iZCtAIzEampIqEQHEs/zDfMWpkE8t0zvvmNbyMaUZn5lT/wdT7+0beZrl9wuPox67Ti+x8+5+3xAevUmKaP+MF7f4+SD1zvb5A6s91uOcxbpnLLi5db5gpvvf5DQqqks0LQzJtv/hzT4QEhPeX2oNxOe9567THt8DGfe/gFHp69DoygPulcZh4+XqFUxvWGGNegwlwsZ2ccR8Y8GnUn/6iV9bhh9d9kOb/ik4k52WDte2wz7jS2+BpjQmsVm0Bs9z5ESSRpVKk0aUSxrJgkmaLV/32m0VNm27LBRgme9VGdarOBi9rEBlE4xSpyuuEqZjG3JkzSsbGjVYLbmVs112QKQgtublBLkC1ztVEtLihu2ZChUgoRIZDse0T874zy7i5jnPoKwZDeYHv9cn77efy0dgtYclk6uXT8XP171ZGRaLSaO6IU0HKceXQsAXt9YZR2Clb8BNry85fSRo5NwkIqLlSYUyp96rZvIM2PvxdronryGY6fd6FmejCd9s8RTs6JP7u+R4XotHrQ5VYNTmUta2+w4vd0DEIvRPrL9gVfufVoqV5uf136JHdZHY/Xxuz4SQziKL2AWMFbxaI7grqTTNsyruNneX3mi5gOzIeQvBOx4CklQDxu4HhVC9hwxc7r4bey2OZpKEWH8nj1QqsuPKfQh5hZ/d4wQRY9sC4dUYjofHJP5PXd19Js1TJDU1BWQ+T8fM3q7IzN2Zrz8zVrR2JWY2AYTOAasqFxlmNQkGCiWXXLMB7aJERbSDuCiPP0js907VCtZtksTZlLZa4FpCv7BwgNpNoQSdQ/E6QsSMSQmJqodyZmHkfjTGotjMOKmJLB5ykxx2iamVLZaGBGaOVAEDXRbkyMqw3DuDL7drD5QnYtms8CmhGxidsxQIgrQkzksGZ/eE4pewLFczIEaiIyEGVFShsik7mD6h2tjogkYrAZQYdS/Zrbwp5j4Pr2OY8fvs67b36BF1fP2L34GIkz9x4EatlR28zN9o44ZlJQchReHiY252tCblS2rM+FIBOH8pKbm+eUdsPF2SMEDyfDkpObFyG12cK/Xp8ZRDtEViHyQl8Qmk2WrjUSi6X+phQthbUvJN6ZBTnC4ZYULCb69MWWaEimN5wEheyLng3V9Flg0tBQTSPSbFZV0YOLJoW7wzNubrZQA9fXt/zi7/s59nfvc/tsQ1wN/Bv/xr/G/+7f+Q949HhG+T4ffPRdoh64/+gR82Sanf2+osHC49abFXOZ+ca3/wZvv/2Yh+MbJF4nhUue3lyzmwtXN4W33vg8P/3xUx49fMJ6tWYuE6VVK8hLcVjfUq3LrOx2W5bJ62oToy1raTRNDK8+873xkb4JwbIG9CZl+bcghCYLzdE3kegoQwwBVycb4kUfihgJYmhMq0qV2TU55mhLYabGTA0VUXOJhbksaavB16K5eR6NAtU69eL2miXc0g+21ubp16ZVQ5TYJ3irC3vFiqFWKhLtfulDYE30izuUYJqNjxpSXpq+rqnp2j911BXXB2rz7CpVxDomXzfsZ0ufHulI+KevjenfTnaCILTqbp9Sl/EvIcTlPJn+53hctXicf22+j9gaueSJ+d7QqZSmZiHG9SJNjw41KwF0Kbg6uGEPiQ1rlNZO7M7HELxPFzWLmDgEPxcsTqg+PNOebahaaHI0jFhGGceiXMQdSGE5h/3zLEnEHIXG4kWMLhWnf4aOTjXo+V39WA118X1GTLxRrRIET31OsYOWkRBOi8l//OszX8QkIkFw5TNQjB/UYByzueUNIYnR4PMOaYpaQUMzISk4QKzOJ2Pdwan1T2K0al5ZcmlaCNjAxsHyPfIAKRGjjQaIzv9Fn+osKfoGbQuctEJKwno9sDnbsD4/Z7MZOT9bsTkbGFeJYRBSMk7aKKSKSC9eZhSbCI1W6DoXT7VtC/rSFjtyQ6lqTp7aAnM1vrjMhbkW45NjI8ZGTCMxgMZCiANBbZxAykJIhWk/U6fMYReJk7kvcraMgCYVormwbABmJrcV+XAgtEJsI3USWi3kIZDGbLN58obVanAIN5DCgGJTt0VAw4zWiZTOiTETQgZZoVnZlS2zbqltppQ9pR6gCamtWIeG5mvKvGcuB+CMkDaMq0SYVogEJqal09UIc5344OlP+PLbP8fXvvLzPP/7N2jbUufCVBohJGLakdOGcTgjsWOaKnlIzHogCUgsnJ0nrl7cMbcb8mokr1aU1milUCmUqVhBLJFKgQgpZ9I4+nnECqUpMUSYW2HIwlRsqOgQIrXajSmqvpG5Q6FZFzw3Q6GCqmXD9PgAHyTXZ54EcToi2LNT9biA1RYsHTU2UpiIJKrcIAOQlNvbHW2O/It/4l/hP/zp/5HV/ZH3f+db/Fv/5q/ywd3f5KV+j/HxwLMPM/fD2u/BidYgDyueX+3YHzKbc6FJZbef2W9d83Izc+/8Hh/8+Ib9XeX3fOVf4He++Q1Ie37rt/8eb7z2ZWhrlEhMIyE0djdXBEmcjfdYDyNhSMy1UapytlozjmtEomsljq9T+sj+n2MlwwmpId3KaiJdFdNP28KfvKv2MLkgRq9iRUEQ10VJpYU+3iERYyOESkqRoQVqCUwxmONvLsSYaXX2gEyzjkgyZ46rZhfmw0ajuOYBdUtyT2g2l1HRZuNbqlnDE9GLiOAJw2r3jFcudRYqlaKQoyCSaMBUqmXPaLVxC8hJocSR+lcFKjEZkqBajWZpfqLFtUde7HQb+OLSUi8C7Ta3a+VOzK43UazrFzF6RYJa3lRQVHzydlLUo/4Ry8jpG7SKo20qi1ygegGwVE+N5X/6X0lPeev7v3cIi7PNvR3NAwhteC4nRQjLTRZCcOrFUazglmW1U6TNAxg7E9Dfp9NXfd/SowZGO2XUIS41R1oHj1R7EW5foxYWY8WpFyZSdTFNH8XNgoa4qE/t++1aliVOwCzy9RRa+11en/kipof6aHctmEXfrF5aSCkRYlruNaEXDniBo4srodR54br73BF4FZWJIdBHyvcbxTIPAjEPNo9ELCQuD5k8DIbKBBvuaAP0Ajkn8pAQGkFGhhxYrTOr9ciq62FWA6tVJg2BNASLXgmKUQ6e5+KFgqqNeYfqC691mzQr2hQLkEMrhWa0UbMQq9KUUqFUs3rW2pjqjIoF2o2rYCFdQRexcNQIUaxwQyibwnS5plYIYUZkgBAorVmQW7CQtxiSTeTOCSmReLZmDoFpsswTgoHR2mwwpoWuGRoDgdoCofUGwaziIdgcElUh5zVjvWQ735rzrBVKOdCa6SNatO4j0Gh1IkRhGNcQR4uHF08YrpVhGHzj3zNNO2qdeee1L3D7xS13t9/jrUdvcf2yMMQ1KQwEveBXvv5H+eST73KYv0HcXFDljhQa2/1zvvTFRAxr9vtMDBuaVCTYsNK5VFtM/T7WAE0KIUEeklt0bcE7OztnKs9J2G4ZogmRbe3qHLo7VDDeOztlANbpWkCOgeIpWAAbyRfgvokEW4jUny9biI02oEFKagGLogSpPHxwjj49UGvlL/0//jP++L/wa/zyH/kDsH2fv/af/VV+9Q8/5I3fe+CD3YGr65lHb77Gfo7cf/AO29sr0nBjgtgwsL3b8/DR60zzJ+S8oZUL0mrD1fMbXn9jxfXLK86Gx0y7A/PujrA643x1n3qwmIAYEtIq2/0dd3e3PLr/hMuLc3KMzHWmVNis1qxXGw8Jc8ycV2mXU6ri1OWzFDcifbvxjdlEp7ahisUaNBukaQVmA9eVhGCz0YpvkDZjzF0l7k5q1QLZUowE8eGgnisyM9P3uxgFqif7YlZqEUNomjdl1SkD+xbxNGCrLFIMNnQyBKLKksmi2ghEMl4I10YIuiR+i5+nVqqLO40KbtEMErb7VYxii9RqMQniSWpBjzOJ+ogSVGjVKYp+wjkiFMcL0gklp1hwZKHLVsQyY9S/HK2OipVXrndYKCK1YpZqackmtLS9IJgMwdCQo87nNEu3oyMsFN4RUUE8fO9TFJJiBdaCvGAF72mOinq2ChzRGLtXrDhS7c7TEx3McvKO++SppftVi7fR9qf/hpzc877eNkw7ZfqfIwqzKJOk10RHl1JfKwRBKohELzj/aRGzvCQlcwXNM1Zk2xyYJVo6un0uROtetIEGq8xjsPj7PvQwRIf0PY13uansRm8+NRY4QvDBhvKlvCIOI0QMpRgyaRxIQ7K03ZzIyWimPCSGIZGShcnFqKxWhrisVpmzdWa1zgyrTB4iOULKCi76NIS1gczYGIEZ1PUinmjZs3H6Jtbxl6rVA+/UutFSKaULetWtk0qtDlMSiGWixmQC0mjFk4nME5AYxsR4PrIqBVXIOUIbKYt7SMnRBXqq5upKGfJIi4m62N9tEUnBwv+a01syKXnIID5ywBMklEppe2LdE8PKrjeJnC4Z8i3T4Q5tJuCcy2zOq6aEYWQQZUiVGmZinohxZa6tye6r/oA3LHRuM45sVpkcA198/Q3e/dV3uHdxw4vnP+bh/bd58HBkPzfmmrm894THj1/nez/+CXENl5eZUm/43vf/S95+/Rf5ua/8PO+9/4ztzhZsFbyQmYkhElMiDZHKnsKWgQihGvKUA/cfv87Lu/cM7o0NgsPvXnAcHXHO1IttTn3hsQ94hJVt5EZjdptkTMEmFZeZHIpR3WFlEHsE1Zk2BY/uNTdTlIkvf+0J+w+eMc2BT37yMU/u32d+fMOLF5/wi2/9PA++AGW143DzY5recX0X+Lkv/wFCecBue6CoMM+NGAfmacvzZ1fcv4wEVozpPlThrc+9w4/e/wa3t9f8kX/mX+TmxTVffOerfOGNn+fh5TvEsCLIgGpjX7Y0AmN+wKP7D0HUZl0pjNnnPsUEVEr1bBEPoeyvV6ml3sE6fbBs9P3f4TQKv3lHpRKN2tQARMuv8ggG8aDOEIPZrmMiFNMM5JhowTbUMgspJGZpZKdLcjJrs6hQNNCkkWNibsU2YZTSjCaJwdavnlVC83j45o2J7/Ti7XhRs4xHMapFZ5BktoYarWgJGCpXSjEnjgj0adzVEBybD2VFTCtGoVcX8waOwtIejIc/b6fn3pxP8Wi68FeIjjyKr88c7eQhmL5LazGnqru1qnpau6M4uH5IFVrPzTnZ7HEUpSMxNmvvGEx3WtGealv6fdSaDauktYUu4uT9Q6duTwo08UTfnnZO6y4oG0kT+zrq8Rghhr7dHWM9To7n9F7+dBHT/9ybt+W8iyzml34eOsrV/PrpyRiTLvTt4A5h4UAc9W9kgkePyCvH+bu9PvNFjNUrQlNztTR/qEWwJNLq8Jc7WgJdx6J+A0TaXIgh+iToQKUsfKJ2RMa7DnEIsDl8FkIg5sy42RhikOxnhRgZxtHogGwzUcb16NOlA8OQGYbEsEqkBOMqMa4S69XAuiMvgxCTkKJbpaV6saWIFy+q/gtDZYw26kO6Onxsos6qbqFulVKL50tUt1Ub1GpojDkVEKG1wlwO5DzQKFSd3RpYSUFAEoFIC+sl/yAlIWimtcT+0HU7Bl23ZtqkEBMy2AC5jM2omvdb75jExYXmjiilMc8VhoxoQLFRBLUJUmem+RZkIMXR0DgGhnTOMFxSilFKs25pzXJcVmkg5Q0hD2zrHpEZ1b27sY7ZFtM8ozFxmCaYr1mNgbv9J6zGPRebgdImYlZ+/JMfcrurXD64AJk430TQFWM+42b7wsSxZ5Ht9hMIV1xc3mP10qzUh71pX4ojXyaKM3tkqQf207VZzUOlyp7GjrtdI+WIzoqK2eFVqy+ewTMi7PFomMuKkwKmc/0G+TqS0KCWSk3CVH1wqL9vDGJoQQqIVPKYYFpDbZRixzqHPV//A2/y1/7id/ja1/4AL65u+Ev/z/+Mf/3f/EOEm094dPkG3/7Wb7IbP6FuZs7uX7AZz9i+fMnZODCOE2lccbfbsj9UUCEPwmEfef3J57nd3hDCBWfnF3z3B9/g9uaa89VDtvsdX/rc13nj/lvENKKSMeHunjrNpAir4cyu57SHgI0TyCNBTBPy8uYF03Tg4cMnP9uSI3aPLkU5Hcp3Rwl9SjOeLmvmgxQzxden46ykSPQN7ojGyBLcZvtBcM1WolVLtJ7FJoxXKWiMaFVyiNTQ0BDNvIBPSvd1LIW43A+N5hOpjZKorrMUtenDrXjCeLXNX5qgc0NzcBTJO+1a0WTU+6SVoBXBkrZTM51XzgrEZWRCO0VwHIHpG2i3H7OcY3e9LOLGfg3E9Y+9njwtNpeNwZEZ16GEsGgftVV3jlmBY1hG4yiitGemaU+s9ULGi9dTRKhjcX297ehFD7/rVMvCQ7ajBuZUqtBaIyaftRTc3eR/NgrGXa1eOIUYF6qqz/Pr73V6nuDTqOKrhdrpdTg6mOSIQvm9LP7/YJ+nSTNkybz03th786xWIRpDGwiirx7TP0ViTl4NE4VSKTab3qpYL9p7mFLqnROeDtkrYQUJ0bNRjDsMHX9U9bAg8TTLo02bGFFJxDEjY7ZiQxRN1kmvxxU5D4zjQIxCHhLjkBmHRM6RPGZW6xWrTSTGwjgGVqOFsKVoyE3KPrclzEClp/CKp9QqhaoHujNJ+3wk54Frc55TjH8t2ihq83NKtayVosJcTexZNFAlodEg0z6WvdbGoVZinU3Uq3hirjj/O5Ikst6cEUhM485ySEogjkqZxazVKVObB1zl7NqkhizD8poNpw7RZoakxNQKKQYOrXnwngkhUaFUbBWuE0w3tARK8kVrZMgXtHWltANNCzqZlmMVz0grYa2XDOUld4dbprqDtEJyQyejWxQLlyu1cJgmfv1v/3W+9M7bvPv6I55ffUyMz7m5ueHFyzueXx/Y1lt+9P4PuH95xscf3lBU2dzPrNf3meuWed7z/Z9+g0cPnrIvF9xuKzFsEI1IqIv1NcZghV5otPaSUiZIjSpbkFv20x3DJhIO7cS2K37dvbPuNv7gc1NcjAiGtlgX7ItZsA4PNZu3zs1GFYSEtkiJEzFAKwlZzWhTUr7PIAOtPCOMFsb16K1MGOGTj9/nK1/5Zb75rb/PX/w//Kc8qh9z/ocuee3NFT+9vePZ9cS2wTrPjG+sGLKwn26IoqzGMz56/8oD0QI3Vzd885u/yVe/8oucry9576Mf8PL6Ka8/fJ3QEpv8kNcfvkuU5AV7YaoTt9sr9vs7E0Fis61iSJwN5+Q0QIhMdeLZJx+T82AusZA4ek7sdaTuXWuxgOc9l8NQDeVIb/SNZqE0YgCJy8yZJVsqRKo0dxgZFVS82Km1+gwtIbVECSbkTSGQY0LzYGtcqtbbREVSMnFvsmtpfYgNmrROvh+f5cO8YoVV9fRy06KEjliUZhRLUWrC1sdm0f2lCbEFymzz2bIESrFxFXMrBI0kBW2BUirEaHklzSIa5XTTxA7QCpy6bKJWoXSkInCKfKmHd9rlMASy+hUK6pi0yHFzVRfTopbsLjhKZPRfwy3nPeEdLxLo9Io6wm/royXdqheE/Ubx56wfV7Boi+BWcVXFBIb2z1Fk+dI0ZP/8keCKE8u3saGuoedz9TiPjnxo69ZRu47de987lVdvZOd8nHL2DaJTWsdftgf2RHr1YrcX7L1J7oW7oYyuB/N7rFNgKoEqQo3hKL1Ypsj/7q9/MoqYyDIgzbpK38TV/py6hgWH6npIT6/YHf4CliTeTiP1e6FXjiEmQhZaiKS8IQ0BGaLbXG1KcxoGcoqkHI0OypHVamC1Gn3uUSKtTP+yPsvkVMgZhoSJkaMNijMbdUODJ/CK6V50oY7mhWKyeG7XxtDn5/Yuwhby5oFurZn7yCgn46FNeW8bt6pRCMnPSRDr9OZSmcJMVJAk0ApRLJ48xwxq6bgp4bNchJCUeVLa3Gc5CSEkQydiNB1IsMTllCOlTMRxRRwHgufJSFSH/U3kq2rOGREs2K6atmdSIYSR0hpTmQxrE9uIY1iTk3GxMW4Yc2KQAykPnpR7i7InjYlVy4gn35bZkSut7MqOD59+xGYthIeN6eYDXly/5PpuT62R/b5wt9vz8OEF9x6e895HL4hz4Cc//YjVOnD/csWz65fczXfUcoGEx7QagJUJqUWQqDQm27CiAMVmJLWZFvfUdsdhuqM0S109skNWBB67eV9wALM09kVPF0rP1ltDJku18LZUAxqE1hIhjLRqIyiiFHJ8QCsR4i0tfkiOXyPpl9mXT2DYszmHX/3V38Nf/8t/m/n2jucvrvn704f89/7Uu/yI7/Ptb38L8o4wDKSaSJuBFy+fcv3yBTe3MymsuLd+wOHuE+ZD4e7FHdqUj599yDvvfonLfODj93/IO29/jncff5Xz4YI33/oCqrCtE7XOaKvsDnds9zfY3Z2ZDgdCiKzHFTEGms7sti95+vQpjx884fLi/vHeos8ZkmVpAO9k+wKhfdnoqMEJzSHLikEI4lHteOEYsGFKxe7DYAitNo/8b8EyYqoahVRtJpqNgEgEmYkhMKRk+pRSjXLKmOA0WzK3zErwYam1tCUwz54XQ1ZCkAU5PVqwWXJmYhSK63FMgBx9PXGNg7sea2tGl6mBGKpmkggdqUKMDhH/6B1x4ogAgG3W9QQNWNAUb0pFF4HMsl710y0cbcdoX+t7zhPL4F0rYvx41CmRk/960aQnnnnbzPtP9iIr9AJIF51MR2iOdO1xxICtwY40iTiV1V4ZCryYtIMsm3/wRiQGd7T2cxo46lBwm3U/2/2+9QL6iKKcIjLLpmbFjBewrxYx6vtfF1fbuRIxYfjx1TqztZwz6cLiXvyJRWtoR8Oc9fhZX5/5Iqa4GL/PL9F2wu92nlHwByS8EvGsaoWO2QktlfSUA3dE0i988KGHiTgmYkxIGmiiBBVyHEy4mgezQAZzEq1WkWFIrNeZ9WawKdSrgXE9Mq4HhpUXLB6LH0KnW5QgBV20Lw3Tv/QCxn43CsmnMWPOJMCoE8u1NBu1ozLNf6/Ff+/pxDIQxAYtikRiOArQxOcqlTIzx0iWANV4cEk+q4nEODqSFWyg4jRZh6MoszZqm+38tORQvKnstVZiytS24jBtiYM5vKLrONAKmA01hoEYMzllnwVVXIh7MMV7mGgEn1BtM5bONve53cIQ1pYAXODurrgVfs1K7rHPjTk0VmHNegjsh8J+b0hXzuLzhwr7OvPs5jkhTtT5KS1BGgemKuz3eyQEDvOB9dk5eUjElNltZ0Ib2M+BgQzzwP2LB5yvP8dhm9jebKnBskE0KiH5pOlexMiBWffUdmBqOwBWg+k+5jabeE4qeXAbvwd+4Rts8k2Dky7t09y4QdSNEn1oW1EePHzCNO/Y64SGmVE2aL1g4kcoO663P+bh5Rf4/JNf4wc/+Qa7y5n/4f/kT/Dbf+d7fPLBR6yGxOe+9oR/sPsR+w8ng7wD3F9FDoeZu6DUVBhiJpC4e1mI4UCd1OZ0FbGmYBx4fvOC0r7Dj374fb7y5a+wWd0n5wxUbrbXHGql1Il52lMmS6e+2GxIYrSN6V8Ch7Ll9vY52+2Wz735ecbhEuii50/ZeHtTdFwOltcrIsj+776R9R2ku4DM6m6RBsEWBne5uO5BbG1S9VgGseIhSiCJTYUvpZCzITSp2bDVnPOCasw2ZwBRo23Ej0NEzEYsTl0sML5TQu5DPqUglogB///WGrRiusJgLh9aW9xrpTVCrcv6Wks1XVW1mT2SIKZPr72vnj/1dr/TF8va45uyeiFga3rlpL08nvuOEjgaIlgkRMD2iCbC7D9n0TcZ32duVB8/sxg46klBe/qsKItuR/zfzQFm79W/vqMbQY6RHv2bghcwx3iXblARl1zJgnRb8WBZTv2+fOW55Shq7l8gn7qmr969r34mFJaJ35/6tXxu/yn9Gp6+jxWiepQwOIJj2IDTonKkSnso3s/6+swXMUvJWaHOFZpPj9Vm0JUaLxuHY6W6PEh4d9STMMPsiECguVukB9pJFNO6DANhjJASIQ3m/Ohi1CGZBsYFuznbhOnNxgLszs5XNpl6SIzrgTxm0uCD3ihmZ44uzpJekPjv6kWMWAqtdkTGN7DWvJBRzznRPnDNhq4pJtpVX1z7ImsdZvIF2zh6adWdFlgnpCbeak4FlVAtTM9LcJsGbTH5w5DAb+wk3vEHaBSKT6/OqwGVhDRZHnyw7mgoK1IWYsLcXFEpOluX3HwjkIxg04INYi5+DWfLhwiZLNBCoMkAAmcSub59aa6xcWSuO/bzTD0oMd7nPJwzx8JqBaVUhnRA9ZrtLOQcmGcrDGubuX/vHg8fwGF3w/q8cnX9IcPKNFC32x232zu2u4m5NurdnhYST1/uubtVXns48Ojh5/jS27+faQdbueMwVebDlhwDNYhLEGdsCZ6Z24592ZpLqh1IbAhkqiNqIQqpJ2L2GSralq5O8CFtsvR7C+XRQ8PUraW1uoNCC9vbrTlEgtJSRZjY5M9xODy12Tup8cHT7zDdKWfjY56/eMn68Q/4n/4v/vv8h3/+L/Leb/2E22cviW8UhjMbBrpanXGYXrA52yAS2G8PjOf3GdI58SKx3cJUIeWB26kwSiDngXKYCJeJX/y5X2GImXv37nG9v7LHf7ZY9iqmY6I01qsVMUaGmN2BlJlr4eXtFS9fPuVL736NIZ3bZ1dDsWyzlE8t/r6da1/GX90cXnHMwCuL86tdsKMfrtczKuIYhBl9xk9wQW+NiaaV2iwZN+dMKea2bFXJHg3RQmGIChmiwkGhKFQJqBf4EiyKv9TiM7IMCQgxLE2GyDFQ7ZWu3Te/EMTi9LUadSPRqQbT2YUGsVoh1pqNIdAky71m2S+yDJE8RWCWCc79Z55usH7qTVPSFgq037tyglqU5sVL19LYKmdUaG1W0HiaOZ6b0xyCEjX6Ur0AOv3sp9fb1uZXhbmGoLj7yIuR4/fJco/1eX19TlvPecG/amEEluLNf67EBXFyMsw0KR0SEfzYj4Xfp27h/hP+odfiMGrHP3/6V0eTevF1er8fp287yrW8L0tBH0JcxvB0xkLDP/p4/lGvz34Rg+2BtfZwo7CE8LDcyIZpteoPo4tW8RsyS6I1c/3EbImYMRnvGftDEgfyekUcEuuLDWf3LpCY2d7tqZMLg1MkZ9O+rFeZzSpxtjGb9NlmYLMebPL0GElDdNu02VOD3wQhKIghLMf0Vvtz0wltxSFvB0G1LsFdixCtFXtAvXhpHBElNGMLi+UlsBQGnVYy3Y2z1o4E2YTdQICqFGmgM80mCtLExMpd2Bw1EtXtpTRKa0QP0GtusxvCYI4HCQtULDGQ6+DnoFqnmoTY8AXcPlPDBtD1mUyBhAYFKhI8Qh3rPpsItUVCzKzPzjkcDkz7mZgTq+Gc2iLozBCBlBGE2/aCECd7L7AiNghRlSE21jnRphtaUZ5dPYfQqDqThxV5tpldm8vMsCvc3VU2FyM1CjnB9u7A1YuP2D++5v76LXS+47XXHnN1/ZzCDM20MKXtHCYvVBpT3f1/2fvzYNu2s7wP/o1uzrnW2u3p77mdhIQkkIRihAFRbmRsy+iLLOfDsUxwyTgmpJwyBBW4ClwpPnBVquwiVc4fEBxXCjskuIok9WHKhHxyiVg0LiQEugjUoObqXt329Ge3q5lzjjHe7493zLnWvveixpYi38MZsHXPXmvuteYcc8wxnvG8z/u8rNKKLvZc3L5Kn2u6PtPljHqiaFquLUzLwCqKzThrCK7Et4FY2LhYhJFZikbAWkhDkVPLojtie2sLi6fPiaUcYtMeqW/I7pTKOWKfOOJJqu4m53dfxe2Dmzzydef43h98G//k//P/ZXX3mPPHNRZYUPHoIw/z9I1jTqSltT0T65Hc8PArXkMf4cbNu1p41KOZLmjGygOXHyD4XfYuvoKjo2NOFxkrS4wEahuoXYU3DQSLsULtK+pQsVXP8K6mT4lVv+Lw5C4PXHmY4GYlJCIjS7XZzAv+u6mVObsLRucZM9DvurMdPlcZ3rVdA9aSxZW6SgrijRfaPpdifBbjNGXaiyNYT7RqA+GD0wSG2JOcwSYIler5RCziHDmEcuIRRAW20ZhitudwlBBQ8Y0BfXZFTw1KGQJnSsZLCRWkTMkYNCXzRNNnjWihxWiE4DN93+NdVYpQqguxzQOb4kY2eCCtoCyeoAaPxa3WlAQMze4aAM2afRl2+zrB29EJWHIJ7wzhEhwUYJHLfR5YeFvSpYfgkUX1HBldaLMUZ3TWglZKpET3toWBKUBQU5D1+0amB93gbbqm6xeaMaNInSUG52DNmmUYkyOToUypKaG74XMN6+8XnTBG3dYwRsfQ3Eu0cRyvk+rWJJegIazC4Jphv1m+Q8HZAF4GeYKe2xBaG+9YcRVfG/jdz04am/Ou7BwLhVXEaUXdUUIWQoqZUG/UH7FaWdYWWzsjmn4oZQBlSv0L0WN83WBCha8cW9vbnL9wgWba0PcdR0fH9F1Ukyqr/i9NUzOpK802mtY0jVcAUznqknlkHRibcDaWGzzsCGP5r4aKoCVLT87qNKubwsGroBRgG5KoRYW9yrwMi75Svhn1bkjZloyupOyMOKRY/BvRiVTRvyNTrOatV+dXcUh2DDiQMYuo7A4QxCoVHsqOz2XB9pGUIlkS1lZ4X2G8QbLB4BD0YQ3G4b0lxg5JvTIN1mlIKkVC0syqYZ/kvcfg0IJyxZwK0JKOnRZ8QzA2kWWJDyDJFvarxjuPyAk9c1JaEdyEgCeZKZOw4tQeY20ihOJ6aTLO9MApYiIeaLwjV8LR6THNdELsVRBcB6H3BpMTcdWSasfeuXNIblksb/E1D38dx4s7HNy9xmQyY3un4c7NZ+lWSy2YZpVRSQJdXtGmjlWXwE5I0bOKQhQFc84aTXO1Qh4qMaNMjLeaxu8EFf8h5B5IyvrErLorV3QhDkOM0LJky2yR2oD4SMsx3h4geYK150hxjrGR09Wcc7uWW3c/xcXdhzF2yf5ly/f+0Nv4uZ/5FZ57OtJWmep8h3ni4+xdrBEX8Vnw1uOC4elnn2S1zDz+2SeZTJxOyE4Fz6tVxzPPP8fXvmKP5WLJ3s5V9mb7TNwMCCzauzTBaTgmJupJzayaMmkmOBdAoI0r7h7dZDKbMJvt6Tg/I8gsTemAcRc86BrkBQS4vi3jv4eFBZGN5aKwGGPtr2EX61SzNDi/DrvygXZ3mjbrRAuo+izEpAu8d44UfNF06GYjiNXnNFFkwxknGZwgJWOlT4Ip2TDGFW+VMW1YRaoU91lTMk6cU0sDZVbX4MNS9B7j32tPxDT4sKheJzqdU52oAH3ISsoF4IlI0WIVqGGVCSsuGDr/DKCjdPImS+OL83oc5znG6ynLO8NtGtKY9X6VhV2KHoRyz0eGUitdG+vG7FRrdXOSKf1XWGTVww8gpqxJxpd5W0Yt5pB1peDHrsGD0dCvbLAvg35pKBg8nvfgKF2uT8XljKz5UKTXoBqpNWvyYnZx6MPx9YFRLH01EgHlNdA5xcDaXsQM1wWwdmVmOH8p11DYpSF0iVlfyxfT7nkQY0rmURIz2iSbglBtQZPWqB0+tpS8NxYbHOK9Pjkpasx3qDcxOCgarXtivMfVFcZ5DIbFYsV0uWJrd4vZlqOZGGJfqEQp6dVNRTWd4HwoBlVOM5g8xVNBaV7rcsk6GiY1YdC+aOhI03+TRLJoWnQsBge2KN+l0JXKvsiZf6esC12fM1mUlchZRX1qIW4KcDZlAtGHSKlio4uA1SKAxlB2SgqUcpKRMtb09qQuudIjRh1njQg2RqxLYDqMTWBXeF/hQ4VorjoitpRncHjv6XtLjro36mOmClYz+VBtTkqCra0yF8ZhcBgbNFkkD2E39eTIsSOlBTnN0QwuT0qenCyzyRaLxYkeZ07p0k3qsIOzntjXTJuaZbdEYiJ7A2LpY2R76pj6Cf1yxfykxQdLNIYutyVkJ2zParpVx87OFilH+pho+4iknqef/yxHJ5nz+69kuRAuX3iQ09NTThenZLsawz/G6AQdpaPrEzl52tjx7M1n6dMwweYRwLihgrmz2CTU1uK86hjUtkRwXhkeMkiU8l/9G2c9dEIyCWeFrk0gDblfYXxkEW+yu/v1HB0aHImtWcXh0ZKT+QGzScP1m0+wFfbY3gpcfl3k2961xaKFzz51zKLr6aVj2SWsE0KoCMFzdHybvjfcvHHKWtRp6duMbQx3Dk44mS+Z1o5v/IbXUdkpuV3SiWWy1fC5p59gUgvTaotJs8W0uoQPNcYEBEtMHav+GIhc3LuqBmuwputZT74vBCtnNHJf1ITEuAsdXypMo5SNlTXFpdYIKtzXciQOIXhPzG40tLPWErwjJ0fuHWI90cUxDOO9J2ZNY04i5D5CtrjK0xt9LhWHiJK7IuPCPKTk6nXqGQ5p3yOrUcoL2LIDd95RbG3HRR4gJUOyrvhMZYz1OvekrHOeDPhQRjPJ0fisvGbREhhiS/FXWzxQ8jrEo7etZCuV8SxlA6W1o0qeo5RQ07DIWrNmfAempRSc3LzPtuj/dOnQrL9czs+4IWdIoISG1uFHGfK6RlbPDPqPge0s2a3DyBi1JUrBqOayuG0PsocX6YMooDlreRkKL28KYMrjx+UX/N1ZEDMAmBeO7zG8ZIYspKITYx2iGpNijNkASjKCmPEzi0OvFOYuY8B6rAvkL56IufdBjAse2/e4gZ4TvcFDGimUeKdz2CroImkdNnj8pFHBZgfSaVFGFbGJqvSNVmuVKuCCL4NQ6fa7dw/IBs7tT6mbwHRaUVWBZKpys4ymEYvQ9R2+V+dbY3wZIFKISw2dMLAwCIxlBFRMmiTpbjlDH4UuJx20heo0ZVc2amSK+VBCq7embMbwUpKslHSSEUGrYZRBkhnjz7mk05UeVJ2GUTmxpngPOwXdvStVqyAm5Y4+L4u4y2JdwjkFMlEi1gbEqPjZ+lp3NK5SwGm1zhKgFu4yALyE8eoZEWOHMdC7wuA4W5w5DViHMereK2VGFOnpuxZyD6bT3V82iHgOD+4qEKgcPsyIkujjKbGvmNQXmVaWdlLhzQmknr3tS3zLn/gO7t7+fY6Xn2IebxCN1fT0nNnZnrC/e4Fbt58jTCyXr57n+OiU3e0Jd08W3DleMAmCqRZ0d57n9a/9f3F4FDm315BzB84yX3WaXluAI1Yn0b4DZ2qmsy2O20/SZaF2FkvZ8VoIvux6AEQ1VsaqJsZaiDJoo5Rl9EzY3z0Hktnb3SbGOSmdYLzuJE9OD9nfu0BsA11fY9ycEK/RNJfI2TGtK+ZhSZJTnA9cvPBK9ra2uHb7MZ6/eYc78Q6LZY14qGqhnjlc8CoS7xMnbQ/Z0HUQvKfre1bLSBZHHxOT6RQxPW1K2NBw6+A5anvC5d2HcHbC6eqAy5cuUDuozRaxz+QeVsuew/aU/b09JCYWy46m2aJ2jbIwZp2ps9mUed+M7b948h9ef6lFYPPv1jvdIahdtA1FGapiRzUyHEqdeGNL+YG1j0yQqIU7fYBsSD6NHiMiQlWq02sISu9rlIQNtvgqCRZlt2KMWGcLiDDjfzUktl5ZcnHqzTmPtviUEBGmeLTkrCLw8jcpU0qZKOuXxIzuvzFn/OgFY8cuHgDMMLeCHbNfjNFMqRdGQl7Yr0Jhb0weqymbEuooEZHy72IyKKJCXxGSWTvdagr1kEGkz0hWSR9DJWrLUK5BT8o5Py70pgCVYdakbCQxmhotI7hV4fDQNHW6sDFFW+NeAGA2x5nVnXnZNGsYWHIutbhEs5c2xunnA+Kb778QwGwyNUPG0aiBsdo/a9AyJI5spC6NDAzDRKYrnlHN6Bfb7nkQ0zQ1GEMs3hpFGoKCF6XdvPcYqyXunVPxbagrbFVhYiwLeKTvVphUdkcYbBYwHhMCGN2lGl92IEmYH88xktg7t009rfETLSJorC+43EOMpJjo2szKZRy1hk+sGdmYEkxH8W5W9mVImc5RBbU5KW1rAojG2VPWDBaHincHDYwpiDilXCaVWFgZi5RdoIp0FTilbNRHJRU2piycw57BBzW9syMdWETRzpfdFIhEsmRi6tRzxXYK0Aousz7jfS4PdYsYTzKWetJALqnlBXh4X5GSTgjKNGWEDhcUSMWsxeZi7pVJMCWkZRQkOldhTI1JK3JaQFpgxOJsRduvyHlFipq9pIK/hm4JprO4eg8bVkxm++xMXkHw19meXeRkcYuj+U18U3GyWFHVe+S55aRLrBC6pNlgfSdcv3GzRNiEybTi8FBN4UJVc7pcMJlOyeI4t3+Rut7i7sl1nvn9T3Px3BX292csbvTMu2VhwJSdc0aIPZzbP8fR8RFdv8J6nWyDM3hntDiolY0drC4MzlmthZMdRjzONFw4f4nZ9g4xG67dvMFzN5/m+uFNJk2mqaD2hp2dCTl3rNpTaj9DoqGXUxb9LS7MLtCdzAiyw8TfYB7ndMvExUcu06YFd0/ucPf4DjFn9i/s0WzXHJze5tz+hOPjQ92NZQ2N5miYn/akLPRdRrKla4WUHN0qYpvEbDqlafZYtqcs0gnBVEwrRxV22K7OsTfdYVpv4YPWJcoZqlDTdaUIpJ8xmzaYrJoZZTp1ntCww7DoDJvMYZXV/4xY5iVo+RHsj7oF1r8zaC9UW6IlCcz4HaPAc/xRZtGahHVOw0LZkazT8Iy3BIKGlUv42InDJ0dy+nxJMmONuOBVoxFJo6FZSumMo6wr7r4oKUqSjPVu3GnrxlAG0QxDtpXFjgu6ZEhWXcB90urWMSa8K3b92WBzHtmfYdc+gDXQOUnf1nE9BE30xJTlsIP4dtwClvMZHGKN2VhYVQsk420sIKFsVK0x6s9j8jotWMrJlfDJyKqUO63p5mvNimaZOdaFqtDwiVpFKptjzKgh0fs+nNGaxdFr0Pe888PZlvGzHnNDCQQFoFKuGw1xSfF/Gti+jSsfvu/MWIWSVTUccVbndaYNKeolvCgloSNn0TEP2qdjeInCnq3DbYXM08KQX4Im5ksgbbT9xm/8Bn/5L/9lrl69ijGGX/qlXxrf6/ueH/mRH+GNb3wjs9mMq1ev8jf/5t/k+eefP/MZbdvyAz/wA1y4cIHZbMY73/lOnn322TPHHBwc8O53v5vd3V12d3d597vfzeHh4Zd6ulTNhDCpcU2F8SWWbq2qzlV0UtI0a0JV43wpzljV+FARQo0NAVvX2LrW8E+oNRW4rsFrLR9nHdaXEgLOU4WGyleIQBcjXYr0RjAu4kNH00QmdaKuwbmM5ETqIqu2Y9G2LJYLVu2SVbug75f0/ZKcOrJ0QA+sNTAaj86aGWAMzgRMca2NCfpoiKkiSUOSQMyOmCGKWl7rZJdKyYGeRE82Wue6T6IVf1NPItOnpLqZSDGmE2LUGTgnZYWS9GTbFX1a0POTRM4dXX9KzgtSXNH3WrNIyjWFYNTN1yYyK8S1uuP3CVzEeg11OKfW9zhTCmoGXNCwnLEerEOsTj5iVfuSJGHwBNdQ+RmVnxLclMo3GhazXrOaxNF3HV13Src6IsY5XZyTc0u7OuLk+BmWq0OW7U2OV59lEW9w+dIu3lju3LnL09c/x2/+zv+PTz35UZ585hp3D1fE3rC9tU0fM8eLyMF8AS7gbeD05EDZnZTo2hXeGfq+p1301NUuJ6eHHJw8xa3j2zz+9KfpushrXvX1XL70CKtOqfkYE7FPTMOEhy8/yu3bNzWt3QjGW6wL6iPivFoABNVbee8JriaYbfYnb+A73vJDvOHVb+e1X/MG9re3eeqpT/GxT36AZ2/+IZE52S5J9MV/JuOkJrgJJ/NDvAtUsk+VLmBIHC0/x7nzE3Kb2KouE/IOjbdkrtFygxQsEcEZz5NPX+Nzzz9NjCtWi1NWbUvKia977asxGNo2jrVU6tpraAx1qPUOZk2gdoHUdngCs3qXWb3L/myXvemE8zu7TJvpKMbPuafvl0ju6WPHol1oWr5r0IVjkG8qg6nU+3rSHhdBGbgBxorIQ1vvVIeFvRTQHPQWZ45lIzxQUk3dsGgVv5gSRh2KpDrr9XWvHiTeOoy3GA/WmdEQ0TgtZeK9Von3Tv+t5Vg0RGGLqHL4cW69y/deq0crgWNKrNuOtXckr4vhxrJoZ4GcpJRgMcXhW5Di1yTZUIpTkwb21wxhQg075xLOViA1iG0TKcei8WMMQagAVksgqGJLmdZs0HnMZA2Pjl4sBRiZoe8LINhgNpyx+lPYLmft+u+KXlJccWQv98ca9fHRlGnNarWueLgUMDYyREZT6XUN0tCh6p5cceO1oyuvsRbvbLGqGEdN0ZPYEUwao3IIzBAO1WLAloxFhdHGoGaK4gD7IlBSxAIl7DWMWwWsZuNn+Juh/5RRMSXbdPPcKH+rx6m2c93nYwmUAZiKyhvyS24GXrp9yUzMfD7nTW96E//5f/6f81f/6l89895iseCxxx7jx37sx3jTm97EwcEB73nPe3jnO9/J7/7u747Hvec97+GXf/mX+YVf+AXOnz/PD//wD/OOd7yDD3/4wyMS/+7v/m6effZZ3vve9wLwX/6X/yXvfve7+eVf/uUv6XxD1WC8Y9XMCauV7npKppKzRh10q5pQT7Ch1kmirvBVjQuBUEHqA845+nalNyUJ4jRNMBvBDaZ1lVfA4/X3qqlpSvq0D1ofJaeIqx11nbA2YXGkmHVnkntS17OMCesSoRJCZQhVSa12UhafdfxUBM2gIZBLWQFTsnJMsfXuE1gbwDqSBGAFxqoFXoaUjbItORfvCqUvjfPI4MZVCiwCyvRE3fWVuNE4AcSuw7oMAcTppKbidKPgxqyIaaFhoIyeKwMaL3FfEXLuiWlJkpXuiIQymaDhp5zJXSRlA5ZCret0mor/DdapG6QMgsgabCiZClonajBactUWqz6TVtDHnq5fQU6663WOYBtqX6nvBad03SGn3TN02bC6fZNqOuHK+fN87vrT3JKItTPmpz3tSqvMXrl0kes3FrTLFbOtgM0adgwhgCxxRt2Y217IydD1PUeHS+YXDtmqKeDTc+f0iNn2gkmYYbsKY3us6Whsw/mdy8y292hTRxLRhc+C8Rl8yaCyhspUOKmwbkLT7BGqKSbu8gd/+IfcPPkY8/gEMUa6nPFB8DljsyhLkXQCNFIR7EV87VicPsHR0QGve+RtnC5ucKf9EIk73Dj6BK995E+Tlld58NKrEZ7iZHGNGwd3OTldkbLncN4jFrYay9ZMU+a9s0yc57mnnkWMp0sRYyzBWbo+4rylnkJowFVSpl2h7SJb1R6Xdq6yUz1AXU3oYktfFta4isRei19VVUXTTOhyjzVRnY1T1EKWL2gbROi4y6X8/sW0MyEns/b0HWrNwAYw0nfUQNJoJp2zmi5Nce3FZrK1JOc0TOQ9WSBIqb+TM8l5bNL6SZDJKRFTxiarTrgpjkkKBjAp44Oa6lEAhpjikWXVFv6F6c3GDmGQMgcUYJdzIllTnnsZWYzB7TzlTC8JK674S2mocGCjtODmOnSkeGkzhLHur81FtZgBKLlbwIKytaMShPU/tbTAcC16P9ZJOINoVitX58LoqBbGyBA2Z6wftLnAb+poxlDSwLp5q6nvKMM+AtvSheq1d1Y3swZcxcdpI/V+HKPDBQyDVdaamk1AOmrKzOCpM4TuyjgcAMUL7vXABsGQNl3WiY3zHC05FKHo9Q7p8lbH/dmsvbOgaLinWhroK5id9Pa3v523v/3tL/ne7u4u73vf+8689lM/9VN88zd/M08//TSPPPIIR0dH/OzP/iz/6//6v/IX/sJfAODnf/7nefjhh/nVX/1V/tJf+kv84R/+Ie9973v54Ac/yLd8y7cA8D/9T/8Tb3nLW/jUpz7Fa1/72i/6fF0VcMbj6oYcAjlF8qABsRbrA66qqSYTZCyuV2ErrWuElIXGQKib4gsjJc0aTClE44LBNxZfOaraU00C9SQwndQ0s4p6K+BqQ+0SdUg0tWYiWWOL2A3aTusQxbgixR7TJc1O8rH4ogguoKjcB7wLJbvCIyYgeFKO2GIzb4xOfjHFErbxWFeTsifJChGlFJNE+tySk0X6BmO3GJTyxmScN6ReAY4zQSlTDDkqrWzEjg6dFDo+iymVwxMxd0CmS3P6vCCbhB0EYSV2LqZ4ZLhKBYJWkLwiprnuQKxFrFqTi+0xPmkdl07DKcbpg2ONxVPs1dFwlnMV1lRoRpYKi1Na0qcFbbegqhuqagtZOJw7BVMDS4aJT2tItTTNDlU4T5QGzBExn+JMT5tOaVPP3vkdHrWPcuPmsxhrefThVzBfPc7JyQnPPnuNGDULZDKZ8ehDV3nuuSfZ3mnY351yMm8JxrPqlnS9UOddvvZV38CnHn8MY3sq46mqXVap5+DwgG98/bdzcethnnz+Y8TUsjedAYbf/N1f53B+F3HKggUHziWccVSmIdBQmykhVJjg6HPk6OgaKX0Wy6LoilQ35XHEbKisJWeDM1P2d/aZTh2zOlC5KSm3SA6spGXR3uXw8Ba50lBgaw948vpjvO6Bt1LFCvx5jg8PWSwMR0cLFgvLyVyNDOsgnDu3Tdu1LBYZSR2LvuN0nklRaLzT+22hNz04WPWJDDT1lJ3tbeowpQnbVH6LbAx3j46IsWdnex9nwIlhtrMz0vGrrqVtl1ShoQkNDrcWkW4Yg7Exqb9wf7gZWhoCrPKiI17w+0bGk5YBSeNipSElzzp/pjAdZl0vSZwKeWM2yjh6p/5XzuKtQ5wjOjcuWinZkrnkiS7jsjr5iiRy0rCmrxXASBTEaj0ys7FTN6z7ZHMBHYzOYM0+2bIJygVseFFQoDWWlNm12VMV0DLUckup+BWhvw/gRft/+L5yT8z6mE2vknVatW689BqGgrAo6zEwaCW93RotN0JWP5WBVlO34bJA24zNWqLBFECWQEs2bGh5hj4Z+mPztc0Ffii0OTBzppBcw2auII3Rpt8aUzSOJcvWrIW1o+9MGX16bS8WOo/6pg2NypA0YczgHyYj6zKct3rdbGhuSur5WbLEsikW1nDbhp4oy6jdG8KnLwQxQMmelTOvfaH2FdfEHB0dYYxhb28PgA9/+MP0fc/b3va28ZirV6/yhje8gd/6rd/iL/2lv8QHPvABdnd3RwAD8K3f+q3s7u7yW7/1Wy8JYtq2pW3b8ffj42MAfAgYMtV0gswrcuy1g3LWXZFz2BC0srSvsE5DS76qcN4XLwdDlVWzkFKvNyDp32umS6aaVNTTirqpaaYV9cRRN47prKKeBJpZwNeWyqnzbt1U1KEphlL6wFR9x6LtWC4TfbtSrUq/QtoWazLW9iVjyWmNIl9TVQ3e1Tg3w7kpxjp6afFDdW6tk6D0rgaSwTRgNOVUNO1EyRQghHMEv89y1bPqF1irpQtsqIqLryX1ot4rkjRzJQ1PoP6IZKysgUOUFSI9bTwh53bQcxV9gIpzYxQSA5W93h3E1GJto+ZpdjDfilifsTkTKmWIRKRUIdfQClisq7DWqVAYWLVLRDJ9v8TYjKugzx2N3cG7GZPGsJ1W4znGbqU7I5PK33UYU2FsQ3BQGYcn0QchOpifzNmd7lBdfoTgWnLXgkS8tywXCy2vYODkeMlnP/s01iW2t2c4azg8OkHIWJNIyVI15wDL6fI6W3s1YPnaV7+ZuydH5JiZ1lt87ddcYLYz5eDoLhKXfOqJP+C0v4v1AsaNNK3H05hdrp5/I9Owza3DT9NzTLuaIy5iQkcICUlaYQsDxgsiLY6KrbDNpQceZTLbpe2X3L79LEt/m1njsB6M74kknr37Uc7tbtEtAk52EBYs+mss2qepqyk3bj7B7t4+d0/nXL9+l5gcMSdySqSkWoKu79ie1djoWJyuNNSHgV5tAuom0IkyBK6UmKjDlMsXLlE3E04XS0iHVHXESM3ObJ+t6T7BhNFfKOdM1604OT3BeU/wFd4EtVdYRxXWMoH1P8rrw+8CZwl+XQAoC+uoWhiymjbAC4yvnclUMsMnbe7qtYK1lNBGShHnLEEKEHEea0rtJO9IUjL4UlSG0jtS1nR05xw+a6FItarVjKho9FoEFeJ6MaSxgB96DgOwE1mn0bohNDOEo4ZUWp3TgtOMIJMMyRr1yzKa/ajGdoachJTUfHLQcUBhOYyMtd3UzZWxOvKQljwKTaFo6jYs/VPx1xlYoZHBVjZEU6WVyaOErihgAqtAMhn1EMu2hE9E2S5NoVGmSkmoUk9uSOMe7qvRz1FWy3DGdh9lYNQrJq4X/WFElcVev7iwSpuDtHz2etCezRpScJcLi2gLNC6OxqXa+lCEUYenXYOYgvbkzHgfvtOsx2rJkBx+H//OoPofNahRWZAdtI1rTeXwuVnW4l/ZKAj5hdpXFMSsVit+9Ed/lO/+7u9mZ2cHgOvXr1NVFfv7+2eOvXz5MtevXx+PuXTp0os+79KlS+MxL2z/8B/+Q/7BP/gHL3rdOofHUFcBphNy7IkrNQqLkhGrzq/OqSGYD2pI573XzCMEawM+RqrgiVLp1CSa166pu5SwUc1k1lA3nuksUNWOyaymabSkQKgd3maszRp+8h6sVTYFQ5M7mollMXEsV4FFO2c+X9GtVuTUYiQiEsmm7MDQmGsVpkwmO0ybHapqooLPIn0bshx0sDowyi4hDksoOxCHFUeip0sdhsgDFx7h9p07HJ1cU/bHV1iv/iDJJDW5k0LfJk2VtAZSGlLWPSSHoCg/mVZDQ0Rc2d1IibvqqZaMqdzjTPGZca6w6KYUu9TAQc49xkSCK7Sx2CJKVu0NCHU1xXsFdSKiobwcWa2OaPtjjBG8TDE+YL2m2ebUU7mKnekFvHH0YamCZhI5WaxpsFLh3ITgI7VfEnOHcZYkwlE6YrWYs7dzGYlzYn+dna0JfdeR0FpTGcuyFaxNbG05Du7eZlI7quAxfkaoPfPDxPlzl3jqmU9xcPQ8d05b9iYXmB/1rOaJixe2OV48zqKNbG9d5ObNE5585nHm/bzcW4Mz4LGYHPDsMJuc5+K5r6OqMk/c+CBi51gbsSoSA0TzXHMRlqYZM3ORBx5+JcEHbh3c4OOffgwTVtQVTJ0lGfBuC6IWp1zJAfOYCRQzM1PjZMVy9TR79R7L9gbptNXMC5mynK9IfWZ/b4/pBBaLjkoaJMfCChhcEgyevtOdnA8ZyYYqqPrB2C2+7rXfRDBRXRAMdOKorGdv+zyTsAM0ZXJMJITF6pS+X+G9pa5rqiqsd/JjPZ1hVtbFfdgxj3XVNib0F4IT/e/Aztgz76ype9lYyGRcg2zxURnKEGB0ATa5FAkRzTo0oi7MWtBUS0Hk7IhFyOuyhpIkKcgJVdGOGEg54apALCDKgmYtWdTSwBkwkT5qkkIu2ZgMC5cpmwlfzo1hjTXlyi2+VK+XVAwVndVaY1YICYzNpBzxYsnZkbKhz1KySBPeFjHs0KPGaX8MXWbWLMO67xUg5MHdSxRkjR9RfhIlfV1j5pjhLhm1aRj9elLGWvW7yU69VaCAl6LhMVkztFRZOMhm12xVLppDU8JtUsDWICAeC7IaQGxJg1anYGMsLls9h8GKv/R9ljyCnU035VxYbXXG2AgDmUGAnTGFcYQCUIxBxJV7OwY7y3kPw7yksr+wzweQYwbWSq0aBCm4qITwBp6oREGG4NXwIVJ6TksrMNbt+mLaVwzE9H3Pd33Xd5Fz5md+5me+4PEvpJBeik76fDTT3//7f58f+qEfGn8/Pj7m4YcfHule6xymrvGTCbmPWImIVZ3F4A3jvSeESgFMYTsyqJDLCDZYKluXuLgoi+LUOXY6q5lMKybTEkaaBuo6UNVTJtOaqnKq4zK5iFMdzlZQxJYIWKPVqZvQ0NYN89ZTeeHEZhYLYbFcEVNbMo10QospIdYznRyztbXH1myHSVMRoxCCToKSHeAwJio7IhrC0nnJoGndXicaDMt4zHO3H8czJdgJcbECb/C+1h2WyfSiNXli7DFDHZ8CrmIf1bdFbDGmSqS4Qi14NVPKWa87pFRCQdlALIyHdBirO2NnDd4F3bHlFdY5UupKSnBQNC+62zAWcuoIlSUEp0JdY0lZK3Ln3KFFMTsw0LdHWB84OV3o5JETMXb0XQ/ZU/ltXMkkaOotptM9snhsqGnjCYt4h9PlTbyz1FWg66JO4GGKo2FxtOLcLOFy4M7RMdZ2WCxtjCy7HlrD1syyHQK7O1sYs8PR0S0mIfA1j7yKxz7yu0AiRUO7Eh68+kq48RQ3bz/O4rlDJlszjufXOO1P6c1crzO7sT+9BLbcFvs7D9HMLB9//L20/TEuFDbMqoOxmEBMFkfGS4Okmq956Fv4U1//nfz6Y/+ax57416S8Ild9YQQ9WvJiGLdqN5CInLannNs6z/yu5eL+QzT2LrtVSzBHTGvhqeef5vk7kbtHHSkF6GF5tOTCznle/TWv5sr+Q3ziEx/i8PA6i6y+RClZupioJihT6tVaoPIz/vy3/7+5cvFBPvWJ3+aVD7yCurrMA1dew/M3bnB4cEKcWMJuTSeR2Ldo0SWDNxV1UxFCpd43lOeBobxr2aiwkW0y7j7/6DlqM5akLGNZczfonXHHOs5r9swfDkU3rVVNmkFwbtAzZIx1WFt8YkwqejCPzQkniRS1plI2FnwoPiaCt47svBaRFLWVcMXsk6y1uXywWpFa1J6CJCqQHxmHsjCWtF8YwAsjezRcd85axHAAepuhlZSyJgaIYLLgsjKrOauoM5dUaHIxqTO6rBoZ+EU1nBMxhbkZdCKabSWDSel4PgrCsmywX4WoHkIjxlpsAfHjWpP1PJIU0CFrkJFNJhlZh3XyEILbCCmx9kcZilcO77lSmNGUENUYrmMA0qoHylKMJss4Go1WTbFt3Vjw1+Ns4zzK+dkyPgcGa80WaZ8MuH0d4lmPdxWcr899k9EyhZmxzhYvtTXvKLIGvoMO54tpX/VwUt/3vOtd7+LJJ5/k3/ybfzOyMABXrlyh6zoODg7OsDE3b97k277t28Zjbty48aLPvXXrFpcvX37J76zrmrquX/T6cBONMfiqQuqG3PTE5VJFjlVVcu7X4lDnnKrEncMZhzEaLnDBYSujIR0rulg2Ae8NzaRiOq2pJo66qZhMauq6ogqNMjvBanqgSRiLLsymhsH1Ekaa0FqrWSW1pnvXoeKwCogzHB7fUTO32JNToo8dnQh932qRw7Sk72b42hJqT2UrKHV0QggYMyvfpxVsKTsBjMO6RqdSEWLf0nU9dT2lClvY7NjavkDbW46OF+S8hOzJssTYhCSwQQdqkgziydkUZJ6RpGaBYk3xanHrdDwDwRigI8YW0JpO5GJUJfoQLhfHTKcVMfdYN8G5qjAxutikkq9dhQne1VhbQ4kn97GkKTqDzergm1KHN4KzxT/CgMfg7ATTzKh9TeVrrJngTI1xqrVpU6SwzWB7jud3aI+X9H0m9YbDxR0qX+MFLp1/hOVKmM6E7E4xsdcKxLn4bCQ1TAzecvf2HXJSR9nPPfdxDhY3iaZje2ub2WyXW3du0sc5t2/fYtku6W8c4MNNtva22d/dJtjAahVZ9T3BB87t7DFrJsxXz3JwukREmExnGGPo4gkMTBiGHD3BnaMJuzz60COkzvG//+uf5GB1DeuXuIwKTAsrYRGceIJtiNIRpdUMu9Syauc8dOXNvPLi6wg8x/HpY8zbJUeLluNFT9tb2giLk5Yr+5eIfUtcRKTPPP3Uk2xPd0jtkrTVchRPOVksCXWlYvqSCbizO+V1r349zz77aW5ee5Y3vPbVXDn3ELPmCn2b2AoTRDyXLz3Ak088yWJ1zMWLu+xuz6gr1V0FFxTAl4Vg2DXKRhaJGeaQYk8/gJAXTrLrhfIFc4++e2YDtnmsTk9rcDDsnI2ormywKDAI1macy+Qc1M1ahpCMLoDee5JkvE3kkimTUy6ZMwp2rDGEEOiLkZt3ThdxUWO63Gv4M4smByQpxSeN6il0wdwALa6kNZuN0EMJJwyCVJESlnIb+hDUSdcmZdhcErwrIaTCCGVjyqJrSVlGh+ARWG54PWntNGUgMKaIkdfJD4PA11mtLrQGMxS9jTB6cm0szGJlrF+E0c2BRY1B8xhi2dCCSLGJGAfBALLWm/CRpcla1mNwkUejLmN/KhRTNn1Tm2KsG0staDr7elzBAJqL0UoRe6/Fw2eJggFwDj44YzhrHK9rNmZz7G4Gg8b3Sh/peD2rHzO6wK7v/waYG/56ZPTMC//687cvO4gZAMxnPvMZ3v/+93P+/Pkz77/5zW8mhMD73vc+3vWudwFw7do1Pvaxj/GTP/mTALzlLW/h6OiID33oQ3zzN38zAL/927/N0dHRCHS+6GZKVob3iPVQ1fRVS+47vDU4ryltA8VnXSg6Cou1hSUhYZylqitCsBib8AHqxhIaQ1MH6sZTN4HQeCZNQ1XXhBCoXFXceAEyYizWabaQNUGzIQrVmMljDFiMw7kpU+uogsM3gWpSE6qKw6O7nBwfEmNfMq0ScZVZSiJ3K9rpNrZxVHVg6ic4q1k5KVVUvsGYSk38ym7JSCx5/ioWzllI0pLpOW4PqUPNztY5uiw01TZ7Dz5E6lsOj+5w6/ZzLLsTZvtBH35xeFfptWVIEhE6ul7ZD2ccuoMf4rMG64faHyCSyrlpHaU2tUyqiDURoWfZrsaKvjDBaIoTFkvX9jjXEMIUZxqsrTFG3T0VQdZkqYAGyKUoZcaYRJ86rR3jPeRAcBMm1RaN38LbLSAUrUAiEFlGpztHs0LMin55irAim56exOlp4kKzxcmpYzLbxUxqDp9bEIzlyoVzLNqO48URi9OeVeOoqsD+3hbHpwuyEZ6++QlME8idQ7Jld3cf4xLPXX+cmFqCr2i7lq39fVYnp1S+5hVXH2U57+mz4/DkgJgTtw5uYHyHsRXOOWJeItJjHaRo6JMl+BlXdl/F1Qdey2c+9wc8ff33OV0c0tuIVLBjt3FYjtsFvfRlrFiQijrsqHFaTvR5BVbo2lPc3g0wFwl+jz5d4albT/LM9VOOThLzpSMlw2RS87qvfTX7u9vcuvs85ETKCy7snmN+OGdSebYe3OWau4bznq4Xcoad7Rmv/7pXc/vGdQ6OD/n6130DmY6u7wm2xSTLVqhoxXJ4dIAgOG+5dfsaBwfC7myLi/sXMbYad7yCUiZrar5MolJ27GOQfw0+yvRSfn8xS7zejRcKXdZ2+maIwzCu+eXDhgVRM4JU2yFlJ+yLb4s6YlujbHGSjMuWLJruK96Tk7KazllcMnhrydbgvSOmSBV0PEsBGcqIaIZSjEVHgsV6ZaicLwUVN9gYu8k0DT4hG+nZMl6camCcG1iYBE6BWsoZNyxqxcHXYvC1LyuaHe9LhtFlXet5KWgwg16nMFjD/dPQnzqwWKOaIqCwHkPYBAazqrVBYGE2BA1fi1Xex2gasZTrSRRHYJ3FGJIhEBW1DuZ5g7/KpgEhsBa8bowBEfXxGnSDA0AZNuIDkNaXyj1hDS6GeXRjAcRZR85pNL1TxsxufM7AtKz/avDm0VPdBNwDgLVrIGMMVjZUX0bfN2yEhCzFKmfd7y/YBowM6BBa+mLblwxiTk9Pefzxx8ffn3zyST7ykY9w7tw5rl69yn/6n/6nPPbYY/yf/+f/SUpp1LCcO3eOqqrY3d3le7/3e/nhH/5hzp8/z7lz5/h7f+/v8cY3vnHMVvq6r/s6vuM7voPv+77v45/+038KaIr1O97xji8pMwmGsIVRbwPv8QJ1VZNWLdYIPoRxYGo2S9Af58FobRKLgaoGB01jwfdUIVHXhnqitZCq2tE0gbpxBK80tQ+1fr91G4Mxj0hcwZO+nhG1tB5cOzGIJLIJuGob7ydMqm0mYZu6mlGFhoODm8znx6Q+kUpeZN93LOICWVZU9ZTGd4RQ45ynColJnWj8DoPYyohjKNrlS6bRAKKSUcFfSi15cZfG9fSsWC6P2N26wPmdffamOzz+5BN0B3OW9pStc556NiNQaaqm6Ui0JCIG0WrKxuBwOCwpJ6XI0cql1qrJmTOBup6xXPT0/QproU8dpERdObJdEaWi71dUzQ59yohLeF/jXI13TVmQhshwxos6iFo/0fTOvCKiYuO+ndOjuybvtcKxcQ4XJlTVBEuji0ROtP2c3lT0EqjYpnb7eHcKfonBMHFTpF/RS0da3GDeLzh/4VX8hW/9Ezz39MfZ2av41Oc+S85aujNhMJIQV7G/d5WjozsEp5qfQVdg3ITnb1xjvjrBO8u5nT0Wpzc5OjpFUsdkt2Z3a0p7eszObJtbJ3c5PL7DLEAlHu8sWKHtO3yIugDkmmk1IYQJy+6QJ57+EMvVDTJznKlwdoZpLDl1LJdzkukRo7v8TMC4imYyZdULzlV08baW6CDQtSfcPvo9Gl6Dq17Hs3ee4NZJZrXQXaK3Ge8Sd+fXOG1vcjq/y+6519Ns7fHpz34W22de/co38uzta1x6ILA4PUZrLU95xSsuc3I05+7hLb7+61/P+XP79BJZ9C0pH2FyhzONeqHElssXL2LyNn2es+qOOT45YNm27O1eYW/3vNot4Md6P2nYTYpmq5gCXtZRoMFuYA06hvZCMLN2/N0Q98rmAqpTtq4puoC+kLLXRSbr4mscYtMo2M1isWJwRZvhjSPZhPF+DJ3ZqJLdcWF0Fi9CcrpAIwGT1fsk5lQqCCtjkYZwkxnM49ZAYOifYeGxRsM/1pVrNQZsqUzsBrM5Siik1FQS1h5VOZGzI3tPlzK1URNSO4SQCkDw6D0xtjgal8VvcELXLs8b90nZluGcNF3agQiuuFmnrFWsMaw5hnLDByHqYBynbI+GnRwKpsSq+Bij/lm5zDsYyCXuZougNw/Oo2dASgFmVj/TDaPHgJcibi5Zp1aKEFjOZiqN4Ig18yMldKZ6QcA4klCME8twLPM/bHyWGSCJYSj6uzbhK/d2ALAMQVh9TvLIxNgREKpGpiSbFPJqzXIOmwH19EkkvpT2JYOY3/3d3+XP/bk/N/4+6FC+53u+h5/4iZ/gX/2rfwXAf/Qf/Udn/u79738/b33rWwH47//7/x7vPe9617tYLpf8+T//5/mf/+f/+Uytjn/xL/4F//V//V+PWUzvfOc7+emf/ukv9XRLzFvj+CaUmhdNQ9+1pBQxTrUZ1qrvkPOGUDnN5zcQvOrcvAlU3jNpHMm2eN/TVIZq4qgaRwiWEHyp91ITfK2pvV4dQs/GxNc7FR3oZSIza4rODIOLoeCip6kq7HZdQJEjxsRy1dMntcpvY6eDsPPYWmgjtDYS/ILgHc7NaZsVs3pJFabK0OBLqYEMWWs4UQagxWNFKVaN2vREWdD2c2589kmObt7lyqUHePThB7HuYe4cHrFoD5i3R7j9oBW/ndDFloRolV1rScVIahi0muqZydnqg+ocdZhpqmy9ou8XWN+TJdHUgRg7OskQKla9YHyt4M8y1lfS+jMZiEjuMNKTZQU2UYWayjUqFo0LYrZYHDH3avaXWlKMdHHJsb9JFXYJbkcrG6PZIWSDZ0K2LbXbZ1otiRJJdqmgZMdBKxAiqV3xzOeeZH/2MEmE67dukCVpyLFyVH5GqALdSnjDG/8k1649zRNPfRRbZ5DIlQuPsDW7wEc/8dtktyR6uH7nJlXj6NoVWLh79w5d23P+/EWSLFnMj5CUydYx3dmj7Rek3KpIMDXkbPBBcNWKbFf06RYpRqyrmDYXickwX8zpuwUpqZbJMaTEqgA7yZLT+U1EHK946HU8fe1xuv6Ii/vnqBrP555/Em9aZrMLOGvoV+oWm1IiSaaaBg6Xd5EcqevE5577GLm32AxWDJ968uN8zau/FsRyerri0uWv49Wv+AY+/sn38wcf/7+5cOkCDzz4ELHzpFzRRtXK1A6q4Am+ofINtdeaWRUwnQT2dnZJ0RH8DnXY5s7tW2zNpmd2tes04vKUCuPEXVbTF+2Az4glh/eGUsQv2QzrkMbZ44Y5QgsLrrUdaju/zlyyxWgtF3AZnCemhHeqpTLCujCkaOFHn52KgW1GnDrPZlOs7q1mr6hAXr1FUk5ISsWHSdkXN1zngIyG8Jt15ccUNmmo+qxCXVMKx5oCMFTOoWzLUDMpZ9FkR8xZG3uNPJX084G5ldFHSlOuB3Bpx/IAYxFL50ZWZOABCjemAEW00O8mlWGHhTkXOapFQ1dl4+GdJZHW974AulFoKyoIHlhvKMDFrNeETWaGIaxYgMcm88LIPg0M3Yv9XIb051Gwy7pfNsfYKDwvzNDAoA3PAGfGY8lG2si6elE4tTA3Oct43sPzYQzlPm/8nS3T84vaS4WaPn/7kkHMW9/61s/7BV/MlzdNw0/91E/xUz/1U3/kMefOnePnf/7nv9TTe1GzVl09gw/EvgfnyMHjqgDZY3yhVUs9AmNyiTEL1kMImWCFMK2og6FuLMmqIVcdIDQaSrKOAhQqnA2EEFSYVyqpvlQTWVeVVmiqex2RwSl0SCMsk0BJWZzV54hbhlWbmK8iiz4RFwv6tleauctImwhNovY9wWqGkPeOtl3SNQumzTZNvY2zTamdZMgpgmSs8Viy0ux5cC9VgV8kY4Lj/JU9drYCR3du8PgT1zi3c4nz5y8x6w1iapbLE9qFYGsBq6mUo0q+mNBJWRhEHFqQMROTwZrAdLqLEdU1zBe3WK6WGOs4OZ2rXiBUiAlk1FulqrYxVFjjUfFwC9KTc0vO6s6aRc0KlbJOiCxAOsgaWsy5EKAmaYgoRXpZ0MYVzszxboKzDcFOCL7Cso2vKozdwrgG4xr6eItVPtUsmhBIbcUWS2J7l9/+8P+B8xX1pCGmjqryhOAUvCVPFRxPPP0UqW/Znc1YxSXBbrEzewRnJixXh0y3a4J3rNqO2HU41AQu25pqOuNkuWB3t+LCuW2SbLNcruiT0MUO6yJkh2PC9s42XboLrtU1KIFkTwg7pGhYdSeqe7LKAIgkKufJUaudq1apo0+nxBy4dutJZjPPjtuhDpGD40MO5ktmk2P2mn1SJ/QtNNWEeduCGPb294hdR13VCHPafol0FpKh63pSd0r/hysNnUXh6ASs1Hz2iU/gfeIVj16l8o6J32FSX4Y8w4hq3KwFkyIiKyKaOacblw7vA3VV46yjWy4JocL6mm61xNsXzmF5XJTGtE8Z1ux1+OKPDie9+Nk/q495wXqx0TY1NJui2QG85AHMoAujM6oj8daRsOoNFDTMm5xT4a9z+FLSOcsQRhGyK2HsXDJybFbAICridRT2hZL1k9TqIZqh8KEpmUBFcGpKscUSjksxazbmoF2xRZQqGmZISYGU+sXoeSbJpW9002MKIIpZmQrjS2inYKlBGzOAQzZCJkN4RPtUj8mijLMyNDKyAwNoNQbdxKHaPjFqMUHOmu5OsdhgDVCklHIeF+Ksn7cJtrBnAe8AMDaZFWVOCqAYN7flXm8evwFOxpAVlA4ZNsnr7xnFvMKZ3zPK7mBL7SfWIMmWUOFm3aMzQF3WrNNQB2ko9bf5bOQNQD8AnM3PstaOYaqvKIh5uTXvAiEYWuvKjRANE9QVOWatch08obJUw0+tReh8UABUBUtT6U/dGLIHZzsqb/FVQ6hscdQdMmkqNdQyWqxtTboNuwc9N8X2af0Qsf4xxQthSHMb4+ZiCK5h2uywsxtZxkibM1Hu0sZTur7F9InkIi4m+hCoirIck5nPW7YmS1aTE7a29qhCgzU11lTgajW/wiNSxF2UkgjZ4JmSxQOB5DzNtsWGxPHhTZ575oMc3rXs720TfEPwE+pqQhsTdw5uMdlukMrjps1IN2cs3s6QDKvVCc2koakntKvM/HTF3u6MlDQ2n3OHIdH3Pc5Ylilr9gUTnASsn1L7bYzxaDmGJTktEHpSLCUbDGACfWxJsSPYhDUd1vRYEs5CzhasTu4GyDGDjRjXIWKIOatVv6twYYpzFdsOFvEc1arhZGExSejygmwDEUvsa2aThpwtx8uW1WmnW8peqHa2VNuUDU2zy97+jNPjlu3mHDdvH7G/fYlv/Ibv4P/+jV8i5SVbzSPMZhVPHj1N2ydmVaCPPdPJPnt7VziZH3Hj1vNM6inYmtgLJ/NTjOsIRsji6aSj75YYrztjdXq2eLdF2y4xriPTYn3SMIMoWW/JNKFilTNNM8GHhEgkhJrjxSHptGdvu2ZxvGQVO+Yr4fj4DjvNFU6OO/oWutWclLR34yqzs7VL1x1jbGDVZi5sn6dbtSy7I3xVkWJL36qZ4GJ1l2ef+R12dy17OzNIK1J7wmxrn1lVs1rowuiyYHKiCh5nEn1/UsIFlkk9wzpfRJ+9nr/3VHXDctWSc9Q00EEgUGhukfGXM5vjQRg5tJeafMfD5cUT9+auf5PR2XxfQYzF2sFR+6WYmKjmnSVM4IZ/U6zdy4/Jpa6R1fwdBBzls8oC7L1DjKGPUUNYUDxT7BD/0WrVRkWlg5h2IKsodYq0f+wZZmt0qC0rnilJBi8U6ebiajvUPEJyCSfqlyQEk3T8gprzDcLftc/UCwHmWUBprdXPMUU3V0KHhnGyVePQ8p2jt4m15XzO3j8YNDt6x3XRF0w2pfSBGVOozwBUs1ENWs46Dq8ZLr1Xg34ri5wJxwzMSznVsjHX6xjCocP9sAPIKN+P/n/R95Sv3QDN4zjeiCAM331W6GvWmilZj9313/OiZjb+oZ9X7hkvfo7+qHbPgxitH+EIoaJ1ymZYE6i3twk501SeqlKH3cnUM516qsYSaq1Mba3gXCLUQtUoyHHeYmwgeIv3FuuN2jlYg3FBwzQlnKF23cMDZFAzqVyYhzSyMCMbU4ADEodhAaX+RSJhbMRKwnvD9mybmLUmSLAeawxHx5lu1ZF6IUbN+Ih2eFCUYVote5p6yXy1YtJMaOopRrz6zHiDd41WEhWB1GGtKaEnncOC8zgJ6qkQZsx2L+Jt4uTwGk899QSziWO6PcXVDdv7F9jdgvnJXQ5Wc3YunWdmzhFCTWV32N/6WlxTc2Cuk90hTTPl3PY2N28+x8HRHZrZTJmb5DG5I7dzjAskPDFnqgpiBOcqfJgQxUJuyemI2J2SpUNEze+MC1DitIakLMxQh0p6RLRmSk7FTr2Qwzknool4GwhGa9YIBowKgH2o8NZC7uniCX13jJiWNiWMz9T1NrFasm0MnXUcnhzTOMfe9jl2d/bIUYv5Sc60q2NMjjz93A0wu7zxT7yZj336d/nccx+jj3D91k38YdltZsfDj7yG1LWc332Y0FR87rkn6LsFla/Ynm6RmHF86xBnlDqXJCTX0pEINm7soNSLp89LjE9aZTgqFVwFg3RQW8ek3uLwdK79ZXXnFlwguy1mM8ekOeHuasWqFZw4uiU8cPHVPPd8R+IuvipuGlFYLRZcOL/N0clChZCdsJwfKjMXRTfSTsNefRJWuScEy7m981y5sEfMiWt3b4A7RzCZyjlq31C5CcE5Uuzo+ggY6tDgbY21VVmoDIh6B/Up6oJtPEY6nEm4XMIdds2WjMLHkfIv2XZnJtxNjnx4b5iqCxtgz4KUTeAzsDf6nXlYtUoqcFmQcvnYfEalUr5SWQNrsoJya4lFk+ISBGsQa8i21PwxlkhS4S4q0EyiTGVwRsOsIsTEmtmwa9t9IxAGwaw14IqpHeuClRRGR0mZAgSc/oxMCpDIutgXUC1Ru8wMNYOybjqluL5qiCltLLZaI2moWwTr9PhRTA0jo6OhJp0XnXOkuHa0tUOHMwAig5DR0r1qF0cBbFDSzS1qSpjz6CdkjZo0rrNzhkrXZ1mNTVAziJYHHZCKzgcAIaVTWA9MQ0m33xDNjmxIGTzWFCG2GfxPiydLMcMrYR91N5YRFI0lBhjAVfnepK+PfjWFUVuDj7WjrxTG74UgZqweLuMWH9XUpPsgZrMJYJ2jqmuqpiEZpUWrymK8oTJQB0uYBLVT3wo003pkYoyNWAN1bakrSx2ClhsoISfvTalcrRO6tW58gBgmuOFhAM1AGipQExFJZ8JHbISWhtRhnTL1des07u8QahPY29rF2lxoXh38R+mQ2K4QgdRLEUpp+qh1EHtD1wtJLItlSxXm1FUNJlPVBqRXx13J1BYtVCaRnHpitFq/yDt0M1bR9o5YbTM9V1HVezz+hx9l6u/STD2TvRtcevAy2zPo4oJb146YL07YP/8A2/uvYqd5DZWb4Ks9bh5+Em8bLBUPXHmYzz71WaIsmEx2WJ6qADfGBTEZjJ/R9i3GBqpQk3MPuUyA9LT9nBQP0eKSYEzAuxmC12KUZbKM0pGkV4+ZvidjNWMsl5R4Mll6deyUhPHQR6cFA21VKFCHo6IyU2q3zdJMsHZOUxk6SZC0IvqqnXP+/DmWqyXOQdcvODoSLl+6wtbWNoghRWFxKjx09Y3Mtvf4wG//Kot4yrlLE7x/Jc7VpNRqJkdvuXDuUbq24/T0LgfXrtPUE5yFw6Mj5suWXpze22SJbcQZNYxLuccVyldQ3UXsFgr6i1lZslpF2hqPWINEmO3NmM52ODw+Ja0WuO2KmDsu710lWMPB6QFttlpRXOAkrvjkpz7B4cEtptOAcxnnPIiGZJ97/lmqqiLGFu8Nfeo1lCSGftmRK0/T6OYgGGhCxcWLlzC2p+96QrXH0WHi6PaTTNwEbxSskDP7O3tcOHdRRd4ogKWIJwV1UO169TtKsaepa3LfFQY0bbAsA3uCPqMjKFmHBdaamLMz9bAr1rlooGDPTtB/JHVepg8zhjtyAQ5rvYG1pSTBmCyw3j2P7EtZoIZ/u8KeDNXMnVhSHNK0AyZF7aeygNoseKOFHJ1VNqSXOIYirC3hpAIIVFZnRm8bZYvW52S8w2BwYrDZ4ApWS6J6lyzD4lZS3gcDxgE7FibHFk+Ykc3ZCFHDi1mEdSjJjq/l0VBvzWistVCbfwd2TIPW0KIzBpLB2FIvO2e1eRAQq5tXDVnJiDl0OVh7wgzthaULNpkZY5RNy4MNQGFKxjCMMS/5eSaXTKcidjZj35Vxl8f42Zh6vc5wOnv9hpIth4KfzRRoYw0Sh3Mp5z8+Cy8Os5YPPvMcbPJk6/vyxbV7HsRgDcY7nHjqSYO4ovhuAiaAI9IEQzNxuujOLJOZV/+YUCoBG0PlRavABl/8XrIOXkeJBRekvRGLXP+r2FyLKbsM3THo7n8opkU5LhUAUwasDOIsLe44LMCYjLNCXVm2mND326TcYciY3MMcFqsO6XXIZSl+AMX+u+siOS0Jtce7lhBWBUj1xMk23lSa/mhqyAGShlrUJG+iOzvvwQTVF6WaKI7dK1f4pouv5slPfIjnnv00s1VH260wjcE1gZg6Du7eoOsSFQ/ywH6H+IbJZJt82+NMhcEBkYsXL/L8zWt4U9PUu8znp4hk1ZP4CYgj+FBST6UsyJk+rWjjghyXGCKSIQSPiC+7yjy6MefcIkAi4gLkmEbqX8vIl4cULVcgKRJjT84RYyLWCYEpOUecsQQTgApDzaypyQFab0jdnOPlKcvFnEvnLnLj5g2CBarMfD7HyBZWtrh47hFe/YYr3Lj5FP/3r/8yMZxga8ONW5mYHFtbe1iJOGuo621u37nByfwuOd1huTxga/cci2VHG3v6LBwvIg9duQzJsohLrGtxPpXFGBBbQnADE5jKiAXNSFANw1azTe4SR0dHhGbCqx/9Wp597nPQQ11V7EzVun97/5Xc/eTvc3h4gkmelCBUlj6e0NRCXYdS+Twz25qSTxSMpJSZNBWpjcROaFthtVRDNKWRHJMmsL21hQ+Bw4PbYBJVDDDdIuTE9u4FdrcuEmyjRSSrKcHVSAlPqE0Yxc8m0UcNIWAtfduyuzOjTRUQCyWeR/3CS9HiusO0G1S4GXfMQ8vD8z2Eksfe3QQ+w+dtsjDD5keRZhZlbocKz+VMzpBAg9bhzMJrtUq1lisoWpM+4a2ht4UwFoPNFjvoJYweP1SodgbIRb+HhtZcsaEYvgPAWKs+SxTd2wBgnCNbih/XxmI5XGuWYjRti5GnzjN+E8hY0GyXNRDJqSy+ZYxibRGfmtHQzdqN8ytgRwrwGUoUrLUhA6pfh0POiG7R8xnKFEjWsWMQyAnjBGMSBg1PaRHaAi5yPrMwv1CQO3zH5n0b7qkz2le29OmYiAEvMtB7YTjSjqG7MpdRABDKoCSR0aZs85w2QVHOWTVJlD7JeQ2IjCnlBGSslbRmhV4CvGy0zXPeBDGb730x7Z4HMc7ZYltfMSGTncUaCJOKsBUINlHbRKgyTXHcbWZahVrtvdUu3llRzwXvRptoY0HcsLNzhYobsuN1EjSSywRqSzhZSDmCiRp/Lw+6Th6qFEE08VY2QYyo/kBL3dvC4Gg4xLnMdOLpU0NKU0i7RIQYhbbriEnFeTkVmWLZsc0XLWa10kyO4EucM7LqVuoAaqAqQlYTW8T2iBP6VJFFwzzOel2YekOHJ1qPr3d43Vu+g4vXX8cn/+CDPPHZp9l5oCHZE1xdEVNPTJbUfZgQHOf3X8HW1j5JlmArUk7kpKZ329sTjg+OeODCoywXU/XXIZEzTKc7hDAjJ4+zDYN7Zdu3ytL0at9ucJBrUqrUBCwEKh8wkonGkFJPzC0GKTVnysOFx1pNt485a//HiOQ5c4nEPGfVn9AENZpLeaGeO+IIfpvGVzgv1ES6ZkoTak5Wc65ceQDvpmzv7rCzvUcTtsgJ6mqCNR13jh7n6Wu/z7mLFXdPgop/ibSp5+D4DhXqEB3zkqOTG0xmDdMKqqoh9n3xMwoaSln0dKuOBy+/kkN7zKq/RZZTHYvZlKwCWybtwgAWTw4pYQ9JhqkNTPd2uHVwl7Zb8cRTn+LiucvsTvcJLrBsD2jClO7khL2tLW7fmpNamDS79J2KiuvasrVdc3w8p64DXafi5o6epgrs1A2RBKue5GBpOg0jdUkZUONomgnzxYLj0zk2TNhvYHdrwpWtV7M7eYDKb+FNVUJ+uujps9KTS0HALJkUEzGBDQFvTXlWC1X/gjaCirGVjQnopsHYjffXegPGzcn66M3o0h81UZ/1KpGygRlSr4fvXm+OyleNrIiaddqS2ZTWi0Q5GWdLTSE7JMI6bFIQ4oyOi1x2/6Nos9RiMyUckjgrYBWvIRVvFEikkg20Cf6kdKaIaKkOh4bjnAItKMVwsxTmpoBPa0rxRQVcA4YzTkGjyBqUmCxjFew12FwDPFiPebPhtltkxoXxZs2CveBeDdoaFb5mdUFG/WhSEeKWKyGl8mjJEFpaC2kHkDpkGb2QSRkZEGOQlLWMC5Q1Io59P+hu2GRYZBAJD9lk+l1mDJENVyBrrY054+qy7jhK9es0jMeMtU5F3mYN8A2COD2HsUBk6ePN0NlwbePfDf9+wRj+o5JhXqrd8yDGeld8CjzONyQXqTxa02jLUwWt8uu9qNfLxFJVRk3tip7GuiKSG3YuI22rkVwzeicYMMUKfyCPC12Z0TGhabwaRhrYFii7nByBiCFiSkbF4LioP6W2RIm5piz0qSflhHXCpKnJWzNy6mn7jm7ZkbtE10ViLCElEWVxSrphCI7YC0jP/FTIsWV5Osd5jwmOKlRMQkPtpuB6bCmZkKQm522MUaBYVQ1q6Kqan1XObF+8zJ/8M3+Ra898mk8/8RhtXmG7nmpaY/oVp8vPcPuxZ7h86dU01QX29y5x7vwuUTr6Xh1gg3VszXZo+4iramzewfaDo3JFzh5EzfWcUyMvUNfdlCPiQN0gaqzxeF8zrbeY+ikOWLZbrPrAYnWDKB04q3R79mAqnK9wriYA2SdyTKTYQmqJKyHmSNuf6BgwmZ4Vwc0QHFYywXRkI0wmDVuTXXLSBdMh3L79DKenN/DW0/Vz6kmpOZXhaHXA3rmL+Nqz6E/oY6axWhcmIHRdR6g1td9IYrmMbG3NSBEuX3iExXJBzivqJkAXifmUapJYpEw26l2Rk5p4kQWXfMEy/ZjeKtkgxoP1nCyOWPZz8B5jK+btnHjnOt7WnNtr6LsDUjql7VpW8xW5MywWCUPiuZvXuPLABazNnJye0DQBxBBjou8iD168xCQE7t68Q0qeyfaUuFhh2g7rB3frTErC+f0rXLvxWdouM608s+k59rce5MLsYZpqD1MKGCIaFhMpvh0504l+hslSxKwGm7PKMzz00iMOyKpBG2r3Sh52/0NoV//Xll24GQDGCF6KyLU4sZ4RXTKEjIdWPlu/qEzo69AGwwRfwjsMAGfIXNkANhYwBYy5klQQjTIjVgaNiiFbh3H62c56/V5TjDgFMF6NDkVw5LHeDggxlRRa48qO25alX0oGotUUaO+wzo9eMuqUCxlbFteSSZSV0TViMFlD/844BEMUKe7JWjalZOmSEZwZsrt1cRYj2KJlSTmBAVvSubWbx7t55v+GhTOX0Irer7S+Lxv8gJrTlYUWLVabRbO4XNZtZ2/LXS414WymmD0bDQdusHjDWyIyeruYEvfJpY88But98ZMxBVypGKlPPYk0+hp5KPWYSlRgrMo4AC8zIIWyXpXvN2oFYKF4vDAWnhzHXhllrvxttmtpFpSsqiHcJoLJA3OVGOJoRW1TspRkJKnW4uSybkrGvngv8Ue2ex7EOO+pqjAa+9iqZtpYqkmpc1RbjMtYmwiVo6p8KQipu4G198hg+VzE6aOWe6DNysDNjIyK2nkDSKGBRcNIOTJEFw2mjJy1RsaidP844Ukqk5c+oApgNEYds9Bnjesba6iamq28zartWcxb2lVHCAaJuXgdFNRvKIUnhZgTsVWquo8WbzoVNVfqfbPyC6owx7kVVRPBqiBaN1EGEa2qOzBQ1kJC6XpnPFcefhV7l8/zgd/+TarKsDUJ3Dm4jfXQTCe0/TGXLj2EC8L1W08xnQasVU2QkRpnhdsHz9HUEEJDcDWVn9Lnipy0gNvR8QHON7rbyBmTcukzBbCmVLIOriK4Kd5tF+O7CtdpRfA+l8rhSRDxgL5vTaXiv5AQu8AHr3FxMeTUIRIxFmKMqiMxiUykpyPLgpSXWJvYmk20xENO7O1OaQ8Oya5jmeYYk5jUu8TU08YWX1nariOLY7FqSdJrUTjn6aPWnpmFhmCUZTBWqKpAh2F35yKTyYq7h9doly3BOa7ffI7Z9hZa80grBw8TmjMVNngykVQWVKWaHUY8LlR0aYmknr3tPZp6m9uHPSnOQY7o+yNW3SGnxz11va2Gg97jnDBfzGGrZtX3CIlFn9SxWiK7O9ssF0u8y/TtCusCDz78KFksyyefZHdWaQagKfoz67h4/gI3b3+W7e0tXFWjNcF8KT+hi92wg9SnMJNyZtVquQhjLFWp2+WsI5S6ZTl1tN0cIwZH0mdYSnhoAA7Gliwdh4rxN4SU44wzhOkGBcyQ3aUL7ppNWR//QkJmyPYYWRfRY0REBaPl87OmeaGsw2B+NtqOjTtsW0S8JplxAzaEhFJSt17rnGZ1GWU6UgFMWWIRv6IbOklghmrfZ3UZg7sxJfQBlBpLmynihSURBVcartSQoUHBRCqAIokDGeoZoXWTctlAypA9pvOgHy0cKAzYMCdTqLThcFPYIBg3deMdLK+X+2pK358JJW6srgawzhfNTgEs5TsGXiSh4EVM0rFjNLMpAyXVbPyONTvBmA1mRBkcN5ZsoOguC6NSyiAgBcSJUd2nUb2TbHgMrTOaUrkPA0M1dk75AgUTA6OYi3kfZiNN+gWhJ8u6/IEwpKOLjhXkzJBfd+cm26L3xRQgmr8Ew7t7HsQMdYusFZq6xiM0jRBqRzPxhGCxLmGsWVevdkNpAO1wV9KTNVMI2KDlZCg4JuuBOwAOQYrZ1ZoSzjmW0FAxkBsoYaMhJHUAGio6CwY9PuVSMC0LKQkpW5JoZk4UtWPHOJyvqKrMdDJjOp2zXC5po2aSdF1CIsVBstRKsVIKnllSm2m7rKmpKWKzpUmZ7HoW7QrnWiapA9PhnWBcS1M1Y/GyYKyGrgDJndKdxoD1+Pocb3jjW7h96ymaSsuy99LTtR0ncshidZfrN57h9PSQS5fP8+DVK3TLRBUuggmESvVHddjBmQpvJ5he8H5CznA6P+D49ISt2QRB2RLJCYw671q8xpetcHJyl7AXMFJrTNjUhLCPTR0TW8oiYOljItQzrKnouo4uLkjOItJinWDFjXF0QwYHfd/RSwt2RZfnGBZkmZPzCkOHc5ZluwJa6rrieHWCdYZZXTOdbXF6esJkYkEcJ4eJh66+mlufuK31uJzn9DTRZaGLwnzeMw2JpnFFDxDoo4AEVqtDjo4O6LqeZW5p6okuDoKOSU1PADxtn4GIDVp9ilTyaLIndplVXio2yELue5yDq+ceZLW6xcMPXKGPx5y0FcvDOUfHB6QV1CEQdj3Xbx6x6iwn85YQHMbVLLuOWeWIqaeqHFm05EM9aVQcGoVz5/ZpTh1dt0ByJATHpQvnOT6+SeUF7wOT2TZg6FIkmUQiMgoosBgHXUy0faRLkJIQHHhr8dYRQsBbh2ShjStMryBXM9e0byigQTdBCcExZLuRWKdij+2FQtHh9WHhfCkPjIG1HYDPAFyUgR1DNhs/evga7LwwHXZTr6LAZRD56o333pP7XithW0gOjDiMurPhcXSxx+AK26FjZzBqS5JGLYm1msWlIY3CkoopQmFHyvmM4PgM4LKl+vwY7SklCrwnK+2Cs4aEIRRQ6c0APDVdQk3iin2GaGmFoa+H+7BOsdbPUNbAjHOtMVJYlnIdknQDZBnPewCgZ0I/QilpMCwNXhkp0Z8ohlikAYjaVYws3gs0MeMHFrBnzNrZHBmyhwpznzPeaoHbvpicMoLvoRjCGiacCWPBqBka+sYYo+7MZj2Kxz82QPH9YQgVGc7c/8Ktra+lgOVcNpIK4IdQ03COZ8cD4woqmw/OF2z3PIgx1hC8IwRoJo7KZuoqEhq7rnZcEopC8KVMARizobwfaC+GUa4Llw4UXfAGRmZA73lInc7FkVaGSspJNR+Simi4MC4bIEbRseppkEiSWCrR5sK+QEpqH53FIVQjMyQknMtUVcVsNisgpoUukQoTM9T8UKtOoY9Jmces1GEfDb4SAhlvNbyRrMGlFRhBqx9HsCektI23FQENuxjjSLkl5p6UVTRqLHgs+3vn6NsTbtx4mgtXLrPqFly78TzL1QG37zzDdNoQ8wGPP3GNw8Pr7O/tMJseE/w+xjT0XWbaNHjTYHF0/YKtrfN0beKBK49Q+Ya2X5Al0uYWUlSjPxx1PWWxOiZVMF+esGzvsLd7DmcsUoCj7lhrgtvG4Kgs7G5foQoz+r5n2Z6wiMd0/QE5Lcq91rIJQg9AFC2TkKQnxRXGtWB6fMjUlVbD7YPl8PCAZmvKttun63pWq47bh4dYIwRnCVVgMpmwOO2Z+RlV3Wo9mz7iTCYuYNnpBHp+ss3R6SnPP3/AI498PcvVilu3rnFychcwREHDQgRCmJJWidR3JAPSZ1YrZQan28o2OhsUbCdXFgYgCxKFtm3J3SHG9eztO04Wd9VzxG5jTMd8cQKd1siazqbs7U+ZLyNHh3Omk5qqqfEEgg+qL5LMsl/hjWW5zNy+e4wPEy6cv8j+/sPcuXOLuwe3iMbyyEMPcuPWcyCRSdMQfI0Ay3bJvFsgdcDgkWyxtkK6REyJLia6qOJEawqA8b5Q47mEg3pShCCAy+TC6OgGuFggDBGGYbI1BTNtAohNQQxgyIVFgc3t6BpwDDqMAcCYcbEERgZG/70BXjZ1FmyKfXWBSqkAmZw2Fj9GJoakYM6IFiOlAB3JUU3s+oQ1qgsc3HoLraHMjXUj42FKmEoKA2OMLeEeuzZf29A/wNrHpuwSFSUOIurinjts+pMIKWbV3DjtdDuUOyiMSkqlbMrG65vXPNwTg9NN3MAIGcNmCrBkGdkYSt9v6lM22YMhjdmUa2cAL3kQ/ypQkmTIRA3ZFMA1aJw2AcygXRpSsq1Vw0KLFssdtCOaYq7ATvvLl/m/JH8bW9YOXf8GaLDZD5vZUOvzUI+hvDH+hgw9m9ep4bqZtyV8qIybK2yXLQB3GO1DBl1RZq/N9lCgth7L5X4U1uaLhzB/DEBM5aCqDVWtbrveVVS1p6oM3lt8KA+e1RqBqmYvD+YA1hk6WUrIR4qZ04A/dfcuhX4dQIxIT87K1KjqXrMMlI2JGsctVDk5KnAS9UoY2BwjiSw9MSZShpSzOl6KJWUVLyIaFlK1vRQhc2IyScy2FqqZWc71wTFq4JZLvDQlgaiTWhKNXyfJKmDG0Ud0sbNCosNIwlnBOwGW9P0xdaWaGWsqnGlAPMkaMA2Cpe8SHTq/n7v4CDjPk0/8AVeu7vM1r3yUo5NDnrvxLDFntpqGna1tJnXF/PSISe1ZZZhOLyMx6kNtLClFcu45nR8wbfaY1Fu4bEjG0BbA57wFUxGjgtL5/IDp7CKYSJIVbSe6M7JKr1rbUPuI9x5rZ+QIHk/tZlRGqP2EHTlPn86zWh3QpQWrOEekxZiApIreCt7OQRxdhiQdxiQqp1s16w31pMEvPfPFETvbl6jsFvPFMV3bM5nYYu/uOXfuIvvbr6RvF9w8/DguVEg2tH1PTkJOwlzgxp1Tamd58NyjXNy5wueee5zl4oi69pwuO3Z39vGmggzeOpzx5Xwty1UipohzkJPBOkfudUI0KRAsJGmxxrO7c4758YrpnobFlu0J8VA4v38BiZDaTGUcq5jp+8jOjmfaBHwIdF3CWMdq1WIkYSceS4Kc1C03Qtv1GGOI/YLbt65z9fIjXDh/kd2dfRanK4w45os7WuE91KTY422m6xfcOHgea28xaWYYUQ+iQRBZVTNVVEikjT2Vr6go/iQi6kicsgJzejUnG5aFrFoQhhBB3tiJD4zWxo52mP6Hvc6L/S6GsMUQsBiUBYMeYM3CIEnng8LI6HkIg/GCGXesG/o8YzGljIYzgjNCImKNwZfEAzEGHHRZz85aSzHkR6NFouxzVns5ffaLd4dG0jDW6S7bqZYlJ3XuZbh2NyggFLAonNP0botdF67EqhbGKOtivLIOqmcxqvFwgrgSgJc1jBicZBkqXwslxKsgS0CBUaZYYFidywqTQMl8Gos3GhBbQNcQVjIakrQlPd+ZstSKzv8D+LOimVVORXgFPOixtowbYwyJpKxTSZMXGUC0MKQJOWN1XOqsjjFurTkRVAxtpAAoh1g17ujzRliqhHeM6CgTtOMMJWNuGDNZtUypBBmyCH4QZg9MCzp3DQVAjQxZT4w3Y8BH6khsx/VLQ3O6diqhM0Qr1mN/A1qVxJPhBnxx7Z4HMc3E00wcdWOpKvDOEgL4IHivwGXQvahj9npXosxjyYkfN07DtOQU+YrdQO1lailut1n6kpZYGJgUyXmlzExODJ5MKWslas10GFT/paR77siyIqZETFJqhNgSTtL/YipAB/qwq3LOUNfC1lanAk2GqqsdIhDTEJpKODHkpJO6DxZbQmdGHH0fwSggMEZ1H227wli19o9pSR8ntH6BMxVNmBFcg2VL9TJZEXubOrVJz4a9vUvs7T7IajGnauD8/hVsmPH4E59hIR0S5/RdT+wXeGupGoMxU5w0pd89WEdTZ/q+hUbWKY1Ecuyx4gihofIzrG3IyRD8FkYarOlxbhBQtiVcJ6O+hZzwoSVmz3F7CwlupNWdqXAyoa4zdI6+FK0LvqayDtoJMfYglmQ6rRoNdEn9Ubxklm1HqAIpt5yc3mFv72Fe/cAbuX7zSVI6JJYFqk8Lqga2ticcLBwYhw8Ws1hBTCCOyWRGHyMTv8eDV76OJJH58hCkZ1bXGIHjwzvMpjvsnt/GiNB1K2JS5qGqptjYk+nIyeC914UzoYDUCO1yRd8J6WTOQ1cf1sy9ypN8RYwNVX0ZO7+pALiP5GRwYunmC7ZnDfvnL3H91h2OTk8IwTKrGnLqmU5qch+JSQj1jDp6Ut9rmDPNef7GJ9nbeYDXvOpPcmn/lRzdeQZrZ2XnWePslJwtMXf0skC6UoFeDJkVFk/ft5qFZNSrpKprrLPEpLtFSym2Z4Qsia5vqV3Q3ayFNCywA86wZbE1OkEzTgtDIAjWLMxLtfXkPND+m2mxI9WeU9lN53LcEI7OqqUYxb0KZMyZ7y0L3riMlqyRwpgUdQXOaoaQNSrgTVkBR5cGjZt6jTirrJQ1utExRsNovaio2VqDNb4sfGXplTwyRcaot8mQ8Wg29DIM58UA/KQwnFkzqIyGvcVZvPUMNZdAQYMv4LJgGaysGYCcFXRg7CgmlTEhQ1mgdQhL1v1lrYKygV0qAEzX1qKXMaVyti4S42uGsqbkQSmpBSatGDVVTKjgOqWhBi9r0fEGmDO6JuUsJFO0mINGpgCA9bjVEGHRpI+slxFl1jGMmWYDMyaouL18xKhn0YwiM2BqZaplcAg2hZ10RQuZxw0/pcDmMEas0UxRUFZ2MM0bwc3g2TR+V3meFJ/hN0KjX6jd8yBmMnHUEwghEirBuYwPBufB2qTp0pYymVgVYJnBUcIUYRVs4Fl06lARoQxVoMcJqMRnCwJNqR09YVLqyGnFkMoqoqEhzXCIGKMT60CnikRSWiJpMYaAUjakZInZkPCkrMZRYjxSUoKzOJy3hDqzRUKMkGwmGqFre7LTnZMYgx9pXXVzVSbH6gOTiw+BsaQ+k3LE1I7osqbNWoBESh3GzgmuIjVLJvWMiQtUbloMsGzxyFHKtwoz/sKf+9ss5rf48Md+mQsXGrp0wv7OlJjgZLFi0a6YBMPx8Ypz3nBydMzuVkNVT4mxiDIxxLgAY4gpIrTE3IKxzJrz1PWs0LYGQ8X29CIWx95O0JBPPCwsjEHF0y2IJSdDTyYROFhEjld3CyCqaOxU562c6VOPtQ5namq/hTM1PsxIuUOWFrHKwsQ8xzrNCKsmBuMMKXdaaLJfsmyPODqeEaPG4WPOOB8xrLh2/TPcuvMsIomubYkCTbDM9ne4feuI5fGKqra86vVvYvf8VT737EcwFcQ26X1o6jK+E4vlCfvbF2iqKTEulaErrrM5QexVTB2qQFPNMNJweHjAcgXdUgiTSOUN29s7HPdzDudHVMESiSQyVTOF4xUuQOUN+7s7nKxOefaZp6gnU+pgCHXg0rk9Du7cxZoKYwPL5ZKT+RHTZqpFTEUn/lUXOZkf8/hnP8nkddtkMg8+8Bq+5lVvZrEUunTCzZufo+3m2BzYnl6hDlsKdpPXUKaIOlybhMsOkzQ8UaqB4aylMoY+dsSY1fHX+qIJ0vBsZiOUMK48tsy9m7S7shnD/Dvs6DeP04PzGKrAnLWc1x/VzCmAGdKrB5B+NhOqkK+6EMl6LWBIHCgOcZvGd9aawhyokd0QxrBo3aVsM32KDLoGkmpN1sZnhi6XXXO5xgGMQdHhWDOyPGuRrWZAiTWadcQ6VKNC4LVnyei5M2wOS2r14EvCsHAaO74/phaPWg0tWbIOV+iGU9dQM4Kr0VCdtWB4CCOOhQvLgi+iWU/DedmxzEGppi1gxeGNwgxPJOaoDL/ogtvnhDOGaMq5Sj4DHHDrPrBOSAJdTgRnNRkha9/lkoWlQ1IHQTZClLQGBkaBR8ppw+um6LYUx6FeNLYAOn1/AC8K5ESTJShhQIoGpoDRYRhkdE1RIkbGcZ9S+e4X6FwGcfGYxl+GbY4R6SJfbLvnQUxVGBjrI8b1Rf8yqPQHzxcdoFlSCfEUYRUKREZ6kUGQVB4OHEnWKH80DMOUVOqWFAfmpSPnHpEWGbKPhg2eURBjjSAmk1MqwKeDHJGs/jAp5VKscdiJZGViJCEmgKk1C8dYXPAEApmKCTMSHVl6XQhjp7SoUaW7ZE1ltLaEtwrip2Rb6ffooEzZkKKBKiDZqadEVk3IUO3Y2Iy1laa1G8B6nM0Feeuue9UKD159I31a8aHH/nfwd2mqRDXZZbVtuHv3kLYDywyJgflyickHCv6sB2txNlBVE0TUG6LLmt7p3ZRps48xhmV7G2u1How1lnZ1zMHRDba3tzQkJh7EMZSbl5zAJZBe72kU+nxE2yp8dcYSfIMp9aWsq6j9jqZzE4GkVc9tIEtDikGNA6UbAgAlxFERY02fE6v+lPbwce2/nPEGQnY4Y6kmU8QsiLHH2EZTf71ODH0CcLzykdcy25nw1PVP8NzNT3EwP4YE807dhutpRdNMWByvaJoZVy4/zDPPfIouHrNaLfCuRgjqE+ICiMUyQaQiJY+kiuASV67ssL1tmM0CU/+1HH1ujvGW69ef5flr18nZcDpfMZ1uMW0a5u2CSEYsxNQynQZC5Tk8uM2kmXBu7zKLoyXLNpNTrwunLUEWUbOB+eqESXOHm3c/Sbs8pU1L7n5kiTBh0R/ibcf+bJ+J21ftQa8shLfKRgbnqL0nlIcto8AcKGL5yConVt0KvKWuJrq4F5pbzJA9pMt8iR+V2eVs9sr46sZiqsesXx+SAkbmJg+swQBkcmFhEyYnBp2bDIAmD3qDdabTwL4bhgll2IxA7lPJ5ik77VGPMPAXZkMrZEg5Yp1liM8IRuUM1itbidpFWGtxA3jJaxCzZpXW4uK1XkgnnVS2gmFALBRwYAO2aAxzsjivrDYoq5IKeByzpZxda5LY/Ky1ziIP9v+2zGcDM1TiUrZAw7Vlv36+5GHNzeM9fhG/NmLJAeAVA8CsmUJ++OzCYtnC7DkM/ZAa7ofwzlqLIuUahnHhLGUuVv2UsxWjWWXWDQNxGE9xHTkwhYkpoHW4F0MpCGS9FoIrYT8pH6tjzmBKiEmZfmfWG/sBxKj4PJPLvR2YMOusAq1h7TTrquSbeqDhOpUNT9BH2vmCL7bd8yDGh0Soih7BqauiWMjWFJBaRGJm2DIN6NthbMCYIb89jYPWFAZGpKQHFuGfmtjpZ/ZpScpzUuyKqV0PRJKoLb6RHjuMNWvA5hKfjwg9ufjJaFaTIaUNrxgZNDERjCufKVijceqhGmgIHmh0cZZEiol21dH1mZQTfRxRFJAJXiem4DzOO8Ro2Ek9Q/S4FIXsDH0v+GCREoZK9FhjWMqpnj8CFoLtMEZrMRnjcG6ilKM54dYhNNNzbM0ewYYJ8eRpFos7VM0+zgknJx07OxfY2drh6OApVqbjqac+xnT7Mr7aQpLh0v7DdK1O1JWpMOxgvaWpZqz6Q1KKWKs09sHBbW7eeQLv4dzeTtk9FUFZLvOEEXrTMVhfiUBOLdZ2SF6RiKxaEKmAmrraQ+pMFRpS6um6lmU/J9uEywFvpnSpI8lC07e7RNsuiLHDWjXpa/sl4la44DBJv9l7h7cV1kDTBHqZcjrviu+RZXG8wBrLa1/7WnbO7fOxT/4O2I7EHGuFto0cnc6JqWcyCZpq7xrads5iUdH2kdPVQgGXa5iFKd54+j4SoyFh6dqe83uX2dufkrpDzu1EZrPM0elzxLTDhZ0HaWYzHn/y0wiW6XRGjoZV19GmSF0VF9+dCe1yiThdGTIJZxyTaodzDz1Kfu4J+txjSEyagCuZYVhRU0Krafvz/pg+zzFuSVXt4LKl9hVN2CL4KSY7JIENKix1qDBX2YBqbZvhLCkOIURUPxKmGKvPtXquFtBN2WGPP8Kgkxt8XNbUS1kZKKLFfGbJK8eswc44meeNsFH53WywMkjEFkp/CB2Z4bsH/QxFQ2PymFE1in+toe8HgS8M26DirauhgsIm+0H7Zx0RkJTJ1hAlq6GdmMJQrUHTGFUbFk6jofiBhRHRFG5TvGLGdGyxYEpFexwpO8RaAlrtGuuRkqKNdYWxNkW7pXNSwhRHZ8awDyWckUUN+4awkSn3yAyhpHGtH0Ii6n9Sbo6GjIxd39fRE8fpLTc6N9qRx9JaVNYaXAnliC26q8JkJFtSpo3BSQnxl0rahXgCA0OFcRVbFyBiPaaAOf0ep0x56jC2LhurFQMUymQ1KcypjBkVC/eDCx9FAG0twTr9fIrAW3SjnVNCxdAaDhpmzDEjyVoyQow9vWjmlW4CUAHyIA6H0bhQKMCtgBu9r4LkSI4d0q1I3fKLWt/hHgYxA8rru5bVKmNsjzEt1pVS885gTV+oQCk7cZ28tIBahTHViNzHCceU9LscdcIbxLqjYFfBRh8XxDwvdW7UvE5ypDeAdFjpRm8DscNgB1dceIfSBDFnVaHnjKRc4pOqxemzPlgJizERMRFrqpLiF4rZVoDcYHLGSk/ll1ShZ2ESOWViMpBLNgAJyZqZ1MdeBbQ5lb7UQRxNIvbQrhLdKtHUXsNKfrD4FtpVz2qVWZ0mGr/AVbNSQLJmWk/wJtG1xzi/JKeec+cfpI8TTudHHMyfIfUnbE+nSBu4cesmB7duszWZcHxwl2vXrjPZPk812Wd7+wpX9l+NyZmnnvocD1y8QhJHnzL98oj56hZ9v6KuGuhOMcYStLALq6UKg1UbmOnjEqzunIxBAYSbItmTkoZ2kBUQS4aYx9iGVUgs3bLE+TNdv2Terej6FZXRCbbP0OZIG09p04qYW3XAzAGbZ6SYSsXgRO56ctczbRq2pzuYPrFaJE5Oe7ou4ayl7SD1jm/4+jfQ1FM+8Ycfx/iWUCeEjEnKoPWt4Ewgrix42JlusZwvMMlz9+4xp6sl+7tbTKsGEz2WwN70As43LJeReuLY2t6ichB2hGm1omsXnJwe4UKmWziOj5bcuXuiILvrNKRmLYt5RxTVUlQCLtesVkuqaSC1KyLQzoUgntnkHDdvPsd8viQ4h3fKeKSUWdlMbQwHd465fXSC85mmqWh8RRCLTRNODjuoluQwoa88KycEUJM3a6nrBmM0c26zRgyiGwfvtfK8yYZVLCB21KjpuRh00TCjG6xmushGquwYEmCtuxhFpAy0eWFg1/RMyWAs4SIRyIMlg2aNSVZWcNi9pqThppSiZjqWMgoimRij+j6lRJ+06nvMHX3fkVIi9j0xaegsJU9Kmb78TcpCHyMpZ2LKxEzxloLIsIGi8CgFVA19aXQOsVYwJdMv93nNeln9FOO17IGzTlfDLmGcw3sBEsZ7kksE4zA545wlBUtySYXWVvMrrTNag8kUHZfVlHqM4I0rzsE9xq7di7NIWfyLwNei87JoJXDM4IQuYziEEs4b77EIBl+IucigP3IUZthYvNF6VFYEkZ4YO93Mpp4kGu5ReYAyQ5rVnjXE5VRUu7meGCzZGiDiMSSTsMaWlG6DSUnXoSx673IcQUwptIFNCZdRrriEwoYxW/mAmIT31bjhU2O/Hkth8Yrfi0i5Dwa88Qz6JbJujGPJks1pYHRkBC1SzFrjIFIvPxYhdx25X5FXS/rVgm55cmYd/3zNyBdz1MuwPfHEE7zqVa/6ap/G/Xa/3W/32/12v91v/w7tmWee4aGHHvq8x9yzTMy5c+cAePrpp9nd3f0qn81Xpx0fH/Pwww/zzDPPsLOz89U+na9K++PeB3/crx/u98Ef9+uH+33wcrt+EeHk5ISrV69+wWPvWRAziMp2d3dfFjftK9l2dnbu98Ef8z744379cL8P/rhfP9zvg5fT9X+x5IP9wofcb/fb/Xa/3W/32/12v/2H1+6DmPvtfrvf7rf77X67316W7Z4FMXVd8+M//uPUdf3VPpWvWrvfB/f74I/79cP9Pvjjfv1wvw/u5eu/Z7OT7rf77X673+63++1+u7fbPcvE3G/32/12v91v99v9dm+3+yDmfrvf7rf77X673+63l2W7D2Lut/vtfrvf7rf77X57Wbb7IOZ+u9/ut/vtfrvf7reXZbtnQczP/MzP8MpXvpKmaXjzm9/Mb/7mb361T+nL0v7hP/yH/Mk/+SfZ3t7m0qVL/Cf/yX/Cpz71qTPH/K2/9bfGek/Dz7d+67eeOaZtW37gB36ACxcuMJvNeOc738mzzz77/+Sl/Du1n/iJn3jRtV25cmV8X0T4iZ/4Ca5evcpkMuGtb30rH//4x898xsv12of2ile84kV9YIzh7/7dvwvce/f/N37jN/jLf/kvc/XqVYwx/NIv/dKZ979c9/zg4IB3v/vd7O7usru7y7vf/W4ODw+/wlf3xbXP1wd93/MjP/IjvPGNb2Q2m3H16lX+5t/8mzz//PNnPuOtb33ri8bFd33Xd5055uXaB/DlG/f/ofbBF7r+l5oTjDH8d//dfzce83IfAy/V7kkQ87/9b/8b73nPe/hv/pv/ht/7vd/jT//pP83b3/52nn766a/2qf17t1//9V/n7/7dv8sHP/hB3ve+9xFj5G1vexvz+fzMcd/xHd/BtWvXxp//6//6v868/573vId/+S//Jb/wC7/Av/23/5bT01Pe8Y53kFL6f/Jy/p3a61//+jPX9tGPfnR87yd/8if5x//4H/PTP/3T/M7v/A5XrlzhL/7Fv8jJycl4zMv52gF+53d+58z1v+997wPgr/21vzYecy/d//l8zpve9CZ++qd/+iXf/3Ld8+/+7u/mIx/5CO9973t573vfy0c+8hHe/e53f8Wv74tpn68PFosFjz32GD/2Yz/GY489xi/+4i/y6U9/mne+850vOvb7vu/7zoyLf/pP/+mZ91+ufTC0L8e4/w+1D77Q9W9e97Vr1/hn/+yfYYzhr/7Vv3rmuJfzGHjJJvdg++Zv/mb5O3/n75x57XWve5386I/+6FfpjL5y7ebNmwLIr//6r4+vfc/3fI/8lb/yV/7Ivzk8PJQQgvzCL/zC+Npzzz0n1lp573vf+5U83X/v9uM//uPypje96SXfyznLlStX5B/9o380vrZarWR3d1f+x//xfxSRl/e1/1HtB3/wB+VVr3qV5JxF5N6+/4D8y3/5L8ffv1z3/BOf+IQA8sEPfnA85gMf+IAA8slPfvIrfFVfWnthH7xU+9CHPiSAPPXUU+Nrf/bP/ln5wR/8wT/yb17uffDlGPcvlz74YsbAX/krf0W+/du//cxr99IYGNo9x8R0XceHP/xh3va2t515/W1vexu/9Vu/9VU6q69cOzo6AtYFL4f2a7/2a1y6dInXvOY1fN/3fR83b94c3/vwhz9M3/dn+ujq1au84Q1veFn00Wc+8xmuXr3KK1/5Sr7ru76LJ554AoAnn3yS69evn7muuq75s3/2z47X9XK/9he2ruv4+Z//ef723/7bGGPG1+/l+7/Zvlz3/AMf+AC7u7t8y7d8y3jMt37rt7K7u/uy6xPQecEYw97e3pnX/8W/+BdcuHCB17/+9fy9v/f3zrBV90If/PuO+3uhDwBu3LjBr/zKr/C93/u9L3rvXhsD91wByNu3b5NS4vLly2dev3z5MtevX/8qndVXpokIP/RDP8Sf+lN/ije84Q3j629/+9v5a3/tr/Hoo4/y5JNP8mM/9mN8+7d/Ox/+8Iep65rr169TVRX7+/tnPu/l0Eff8i3fwv/yv/wvvOY1r+HGjRv8t//tf8u3fdu38fGPf3w895e690899RTAy/raX6r90i/9EoeHh/ytv/W3xtfu5fv/wvbluufXr1/n0qVLL/r8S5cuvez6ZLVa8aM/+qN893d/95lif3/jb/wNXvnKV3LlyhU+9rGP8ff//t/n93//98dw5Mu9D74c4/7l3gdD+7mf+zm2t7f5zu/8zjOv34tj4J4DMUPb3JWCLvgvfO3l3r7/+7+fP/iDP+Df/tt/e+b1v/7X//r47ze84Q180zd9E48++ii/8iu/8qJBvdleDn309re/ffz3G9/4Rt7ylrfwqle9ip/7uZ8bRXz/Lvf+5XDtL9V+9md/lre//e1nStbfy/f/j2pfjnv+Use/3Pqk73u+67u+i5wzP/MzP3Pmve/7vu8b//2GN7yBr/3ar+WbvumbeOyxx/jGb/xG4OXdB1+ucf9y7oOh/bN/9s/4G3/jb9A0zZnX78UxcM+Fky5cuIBz7kWo8ebNmy/arb2c2w/8wA/wr/7Vv+L9738/Dz300Oc99oEHHuDRRx/lM5/5DABXrlyh6zoODg7OHPdy7KPZbMYb3/hGPvOZz4xZSp/v3t9L1/7UU0/xq7/6q/wX/8V/8XmPu5fv/5frnl+5coUbN2686PNv3br1sumTvu9517vexZNPPsn73ve+MyzMS7Vv/MZvJIRwZly83Ptgs/27jPt7oQ9+8zd/k0996lNfcF6Ae2MM3HMgpqoq3vzmN4/02NDe97738W3f9m1fpbP68jUR4fu///v5xV/8Rf7Nv/k3vPKVr/yCf3Pnzh2eeeYZHnjgAQDe/OY3E0I400fXrl3jYx/72Muuj9q25Q//8A954IEHRpp087q6ruPXf/3Xx+u6l679n//zf86lS5f4j//j//jzHncv3/8v1z1/y1vewtHRER/60IfGY377t3+bo6Ojl0WfDADmM5/5DL/6q7/K+fPnv+DffPzjH6fv+3FcvNz74IXt32Xc3wt98LM/+7O8+c1v5k1vetMXPPaeGANfDTXxV7r9wi/8goQQ5Gd/9mflE5/4hLznPe+R2Wwmn/vc577ap/bv3f6r/+q/kt3dXfm1X/s1uXbt2vizWCxEROTk5ER++Id/WH7rt35LnnzySXn/+98vb3nLW+TBBx+U4+Pj8XP+zt/5O/LQQw/Jr/7qr8pjjz0m3/7t3y5vetObJMb41bq0L6r98A//sPzar/2aPPHEE/LBD35Q3vGOd8j29vZ4b//RP/pHsru7K7/4i78oH/3oR+U/+8/+M3nggQfuiWvfbCkleeSRR+RHfuRHzrx+L97/k5MT+b3f+z35vd/7PQHkH//jfyy/93u/N2befLnu+Xd8x3fIN3zDN8gHPvAB+cAHPiBvfOMb5R3veMf/49f7Uu3z9UHf9/LOd75THnroIfnIRz5yZl5o21ZERB5//HH5B//gH8jv/M7vyJNPPim/8iu/Iq973evkT/yJP3FP9MGXc9z/h9oHX+g5EBE5OjqS6XQq/+Sf/JMX/f29MAZeqt2TIEZE5H/4H/4HefTRR6WqKvnGb/zGMynIL+cGvOTPP//n/1xERBaLhbztbW+TixcvSghBHnnkEfme7/keefrpp898znK5lO///u+Xc+fOyWQykXe84x0vOuY/xPbX//pflwceeEBCCHL16lX5zu/8Tvn4xz8+vp9zlh//8R+XK1euSF3X8mf+zJ+Rj370o2c+4+V67ZvtX//rfy2AfOpTnzrz+r14/9///2/Xjm0bhKIwjCoNEsVrWIE9WISCDdiHaRgFiR7BBn/qKI7T2FGefU6PEJcL+oRY15s7P01Tksfd8+M4Mo5jSikppWQcx5zn+UdXed+9GWzb9uN7YV3XJMm+7xmGIV3XpWma9H2feZ5zHMeX89Q6g0fu/X+dwW/PQZIsy5K2bXNd17fjX2EHbvlIkqd+6gEAeIKX+ycGAHgPIgYAqJKIAQCqJGIAgCqJGACgSiIGAKiSiAEAqiRiAIAqiRgAoEoiBgCokogBAKokYgCAKn0CY2pM8amIMgAAAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img = plt.imread(\"bug.jpg\")\n", + "plt.imshow(img)" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 46, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "numpy.ndarray" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Lossy Compression\n", - "\n", - "Use PCA to extract the most important information and throw away the less important ones" + "type(img)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1286, 1920, 3)" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "img = plt.imread(\"bug.jpeg\")\n", - "plt.imshow(img)" + "img.shape" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1286, 1920)" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ + "# averaging the color dimension to make it a bit more easy to handle\n", + "img = img.mean(axis=2)\n", "img.shape" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x777e52ffd090>" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# averaging the color dimension to make it a bit more easy to handle\n", - "img = img.mean(axis=2)\n", - "img.shape" + "plt.imshow(img, cmap=\"gray\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ - "plt.imshow(img, cmap=\"gray\")" + "# img" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -664,9 +1996,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2469120" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "original_size = len(img.reshape(-1))\n", "original_size" @@ -674,9 +2017,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "120542" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "compressed_size = len(W.reshape(-1)) + len(C.reshape(-1)) + len(m.reshape(-1))\n", "compressed_size" @@ -684,9 +2038,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "20.483482935408407" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# compression ratio\n", "original_size / compressed_size" @@ -694,20 +2059,61 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(37, 1920)" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "C.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x777e51e623e0>" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.imshow(W @ C + m, cmap=\"gray\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ - "# savez saves numpy arrays into .npz format\n", + "# saves numpy arrays into .npz format\n", "# use wb to write in binary format\n", "with open(\"img1.npz\", \"wb\") as f: \n", " np.savez(f, img)" @@ -715,7 +2121,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -725,7 +2131,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -735,22 +2141,65 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x777e51ec7190>" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.imshow(W @ C + m, cmap=\"gray\")" ] }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 22M\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 932K Apr 26 05:03 24-pca.ipynb\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 18K Apr 25 18:32 24-pca_001.ipynb\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 18K Apr 25 18:32 24-pca_002.ipynb\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 285K Apr 25 18:32 bug.jpg\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 19M Apr 26 05:04 img1.npz\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 943K Apr 26 05:04 img2.npz\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 156K Apr 25 18:33 starter.ipynb\n" + ] + } + ], + "source": [ + "# original plot size vs the compressed plot size\n", + "!ls -lh" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# original plot is 33M vs. the compressed plot is 876K\n", - "!ls -lh" - ] + "source": [] } ], "metadata": { @@ -769,7 +2218,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/lecture_material/24-decomposition/24-pca_002.ipynb b/lecture_material/24-decomposition/24-pca_002.ipynb index 6396a4413ff921af1adf65b2df0d5d8a920619b5..05a1a924c48fe17a164f00ff860e65c4d5a78737 100644 --- a/lecture_material/24-decomposition/24-pca_002.ipynb +++ b/lecture_material/24-decomposition/24-pca_002.ipynb @@ -1,8 +1,15 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Decomposition" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -29,20 +36,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# at what points does y=0?\n", "# y = -x**3 + 7*x**2 - 14*x + 8\n", - "y = (4-x) * (2-x) * (1-x)" + "y = (4-x) * (2-x) * (1-x)\n", + "#x = independant\n", + "# y = dep" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.collections.LineCollection at 0x777e866055d0>" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "pd.DataFrame({\"x\": x, \"y\": y+noise}).plot.scatter(x=\"x\", y=\"y\")\n", "plt.hlines(0, -1, 6, color=\"k\")" @@ -66,29 +96,148 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "A = np.random.normal(size=(9, 7))\n", - "B = np.random.normal(size=(6, 14))\n", + "B = np.random.normal(size=(7, 14))\n", "C = np.random.normal(size=(14, 3))\n", "D = np.random.normal(size=(3, 10))" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 5, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(9, 7) (7, 14) (14, 3) (3, 10)\n" + ] + } + ], "source": [ - "# Decomposition with Principal Component Analysis (PCA)\n", - "Q: Is it possible to use fewer columns to represent this dataframe?" + "print(A.shape, B.shape, C.shape, D.shape)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(9, 10)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 1. The matrix multiplication is possible when the second & first sizes of consecutive matrices match\n", + "# 2. size of the final: row of the first matrix, and column of the last\n", + "(A @ B @ C @ D).shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Question: Is it possible to use fewer columns to represent this dataframe?" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df = pd.DataFrame(make_blobs(centers=2, random_state=320)[0], columns=[\"A\", \"B\"])\n", "df[\"C\"] = df[\"A\"] * 2\n", @@ -105,68 +254,485 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [] + }, "source": [ - "# PCA on two columns" + "## Decomposition with Principal Component Analysis (PCA)\n", + "\n", + "https://scikit-learn.org/stable/modules/classes.html#module-sklearn.decomposition\n", + "\n", + "```python\n", + "from sklearn.decomposition import PCA\n", + "```" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "# plot A & B column\n", - "df.plot.scatter(\"A\", \"B\")" + "p = PCA()\n", + "W = p.fit_transform(df)\n", + "C = p.components_\n", + "m = p.mean_" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 9, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(100, 4)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "## sklearn.decomposition.PCA" + "W.shape" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "p = PCA()\n", - "W = p.fit_transform(df[[\"A\", \"B\"]])\n", - "C = p.components_" + "# W @ C" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4, 4)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "C.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>4.041159</td>\n", + " <td>3.228656</td>\n", + " <td>8.082318</td>\n", + " <td>0.812503</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>2.753006</td>\n", + " <td>0.515479</td>\n", + " <td>5.506012</td>\n", + " <td>2.237527</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>3.101813</td>\n", + " <td>0.671906</td>\n", + " <td>6.203625</td>\n", + " <td>2.429907</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>1.442916</td>\n", + " <td>-0.236547</td>\n", + " <td>2.885831</td>\n", + " <td>1.679462</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>-0.619068</td>\n", + " <td>-1.483381</td>\n", + " <td>-1.238135</td>\n", + " <td>0.864314</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " 0 1 2 3\n", + "0 4.041159 3.228656 8.082318 0.812503\n", + "1 2.753006 0.515479 5.506012 2.237527\n", + "2 3.101813 0.671906 6.203625 2.429907\n", + "3 1.442916 -0.236547 2.885831 1.679462\n", + "4 -0.619068 -1.483381 -1.238135 0.864314" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Attempt to use W and C to reconstruct the original dataframe\n", + "pd.DataFrame(W @ C).head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4,)\n", + "[ 7.06810262 -3.41780245 14.13620523 10.48590507]\n" + ] + } + ], "source": [ "# PCA will first find the mean\n", - "mean_point = p.mean_\n", - "mean_point" + "m = p.mean_\n", + "print(m.shape)\n", + "print(m)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "A 7.068103\n", + "B -3.417802\n", + "C 14.136205\n", + "D 10.485905\n", + "dtype: float64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "df[[\"A\", \"B\"]].mean()" + "df.mean()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " 0 1 2 3\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# use W and C to reconstruct the original dataframe\n", + "pd.DataFrame((W @ C) + m).head()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# plot mean point\n", - "df.plot.scatter(\"A\", \"B\")\n", - "plt.plot(mean_point[0], mean_point[1], marker=\"X\", markersize=20, color=\"red\")" + "df.head()" ] }, { @@ -183,9 +749,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.42622954, 0.19303913, 0.85245909, 0.23319042],\n", + " [-0.01210607, -0.71287477, -0.02421214, 0.7007687 ],\n", + " [-0.25394066, 0.66807115, -0.20706525, 0.66807115],\n", + " [-0.86815664, -0.09069946, 0.47942805, -0.09069946]])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# two components for 2d data\n", "C" @@ -201,24 +781,6 @@ "and has the largest spreadout in its direction. " ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# plot first component \n", - "df.plot.scatter(\"A\", \"B\")\n", - "\n", - "plt.plot(mean_point[0], mean_point[1], marker=\"X\", markersize=20, color=\"red\")\n", - "span = 6\n", - "point2 = [span + mean_point[0], C[0][1] / C[0][0] * span + mean_point[1]]\n", - "point3 = [-span + mean_point[0], C[0][1] / C[0][0] * (-span) + mean_point[1]]\n", - "x = [point2[0], point3[0]]\n", - "y = [point2[1], point3[1]]\n", - "plt.plot(x, y, linestyle=\"-\", color=\"red\")" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -230,57 +792,290 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "W[:10]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 4) (4, 4)\n" + ] + } + ], "source": [ "print(W.shape, C.shape)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(df[[\"A\", \"B\"]].shape)" + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " 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"execute_result" + } + ], + "source": [ + "# us the first two components to reconstruct the dataframe\n", + "pd.DataFrame(W[:, :2] @ C[:2, :] + m).head()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# use W and C to reconstruct the original A & B columns\n", - "pd.DataFrame((W @ C) + p.mean_).head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "df[[\"A\", \"B\"]].head()" + "df.head()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# use only the first component to approximately reconstruct A & B columns\n", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.085330</td>\n", + " <td>-1.598403</td>\n", + " <td>22.170659</td>\n", + " <td>12.683732</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.833625</td>\n", + " <td>-2.165299</td>\n", + " <td>19.667250</td>\n", + " <td>11.998924</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.182458</td>\n", + " <td>-2.007313</td>\n", + " <td>20.364916</td>\n", + " <td>12.189771</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.526250</td>\n", + " <td>-2.757408</td>\n", + " <td>17.052500</td>\n", + " <td>11.283658</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.469623</td>\n", + " <td>-3.688854</td>\n", + " <td>12.939246</td>\n", + " <td>10.158476</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " 0 1 2 3\n", + "0 11.085330 -1.598403 22.170659 12.683732\n", + "1 9.833625 -2.165299 19.667250 11.998924\n", + "2 10.182458 -2.007313 20.364916 12.189771\n", + "3 8.526250 -2.757408 17.052500 11.283658\n", + "4 6.469623 -3.688854 12.939246 10.158476" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# use only the first component to approximately reconstruct the dataframe\n", "# the first column of W (relative position of W along the first component) multiply the first row of C (the first component)\n", "pd.DataFrame(W[:, :1] @ C[:1, :] + p.mean_).head()" ] @@ -289,14 +1084,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Explained Variance" + "## Explained Variance\n", + " * Let's check how close the above dataframe to the orginal dataframe" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.1, 1.9, 3.2])" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.array([1.1, 1.9, 3.2])\n", "a" @@ -304,9 +1111,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 2, 3])" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b = np.array([1, 2, 3])\n", "b" @@ -314,344 +1132,858 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0.1, -0.1, 0.2])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a - b" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "a.var()" + "before = a.var()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ - "(a - b).var()" + "after = (a - b).var()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9792284866468843" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "improvement = (before - after)/before\n", + "improvement" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.9792284866468842" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "1 - (a - b).var() / a.var()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([52.69, 2.2 , 0. , 0. ])" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# the amount of variance explained by each components\n", - "# the first component has largest explained variance\n", - "# the second component has the second largest explained variance\n", + "# the first component has largest explained variance ration\n", + "# the second component has the second largest explained variance ratio\n", "# and so on \n", - "explained_variance = p.explained_variance_\n", + "explained_variance = p.explained_variance_.round(2)\n", "explained_variance" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.96, 0.04, 0. , 0. ])" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "explained_variance / explained_variance.sum()" + "(explained_variance / explained_variance.sum()).round(2)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.96, 0.04, 0. , 0. ])" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# explained variance percentage wise\n", - "p.explained_variance_ratio_" + "p.explained_variance_ratio_.round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# PCA on two dependent columns" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "p = PCA()\n", - "W = p.fit_transform(df[[\"A\", \"C\"]])\n", - "C = p.components_" + "### Cumulative plot of explained variance ratio" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Number of Components')" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "mean = p.mean_" + "# cumsum() compute the cumulative sum\n", + "s = pd.Series(p.explained_variance_ratio_.cumsum(), index=range(1,5))\n", + "ax = s.plot.line()\n", + "ax.set_ylabel(\"Cumulative Explained Variance\")\n", + "ax.set_xlabel(\"Number of Components\")" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Number of Components')" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# plot A & C columns and the mean \n", - "df.plot.scatter(\"A\", \"C\")\n", - "mean_point = [mean[0],mean[1]]\n", - "plt.plot(mean[0],mean[1], marker=\"X\", markersize=20, color=\"red\")" + "# cumsum() compute the cumulative sum\n", + "s = pd.Series(p.explained_variance_ratio_.cumsum(), index=range(1,5))\n", + "ax = s.plot.line(ylim=0)\n", + "ax.set_ylabel(\"Cumulative Explained Variance\")\n", + "ax.set_xlabel(\"Number of Components\")" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# plot the first component\n", - "df.plot.scatter(\"A\", \"C\")\n", - "mean_point = [mean[0],mean[1]]\n", - "plt.plot(mean_point[0], mean_point[1], marker=\"X\", markersize=20, color=\"red\")\n", - "span = 6\n", - "point2 = [span + mean_point[0], C[0][1] / C[0][0] * span + mean_point[1]]\n", - "point3 = [-span + mean_point[0], C[0][1] / C[0][0] * (-span) + mean_point[1]]\n", - "x = [point2[0], point3[0]]\n", - "y = [point2[1], point3[1]]\n", - "plt.plot(x, y, linestyle=\"-\", color=\"red\")" + "# Dimensionality Reduction on Feature Columns" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "p.explained_variance_" + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " <th>2</th>\n", + " <th>3</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>9.425032</td>\n", + " <td>-1.976864</td>\n", + " <td>2.376813e-15</td>\n", + " <td>6.066968e-15</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>6.488340</td>\n", + " <td>1.033877</td>\n", + " <td>2.902658e-15</td>\n", + " <td>-3.513320e-16</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>7.306756</td>\n", + " <td>1.036064</td>\n", + " <td>5.765440e-16</td>\n", + " <td>-1.455095e-16</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>3.421038</td>\n", + " <td>1.258202</td>\n", + " <td>1.171580e-15</td>\n", + " <td>-6.413705e-17</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>-1.404125</td>\n", + " <td>1.700622</td>\n", + " <td>9.342342e-16</td>\n", + " <td>-4.536823e-17</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " 0 1 2 3\n", + "0 9.425032 -1.976864 2.376813e-15 6.066968e-15\n", + "1 6.488340 1.033877 2.902658e-15 -3.513320e-16\n", + "2 7.306756 1.036064 5.765440e-16 -1.455095e-16\n", + "3 3.421038 1.258202 1.171580e-15 -6.413705e-17\n", + "4 -1.404125 1.700622 9.342342e-16 -4.536823e-17" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# use the W columns for machine leearning and visualization, because this tells\n", + "# us a lot about the original 4 columns\n", + "pd.DataFrame(W).head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ - "# noted the first component is explianing 100% of the data\n", - "# because C is two times of A\n", - "# the first component is capturing the 2* relationship using its slope\n", - "p.explained_variance_ratio_" + "# pass an int to say how many weight columns and component rows we want to slice out\n", + "p = PCA(2)\n", + "W = p.fit_transform(df)\n", + "C = p.components_\n", + "m = p.mean_" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# we can reconstruct A & C only using one component\n", - "pd.DataFrame(W[:, :1] @ C[:1, :] + p.mean_).head()" + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 9.42503159e+00, -1.97686375e+00],\n", + " [ 6.48834002e+00, 1.03387703e+00],\n", + " [ 7.30675581e+00, 1.03606377e+00],\n", + " [ 3.42103831e+00, 1.25820247e+00],\n", + " [-1.40412545e+00, 1.70062168e+00],\n", + " [-8.30581803e+00, 2.63423664e+00],\n", + " [-3.24943617e+00, 1.83783997e+00],\n", + " [ 2.66616658e+00, -1.08452160e+00],\n", + " [-2.51842005e+00, -9.30814213e-01],\n", + " [ 4.63377947e+00, -1.08210979e+00],\n", + " [-1.06011492e+01, 5.36109167e-01],\n", + " [-7.82767314e+00, -2.53606667e-01],\n", + " [-6.75073959e+00, -7.40408437e-01],\n", + " [-8.69935545e+00, -3.12229569e+00],\n", + " [-7.75957654e+00, 1.97169017e+00],\n", + " [ 8.09155384e+00, -4.61609614e-01],\n", + " [-3.92432218e+00, 2.64274842e+00],\n", + " [ 1.34533771e+01, 1.50937447e+00],\n", + " [-1.23609532e+01, -2.04689199e+00],\n", + " [-7.35945072e+00, -2.66740910e+00],\n", + " [-6.00397446e+00, -6.81070185e-01],\n", + " [ 6.94750111e+00, 1.59323124e+00],\n", + " [ 3.29133705e+00, -1.77425121e+00],\n", + " [-7.65287715e+00, 2.89331883e+00],\n", + " [-5.89324735e+00, 1.54465680e+00],\n", + " [ 7.77900477e+00, -8.58438881e-01],\n", + " [-7.48706232e+00, -9.81417751e-01],\n", + " [ 4.49139275e+00, -9.50792668e-01],\n", + " [ 6.81091920e+00, -3.94602056e-01],\n", + " [-7.52546540e+00, 2.07536921e-01],\n", + " [ 7.51071403e+00, -1.93228659e+00],\n", + " [-6.07909497e+00, 2.19736155e+00],\n", + " [ 5.29823039e+00, -1.99627082e+00],\n", + " [ 5.61566033e+00, 7.57773356e-01],\n", + " [-6.65745838e+00, 7.60708307e-01],\n", + " [-6.37161399e+00, -9.18190828e-01],\n", + " [-4.99819470e+00, -8.22148766e-01],\n", + " [ 6.94326073e+00, -7.38973153e-01],\n", + " [ 2.41543488e+00, -3.57095737e+00],\n", + 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+ " [ 3.31196632e+00, 1.55544729e-01],\n", + " [ 9.35440688e+00, 1.37981516e+00],\n", + " [-1.26416321e+01, -1.61909057e+00],\n", + " [ 1.06581353e+01, 1.41057754e+00],\n", + " [ 5.57103217e+00, 8.49712224e-01],\n", + " [ 7.25023494e+00, -3.15730605e-01],\n", + " [-4.53003839e+00, -1.23431916e+00],\n", + " [ 1.03887876e+01, -5.24550784e-01],\n", + " [ 1.03371852e+01, 1.18357652e+00],\n", + " [-4.86622435e+00, 5.41118973e-01],\n", + " [ 7.76480145e+00, 2.89297699e-01],\n", + " [-8.28430524e+00, 7.45001902e-01],\n", + " [ 8.90746530e+00, 9.38860407e-01],\n", + " [ 1.16196361e+01, 1.53178285e+00],\n", + " [-2.27892035e+00, -1.31710656e+00],\n", + " [ 6.93934126e+00, 1.45082116e+00],\n", + " [-6.12672656e+00, -1.39269060e+00],\n", + " [ 4.16225022e+00, 1.33236662e+00],\n", + " [ 6.70880521e+00, -2.30884889e+00],\n", + " [ 4.84984079e+00, -1.01331207e+00],\n", + " [ 9.37206398e+00, 2.79762866e-03],\n", + " [-7.47367335e+00, -1.22288272e-01],\n", + " [-7.12353731e+00, -1.03192358e+00],\n", + " [ 3.24799699e+00, -1.17776832e+00],\n", + " [ 8.60226827e+00, 1.36027623e+00],\n", + " [ 8.03277838e+00, 5.42103529e-01],\n", + " [-7.29593125e+00, -2.25098797e-01],\n", + " [-9.32821051e+00, -1.48386160e-01],\n", + " [ 4.56450597e+00, 1.03304400e+00],\n", + " [-6.71153382e+00, 2.60741757e+00],\n", + " [-6.94624427e+00, 2.84040305e-02],\n", + " [-5.30179933e+00, 1.00848823e+00],\n", + " [-6.99809427e+00, 4.44913974e-01],\n", + " [-3.25000895e+00, 3.51861904e-01],\n", + " [ 1.20121418e+01, -1.76838268e+00],\n", + " [-3.49474024e+00, 4.53020347e+00],\n", + " [-5.95076850e+00, 5.48838605e-01],\n", + " [-5.03852400e+00, -1.17272098e+00]])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "W" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 2) (2, 4)\n" + ] + } + ], "source": [ - "df[[\"A\", \"C\"]].head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# PCA on all columns" + "print(W.shape, C.shape)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ - "p = PCA()\n", + "# pass a float to indicate how much variance we want to explain (explained_variance_ratio_}\n", + "p = PCA(0.96)\n", "W = p.fit_transform(df)\n", - "C = p.components_" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# four components for 4d data\n", - "C.shape" + "C = p.components_\n", + "m = p.mean_" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 2) (2, 4)\n" + ] + } + ], "source": [ - "p.explained_variance_" + "print(W.shape, C.shape)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# noted the first two components are explaining 100% of the data\n", - "ev_ratio = p.explained_variance_ratio_\n", - "ev_ratio" + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>A</th>\n", + " <th>B</th>\n", + " <th>C</th>\n", + " <th>D</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>11.109262</td>\n", + " <td>-0.189146</td>\n", + " <td>22.218523</td>\n", + " <td>11.298408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.821109</td>\n", + " <td>-2.902324</td>\n", + " <td>19.642217</td>\n", + " <td>12.723432</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>10.169915</td>\n", + " <td>-2.745896</td>\n", + " <td>20.339830</td>\n", + " <td>12.915812</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.511018</td>\n", + " <td>-3.654349</td>\n", + " <td>17.022037</td>\n", + " <td>12.165367</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>6.449035</td>\n", + " <td>-4.901184</td>\n", + " <td>12.898070</td>\n", + " <td>11.350219</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>95</th>\n", + " <td>5.678593</td>\n", + " <td>-4.296015</td>\n", + " <td>11.357186</td>\n", + " <td>9.974608</td>\n", + " </tr>\n", + " <tr>\n", + " <th>96</th>\n", + " <td>12.209441</td>\n", + " <td>0.161646</td>\n", + " <td>24.418881</td>\n", + " <td>12.047794</td>\n", + " </tr>\n", + " <tr>\n", + " <th>97</th>\n", + " <td>5.523698</td>\n", + " <td>-7.321892</td>\n", + " <td>11.047396</td>\n", + " <td>12.845590</td>\n", + " </tr>\n", + " <tr>\n", + " <th>98</th>\n", + " <td>4.525065</td>\n", + " <td>-4.957787</td>\n", + " <td>9.050130</td>\n", + " <td>9.482852</td>\n", + " </tr>\n", + " <tr>\n", + " <th>99</th>\n", + " <td>4.934732</td>\n", + " <td>-3.554432</td>\n", + " <td>9.869464</td>\n", + " <td>8.489163</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>100 rows × 4 columns</p>\n", + "</div>" + ], + "text/plain": [ + " A B C D\n", + "0 11.109262 -0.189146 22.218523 11.298408\n", + "1 9.821109 -2.902324 19.642217 12.723432\n", + "2 10.169915 -2.745896 20.339830 12.915812\n", + "3 8.511018 -3.654349 17.022037 12.165367\n", + "4 6.449035 -4.901184 12.898070 11.350219\n", + ".. ... ... ... ...\n", + "95 5.678593 -4.296015 11.357186 9.974608\n", + "96 12.209441 0.161646 24.418881 12.047794\n", + "97 5.523698 -7.321892 11.047396 12.845590\n", + "98 4.525065 -4.957787 9.050130 9.482852\n", + "99 4.934732 -3.554432 9.869464 8.489163\n", + "\n", + "[100 rows x 4 columns]" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 1, 1, 1, 0, 2, 0, 1, 0, 1, 2, 2, 2, 2, 2, 1, 0, 1, 2, 2, 2, 1,\n", + " 1, 2, 0, 1, 2, 1, 1, 2, 1, 0, 1, 1, 2, 2, 0, 1, 1, 0, 2, 1, 2, 2,\n", + " 0, 1, 2, 1, 2, 2, 1, 2, 1, 0, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1,\n", + " 1, 1, 0, 1, 1, 0, 1, 2, 1, 1, 0, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1,\n", + " 2, 2, 1, 0, 2, 0, 2, 0, 1, 0, 0, 0], dtype=int32)" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# we can reconstruct the original dataframe only using the first two components\n", - "pd.DataFrame(W[:, :2] @ C[:2, :] + p.mean_).head()" + "pipe = Pipeline([\n", + " (\"pca\", PCA(2)), \n", + " (\"km\", KMeans(3)),\n", + "])\n", + "\n", + "# pipe.fit_transform(df) # fit PCA, transform using PCA, fit KMeans using output from PCA\n", + "\n", + "groups = pipe.fit_predict(df)\n", + "groups" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ - "df.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Cumulative plot of explained variance ratio" + "# pipe[\"pca\"].transform(df)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# cumsum() compute the cumulative sum\n", - "s = pd.Series(p.explained_variance_ratio_.cumsum(), index=range(1,5))\n", - "ax = s.plot.line(ylim=0)\n", - "ax.set_ylabel(\"Explained Variance\")\n", - "ax.set_xlabel(\"Component\")" + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='0', ylabel='1'>" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pd.DataFrame(pipe[\"pca\"].transform(df)).plot.scatter(x=0, y=1, c=groups)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Dimensionality Reduction on Feature Columns" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "pipe = Pipeline([\n", - " (\"pca\", PCA(2)), \n", - " # n_components parameter\n", - " # specify an int for number of components to use \n", - " # or a float indicates how much variance we want to explain (explained_variance_ratio_)\n", - " (\"km\", KMeans(2)),\n", - "])\n", - "\n", - "pipe.fit(df) # fit PCA, transform using PCA, fit KMeans using output from PCA\n", + "# Lossy Compression\n", "\n", - "groups = pipe.predict(df) # transform using PCA" + "Use PCA to extract the most important information and throw away the less important ones" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# -1 is white\n", - "pd.DataFrame(pipe[\"pca\"].transform(df)).plot.scatter(x=0, y=1, c=groups, vmin=-1)" + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x777e52f980a0>" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img = plt.imread(\"bug.jpg\")\n", + "plt.imshow(img)" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 46, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "numpy.ndarray" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Lossy Compression\n", - "\n", - "Use PCA to extract the most important information and throw away the less important ones" + "type(img)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1286, 1920, 3)" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "img = plt.imread(\"bug.jpeg\")\n", - "plt.imshow(img)" + "img.shape" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1286, 1920)" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ + "# averaging the color dimension to make it a bit more easy to handle\n", + "img = img.mean(axis=2)\n", "img.shape" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x777e52ffd090>" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# averaging the color dimension to make it a bit more easy to handle\n", - "img = img.mean(axis=2)\n", - "img.shape" + "plt.imshow(img, cmap=\"gray\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ - "plt.imshow(img, cmap=\"gray\")" + "# img" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -664,9 +1996,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2469120" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "original_size = len(img.reshape(-1))\n", "original_size" @@ -674,9 +2017,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "120542" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "compressed_size = len(W.reshape(-1)) + len(C.reshape(-1)) + len(m.reshape(-1))\n", "compressed_size" @@ -684,9 +2038,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "20.483482935408407" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# compression ratio\n", "original_size / compressed_size" @@ -694,20 +2059,61 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(37, 1920)" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "C.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x777e51e623e0>" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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LP1K0Wpfo+VqPT6vVqtrqn1MAOqZqhbDm148S8PJj3vhaDXDN1aMXXiOwmuPD86JF6UrKrZaiOVMaj1FeNZ7KQeWpc6tpmw8KXDcFP7VpIuqnv3M81IK23PXIMKjNqwndFiAm10mDWDo6qJ1LpQP0IgXL90oDXb02oBph7z2XSx/twvIEse76YCoBFr2em3Q50MNpmlCtV4t/q4fEU5glYet5AGqUSekZBcEeXwoeSuB0kMAlKqOUPqfQmvCV89R45ZQ8ATXlKyDPzfOSF6xpHzSZW73m2/R+zoDg+zVzyGvbXvitodp+i/pQrzc5SybiYVDgyKz3ednkudsCxID66ZhBg5cm6L92p5A3afl5BSm8lOR5SzhtZOHrczUTT+vEdcuBEk95RhOwX+Xo1cHjX8/awbO1Yy0HxDTfqH+9+7VAqgRUtS4ewNN8vDHiKe6SZV0iHa9N4q+4HCwHReNcAbXWVQO+I/CmYyqnKEtt0ESWlSztyIOQA5+lPKM+b2KNR2lLICMHIJtSjSGn/VoD4puUPyhAcavSLQ9ichOy5jnv2UEenFfDV6Q8cwie0/HSUu69QuotwfMRMOHJGgElTlM61yM626XWs6JlevdK10rgwSMOolbBVbLsmwAej98bSVwXbuOojny/pPRwrR8PSA0Ajyg3NvA8HxqJe7W773IAywOCtZ6Yg6ZBeRv4dy24GUQdPVml95RPb1zX8OGBwFpjookeqG2/JnQzvS/6XNPnb3kQY+YDkprI6n46NedRKKUFRd4PszguIzdZFciUrPmoHC2Pn8vFyuhSV65sT/n0chBfjjzlW+rzGuDFeeX6vEbANRGkkVDOUZMdDbl+8+aNBwijNi8pcM7fA82RZw/PoowcCM/NJy6XDQj+r96VqI8HoSz6Mcqapkfbekom50XpFTx61738FCzkDIZBgTGvrJIn5vlAXp9G32ZxoHfT8TAI8HTLg5jaBiqlY2u76fO9IsxoojBPTJ53xtsmys/VAAoV3Dl3aQ2YierkgS/NT+vkUSRAasopUSmtN/G1rWrK89q0RIO2zptYn8qH9xv/I6AdjYkc5cZCzjuov737uTSRUs0BVj2jaZBgpmlfMejCZ39/PwQoOYXm/W8KKnKAP3qmJr8oXXQv90wJxEXg6kZQ7XypzatJPrkxz/cHKZuYbnkQA8qhyFxaTt/PMlKv8TM58KCksTNIH53k20tQrpc+Z4F427gjRe4tUWi99FqOn1x9IkVUoqgPokPPdJkA15hywvMghGBt8F/kYakhBQra93wvV6aW3Ut75HbGcbne9nkvnY7RnCcnIm9c9EL9KP4a6hXI9pK+qeKM5qInQ6I0tXOxV+ql/XNjzvvvUT8H4A0SSPZTVi09tzeXD4gOCgHWljfo7de19akZcLC+Sh/mJ7ofWaTsjq79ePxG/PAnV+/IksqVW2q/HJ9eW0Xt5OWXAz+5fEs8grygZO95r32ivCPlXNPGWpdc2zDxHInScl9wuibjW3nNlZlrn0FQCRjXXOfP85lqx0mTfhqUzmjiRW36XMlAavr+uyZlHxT1IotvC0+Megr6Qake5Rp8EOWUvA7RM+rF8U7qVQs0cvdzeRE/0TKTZ6n247LM8TeouJl+JnINeFRLMFKquMb9FfE56OWkyMPWr+JTMFZKx+WXyq3hyxs7fK0UB8Y84TfHxeTyjsbtjaQSSGtqBERpb0ado7JKczIakzezv3SMqQysec6s3ivTi8enFhh6eqG2jBLdFiBGJ1/t2TBNAYh2xkGc/usdgAfyljjMrre4PUCRO91XqUbYc1rwWrtVvESqWBUQgDel3Nu1VeBG7ZoTKqV4qZLgierJeWievZRVIg80ob41HoYSr7UKxeNjUErFa6cIdHvLap4HR99kHdXrRlKTtq95LvJ6ePMlN35recqVkwNTOTBTe30QBsEgjYobTRHvB3UuWq90y4MYryMG7YnplUoDPPI0RO+NiRSvCmS9huvqkYkUSq3VmgMDTQBNZCF4yiWnKHrx0kQgSSnnGdKXRmpb1lpYmkeuXA/gKSjQeuVASsnizrWR5z2KjgqI6l/bB1E+Jc8KP5ObV/jvxUCxpyjXlod0sFQzN8xu7rLJjaRaXRcB1CbXBpFvU7rlQYzSQYGXpp1Rkz6nGKO3VEfPNgEyZvWvE6ipT43HKPcOp8jK8oBVrxZvjYXWT97RtZLihDKMlnZqLNCovWv5rgVWzK+WrXxFbmSvXXJ1yfHkjYcI1Hk8R3MBafUMo2heeqD/uQpylG/eseQpo1IfNp3TtfdrqQlgyZXRa/n9UK/jo5fnaoyXUpqatP3y49FtEdhrVl5CYqHCQaK1z2hZuaWFJh3UxKXnTXx9xivfq0suGFfrEZ0jESHwqM1y9fXKVz5yiN8rq+lZB8pHbgz0Ql5eqvj52+M3B4Q0rVn9CdD8LHsc+HfEQ1Q2L1Fp3aMxE6Wp6fNozmg7lfKK6sf3I5Dm8d3vGCqB1hrqRQHlwCvfL/Wt5lHTbjyHvd+l5yM+novAsindLh4m0G3hiWmyRbomTW4y9HKOzCBJFZpnQbAyiraVmnVboqo4dQlB06Jcr96l5QevDL2fUxI50rqpta15R14k5d+rD/KKPB+sxGu8WpzOG4O9eKL0bBCPhxphn1vW7LWvSuAMv5vW18zceJfIY+ONkU6nkzwxOb6VvG34vdYlKi8yUnQXVw40lEBkCWg0aZcmY4PnUj9HXvD1pp7GGwUSomX0UjomlTtRm3kebc2713ncCzVp41veE1PrUSmlbWId3CjS7cU1ngX1sHjXVLB52071Wi6tlhcpSK1DzkLWMpoK2agtmWpd0B6fXrtEW8FzSq3Ujrm6e/zkxkKNMiu1RdQ23nVdqvDSR6CtloeIms51XYr1vGLe0ktTavKcx4vnGeu1jNy44jS5cVMqq5d28vpOr/VrTJbqFMmwXqkmj37KaWKc91ufXuVICVhHdFt4YgZJOQU8iDxrKCekauMdcs8xGte1/BovixdLUIv0URZILdeS4mdi/qM2juJFaj0wWpberwEquf+16biuyo8Xl8JtnOtTvQYBw14kTct1rol98Xgv1T+3pNMUeOW8jPiv8yNqg1LZOa9cUwu/Caio5e+5Rv2AnH6OW8j1xSCW77w8D6Jvaj1XObmTAzeD5LnXdjwEMf9/6mUZqZZqFVOT/GqBTARIzOKt16rUcveVJy99TT0jt74XfIzymuQZUdSWJTASKXu+n+sn7gMFbbU7tzwAoTwyXyUgVWsBRUItAiNeG4KvnPcr138ewMylqUnXFBh7VMojmg9NeIj48q5Flq3eizyrvVJtPUpztKknroYi2ZVLo/eYtxtFubaK2gnyowRkbuRSUQ01advbFsQ0tdb6eX5Q5ZcmHlNOEeYUTc5SLN2vAUw58jwGSnovJ+RKbRRRzpvllZPzIpSETskN7u0qK/HVFOTiu3ZM1vBR8gaoNyNK5/VvqfzasRPdj5SUbgv3wLySBx69/714YjSP2v5rAlRr00SxZf2WMwjF6s3nHJBp0o41Y+D5QLV1Lm3AuBl024IYHbA5pFpC6Z1O/hTgyE3P5R8kRee/5DwyuO4J9RIw8SZ2Dhh47nsPCKHMksBpIlRK6WryqvFKlbwmmh+n9do75zn0rP3IK6LWd23bRUqzVpnWjP9SXgo69NsDxXwvAvq5+drL0kTUpv0Cl16oibyJ4tNy+UReYDNfjh7Sc6MdDtIT04vB3uSZ2xbEaCPVBABrR9+owTcIQRftHgLlBE0/gihS0jml38SKy1lTNRMz8uwo6OL6e0pRd6ooOOC8NS+v/l5ZtXFXnqelBPoiAKDPcL08Pr17uXK5XrVLZzkQmxsTtZR7hvu51jsUARgur5S+KQ1CNrFhFs1PLqcJwKvpN6Z+N014Y6w0VnKGhqYptU0Tip4rAXqPatutFqSCcrLVM0prCWmbPHPL704aJOU6tpdJVjvIc4NaFWUvFPHuuQ75t7fTybPsWVmVdlB5CjPHUy/1L5XJZekW5Nwk93ipaRvvE5VRQ54y6XQ6tre3Z3t7e1XlNRlbub6I8vCu5cZG1O9ePbwySmlr8i/x7y1Z4OOBfy/fXgHMIEBLv2XW7gSt6afnOw26DlGb1Y7NfstsUkYv5fcD3G9bT8xzgXpdx67xbpTyauKNyZVRih/x8vKeiTwRXj4qLHOn/XrUFO1Hyw7Kb1QO0uZI+7eXPGs9NgwKOB9dduT72mY13rn9/e5XLpTaoxQE3ul0su+/UipZhMp/VH9Nr8Ac/7m+3rO9eBf7IQXkTZWLN45KefS6O7Im7+ciRWOsydx/rtJBLjENkg5BTI/0fOhcjyJBHW2Lzrn6o6UXvhcBphIw8KhWCSBtSRlxvpy2KSDU/woKSvx7bVTioRcLnvlCPAZf429vKY2ppBR5GYLzUcHI46BGAXremly7RuXWLDnlxtJBAeZBARjkNWg5Vcqz37fH90M189ZbJu6nzb35fyOV/0GWNch8m8qzJnRbgpibAUCiddJaxD5I4eYF3zHlPC4l/j1lUaNwIz6UIs+OWW8vdszFonjlRV6OUtBtbvcGK1umCGxFaaPYC68dPSDBeUQxQfw7Ar6atglfHpBhgBW9myhHOa8j7mtZekq1Br8DrNbMy17AzyAIPGpbedcHQTcTwPRKB9EfvbarJ3OaeHCfK1Qr86NnYGDV0m0JYrxGLr3ZOrLckE/p+YMYjP1MwOjMlxzAyQW7ejugavmPQEhpWaWkRFR51FrTvXplzOpOE43K4WseDzmQU9MeCly0Lz0h6vHugQyM/+hlifq/07n+jJhcmTX3PP6aeu+i6x7QbbVaPR+kxp8mvCpvTQBKdI3zaiKHuD2ejwDGbLDLd6BevSM3EuDeDKoBMr3QbQliPGoaxa2/SxR5YmruH+TgznldomWg6NySyIpF2pznw3s+176q9KP7JW+H8tYr1SjknOKOyGvrGiGpHgP89njxFB+AKe7XuOn1N8pot9vFftI6eml67R8ebx4f/c6vWkCDca1LTE0tTzyT8yD2SrVjq4mR4v3PAfB+6lA7VpvE8XkyLHqWv5tS7Tjvt5wov+h/7XO9XjfLe79LdFuCmJvpgusFzPSjADS9B0hylmjtxM1NfOWVKcq/VpDyt3eeDKcvUe24qBUyvebP5XixQzX5RIrNU+TRAVas+COeIiDq8dKvclLevPKVh9KZJVG+kUcymocM2GooUuhRGRHljCoPnOY8NV4eylc0Rry0tXnfaHnc1Gs0CHDYhG50e/TjOcoZhbV5eL+b0PPTB9gHHeQAaRqTkbPAIpezlyZHJaHlKSS+7ikg3Xqs+Wuenjcgp9hqvBUlxdjvuRL9WiOaJvpwHiWLCO2un1IepbKhgCNlFz2XC+7N9au31b4GxEbXasd3TX76bI2Cbmpg5HiuFeRN5ZhXXhMwzL9zwClXXi2f/VJNv/aSX029e6EmbXWjAc7zgW5LT0w/VHLflmJjSnk2IZ1U/bjFvee9OJfIW6O/eUlK00bKiK3dUns0XQLyLHavbM4/l1euXlE7eTx44CCqm/dcq9Wyvb29dC/aIm3mn3zs1c0ry0vHPORejeAtNWm+Oo7027vv8e3xoB7HEvApjRFuo5yBEVG0nNTPcpn3G9QPkPPkXc6jVVNvLbfGQ1ai55Ny75XXpqCzSb5NjJEairx2TZ6vpUMQ0ydFCrcpmOll8tasI5aUkVl5WQnPqnL1nosUfPQ/InbnR4BI6xQpL77npffAU0nBRVZ0ZLWpoKhRytpWNRa/BklHyzzqSfMoAldRWq9/Sjzr2MmNf6/9onKUH293WMQnl6Pb0T0g6ZVXQ6U6NM1L+fLa07ve5AwZD8g04bFmmWkQAKbUH4M4z6ZmDA6Ces2n5ryoqI28Odqvd7uGepkDt91yUtRIQ0NDz4kI+8gi4+vR75q8a0gFnHe95n4Ua6Hp1ULm53P59yvsVKA3sXRUUeQUh5dHp3P9m4OjPDi99wynAWlwrfKsh7R5S4S17eaRB9By/VfblzX9lbvvjaeoPb0yaygCnqV5Oyil51HTOjDlZFIpDafLtctBUG2dexnfuWe96zUUgc6bTezlbfpcrX7qxxM5cK398MMP22te8xqbmZmxkydP2g/+4A/aY4891pWm0+nY+9//fjtz5oxNTEzYG97wBvvqV7/alWZra8ve+c532vHjx21qasp+4Ad+wJ5++ume+SoNLm+dvlc6CDDkKbZe8jhoiiZ/SVnX1q0WJIB63XVWo6Q94RzlUQIoOR70A7Ch3/wbdfeApHcfVAJWOYHfFJRFfEX1j57PjSfveW43BXj6bERN51LTbd811K/C6wfUNE1bA4L4dz9KrRcqAeImeTwXgIdZWQ/VLv3V5tFLfoPo54Fr28997nP2kz/5k/ZHf/RH9sgjj9ju7q69+c1vtrW1tZTmQx/6kH34wx+2X/qlX7IvfOELdvr0afve7/1eW1lZSWkefPBB++3f/m37zGc+Y3/4h39oq6ur9pa3vMX29vYGzXKiQYGPQQKiiHrp+JwXKke5QF3cL4HDXCyEKpwon16EQ69nhuTu5QBY6X5UV77OXhEFBjlecmk9IJTjN5dvySNUat9agKL/ozpG/EY8muXjdHL1B+Xc8DXjlBX1oJV2VGfcqyXv3KZcPM9B1aeWmgIRldG553PjtvScpqmdA03y9cZ3KRYqGh9R/XI7D/V3v9QIKHcGWbJDFy9etJMnT9rnPvc5+1t/629Zp9OxM2fO2IMPPmg/8zM/Y2ZXvS6nTp2yD37wg/b2t7/dlpaW7MSJE/Ybv/Eb9sM//MNmZvbss8/a3Xffbb/3e79n3/d931csd3l52ebm5uxv/I2/YcPDw9bp5INKsUbaZGdM6ZrZjVlH7Jc8Ra+DqJRGYzByQqyUttVqXRe7gGucFn2qH1zXsnQMeAKZy9R7nK8Sx3Sgzzk/Bt88znoJBFfiOkYeIhV23Ja4ps8rbx7YxbzxAns5T/6vgq9pnATnq32ledUueXB7cF/jervdtqGhIfcbH7QDfrdaLRsZGem6hw+PcU/xl4R4BOLUy4TP3t7edcuG+OaXgnrLjFpeqX+aUu7ZnALVNDqvmWoMuF4Nw9ox3C81ya8mHsb7XzIqIs+up1v1fxNPzfb2tv2X//JfbGlpyWZnZ7N1OfAgkKWlJTMzO3r0qJmZPf7443bu3Dl785vfnNKMjY3Z61//evv85z9vZmaPPvqo7ezsdKU5c+aMPfDAAymN0tbWli0vL3d9mhAP5l7ccL16OQZNKixrqEaJllB4Kf7Fo5JQjCydfiZz6VlPMahyiKyVkiXoCeSo7WvqzPl5S0qqjDzea7wVWk7Ju5ZrR6+cSGjmrEIvfW25XrtpPJDHZ9Qf0VJIjav9RngrBqVMa+tTCxyblFkrz/opa9Cg41am2mWkG0EHqmE7nY69613vsu/5nu+xBx54wMzMzp07Z2Zmp06d6kp76tSpdO/cuXM2OjpqR44cCdMoPfzwwzY3N5c+d999d5G3XqnpswosvM8gyMunaRmRsjCLUTjf91zvUT5emblnc0GZJf5zICD6jp7z8ol4h4KM8o1ARS7/CHjUghfvetSmHmDx6lcCDbVAI0qjHgav3vqsCteoDUFee5TmQc14BzUFODX53WhqAl6aPF+6V0s3GojUyJBe8uP/tePLrH4ZSXmNZFeUr863mwkADxTE/NRP/ZR96Utfst/8zd+87p4nYGpcqFGa973vfba0tJQ+Tz31VDavkuckp/hvplV1s6kXj0uOSqCjVjh4yrBWEefyjfq0JFy8e96Y9769+ngK3FPKnIZJ2yDyLJU8OhEQwpKF1x5ePSPAELUpz8tce0ZtUguySv+1TqV3RXlLeh714rHwxrpS7VKlt7SbW/IqfThPL1/vvz6jvNVSbgwq5QyqptTLszVj0OO5lyVolS8er73UIRq7HmBv8mwtHdg5Me985zvtd37nd+z//J//Y3fddVe6fvr0aTO76m2544470vULFy4k78zp06dte3vbFhYWurwxFy5csNe97nVueWNjYzY2NhbyM2iA4cVP4DrAVpOBUHoLcu3zkaLUMnqlJnnkQCfHhHjtxbEa+M/5cjomzofvcXyHV3aT8ZEDLvje37/2ziBc84SIPhfdbyKYW61WFWDjdsBzUdka16L51ca1lPpTSWNyuA9L9eQylUdvniI/fpklnsF/zQf93AsNSiblQLCmif57vNWkifLLyaFSOU1l5+1EOt57jeGsTT+ofmgy1pvOi4F7Yjqdjv3UT/2U/ff//t/tf/2v/2X33Xdf1/377rvPTp8+bY888ki6tr29bZ/73OcSQHnVq15lIyMjXWnOnj1rX/nKV0IQU8PXQVAORfaKQkvLP+otyr3M7EZQyfrOWRYlz86g1rhLAaqRws1ZRKW0ADNeuty1Uv7RJ1ra8NJynb3YkFze0YfrzHXHf1V6Xp17BZO52B6vHaJYmFI5HiitnWe1dbsRHl0F+LjmeUiiXUqepyWyvkv3c/zdaMr1cZM+j8ZIrVxR6gXARHzl/tdQL56X3BioHRceDdwT85M/+ZP26U9/2v7H//gfNjMzk2JY5ubmbGJiwlqtlj344IP20EMP2f3332/333+/PfTQQzY5OWk/8iM/ktK+7W1vs3e/+9127NgxO3r0qL3nPe+xl73sZfamN72pJ754YuasBrXOajwkJauydsLqszVAxiuDrcyIp35Jy8vdZ4qs9ohYCLDl7e1e8tIrwaLOHZOP66XJru2M/56LOhJ+ueu5dsopXO9ZHQ/4r14FPZ6fr8P7ESl1pGVS71e73U75cd7es8q3l7f2f/RsjlShqLfHqyt7YHJe2aiMEj9NLddc2bk0EU86tiM5WDvPI7nI8jbyxt4qVFMXng/4f9BlHgTdyL4bOIj5lV/5FTMze8Mb3tB1/dd//dftJ37iJ8zM7L3vfa9tbGzYO97xDltYWLDXvva19tnPftZmZmZS+o985CM2PDxsb33rW21jY8Pe+MY32ic+8YmeXbc3inpdTsKzoF4HACtU5FPj2vUU8iBIBXwOWHAaVZTKn052fTbHvwKhEu9em3j1KfVZDnh4/cVeqlzbKL+lcr22BUVClK8zD7m8csTCuWZJKPJYMpDhfuUxpfl7W8cBWBgct1rX3kuloF3HXuT5YYqAZU0fDpK4TP0d8cbjMwc6uQzNi/9H6W814HKz6SDbU2VWabzn8uiLj84tOmL0nBimXJVzlkEtKq7xgpQmda8AqAawKI8l/kC5oEr+r+e5NM2bYxHYI6Z5Rm7w6JpXZmTB53j16gNFFnkTsGRTGhdQEjz+8LznvcB/rU8OcLEnpsYrBb6RnucFPBJ69klUdtNzcSLLXOvSS7yXehp0zKA+OAdmeHjYhoeHu86DabfbNjIyYq1Wq+vMGBhbIyMj7vkyKBPleGWXeGfwpMtpOBcGwdZeILam13y1jAg8o/wSv9G1Esjm72h+RWWYxbKRqdd4QQ8QNgEO/XpaclTTrqV7uXbnNL2CpahPtre37dd+7deqzok5fAGk0CA8EapMzfKgoamr1yvH+5/LZ5AAxqMmVrlZt2LOWYa1VAtEch6ipmVFAjYSylHfqOLQGJOoLC/uR6+hTH0+GrPMK/KLgAqDI72OfDU+Jvcb5XlgVNsvNz5yYwHP5TxNDCRzoLLpfB0U6fjqRZmwN4rzquVZx0Q0vjxQ6nmjFBj0Q2qYelTrnfXy1t8ev6Vl00FSDqCU/pcAoUeRHvJ02kHQbQ9iSpOE7/czCEsdGAnXQeSfs/5LQutGH9bXlCJvS40n5iCppv9YUbOHorRkWhqvyFN5aWote8LNAyJ8n4GMB9gibwr6KmcR1gLTUh3Zw8Wk/YD03tJlpJT39/eT59eb0wdBTRR9pMwjcNErRbKy5IlUGnS6G0kKjA4avJj1BlgGRTVGdS010Tu3JYjpF90PMvDqRlIJsNQundRSpOi8vHKDNlJ+aj3rM73wDPKs61or1RMcOeHheTZKu5q8MiOvn6egvHp5CsYrV+utXjQtg+vjeSxK5XogpzR/IwDGeUcWeq6vSvdylj7qruXebMBtdm3pDP2U8yD34qHxwIzX/t7YqJHVg/DYgM8aBVqbDmkHRTWeLE3nXbuR4Oag6bYEMWb1yym5CWZWdqP2y1/kPenXUurl2eiZ2ry8JQtQE6GgNGgr0iy/+6vEA/7XCpfc1kkFMJHSrbHAGFywMs21fckDEgEBj7z7Ed/KowIj/NclkJwya2KlmlkX6OBPaZwqAOsXCETk1TVX/1w/4bq3rFRTrkc8NrxYqMg7582dUpm1irem3aNAcP5Guty1QVNurjR99rlIvcr/2xbEMDVVwoMaEDWDvRfgMKhJFMXB5Kw0DVb0KGetml1bTskpI+WnH28Ll5XzTuWUQFOvVi5A0bNOPRASeTCiPPmatw3cI08JR6BJPQuR4i+VFaXReuo4jJ6N2sBLU6PkvPpHfPZKtXzUUs5q1/sMZDyAob+9/x6vtUDmuUZ6TIAXm3ZQMS+9tElTsF4q40asNvQTtnAIYm4h0h0+Zr0PwNKOldK9XtPmgkZvhLs9Up45BajXSgK56e4cBS4lBewBHAYSyAuCt9VqdZ0u7NVBAYLyUgqMVCARKcNeKNc2Hg/4rR4ofR6KnNufy/N4UH4OinLtyECSt6E38VJ6S0teOTpmIp44XzN/DvQyFrwxmvM0HSQNQtn3Ohe88Z8DKzlDgmmQACbabNAvHYKYHig32Zp2yqDQe7+DQd2iZs29C54XRpcBcvnU1CESRjlrvKnwysVvRDQoAVnyKuTSeNciwc5n0Hh5RmXjuvapFxDr5eEBDg9wcdocL17dchS1j6bxlrBKxGO+lpeDWFKqSR+Vy/dKwbml5z3w7y0vRWPB89LoOPOefb5SP2C+pu7PFW/XoJfbDkFMgXJrtB71Okh6ATMlpV/KS5/3AExTD0qvSzsRafvXLlGxNdqUaoBcycqJlGST5cOc5e+V613zAJnHa2ktX5fdlHL18nb3mPkKi++Dr2i3FrdLblmiVsnVgAooYJ0fOXmQ42eQXpuckoraOsc7yFve9bw0JR60/AjIRPnU5h39L12/WdSEn1Ibeen0f0lm9EPR+VVenNGg6BDEVJAKqpJVqNZIKS1TDZiJ1pa9dLXkgYReAEyU96ApJ7A84eeR1z41lmqvVBI4kUel6RgC6do9exdy/Hj8Mcjx2hnXeImqiSAtAbUSENG8I+Xl3cvVj6/nxhXSNlUs3hJMr1TTn1G7NCkbAASUk0XeGInAZi/AJSqXy38uARal0lwsgbbS9aZgxqz3FxB7z+nBjgdBhyCmBypNrCZAIFK8pUFRw1+N0Mj9j6jWHViTX1Og5f3W+tXWo7QrB3k1tZRUWTYFIh6YUasmUiK5vvEE2t7eXjqBthTsy14R1K8EKjTwMafIvf+g2iWMXF1L/aFen2je1BK3D5efM4p6Ubg5w6lW/iiPtRQBmhJYwu9csG9TiuodjY+bCW5qAEgv/A3Ko9KEIqByo84YOwQxPVJJaPaSX84rEw2QGiBScnmX7mmZ+hvPN/XiRNuYe10GAtUqxujZXsoo0aAFJo8JD9g0JU8B1ljFpXZgJeXxGI3NnAXP92v6q4k1m1Mi6h3jT+mZHM/wXA1yjLDXrYnRoXXx/nv9gf8IEC9t0+ZncstKvZKXRz9yYRD8RAZrBJZLQKfX5aRc3k29ML0YoVHZvfb9bQViorW5QQQZ1Swf1eah+XiCXyegB2ZKvDSZwLldHL16dEo7Wji/HBAblCBqAgS0v73lBlZwvVqW0Tjw+Mx5UkrK1VsKibwVUXwMxqRuN8X1aOdZqf9qBHDJa+L1l1mz+R+NPfW45PisybOWInCnXslcOx+UIveW5rSNDkqpPVeopp618iH3bO56zXOD3kLdqy7sta9vKxBjNvjIaKWcG9VL27TjerH+WbA1FVi1lnONt6cm/xJpHTgGo18qnYvjUdSH4LO2jz0AoeX2chaFZ33q75x3xfPGsNUctY3Hny57KV+e1R8Fm3t85WhQypBBSw7U1PAEvmrBXC+8lkAdeGD50Iu88J6p2YGE/96W7ih9JMNr5trN8MbUekv0ei/6oQkYuhHnv5gdPBi97UBM7nTUg6KSEjTzlQXIm2i1Spbv9+p5qcmjH/CieecURESDFkY5t3kNQUmzhyY3kTmNgh/vcK2mBG9L063QHo9e3h4IyZGCz5z11sSyU0UagTj2FHhtEs2vgxLG/XpkVOFzO3Adc+0yaGUegbMm4KSJAuy1b2rG7SD7PTIamsw3s96Xkwap8zzvdVR25NkF6dJzLd3yIEaDjjh+ILJsD+LkxRLVCPHa6wdJ/Qq7CByVKAJRNYfyHSTVKH9NV7K8ozz6ISgyM/9Ml5wLWoWmZykrCIsEM8r3yqoFKRGPEfCN8o28gDlPC9/X/029irkycuR5OLx2iTwj/YBzj7x8cK3Wa3LQ1not3Syengt174WiHZ5mvmGu13oFLky3PIipodzZGDcSyJj1Bmb6oZzgjazREh+1O6s8YFJSIEq862WQ7VNT35Jnpdf243S5paoceUCodJihl4eXp4KWklWvoI3jUbS/c0oktzSSGze1YMRLCx6ZV62ztonyEwFw9pTwczUKrQQOSkBykB4ZrwzOo0aOeh4yvq481/LB+TcFb/0Ci148Jk3SlIwl7/+g9VmNJ+agebktQExp69eN2grWhDxhVEu14CsK1s2VVQNgNO9cHrXKPbpX44lp0nZN05aADH83VQ79emRUeUbCJtpJEglJ3W3EyiEH3nqtQy9KtqS8NW8dRx4o4v7w6tgr2M2BjRyxwveAiyc7vNiTXigHCiLPUL9UyqtJWYM2ekpl1V7v1RNUA2h6jaN7rtNtAWIiei6CF6aScGSKgFnufBHNu2TF5viIwESkwHNAprbetf3XZFJ6SriJYGHFUbKGo+f0upe2VAf+5mc8j0H0fFSe5yFhBV8S2uyR8YBVznPi1SHHu5cmRzfCSlegNAiqATCg3DboUtt6Y9qbIx5QUqATlVGq46BoUMo655WL0tdcr/H09gNeavKvoV6OdxikR+i2BjFm5YmRO5nyuUCl5QEGF97x7aWBWgugIsWfA0G1wCYqszbfJlTiwVvewLjoR8CqEhiEJdsEBHt88DX1tmjdS568nFCMhHcvAK6U3gPMNR6biHTsewf6gbx6DhLI1BDXN9oRNAjPl449XSbi/Pn5XJ/XGgK1NChPFF/j7yZ59ZKmVwDTi3fnueyZeW67Ip5jhJNNbzZ5SzY567Vk2fZSPn9q8iwBgn6s04N2Wdd6h2oszdyzEVAYJOXAUk4AejzlfvMHO7RyZdR4hCI+I9IxFSlI76N5RGk1XeTd8Oo4CJDmUU15tfLC+x3NVW+eNJk3DHhKfA6Cmoyl0lisWeryyisBkVoeNd3+/n6V0Z3zqJb4fK7Qbe+J6YVuRsAvl83fZmV3v0dNvB5e+V5eXp4RH9EzvQitm2klROPAq38vfJY8I7XPtVqt69y+EFh8jy3iflzE7AGsqTd7drxymdcc5cZ+TkHrNdQ/B4CiZ7isGwlgvLpHXhXt49z7j3Lk5cm/+TuKxxmUguw3n9L46tXDUgvQ+XqTsmqXjzRtrqxBLbX1Sk3qf8uDmKYWtFLUmE0E/KAAT6/bk5UGAWBqhHJt/rk03nLejdhWzeNGXd7KH/cv0kTKJALAkQVUU8fc+RqsSGt2h7Fgq1nr9pbUAIp0+bJGMJascC8PDzBw/b06lgCM911Ltc9FIKfGCKnhwQPQEdCoPVZC21WJxxznn+PtIKlmuSryKPZanpZR8r4McvmpBsA09T7dTDBTQ7c8iDEbnIu21wE+yCWoGguOhUiTfHJU6+KNPDAR37UApgkPNfdrqdSGNVZ/zW6QkufKS5sjFlg5gNlkTAOYsNs5AkAK5nL1qzl1OcdnSUnmQE8EgPTZGo8SK3DPg9PEKxORAnhvhxLzorxFv9FeOVmVi5/xfiuQbio/+wU7N8LD4Bk4TcZqU0ARUe0W9to8aw0ILr9Wz/XCa45uCxDTD0VeixtlSdSCloOkEnjopfxcPk12OuWsq6Z86XuBvPLVaut3QkIJcd6DGFs1Hg+N3/CWg/ReJIR7HYO6nKXfub7WvogUeC3xM7yUhHutVivFgbXbbTeNl1cOFJUAD1M/HkhWsvrbI28Mqrcm194eeCnVL1f2c41u9HJLjZFzUGEON3tpqUS3PYjxBkfNgLlZk7BfABOlj7Zg15adu1dqj5wgrfW4aJ/1Muk8sBYJYfBWEhwlCz5SCE09JFpmaWlKAZPyqGfBeIeQ9SLcAPxq2sTjU+tTq4ybjiP+rQfead5I6/U1g58ccFHPClMuDo2fqQEV3m/Or6Y9vSVUrz28/zcznnDQ1Iucj9plENQkkLdUZuTJy42PGm/MoL0wZrcxiPEG06DzB3kWUC88NAUwNdZ47n+vZUf1igS8x0OvHh9POdS0E/dRySpu4jHxFAcLck+oN53IOcWQE0RaXs761zyiNuH/fJqyUq/WndahlI+2vyeIcS0CMvjP78GKxpUHTHLpbwZpG+RkULT0VBpzz2VvSq/gu+n9JstKeq/GkAb1E8ib887162X16CBA7G0LYmooN9lLz0X/mwKRmjyU2O1bs07ZCw9NeasBMLm0/a6N5+pYo2Qj4BId/Y5vT2DcSEs0qju8AyVedAzp0pfmGQlC/h1ZecoLgyAN6vbqyeUqX/o/moce+EVbtdvtMK8IsET5eml452E0d2uBfORZVsCWW6LT8vjZkkdG69nEw3jQYO+5AiZzVGonXnateV7lV3Sff3vjBtdzHlxP/+T4bQoAlW5rEFMrEKL02qmDsEAi4VLLr1n9W49z8R+1lAMivXgUPCvWyy9nUZvl61RS3r22RxPrCVRzUF7tzpEaylljZte3e83upAiwsAKL6ldq69odUk0UdUQHMQc8XnNpGCDUlMcAyAvwRZk5D0s/pAC3lzmgNAgvjqekm46HXsst5d2rhwbU5IWJJYBwkG1xo+iWBzE1ltkg8o6Ub4kiRFubXyTsSgO8SZBgDZiKLDaz8sSs3fqr+UZAJsebWrtKHt+sjDXfkjXURCCXvBs5irZ6MzEg8O57Y7EmPqNfQTgIt3UTHmrSRnMbfY6Pems8T0t03kzT+paAfXRdjazIwq7lSfOKxqfnjYl4zVn3B0G1wK5m7in/TUFKrYxo8u6jmus5fj3PSy0IjIzoGi9MLwD2lgcxZvlJ4SksUD9KZRC89UNNA3Ujq7EpgGlaTo4/D7A04ad2opWotr/V+1Dis5Zqxly/cTU5qgV8niKq8YyVKFqyy9Wxn/ZmoJdbvvLOwqklBUZ6rdR/Xv1yh8mVgEwNlTxe7A3KgRbPazTI8VpDTeRY7VirMd56qWsvsioCKGpYKVDh37m+bgp8c7xGfNbSzT9D/yZQZBV5CtKzrPq1qGp4q8nXOx2UP7X79nOTt+mzuTby2qy0sye67vVXibg9vLbxdsU0oZzw4mslPvQ5PAvr33uuxpsVlVVqx1LQcC2w9KzcXDuzx6MpNQU4uTmNuaRza5DnP0V8lsZ6JMtyeegcrZ1PXhm5Z2rGxY2iXuW111a15UTXIj0T0aDGWQ4oeL95ftZ4mW4W3ZYgpl8XP1MJCDWhJhONB3YvLspaoMTpe53ApQmaE7RNeOtVGeNer8JCFVqtlRcBD73m1c0LgmXy+p/X0lVolcCER5GA8/KG54L/1/DbBORq3k3mOfLSJaJe53SNXPAAZi/jPyo/V2YNKCoZcF47efU4SPByM5TqjQZjtbEvuXE/yHYaxBKQUj9telssJ/VDtZZGr1ZHk3Xgmt0KNQPKE0I1VKucW63yOSW15TQFTrk6QUGxZ4PvlcqJ2rZpwK0XmNdU8epyYbRTJEeDUJjqavb6ozTGPXc1k66rc0C6R169aj0z6mVh5ZzzfPLzfE3PluE0WnYNDSp91NaldvKWHGplznPBis/JsNJSUCmffpeQB91GOTCD79y7yrx2yZXVqxzpt863pSfmoJF0L16EXsmbOKUP8zjItvAstpw1qyeeNiknV34TK7CkhLQ8rw2benBqlpBqqclOhaj8kifGe0YpajMWlk1Ah1e25/HKjQWPv9x4UMDhAZCoHOatpj37oai92BPi3ffyeL5Tbf9HaZrM81peIjAf5V/iu1cPcS7/kuxqYkjWpjmIZ81uAxBTo0yfy6RxATUT4SCoZsI1CsZyllJKACS632s7RIo1p4Qit+2ggAnXI3rG8yDVCjpeomniBWxKueWsXNuWqJcdGrzM1MRTqdcAEnjcRR5HL+1BzldvruhvTynnwF4kNwdtAEXBppomeraWmipmTlfbf/3e96jXoxUOalkpN9Z6zceT/7V0uJz0PKQmHdyrNdbEwu2VbhaohPKJzqVR5dSLctU8IoWn+Ze8FUx6RodHtaf59tIP6kJm70uO3ybWc69Bvf2Oq5wwbbVa6eC7nJLjVzbkymjKk3ctN250ua5mqcBbKtJncv1cerVEkzpwPWqvc74116N2abosnht7uhTHeUXtbNb7OVEe/7n2er7SIYh5HlLOgi6BDG+S1QibQYCXWle3Wb0iaiKoastTUNGrsuE4EU+AcfqoTz1l2nTpJwdkSrE0HEeUW15B4K53vyZWB9Y43/e8dd6puUq1/eWBMA+Y1ARgc//xc4ME6U3HYgSkS+MR13P3m/AwCOpX8UbGipcmSh/xFQFCnbNROu8/P18DZmrBbFPSdoi+I9K54xl7TL3I29sexJROb/XSm92Yo+Nrts1695lKwWq5ATMIgKABqDlB4SnyaHKrcO7HqvV+e0sPTcBN07au5TWimnOB+qFICXhKX9O12+2wvZoKw2hJqGRFl/ojFzTvgRJPAXL9mwZ54syZkjeilB/4LB18yNdLANmbnzlPRVPK9WnTJcAaD8oggWVNn+SoBtBEYMYsDwqiOeH1e029SgCmZuOJjvGI/yZteduCmNqdKZFiaPJM6T0Xg6LImveUca/WbFPkHV2rybvGUuqXmloCqhhrTqH0LDAFwzkg5/33ysydxutRqT058NoDjaxgBgF4a9LmAGtOyNa0CQMRb+u/ApWIr+h3rq4HCT4jxRgtGTVd1imBmiZjYJAel0EsK5qVX9jahC/PE4brzDc/l1t6KpUZAc9cP+cMFk1jlvewRyAK1yKnwCGIGSB53pBe3Pn8nXPtg3oFPDUCs5c8esmnpoxB5pmjGiVRa+myYOgXnNY877VVEwEUKZZoLHu7l6LfpTZD+uh021pFw54KFYQoIweoBqUcQbqzLqqDKqSIYOjUKt9eFPQgvCbPJ8p5EyKK5EST4xhAuZOmI6MlBzg1D/ASAYCcJyZHNSAGpEumEYiJ9BLqAdnQyxg98N1JDz/8sLVaLXvwwQfTtU6nY+9///vtzJkzNjExYW94wxvsq1/9atdzW1tb9s53vtOOHz9uU1NT9gM/8AP29NNPHzS719Ggj3MvHbgG6tUyq3Vje9ZijZWrxLunalzyJcHfZAJFvJX46ccyLC1RaBk5a75k0XPdagVPVGbuLIhIQGsdvGsev8pr7t1StX2hZ7TkyuuFPOEb1bmGlybAkymXRsFa7VJLk/JK+UXLPjXPDqqvvHxr7kdKOJIXtXPYk2sYJ17eNc/meNB0tduka/LOzXOv3Xppo9q2q6UDBTFf+MIX7OMf/7i9/OUv77r+oQ99yD784Q/bL/3SL9kXvvAFO336tH3v936vrayspDQPPvig/fZv/7Z95jOfsT/8wz+01dVVe8tb3mJ7e3t989WogQbs5s3l129ZByEkBpFnU0GupMLam4hm158jotei57z/NdREiOj1nNLk/94ELwGWUp+xZ7DES/TbW16KytR+UW9KDfH27BKQ9JS9l9YD/J6whlDNtW+kHDjfqP2ifJrc4zrlljhzbVEbl8LXmgCzKB9N1yt5YKUEYLw8PGXea9klsFGaayU5wEo/AmJNwEMO0KAOuaXWXBuW+NB8a+nAQMzq6qr96I/+qP3n//yf7ciRI+l6p9Oxj370o/ZzP/dz9kM/9EP2wAMP2Cc/+UlbX1+3T3/602ZmtrS0ZL/2a79m/+E//Ad705veZK985SvtU5/6lH35y1+23//93++Lr5qdBh6VOkx/l3jgAZfbhtkk3xoq8dtEEXoWaUnQ10z26F6Ttq5pLy9NTjkpP7xUUlNW1Ca5vo8URU6RRssq2mecr1pWvfATUVT33AF4+uzQ0FC23Ehoavm141vrlOvj0tbxUt5MNZ6YQTzD92rBQ6/xLoOSXTVl1MqHyDOiedZ+ovSaV8lDXKtjcmXWeKI1rV7TcoaGhtLOQAb2/Lz3W40A9U5p+bVyqKsvq1M2pJ/8yZ+07//+77c3velNXdcff/xxO3funL35zW9O18bGxuz1r3+9ff7znzczs0cffdR2dna60pw5c8YeeOCBlKYXylnMngItkQ7SKM9eeIryje6XAEMtP4Om0oQ8qDJryurFGm6ariQco/S1H88qyrl5me8awah8RdZSk6WNXJ+olwh5e8u6pQDUWlKPlCfY9VwYry65vm5KXqyP/tb00bWcFybyyEReEuXL+zA49fqpFAw/6A0Q3P61xpc39nv5RF6LJkCjNE9zv70lrRLP2lY89ms/TDV19eZcLR1IYO9nPvMZ+9M//VP7whe+cN29c+fOmZnZqVOnuq6fOnXKnnjiiZRmdHS0y4ODNHheaWtry7a2ttL/5eXlvurA1FQI6QTwgrNqqZcAvqbUNH8vbqImHy8tf6OuvdRXFbdZPtAzKjuiyGqteUGhNx70Pwfo1dZf+Y/uax1yz3rCO8pX26xpvzUJNsyV4dVf+z6qo5dXpBD0+aaApSSgvZi4pqAlF3+k303BUdOln148PL16lczq5jGn9X57/2vvKXljUHnE3AdFh2Zyuf3oBC8QWO9z2dF3NAci3QDS4H4Frwy+amngIOapp56yn/7pn7bPfvazNj4+HqbzBGypY3JpHn74YfvABz4QPluzjBQpwX6pNt/ayRdZSE0G9kEDIy0jGvSD4Knkfsy1TRPl6YHRklAolcl5al4lnj0wVAI2/LwnIHN9VjNue43rKnlWtI+bAGb87wU08fNR+erJidqwBKpzpIpPx5ACGM9jgt96ja9H/6N8NE/v1RKedyfn7Ymopu9y93JjKKcPmvAT8Ver3zx5MmhZ7e0EKgH1aPznQI+XL8gDeMzXTQ3sffTRR+3ChQv2qle9yoaHh214eNg+97nP2X/8j//RhoeHkwdGPSoXLlxI906fPm3b29u2sLAQplF63/veZ0tLS+nz1FNPDbpqN52aDJLofk4Y11AJaXu8RnwPcnLmPBElgONRLW+1AKZkhZeoZlJHgkc/XtoS3/pbyyw9X1t3fqGlWmmeAo7q5/Go35ELG79rdl9oPT2PYK79Su0QkQcC9B5+83XvWu5/lMb7PWgq5d3rBo3cmM71bT+fXDCsftrtduPlpn7KjGJiSgG8GsvStD2iWJibHhPzxje+0b785S/bF7/4xfR59atfbT/6oz9qX/ziF+3bvu3b7PTp0/bII4+kZ7a3t+1zn/ucve51rzMzs1e96lU2MjLSlebs2bP2la98JaVRGhsbs9nZ2a6PWTloNkf9KJ2DJJ3c3qTrNa9BUI1i49+NBqwTFNak7IgX/VaKlpNyfObKLIEBfV4PUKxR3rmyPUGeE1iRYPfI8wiUPC0RReAUZTcBoU2WArkcry+RV7SO30uwrxJe1hntzGJeSjuSPA9I5BWJ+izn3SmBqUFTLwAmN+eiORldi+SFl2ftPCsp/JzMywGS0kfTKZDx0ijQqi2ryaeWBr6cNDMzYw888EDXtampKTt27Fi6/uCDD9pDDz1k999/v91///320EMP2eTkpP3Ij/yImZnNzc3Z2972Nnv3u99tx44ds6NHj9p73vMee9nLXnZdoHCJIAR6ATL9uH9z1Gr5p142eX6QvNSSJwz4d25pginnGo+eifoPbdlvm+hSUSSUI954jDXxzii12233GAHk7bmbc14opdpxF4EUHbteutJcUwCS6zuUl+v/iO/asdEUCHK5vYLJQVAOONQAjpy3JirLe6Zp0HUt8VjzZKaZf0Bo5L3Ad07e9GoMlqifvLy6e0ZOTVnapjU8akAwpy21Z1NeS/Pdo5tyYu973/te29jYsHe84x22sLBgr33ta+2zn/2szczMpDQf+chHbHh42N761rfaxsaGvfGNb7RPfOIT7qmfOerXE5O7pxNMFXNuIt9IYddrmbXKqEnZ0cQptdeg+OiHannkdmNgo5PdE9A5Qc0TPAoCrvFMlJStB0q8V2d43gftZ54XJWBV2485IKbzUK8pqYHTxIWuPERtHKXvlZp4lGq9J94SUlTuoAFMzRJWDZWAbk72RM/0Up5SzYm6OYrSsdzAuPTGhgK9UplqrOa+c6AlKqcmuLeRbukc5KLmTaTl5WWbm5uz17/+9TY83I3V+kXFoKYegJqmzlmPKpxreOzV0igth5Se98ryyq5VYDWWuKdA8R3lH7VHJNQjwe95+/QoeQUCJbc+W5YeWGkSUIx8wQPz2qtXUNs1B2K4/6N+abWuX7rh9tLlNL2mAh3XkKbTuRY8yP2lbux2u23tdtuGh4e7vpF+bGysy53ebrdtZGQkyRl1r+v2bNxrIjui8Z9bumvileH280jHZJRGP7wktr+/n7yMiHHy0mpeXH4O7HtU6zmo7Ytelq9zoC9KVwMqc/eapi+1ieeFMes9sDfHT6fTsa2tLfv3//7f29LSUgoNiejw3UmV1Cta7yV9yWqryafpQBoElcBX7X+lJoKjXws3AkIMLr1rnlKKFJXn0YiARK9eRCXmVfNmxeEJKK175AWKlm0HNf68/L0xVzMOc9am/sYnBzy8Me19tAyliHcGwNGSYs2H0+I3f0dU2rrt/dZyvXQHQZF8qb3uUS/gRdMyoI7eq4R0/c6ZpuOr1DbR3MkBFy9PlZ0ef1xGDR2CmAbEjc6C/UaV63kKdGAo9QJmevXC5AZyaWA3BWa5Mmvyzk3aGk9XrQepxDuEvJYLpRmVa9Z8ezfSe2Crxs1ck78HAj2PS8kaBGn98D+3rNx0zEdAs/SsghN+Lgd2cgoG37m26BXARECmdgyVvDY5YOSBmZp7oF7lbQRO+TuiHHCpMaRydfJkbO6cqFyeHojX+zXyKle/WtCvz0dyVn8rf036+bYEMb1MhtwEPEggU2v53ShihTsIHkrCq7S+qpRL503kHLgolROl8fKHFYb/HnAoTXi9n3uPWG2QcavVqnofGcrXOqs7uZcx0cszJXe5Z9XmngFoZGASXYvGjAd8vPRNAXCOcmCFPWzeDqcmL7ctARjNOwJP3r1BU43ijNq+5HEp/a+9p8ReGrN43uYAsFc39b7WyCxQE2+l5tEr2NSya+i2BDFN6UYCiV4Qfs3EquXVW+NUD0GT/EpUK0yi9DlFrx4Or6xo8tfyznmXgE2pHUu8RABCd0ZxHI4HZhSAqkenxhOn5G0BLz3j1csTZqVTkb12V6VZA7A8sKLPMQgtAZecVyYCNrm2iNKXvC4cf4L/uXKjsmrTKZgBlQC1d1BeLZVkdKRsQU28Lr3I16ZGX85T41GtjirJ2xzgK4GYUn7KR86b12QDz20JYg4CfAyCavnKKcte8hs0RcLiZvNTqyBwPyd4mnh1kD4Kpm1iyXjP1ewiY88P/nsUAZEm5AGLXvOKBDdAEwOUSCiWFFKTeeflgWs1gjvHlwfEcmA25/mIAmej5/l6RLX3FUR5oCZK24Rq2jlSxEy9AJhoDESev1zf11Kk2Afh2cvJoByIMasDQF5ZzDuTysoS3ZYgZlBLIYOgfhQFKOfeRdpSnfudyDVCqLbdcwP4RvWdJ9zVU6Lty7+99it5QHIKK9fmkQKvAWr4zoGXmnxyXoeaPlMgkssH3/v7+9Zut4tjrxZoetZ6BPpwnese5Znjp0TaHjUeGAAYjC0sF3rggr/1d4mn3P0acNIUuOTkWG7MRn0Rgc6avLx0uHajdUvtPK9NkwMvoF6De71r3jg4BDEB1ShzpLvRZdbk0+ReabIx9bsDpokS6ZcOSkAoOPGAgZeGr8MzwOk90KP3+FpUZo5n5iW3O6g2EFjHK3ji+nleJQ+A5MZ+rg1qrcuaueWlqQX42oelgN+oTvo7AmlRvXMejAjARB4ZLYvzzVEt6PDK8ZaweimrBmD3CmB6BTM1fJjljY7aOdOEmoCXpm2WA/6lfD3S9jhcTnoOUBMQUXperzW1YEqTojYeQi3hGj76bYcor5q8PeDQT3m5vL3nPEWp95oeRBW5q0vPlOqRa78mfej1UfRM5GWoLSuXn+YVedPwzZ4kPjPGE9b8vwR+8PFAiJenx6dXTw+ERMDBAzvKS4maypwo/wiMNX2Jqlk96CgBmCZGYO0zN4t64atpOx0EiAF5crFEtzyIqR3otZZfk7L6oZz12JRyfDU518MbzP3w1SvlJkvOoskBGi9PTa8AotQenqJTQFMLhHJ8erxGytHMXzqM2qY0FrhsT7BBSXkArsRrrUUa9UXNckYJqOaucf/WeGhK17it8N/j2XvG88SYmeuR4eeifD2qBZmlMpqAp4hq5q+XLgdgegVF3n+vbgcBcrisWv4jyh1c54GV6Jr3XcvDIYhxqMlEGcQg68cVWIuYS3VqUr63syWqQ60nZlDuUI9yyqDJhBkUfzl+PBDUL5XAbQ0A8Q6Ni+qhgMyjptYWU63yjEAT4mJy+XnP57xPJcAReWhy+dXwVbqu/OtSEf7v7e1dd13TIh/+bkreuPO8Q9727pzs6FVml8ahd46Rl7Z0rynIPyiqqQsTH5ZYk08OmOSuRWma0CGIIaptwEEBmEFQZPHX5t8ERESD5aDL7ZeiydPkWSXdjlwCQSUrPyq3xLsKA8/TwWXwf6/fIms0qpf3O1cvXI8suabWWI5qPKYlYBApJuW51br+Lb58ryTAo37MeQS1nt713IeDeKP4GM6/HyDjAUvl1ds2HXlqSuVw36usyY3bGu9LE+MoutaEBiEnS3l48xGAv9QGTYFLDtyVvP3eGDgEMQ6VOrxfBdzLszUo3hO4gwJLOlCaRuvrQCwh75o2Lg1e9QbhWq5cTtMreQAiB6BKbeSRB6K8dtU8vPpHfaaCjYN1IxCk+fA5NF55uKf5eflGyj4a55w386LtkQNgrDw9kOjVySMFNBEQ8vLTuqmXxCvf87rwf34vEXtfIk9ML3EoTNGyZFMZVXv+Sa3i9XjMzaEm/V4j55uepN1LGVG5+nwOuEdpar4j8OLx0XReqUFUolsexLDg8gSWWgi9DqAa64qpH9BTo8RK5fS7I8krpwRkauocvX9H8ygBphJ/TSiqS87bgiDdTufqSwdzQbu1fNUqhhywYr6buu6jcjxQomAjAuNNQJ5HubfeesCAFbjuJivVMwIrfE9/1+Sr/OZApC7JeMBEwY0CGm2LqKyIT1CT1xV4fdEreWMnUqR8rwRgahS9l84rsyRf+wE5NYdKluTkoEAM86N59qoLDkFMJeWstV6BTK2yuxGKNyqn5mC0mvtNeaq1YKL0keLI5aGCwpt4SOe9EqBUh1ydPC+Xx49XF/Z05I6G52cZyOaUupee88uBfE/wKXBVUOJRq9XKno8T/Y/6m0FTBAxAGgPmbeWsEboREFResRzljad+ZJACA10q8j5ebIrWJVdX717pegQkI4BWS7UyoKSQozxqAUyvh0M2NSJrgFstCGmaPpJRuBa1aa8ghvOvodsKxHgu3JKw9+7lJmz0XC+kXqTa9J6CYcp5O0plsUfLU3Sl52qo3/artXJQDw34w7Um1lKOZw/I8jNNwJEHXEAlZaMgQ8vX8aPXa72WEahh0vbNjaFozAEMKXCK2hvU7zKKWb1XJnq2F6rxzERLSE0CeyOjSwGr1x8l/nQMNZ2rTZRfjdHTi4L1ympKTceAN6b6ASE1gCMCbLlxXyrX++/RIYippF6ESdNnIsHTSz5NraCDJG+wl8DMIEFeSUGaxcrKAy2aN7s0NR/vXUMAhk0VpApn/K8ZIzkhkRsrJWWYKwd8aRml5YiaupTK57JySk2BTJO2RJ+Xtkzzcx6g0TQeaGtiJOW8LNEuJd6t1M/upFIbNzGweiFPKXrl5gCMl9/NIh6bvRp2EejIAYmcAVMCLN5zOfCTA0w1dHjYXZ80yEEeKckbQTcCpIH6EVJmzd9WPQjSvumlbC9QFsrKqxPfjwQM39Nj9T2wlOPbc0G3Wi2XBy2fwSmDl1x6BgMar9Jk99egiJeMSuAAFIHyVqtl7Xb7OtCigKcGtOWotNySWyLSGBjebu2dFWOW90x5p1DjW4FMUwDmpamlnNL1ePWei+ZcdE3ncU26Wv5rQTb/rgEwJRADyo3hGmBU+q6tJ/NTS7c1iGm6nFSr8EpLLb14YppQKe9BBPXWLicNuq69KIgoHkW/uT4KcKIzFprwzVa+WXfwr8dbVBfOC/mAFGzk+KlVHKr0cgrLK6eWehV4qK/ngQHVKk32YjD4ySkG/TDvAD1m14O4Xj2y+NZlJF0+AoDh394STm4clLyZTYFMLXljIcp7EACG+ay5168sqPHElHj3QEcN0ABFy0PR87l8c/z1Iv+bPHNbgxiz3gRJE9Tcy/2DoCYn8+p9z5rP5ROBv9ryOF2/Hh6z5jEQJSXNIIIVFJ5jL0RteVGdPUCl1M9yQBPeIkutFjiVeGsKjBTMIQ8vby0jGtN6JgxTLiYgUiL4XTOO2ePl1SdaRlLw4v3Hh/PxytD2iNpJlXgOyNTUPafYc8qwlzNgvHwGDchr8mjCl5e2BFh0Tta+RiC6V1Oux2vNwZpMTXXyLQ9iapFubV61wiiX90F5YnJ56hKHx0dJgEZl1Xioeq1vNFEGQbn+ZCHeNE4iyksVA1z1XtuWgF+tMMwphEiZ1YDNSLjpNlOcXaL1KtUpR/3Mn5xCrH0+GoslD25pfuLj9ZkHXvCct1yUAzbqqcqNP+abAUqr1eqSKU2WlLjOeh+/+wXETfo5N18i6teb3SuAKYEL774HXmp+l76jNj48J2bA1I8lHz3bdJJ5AkEFW0kI1JRbUshNnvHyiMqPhEC/gqgmXRR8W3uAVk05njekBIA8K7WmLP3PS066nNOUomU1b6lFxymnVwHGvOkWZs4PaZpuOeZnECPE/d+krVmZ5ixIzj+Xhj1wHliJ5jsI4GJ3d9d2d3e7+ttrYwY7HLDrXdfvCMR4gevant63B2ZqCPz2SzXbfPWa3ouoVvH2Ku8GachyX2id9ZRpvpcDPt59Lw2XoXnzNz9fQ4eBvQH1KvwjiiyYXDml6/3wVztASlusa/LMTcJehQZPEBb6NfVigVYCn56CiIRRE8sSwtlb4mAlZGbpADwol8jLo0Im2gXVbrdtb2/vuvqr8sSzzD9/WDHhGf7NPKJMtsSRnvNWnlBXPIvn8D+qIwALg4dIgHogxBOoOua4bWoUIp7Hs9545X4fGRnpKmdvb892d3dte3s7gY12u23Dw8MhfwxMGMQoqNG+5Xs50p13NdQLmEGd+Fuve/OTyyiBUO6fQYAZlD0oAALyxlyNYZurkwIYD7xEIMYDMCDOV5/z8inx67XFoScmQzml3OQ5L71aeaXrmk8JyJQGtPLaZKLVCCBV/N79UtksANSzwVatl6fy0VSY5PrMy1/TKEBhZctLQ6gDlDLSsoLkd9x4XgFPgJXACa57eXMalO8pR32ZooIPfLfbbWu326n+vGykzzK40eBmr25Rv6JM9ujg44EPb0xxvqgHl89gxCOkR90ZgHU6HRseHr4uCBz3lP9Op2Pb29u2sbFhW1tbtru7a2Zmo6OjNjIych1o0/gWBTGl/wpgcuNJAWnUN553xouX4TIURCsv/FytvPOALN9jHiLgkyOtTwkQqQzDNW8+l55jKrWHByaafrTepTaN7nv3orrpWDz0xAyAWKl71nVp8HsCQn8PijyvRYm/nDWWAzTehMtNAibd6qrKRYWN1knbDkrXE6q5JQu2mNULwVZAq9XqUvZaNvODsrzryIfvQZmxsveWJkCe4FWggDzVE6J1AjHwgsLDNbbkoexZgKKNOYhZAdTe3l4X0OH+1HbgvoqAKzwUIOStdWbQpgAUAhJjx3sDNkCHEssBFbIAIKiPvoiRecay0c7Ojm1sbNjKyoptbm7a7u6uDQ8Pp74YHh7u4lE9MAoGPMDCY4DbiL/1mip87guWDdyXOj4jb07EgzfeVaHz3PbIk3+9bGgoyfociPGASansCLhoXl7fRKDGA134aIwf16fJjqUmoCZXf68tDj0xRJFSr0H4/ZbbBLB4Fo+CiSg/b3DXlpO7z0JbgURpspaoiWDI/ffqq4qDn80BykgoqHCCYofy5uURrYeCAlUCrFgByBRQ8Fhg4OJ5NnCdt9TiGt/HM97SD/7v7u52WUU5hQBeeVsveGdPCbel53Fhb1BknamgZWXN7ebdZ2LeeGlLFT9fR58pIGeQhv+cFyv8nZ2dBFq2trZsc3PTtre3ExBSwMttwbxp/3p19ABMBCA8xegBFLSpF9DL84H7VHnyeOT20/I8UuXsKVLvGY+i2LpIETfNv5e0ORDh5eHxGC27esAmB0y0fC+tlp2rn8oSnT+HIMYhnTje0gCopgFzlnLpmmdheO6zyKWWU7Y3mlTg5fjJ3YegVcCQy0/z9RS22fXnstQEonnty5Y/0qrC3N3dvW4C87IST1IoQ8/T5x3Qpp4QXtrw2onrAlDC/HP7ID/2NDDY8TxeuoSE68wH56nPM28ox1PGeE7LY8UMxa9zGuMJ4AgAUYkBIwMfbVfOk4U1Yljwzd4+BjBYPtrc3Eygd2JiwkZGRpLnamxszEZGRpInhuuk443bQfuGAYwHfBQkeUZLTlkrkMmReuNQZqSEa/4PkjyQbxYDdzVqagBJ7TXO25NPqugjMJIDeEiLfKI0/YCYXBtyfph3Zr29EuSWBzGRYouueZat18DaMTlQcRCTMxpc/VI04HIT1fMQeQJKl2Z4qc6rgwf4lDwBroIAZXjK1PvvWWOehaBWKCtB5l+/kU9kjShfXrwHe+fU88QAx8xchYZ2MfMPZAN/7H3gMvf29q7z9nD53jxi8p5TUp6wDKN9wN/8m5f40A483vb397uWgYaGhlJMi2e5Dg0NXRd8jD4fGxuzoaEhGxkZSWUiDwCbvb0929raSjEwrVbLxsfHbWZmpmt5CGVxv6DNtT29WCSut350rERtBormJv5H8S/8vP7W5VwFAjlwUwuydL71QjxHPP698rw89HcO+OTkugcieI7odb0W6bYc0InASQnEaJt597xrWI49jIkRqkV3TVxYnG/tc01ARhPAkJsUkVdDiS2liHICwXNJe4KJrwHUqKDgCcfPlviJ+PNcpTX5eh4LfLMg42/1rLBi4rgSrSOWbvg60kH5alnMrwcKlE/OQwWaB/DYG+O1kQeukDfXk+cJtzkvm7Gy1HmF62gjtZq5PdnTpCCGn+F+UkGvXif0HddFreXR0dEEWBR4o4zd3V3b3NxMy0ftdttmZ2dteno67fTa2dnJAhP895Qop8UHYBO/kcYDfcwzvtnw4PaNDAKPNA0HN+u4jvLMgZcSkImoBHDU8+mNy5x8zQGS3P0aT4yCF/7tfTwwmjPqcmXnfoNy46M0ZproSbPbAMR4rvpBkeeNMfPdjXyfr+cACKf1fvN/VWr4jgQU8+8N2txzOSvae9Z7PkLrOvGYVPDmeED+npeBCUKZPSTq1cA3K1vky2BNFTjnNTw83BWUqrwhJkIBFns7ON5El17gpVAvi7YdvA1QmtwOqoBVIfJcUi+MJ0A5IJW/vWUjrqsnPOEFQb4cN+LNHQ9k6ZJGJLx1zDC44bNcuE3wDINCHZ97e3u2ublpW1tbtrOzk7w+k5OTNjo6ant7e7axsWHb29vXeVOUT/7mejI48MYOt3kEZFTeKBjFb21TBfA8ljXfJhRZ8zlFmgM23m9NU6t8vbFaus/ywss7ql+Oats2x5+nByLwpPx7ILOmPyJqorNveRADgjCKrJjI4uRJWduwfHYG51Pizyw/KbzfXC+Uw8pVJ60KJW89lMvQ9lILygMgOX75Gr9MT/NQAankKSmthy7Z8G8PqHA+njXEiooVHdoR4ACWKtoYu2oAYjg/1HF3d7druWBnZ+e6OnvXAERgwQMIbWxspDx3dna6lkBGR0dteHjYdnZ2kpJstVqJP15+0f+oO59Jw1YeE+oPBQogwvc9paKxPngW/KHtt7e3u8a4xsCw0kXgtC6hRQpLlwzw/Pb2dle6TqeT+l09TvAcgX94YtbX17t2IrXbbRsdHU1tpQAkpwC4rur9w/0I/Kv3hikycJgfBews93LyVvkH6Xjgvsh5ZkvK0sszAnP6DMsDndM5PnL/c+lyOkrlMMvwps9z3aKP58Hmvtc6RXJcyeONeffS5OiWBzFsPaubG6QCiwd1tN4bCWDOkyk3Yfi6otsIDXsWqye4PAHGA9QjLSfiFWm9NoomLOrFfcKgC894a6Je+7Pi0Hy8cs3qAKVa8FDeAB4jIyNdnoZ2u52usZDb29vrCtLU/kV6AA6kwX8Gc7z7ievaarUSIIHiHB0dtd3dXdvZ2UkAB/UeHx9PcRo7Oztdggl5Iz1iRqAYc8slGvOE+nseIi6LAbe6x3GdQQJ4Z5CgY4IVuY4fbsMovsEbE5yeDRsGdkqcFwAlH2zH+WHcR3JG5zc+nI/ey33Qr8wrA3Ouu7aftiv6DnlwX0bP6VxVeaMymnlpQp6SLIGYUj6eoao8l6gEcmoAUqSfNK2CCs9zmluO0uc434jXyIPm8crjpgR8lW55EON1BH9z4yk4UGARDSQlz+L30pYmD1C2h8JRTrTuX8q/6UBhioAL/47AizdpSuV4AszjX70r+tF4Bs4HefF6PfIBcBkdHU0egeHh4euCOKFceSyZWVo2YKXN4IgVAK4xgIk8Shrjwu0xMjJiIyMjNjo6ajs7O0nZAYAx4T7aA2kZ+HA7ATzklvv4Ws4y1HHtKVhuL9TXK8MjLUPbFPf58DoWwugXBV/MC4M1L/4GzyE9By8y8NI2VEXLabifvP/8rddyBxN6Mk+XAXU+mV1bSqqZswpW+H6/pHPPy1/bmL/5Wc1HAacH9Grlag7AeHPDk6sMeHMghK9Hv3PXuI45XRrVp+a6XjsEMQF5Fg1/m+UHcWmAKggyu14pRssYSjmBrSBLrU7mv2YQ6YSPJrTe59iMnIUEnjUdC0RWdhC0bO16cQHetl9PCbAS5LK0r3iC6tIRPC34z8DEU0CcX+T54f7xFBHaCAoSy0lYatClIs53a2vruvbnk2DRru1223Z2dtIylPKhY0gVqSp8Jo5x4XT6H8SeF60Pz1X0D5aXNN5Dy2J+kZ/ZteUq7mNeyuLlTvSJLqG0Wte8WZyOxy/vfEIfdDqdruU7XrrLKXMGJVof7RtOx3xFSlznvc4NeBhzlFNw3r1I9nIa9JGXl5e3PptrT66rJz88QJST55qfznGtdyR/vDp5c6cGxPB4LwEW7zlvaTHXx963tnmJDkGMQ7mB6P0H5UCEl67UaYzYo/JyeSmp9dokL7WSNN+ofFUCnJ6Vrweg1HpTRc/8KuiBoOc0fJ6KLrmAD89F77URu/SxNMQeFnyrFc/WOtJz7AVILXVWuthFgjriN5aEtre3EzBBXAaUEpZ4WDCptQ1PksZujI2N2fDwcFf5qB/XAW2rwbfo5wjcsNDj3TFoZx4z0ZJMq3U1/qXVuuoF4gBS5ZPLR59xTI/HlyoCzxJGvbELqdO55knZ29uz9fV1Gxsb6+pbbnseU2g33INnD3l6O9y8uajGCsYXB4DrhwGiB2CQn7YR/nvKl5/TuaR54J5XL89Y4byUN+U3R8p7JC/Nyh4hr624vxjAIL3Hb9ReUb2bfjTfqE88kBK1jUe1ACZq98j4q6XbBsSY1cWl1AKHUrpe70eTNAJdUZ2igVrDg+apkxL56TX1DPHEich7HnkwkFFL0ZtwucHPE5mFJ2JVkAZKBMGvegCc9g+e5eDVkZGRLlCGWBeOW2ArmYU6Kx/sYsG2XHhicGgdlH6n00melGjNWpUi+hB1xGFrOzs7KV/Oa39/P8VysPKO4jH4P5freV7Q9+zVU+WJLcnY1YO6aqwMA0UOnEb53J86npAfrjEfDKC5TNxHoC7PNwZrvFzFSmNkZMQmJiZscnKyC4SAXwYkukUfeXleHA/E8DWuf+QpzCk9XerWvlcvK88Zzl/L1qUoXVIEeSAhJ5c975OXRp+v8eJ4ddN0+PbaU/uzSVq+zh7WpkCH8wZ51/V3L+S1cwkA5ei2AjFMEeKPKFLYuUnTtJMjJZwDMB7gUCoBCS9vXe/1JqyCKxWgHtDhPCO+2FpkhQNhrdtZdSLz0gZf4+dwH9YxlA14QkwJ8xit9XMdWGHhWSg4VU78LO9K8U6mZeUDbwSDIV7SYCHH/CP2hfuYlzh0SWV0dDSlhydke3s7gQWUy+2hbYWyGLCgraHs2LvjCU7ue/xW4Ilv1IvHDS/78XNcDo8Ps2txTNx+3Db4r0tzqAfvRENeyH94eNjGxsZsbGzMJiYmbGpqyiYnJ9PbrHmLNXvGGASh70syQ2WE9r+m57bxlol1bqvnVcGL5oE0Hul1L10k5yIgo6Ba2yb3HdVfvXX4eOlL4KoESnIASOdKaTmplB8o55nxQEzpm5/VdvHSlzxhSrc8iOGBGQ2kHHjx8moCZiLSDis9r2DBE1LeAC3l5Vk9SiXFzTxw+gi1qyWs9WE+2MpX/j3vEL4jq4SXjABWWLngOVY8uTbpdDpdyxisXDyQxoCQQQveocOn0vLOHnhNWCBjB5PZtaUSrufo6GhXm2EHE7czgym0xcjIiI2Pjyfed3d3bWNjw9bX11Pd4PnhsaGKcGRkJMXsaJ9wEDQTzwsFMUjLdWXljv+aN79ZGm3ogSovL4wLPIvxoG+ZHh8fTx4stCErNq4LAM74+LhNTEzYxMSEjY+PJ4ConihPqPN407nn3dM8orleoho5Fxl8TfJg8uRPbfmejNH/ClpU/oDYo+iNU50PnNbrwxzA8YCDynf+Xet90fxKAEb5qQE1mt6rF397OrC2r81uAxBjdj0A8AamWd3k8tB2iXKIlPmKBntp8nG+3sDMWTRRGm9yqYWrAxh5csAkJliurOia1k0FTBMPE+fBio4VU2Sp5CwDBi0cz8BeAd2mzJY0gMTa2pqtra0lK5yXLPg5lMOk57mwgMUzfI4ML1HguHzstgL4mJyctPHxcRsaunq+ydraWtqabXY1Lmdzc7MrjoU9LwAaCGLlcQBFraAHSkDnKPLe39/v2lnFVrbmg35jTxDzxwpEvS4KZBjkov3xm5/XsTk8PJw8WGgTbn+0xdjYWPJ6Md+6BKRAn2OUMM7Yo1daTkJe/F2jWBVkeUpU+6MJRaBH2xfj2+MzkpGeMcR5R3KIx6R6YvAc119lJZ7j+kTeI77n1Y1/R2M/Ai9eOpDXr6X+9PKO0mo9ckDnEMRkKGogTxk3IUX/PDg9y8B7tqQsczyb+cFhXh5qleSEjE4mtSxZYUQTCrzVuItBahEgf41LYYWuwhT5sHLylptQT46lUIrAqwooFXAa58Btj3sI3EXci5al1p7XPpwfl8N9Dh7g7UE+HNiL9h0dHbXZ2dkEYljZgufV1VUbHR21ra2tLgXKnhONU9E25/7meiAPzz3vtY0HclVhcd+wEmTvmJahYAbXPK/T9vZ211jj5SfOkwGJt2ylnpToo8AkAiweGMopd24vVcbIh9tS+8LLV2Vj9ExOPjIxD0yeHI2AC/Lxyot40Wc8Ty+3HdIw4PY8D2hXXe6spSaAx5PN0f0IpHjAQ//XpBkE3RYgptQBuWd0ApW2GIJ0wOpEikBNDrlGaVjgsoBXga6KraaMHCDSQe4pW48XzSPiBXmqleMBFJ002iaaBu3AilfjHcyuf8EeCycsI6lHSMEDLy9x3bhteHeQehA4X5AetsUgSvlgy73T6STPEPLBDijdGaNLJIjh2Nvbs+3tbRsbG7P19fWu9wHh9QkoH+2IduL21PGi40EBjAc4tD3V48Lt0Gp1H1LGXhav7zRv7kNW7Lu7u6mtGGjz7iv85+BfLGGhf+Aty81R5pO/9V4O9ORADM9r/GblGpXFaaLnvPnu/S/VvQlF7WPmxwRFba/yDrx6Bgd/R2PLq7caVirzvI9ZeQt0LYCpedbjnevQ67V+6LYAMaXJwwMrN+j1+VLa3GQs5VnT+TqoVGBEAh3fETBqOshKz3oTOxKaCgpYQJYmNLv4I3CoihzWM2IeWq1WOtQOz+Gj690sAFhws+XLIMmLA2EwBTChQAkCjsvwhC7zzMsJ4IW9QmgPBlC7u7uJBzPrWuYYGxtLeeEU4PX1dVtfX7fV1dX0G+/+0eP50Yd6xo1uQVdwB9LgXYAhrrN6oTRfDrzFMyrEeax5u9EYUHNZAESe5wi8IIialxxRJtpe+80jb/xoX3t9rkBG5yHzq3OLwSfGJ7cBz1+9pgA1Z7z0Szn5WQJvUV65awpktF1xXwGQ5uFdqwEwuTxqKJefJ9eb1OFGUfMznCvomWeesX/0j/6RHTt2zCYnJ+0Vr3iFPfroo+l+p9Ox97///XbmzBmbmJiwN7zhDfbVr361K4+trS175zvfacePH7epqSn7gR/4AXv66ad74ifqoNzAivJp8kyTvCMLIELB+u25VjlGwksfIW/c590qsILVci3VQ4WpClLveZSvgoF5UJ74aH/mEwIcgbNQuisrK7a4uGiLi4t25coVW1xctIWFBVtaWrLV1dW0RKLKBfyDuN0VjPCR//ggD64PAyHwy4ACh9EpP0iHvuM2AV8cI4H/rVYr7Y7R2B2UZ2Y2OTlp09PTNjs7a0eOHLHjx4/bHXfcYadPn7ZTp07ZmTNn7M4777QzZ87YyZMn7ejRozY3N2fT09M2NTXVBQZ5zClfTAowGDBqjIE3tlh56PIhymdAzEs+ufmnS6hcvgeMUEceL8PDwzY+Pp52viE4eHd317a2ttKWegUyOWOI52LktdNrCoC5HdkTpJ4b5UvTep6eCHAPghi0ap2ZD4+nnJdawZh+cvWsyUd5ZYpkck5Ol/SM9xyejcqOyo3SRte8/AdNA/fELCws2Hd/93fb3/7bf9v+5//8n3by5En7xje+YfPz8ynNhz70Ifvwhz9sn/jEJ+zFL36x/cIv/IJ97/d+rz322GM2MzNjZmYPPvig/e7v/q595jOfsWPHjtm73/1ue8tb3mKPPvpo9ZKORyUF3DSv3DM8wHV9GdfN/KO5NY/IcsL1XHwJSBVujv/cQIz+e3xH8RDexFLFxbwhXRT3w0rc7PotyxxUyYG2ID7Yjt8PpAoT5aAvGXxw3VWZ8n+uC2+hBd+tVisBCaRTy1fHkraRtjcCclHW+Pi4dTrXzpdBOoAZM7OpqSmbnp5O+UHh47wYKN6ZmZn0WVxctJWVFRsZGbHV1dWug/nAj7aXVyedEwg6brfb6bUH8GbwN9Jz33Dd0L/sOVE3Prc7x7iAL64D9wm++T6X326305bqvb09m56eTjFDe3t7XTFROW8M9zNb+R7QUtJx7ckNlkuav3pkeHdbq3VtuU7TqHfV41Fln3dPn43kmZe31tcDVbjmydocQQbn6hSBuAgEeMvlCl56+dQ+r7zhe5BAdBA0cBDzwQ9+0O6++2779V//9XTtBS94Qfrd6XTsox/9qP3cz/2c/dAP/ZCZmX3yk5+0U6dO2ac//Wl7+9vfbktLS/Zrv/Zr9hu/8Rv2pje9yczMPvWpT9ndd99tv//7v2/f933fV82Pp/T4f27i5BR26VlOo4KQeeN8o/xLgCPihf+jLPbOlPjWdB5/mh/z6QlitVpZ+OIe9w1b0VHdkAcfbgahAit3e3s7eTRY8II3LPXAQ+GVAyEEXjj2A+3AyxzqCeO2YGGBWAmNoUCdOB890ZfbCYfgIa16jrCFemxszGZnZ63T6djq6mpawup0OmmJp9O5ejrt5ORk1zIYABDSjY+P2/j4uE1NTdns7KxNTk7awsJC8jisrKyksYAAYgWpPD/QHqwUcE3BIfcNQCsIoIfHzd7enk1OTl7ntePxqKCG+4HjWby5pQqb5z4A4NTUVBqHU1NTaYkNcUYcr1SiSPko2FCKQKTmzWCGlZ93xhEDex6vNTKSy+TvUrpBkGes4NtrJx67mDO6jMtjiGURyyZeHtY24rnAv1E+X0f6CIB4z0fP1AAY75v5VhpkX0U0cBDzO7/zO/Z93/d99vf//t+3z33uc3bnnXfaO97xDvtn/+yfmZnZ448/bufOnbM3v/nN6ZmxsTF7/etfb5///Oft7W9/uz366KO2s7PTlebMmTP2wAMP2Oc//3kXxMAqBC0vL5tZvLbHlJts+mw08CKK0rIC9fhr0vk68XQQm10fUR+BGQULmg/zrUolVzfliSeYWrlaF74Oq9vMupQ/n/Fidi1gFQeI8fJQ1H4AAuzSV+XJvHU63WfEcB3396+964h36LD3g0GRxkvwSxu5TAhB5oktd5wWjD7mJayJiYnr2phjZHCPlz9wcjEDKOSN7c7qwQK40bNUGFhGwtIbE0ND105B7nQ61ylRbgPuJ946jzrxcij6QpcnFWQxkNFx2mq10o4t3PMCehnMwCuG9kOdeHkGPEeGiycfSt4GTzFH3gE2KBSc8EGLHmhSz6F6oT3AxGVG3pTStZJS5XbN5cfkedBL/HB5PA5YduF+E6+G52HN6Q7VfZwuB168euXqyX3mURMg2wsNHMR885vftF/5lV+xd73rXfav//W/tj/+4z+2f/Ev/oWNjY3Zj/3Yj9m5c+fMzOzUqVNdz506dcqeeOIJMzM7d+6cjY6O2pEjR65Lg+eVHn74YfvABz5w3fVBdk7Oveh5EaK0pYHvlcfXo0nLylXT8ac0KUuDTpVoTuiYXX86b8kaYGXFLyxkvtg6Zg8MvAkcU4Llh2iioSwoagho7xkFANxeDAQQuArlzmXhOvIbGRlJQbQ4II7LZaGroEZBqrfsxCcdcyzG1tZWCsQdHR1N7wXSZTj0H59vgiUltD/vYJqcnOzyXOBt2tiqvbq6ep0XiUE1AwaAOrwWAd4mtDH3O4AMe5VarVaXl0sBEvoe+TAAYa8RgBrH06AsgF8G02grBjXcbwwwOdaJ+5HTRrElOucZyHjPR3koKZhgBcxjX+dRJL84rSfLvHv9UCTnI9kdfXN/eGWwocVjmecljxUOqud8VEfxOFZwqgHquXrrtRKA8YyLHJXSDKo/czRwELO/v2+vfvWr7aGHHjIzs1e+8pX21a9+1X7lV37FfuzHfiyl8wZvTYNEad73vvfZu971rvR/eXnZ7r777uuEvZcnf+eu1XaYlxfnkRMeUX65gZ+boLjOk0GtERAmjT6nZXqWnZeOlTp49CwRBlTMl76LhhUcB0ciLw2EZfc8KzEoD4AFKKudnZ10Wi22ELda3cGfzD9b7lC24BfgAM/s7+8nRY72arfbCTiMjo4mAMDnrnDfswBUYMdeArQjAMT09LS1Wq0U34I8RkZGbGpqKm0P5vGxvb1tV65cMTNLy2vsqYI3ZXd311ZWVuzKlSu2srJim5ubXWAH6YaHh7vAG+6zh8VTdAA7W1tb6Vnwir7nOB60BfcNgCR2WiFfBsg8VtE3+M1jBScZQ9Gwd214eNimp6e7QDGAFMre2dlJYwN9g/QANhwXo6CH47o4WBxtoIfdsXfHm6s50jnMc5nbmMGh/tffkfLkMmvloyf3vGseKKmlSFYiPy5Px6/e42/98HPqbWWj02ufXDt4vCiV9FoEajzwlSPPk6QE/prEvQ4cxNxxxx32nd/5nV3XXvKSl9h/+2//zczMTp8+bWZXvS133HFHSnPhwoXknTl9+rRtb2/bwsJClzfmwoUL9rrXvc4tV2MZQGpx8CDQdGaxa6zJxPf+lyasPuul9yiaDJ6Q0MHICg/fEQCLBnJUNlugnuKNLBu1AL00LByRH2JfODhS41/YI8Iucm93CtKPjY11vX2YvQB4lpc7oNw2NjYSQBsdHU1KE20FzwXfh8Lf2tpKCpB3IymxckC+WMJikIR6TExMmJmlfIeGrsa3gO+tra3UN4uLi/aNb3zDzp8/36X8GSTCq7KwsGAXL160lZWVBNbGx8cTaNva2rL9/X1bWVmxsbGxpNh12zRAkRI8PWbXtsRrADbaAvXG2EA6tAF4h+IHsTeGxwBvyeeD6Rg8tlot29zctNHR0QRceas8by3f3NxM43R4eNg2Nja6XmjJyoaVGD4KXPg+3+Px7M1RnVM65xjAKIhRAOP9V2Cjnthobis/EUVyVimXj6fo+/UcIB9dPlP9wn1r1q3g0a/cdshPwZAHwvXDaTxAlNN9KvdVp5SWuPRebftFKwUeDRzEfPd3f7c99thjXde+9rWv2b333mtmZvfdd5+dPn3aHnnkEXvlK19pZlcF0+c+9zn74Ac/aGZmr3rVq2xkZMQeeeQRe+tb32pmZmfPnrWvfOUr9qEPfagRP6wYvcFj5m81A3lKPeoQVdZefnotGjQe6WBDWhbIPCl02Qa/vW3Suk7OgpAnhLaH501BfrBGOV7FAzucLxQEW+cq3FFfXira3d21zc1N29jYSIqQg1/Nut+h43lWzCzFcoBYsbF7l+uHa1tbWyk/eFPAo5ml/5ubm6k9xsbGbHh4OMWrjI2N2ebmZvre3NxMyy/c1ti+DLC4vb2d7gGU6E4cvGIA36gTbwMHSDl37pwtLy+n9y/xvYmJieQJWVtbs/X1dVtbW0uKGx4sM7P19fUuAOK96RltNjw83NU2uIfTcPf395Py5zEIkMfbxXns83jkvsObsQFgdnd3E+88x1gJIzgY7QAv3dbWVloK5KU4XNva2upacuh0rr5Uc2VlJeXP77bi+YEPxhsDP543HKvCded5g9+RsaKky5MqSzXv3FIHeNJ7Cmpyz3M+WkfvGa2rGm78bC2QYX6j74gH1T0KJDgPfkbHM8ulnPEX6Z4IlHj39FrUBl5+XA/mUb81bROP2cBBzL/8l//SXve619lDDz1kb33rW+2P//iP7eMf/7h9/OMfN7OrFXnwwQftoYcesvvvv9/uv/9+e+ihh2xyctJ+5Ed+xMzM5ubm7G1ve5u9+93vtmPHjtnRo0ftPe95j73sZS9Lu5VqKepQz02Ymzg1SJIngXZY1LHe8yiP/0dCR5Grh8yVPKveA1MKYHDdA096D//Nrr11mScdT0wGFmpBQMnz5NE4GCj7jY2NtJwBhcPlII4D9VfghjS8WweKl/lkixNLEhzHMzo6alNTU0nZs/JGmagDntnf3+8CNEeOHLFOp5POtFleXk6KnL0Cu7u7KZ4FHiE+j2R8fNwmJydtamrKjh49mrb3tlotm5iYSF6jK1eu2F/+5V/a008/bfv7+7a2tmbLy8tpCQqem42NjeQ9wH8+3wRty++BMruq3LDTCYqddz3t71/b/gxiIIvP1NRUav/h4eHrPDc859Au+A+vFnus2EsCEAUeeZkKY317e9suX75sZmbHjx9PZw9hqznGO8c0bG5uJg8VysQHebbb7a5YKJ5LPI/ZAwO+kQ/H1IDYa6QyT5Urz1megxxTxSDe263VFLzwtweWtF9zFMnUCEBE6TSt5qsGMM9r1APXGJBHgAIAlL/ZQFEgDdmj19QTw4Zl5KUBD/xdalOvbriu9Yz6rQRWcrvrlAYOYl7zmtfYb//2b9v73vc++/mf/3m777777KMf/aj96I/+aErz3ve+1zY2Nuwd73iHLSws2Gtf+1r77Gc/m4SAmdlHPvIRGx4etre+9a22sbFhb3zjG+0Tn/hET2fEeMDA8x7kno06M0KSiqxLnesBkyg/r15mMTr2SAGWghbkx4MV+fIkxc4btnAi4aR8swLn56GI+aWEUPq8BNFqtZICXVlZsfX19S5rFt/sWeHlJbbeWUkgfoIVLJSBtwsDCpKvQRnD4uelp4mJiQQ64MHhpQEzSwfRtVotm5yctLm5uSSYAAoBIiYnJ1NMDeJqsJUYZU1MTNjk5KSNjY11gZixsTHb2NiwZ555xi5fvmxPPvlkAnuox+TkZNf4W15eTmASQbsAA2grtMf4+HjydKDOaGvUgXdraewSeAXfaFcOhOWYJfQl7/YCkIRXqNVqpXdVYRyw15CDnDc3N9O4gEcFZe7s7CRgMjk52QUqzCy9AHJvby/tnOS3lbdarRSvhPbBsqJ3Xgz3AcfIoK04FobneEQsvyJ5wfe9sc/fHKyNsay791jx8vIr8mTyjAzlnyn3vJeHAhzmW9Pk5D/zweOXlT3nw9cjUKFghP97AEaBC397+UZtqO2TA5ZNvCWeflD+mG5qTIyZ2Vve8hZ7y1veEt5vtVr2/ve/397//veHacbHx+1jH/uYfexjHxsITznlzp0TuRRZyWke6kGJyub0ufteGm/wsAL2Bqj3bK5uqly8tEw6UdSK1IHI91kwK88Y6BpEy8tSXFccgc9LSREhb/bo8D21iMB3tFyBe1A6qBsseW4ndQtDYPIyB56FYkZMy+TkpE1MTKS4GqTBkg9vawZggWJstVo2Pj6ePD0cS4I8V1dXE1jh4GPUDbEeaDt4NJCfCnJ4O9iLg/gbtDu8B7x1m98UjbLQXgxguD15h1Sr1Upn2EDBYqkRS14AIPDGmFl62zSCbVHW5uZmF3jd3NxMb/PudDrpzB0s0QFwgc+hoaHkHQToQFnqleNxgbghHTMYmwwoGAB7SjeSC1we/8+Rp+w9IIPrugzKRoEaXyx7uX20/MgoqgEtet2rj8pabk9Pluuc5rS67MMyj8uOAJUaUR6YZF4ggxQsebx7beh9K8CKSJfqPCeBx4uXZ42DAXRbvDsJ5ClazxVW01F4xvvtUQ6U8P+csAHpTpQIwCgwi/LzeFVg5gEfzoPbzuPDsyTVGgFI4cPItDzP+mHrk+vN9eSy1AWrrmAtk8EGexvghYLS99rD7NppuVwOBBGfzMtCHelZoeuyEYKO0Vbw3kxOTqYTeXmLMnuxeAs6vBI4awlK1+zqshAOC+x0OukFkNwOeiovC154x7htAE4ADvg/W34K7LQPGewCVGgfqGJHTBK+kR7AiHdADQ0NdS07AQSOj4+ntGNjYzY1NWVTU1NdO690aRT1Zg8b8mMFCn49Qr2hOHWe6VhmikCOV5YnL/S+AgF+TstgxYp6KJDReup3E6ClfHl8cj0YvGj7Y/x5pOCL82bggW/mQ5U5AzyuswdsIjmD53SueYDEG5vMTwRcPP2nPCio8yi6Dmri5bmtQEyOSo1qVgcw9FokJHL5eOAoAiLegFYwVgtg1AKq5dOz/DhPFg48edjrwbtI4IVgRaXgg/M3uxZnYNZtqXc6neQ1QFnwFHj5MX9Iz0JYLTMFxVDILLjAF1vXqBfv1OF0rLQBkuAVAAhhAAUFioPXuHx8q/vZ7OpW8JWVFbt8+bItLS0lgNLpXPOyMCFYtdVqpUMEQYgRUrAGwIN4E8T0gDcG5TjVFwAHz3LboizPqvNiQhjsYHzzNnAFeACK7A0DWBkbG0vbonGi8ezsrE1NTdnk5KTt7++nNgHwRH+hTbH7DN4x1FWXg1A3trxV8XqkYDJShpzWyyMn72qBhKdA0TbRcgrue8ZFbblI6wGZqO5e2+Q8MepxYNnL/Cvo5N/cn5HS99ooAiQqv6L/nIfXvvqd8+Z4+qVGn4K8tDc1Jua5TLUN26QDaqk0+XIAxRsUOSBSS55lgrw9N6SCJBZ0CgQ8Sy2aaFAiWDphMMMKmGl//2pA5OrqalLuHrFFw2v0yEN5gbeDgRTuq+fI7NpbsSGUYblBSUNpdzqddDYIgJGnKHCdg0HBG5SdAk32RDDh+v7+fvLaoEy8lXp1ddXOnj1rTz75pF2+fDm1ER/0xuVzn0LpMiGdLuuBZz4NGbygLLQVlmHYO4FgYgaj6AvkhWdwaCAH6OLayMhIikdB/ugT9CHifBBLhTGB3UhYqjOzBGr4FQJoB/bGAJDBo4NncQ/jhg9m5CUoTsMADO3D/Yb+4b5SYyKnJNgT6M07j7x5xZ4Dz4vAY0MBDMZcU4q8qmZ+jIfHh8qvJsBJZSkbFOxlYc8tGzbcVtHHa9smPObaJsozt0RUagsmHVPeeGra77cFiImQYYTIc6ChCcpUQVIz0DzUrZ0eCZbIQ6C81PDNSlsnv5afA1RqxTBg8DwwHA+iipPrubu7a6urq7a0tJQCJZU8gKDCG3VEubqMhbqz94atSIAKDh5mcKS8o97allwGK1hOizgOBiPYzcTCF8oQPEGZcltCuS8vL9szzzxjTz75pF28eLELvJh17yzj/FFvbnfUl++jbVmBot14TIAAcphvjivBdW47lMevPcBYwkF+ZpaCe/f399Ohddz/vOyHYGm0Me8o4sDv8fHxtD0eHwaOqCPGLMYKgC6DFPaCgQ8ADm4/9izqkhfPU4214g/SqLLmsQdQqDIpB1L4f44848db0sg9izpw+RqX4RlgJb48vaDAg8lT8J4MQN469hXQ8HOqd1QWq15Ruc/UFOx4eXmezhxhfvFzpaWiJktJZrcBiMl1miJP77kmyp/J80RouTV5KP81a+EspHQS6W/PGol40WUKrpsH8rQM9mKwUtAdR7qOq2WB2PXOHg8P5HEZmhfzAWudhYnufmFQAF69rcHgn70GvESjAilqPx6jDGLZU8GgAbEuqnxV2ezs7Njq6qotLi4mMNjpdLq8SF5bshDWccEWp9fmKtS0n7H7B+OFz5zRd1EBzDBPADFQFvDCAKjg9QUAN8iTvTEAORxkDH4AdnBwIB+w6XnX8F+XEwBmcV/bgZcxFIhwG/N/Hhd6X/tGAYyOQVBJ6THoZnmqsgJlo67wSnlGCtrII092cl1UAUaGqt4vkZePtpeCGe5bBipDQ91n/nD/M3BE3jpvMbZ555dXtmfwNtFn2tZNABDSo/wm3hWeczV0y4MYUA2qb/os39PBrcooEhhKnlDzBhIHlfHEjfLVSVFTN488qyOyHkBsYakg52BeWLnegFfhBAuWtzarhR7VXT0gvFUYcQoMqDg/VkYQEgxydOcAgARvBzbr9vDgP9qAd+yoRQePA55jjxUvN+zs7KTgXnhmmPfd3V1bX1+3hYUFu3Tpki0sLKTtxF67s9WHPtJlDfQfC214RwCa1EPErwvodDopSBjX0IbgQd8cDoXIQGZ/f79rKzTyQf92Op0EUjY2NtKOJX6NBeqBZ1kh8FIn6g+lgnOD+Kwh5AEApTEUCihYYXq/dVwzaOY8vI/e43wi0vnNZaghqF4c/c1zkZdiVX5EywwewEcbKG/Rtwd6tJ0YMEZ5cd29dtRlOW+LurarthO3PxMDeG4bNhK43T3jTflXAF6iXJyMx3s03noBz0y3BYhhINC0o5g8gFCLbLXMnIdBBYw3OYDkS+V496JJqJRDz1y+eoe8NmGFAOUNge8dmoUJrpYF8t7e3raNjQ1bX1/vUmz8O5oU4AVKF0sCiHuYmJi4blkJzzFYYsDp9S/ADfONekHIcBurAG21Wsm7xLE0Zt3eI1byWJLY3t5Oh6ix8gXt7199tcD58+ft/PnzdvnyZdva2kqvGPDaUsEfjyMs3aAt8N4qLlPnIcAHgpsBtrQNAVBYCeh/7XM8w/mbWYp1wWsRwA+DatRTY43Q77zsxB6w/f395MUDjwrg0acg3s7OFClXzofnBvhixcnjKQeIIuXSi1zgPHPLTshfl2hqFGq/8tsz/DwQw/f0ef72ymEgxnIW40UBh4JABXTaRsw//2cAo3LezA9H4Hy8euSoRt+U0vban6DbAsTkLJ3a55tcV4Ws1goPKk6X48fjP8eHp1iZl9xzjOBr1ifVlax5M2hA/lASADIqvFgZ4Tr/hrdha2urS5GYXe/5YeULYALgBOCCnScTExNpqYEtabYYkbd6Qxh4MUjCKwgU7DHPqnQQP8FtCc8TgysoTvVYqOCDMmePxaVLl+z8+fN28eJFW1xctE6n0+VN4bpyf+g5Ldyu6g2Cl4tBEfMPoIGzU+Bp4nYED6qk2bPlKUJdeuHD4cA7wCqfAq0gBvnwspLyp5Y9e4GYNw5qVkta+4zzU7ClgE3HJ55RxV0DXlCO9n0tqfLTMiNZqL97pSbAIwIvXj65PLg+7GHh/x5o0bJZZul1tIsuuzFo4d/MJ657uifSA1xXrz8UEDUBQd744DZs0v+3BYhp0pBKnmLmhq4FQhGwKVEEvpSvqI46KEqAiSeyB2CaDDKkYdACBYXYAm/NtmZtHECGd30o36x0GJihDriOZQRspcV/bxnJC55kQj25jbCUwW0G5cgfs2uKlte82XJnrwL44Tpw+exd0Gs7Ozu2trZmi4uLtry83PUiQhCXy22BpRLuCxa4ELq8PIM8uJ64xuM3p8h4+YHLZkDBdUUeulzB19lTBSXPJwijDPCq8UzslYFQZxCGe1w26qxbp7kteUywQmIjQ5cIFMRo3tH/iLS9SnOelVrOaMuV5ZXjKcooTx6L+K/f6pmKDCXtgxqDjseayl0GGrjHuw1RJwUiCkgGTcqvp6tqyJu3OT0TXatta9BtAWLMrh/0vUxk71qpgzWtTm6lCJUqgPKeiyyqHMDh71x9dECzgEYeLMQYSCB/tni9A+08BRX1EzwC/JoBFiDqRWHlya5W1EktchVyUHhID175A68IwBmAivYD88DAyFsuUe8Lx4ygjfD2ZOxSgvcDhGUnPll4e3vblpaW7MqVK7a0tGQbGxvpPUnsaVAFyjFIHBuDb11iQbwJPCxQ+gBCOMWXxwj3G4MFT9gyGOG4KrTryMhI2v7MfY4XMoJ3BqY4xwV9ijRqpWNZyuzayb4Ylxzrw23KfYGxpQI7UiKcF8ePoa34beve8/idA4oRRelV7mg69dKygq4tW+uj12pleUlxqn7wlGpUFtfXM8wYnCr41HIUwJTqoHx4gN37LlGNXiiBDW4Lb8kryqMJaLttQIyZDyhAtRaDkpc+slo80KC8Rc96wiOXDw8enTTRwGOl4ZUJ8rwj6rrXfGDx8pZqPclWLdZIQPKSBb/0jvPUycyeD64HFP7Y2FgK6sUBZJzOs6wBPBD7sb29nZan8Axe0AgvAo8xBWEAGeAfvOHt2PDOcFugbqOjozY9PW1m1vWuo729q+/tGR4eTlu02+12eoMyztnBMgsvoeB57gsofq4P737iYF/wCs8GPhrDo33IAIR54P7Es+gTPtsH42Bo6NoLRLETCe2Ldzrt7u7a1tZWl5LFm7QxPgC4uI5Iq0CLXwjKbcht1+lcC3LWJR7UTb0Fap2yUkSd9Dk9QM/zLqBduX0VsEVLS7rcp+lxXXeO8Tznsrh8ft4zBJpQ5HVRAKP30IZePtpn3A7ML3tftL76HL69YwtydYv+c3+hH7gvS9RLW4M8HaGebZTh8dSk7NsKxJj5yzMsGJnYgvDS5sCGN7lzoKMp/57w87wlPEg4vQoyBTAlYqUEwazAqlR3jx9MNAYB+/v7XVYn6sRKnsvWdPjNyhYeE14+Yiue2wNC1xPuyE+XEmBxsfDy2hcKBl4L3iG0vb19HaCCgkYd8AJC3DOzrrclM6jAjqTR0VFbXl62s2fP2sLCQgIw2IqsJx7zmEOd8BtnnrCngwEAvzkcL6Xc2NhIih0HxzG4YM8Xzo0ZHx/vsuC4zQFAuX/Rzrxle3193dbW1mxvb88uXryYwA0rfrwQE28iByDEW8nZ08En8yIA2DvvRb1ACHrudOKX0PLrCNgDw8ucbBhwzBWPfd7Ka+YbSTX3PNJ+Z28ECLyyx0sVvlrmkVxTL0cETPTjpeH/DLIU7Hl55QxXzHEGM1zXkqHMMiLniamV15E+4nHifby0Tah2OUhlKq4demIy1BTteWBEOzeadCAPOEWUmyh83UPzfJ8njVo3avngORVGJWKlpR4YbiOOPVDkrZYa+FPgqHnClT85OdklPDg9C0fmC0AAnpfx8fEuL0zURgxwzKzrSHm8qRp15fgKKFf8x64hzzoGWNP+4iWNVquVApEBvvgVADj5mMenHhS3sbFhV65cSaAJp9Jy36LNuGz0I4MFVqwYd6grdkrt7u7a1NRUFw9mlpS5KgyzazEw6KuhoavvYgJf7DkC2ANwAi94OSjqjLohIFyFKMAtPBx4l9Tq6qrt7e2lbdroK+zo4pOeza6+WBMeHQCx0dHR5JXicgE+wY96VnhuoF64pofjee0YKfZBGFU8XsADj1MPdOo3Gwv8rMcTP4P/UR09Wak8R22UAz25NtD243bQZeocz951b6mJ7/F81z4Gb9pP3MZN5T/IAyI16VUfgC9viTVHtxWIKTU2CwevI6OJVYuGS2AHpAO5Ju8IRSOfXL29wZtrK50ACqig2DBANdgS/Gxvb18HMMysS0Gqx4nTTE1NJU8Nv8OH68F5QenBysbWaiw5aD8B8OA/FBS8J8wbgAOAAHbm8DkxOOqf26zT6XSBAl0nZkual0gQ68HpsSyEOmIZa3h4OHlBoPTW19fTtmqAAHhBOHBXl4pGRka6lDLS4TUJOjbYg8CCGGXxWMNSF9qNBR2/kgKgCPnMzc3Z7OysbW5uJu8TPgAre3t7trGx0TW30U7oB7Vu8R/xM2ZXvS/r6+vp2tjYmB07diwdfgdlgDEF4recw4Omy0zechEHeKvA59gbzCc+/VdPAgaQ1WB07ivUQecQE88P9rBgLKOeGn+m3gnwzbFmunTkeTAZ7JRI06iC97wtDAw9YKP5eXKcvcmdzrWdbQw4WK5xmapb+KM8MPjjZVdvyU49XpH3iwFPDaBRz1vULyoXWFehfKSJPJQe3VYgxqwMZCIrpVcLJZenB1AGYSUpgOHB6LkGPfAWWR563ytbg2Tx0eUXWOuqxJkPbzCjDGyJxhuW+W3KXF8uH8odb3rG+TDeUgT44XfdmHWfUcIxJCw4uD64z14WKG1WLGqdgGcFjGtra2npiYXw9PR0avOxsbH0LNpnamoqKRd+VQN7mNgzpryYWQIj/PoD1Ie3haMfNOCWlx4B7MAnCzYoEwBDPlEXfACMTk9P29jYWPJgbG9v287OjnU6V99BhSUtjFkGBfBycfuy12xra6vrpODZ2dkEmLe2tmxtbc3Onj1r8/PzKbAaikqXEwGIwRu3BQddw1tnds1ThbbF0inAGfoWIBZABuBel7dynh2dOzrn1FDiMaL5eL9z8svjR70TfK/GGAV/IPXwqMGAZ1lHqIKNgIwSP+/xxKAll49HPEb5fwQSMEc9PvQaywGvz2uNd5Xbpef02iGIEappkJqJ1it5iDPnhVFrUO/z8zzgIveckk7GCIUzLx7QieqJMvT8DV5S8oSTLteYXXszsrpNlWf1cDAfDCYAYOCJmZycTMtISAPgg/8AWmy1sJUO3jnGAm02MTGRAA7uT0xMdAX0gk8oHxZOHOzLlhR7QlDe1tZWesmkenDa7bZNT08nr9Dm5mb6cF9xG7BChlcBy08AaQBC+EZ8EZQx2p/f1oxr3I8AkfBWof1xejLHSiENlnZ4OQeAhZU4K3b2ZOkWf/bUAYBhjLTbbTt9+rSdPHnSFhYWbGVlpQtgLCwsWKfTsbm5OZucnLT5+fnU1uPj4127utRQQR7oawT9mlkX4GHlh3qx+53jj5CG7wPweta8zn1WcNz2GJcKJlTG1lrxCoJYjvG1CDixTODxpN4Vnj8ejypTOA3IA4DR7wjwRHom11YKJtTrwh+Wk7pk5y3fRXom4kN1kweKdJlKqaasWkBndpuAGHVbMzVdzwPlgIbZ9UHBnuLV/KLrJauGJzlP8MhtXKpvZBVpuSgPeap1q4emqSWoSw9aroIpFkhQMrwjRYW9KijEViD+ZWJiout8FRbc7H3A8xDurda1l/jBu4MlEyhvzzODusOjAyUIQIOzW8ADgALqDY8OrqF/sXQFAIOlDuyagsLDSxRXVlZsaWkpgSNdsuOlP+4vKEf2yuAbfa/tBM8B5wUAgvZWT51eRx3MrnpZ1NMHBb61tZU+8FBg+QdlI692u90V9MvLVQBDPB46natbmOfm5szMEjBZXV1NZa+trdnGxobdc889qW04/omXT3m5EMBlZ2cnAS72VHIfwXsHbxOPNeShu5JKIIYNC/WCNDXqNL0qSjVCFBCxPFbly3nrmGKqVYAM2BgI1dZZDTEFPGqw8ZxV+e15ZkAaaK8GFf+Gh4bBCj/HzzBAZV7YENZ57Rni2n8RNRlLh56YgLwBr+g6QuS4x2lzpArX8zxwWr4WAZTcs1ofve+VreXohIz4jcpj5a+WFHth8Bzf4+e17fCtAAjPcqwHiD0pACrj4+NplwmWk2DBs8cGIIh3RPFvXhLb399PLynk2Beza4Ga7MlA/bG9GsqI3c+8vIIdOlBSWGoAL6Ojoym4FM/rIXVYaoAXZWtrK+0QQlvjNQV45QLKR3ArK0VerlpfX0/1aLfbNjk5mdofApsBC4MReJMY6KG+6GfuDwC5oaGhLjAKzxKCcLEDCW2BduSzczCGVGECEKJNzCwFFQPEDA0NJe/M8PCwPfnkk7a5uWkjIyO2urpq58+ft4mJibTlnZUIxiUDfvQpe4xYYTD4wDdvz+e68HZqzDNP/ij1Alj6zcdTivq8Z/lHyrIkt/l/jbz38i3JdSZdvmIvSiTjVW5yXlqXyLhFG5lZlzxV3lUWR3WO0iAdg331zHntHHlycuXn6LYBMWpV8UTIeSa8hm4CKjyF7KWLrmn+uQnJZenkZADASJ7zjLwuEV+M0kEMBryJqv3AIAZ8qgXB/KjHCdYNT1ZvwrMnZmxsLFneUJxem7OHRkEYwEGn00lLRiqEoWhYgUPhbmxsJCABcAIQBO+OniHD9WMQhVN8GVwBvI2OjnYp+FarZaurq7aysmJm17bygl/Um2OEwAMABr/pm9OBcDYOruFli2gL9hbAu4R6a4A1gzqA1bGxsbT9eWxszFZWVpIXgpfIdCzDSsWSCy/xaR06nWs7y9DeUD68i217e9sWFxdtY2PD2u22ra+vm5nZ8ePH0yF7Og8ANlAGAAx7YVjB4Ju9fACOAIW4p0HnPB+akipX/YB4edAzumrIU7DqmWFedFnI+12qG/9Wb4z+z8nAqGwex7qUw7KNl37xm+uM8VKqA3+rfOdxoIaiVz+uO9ePr3n11XHLFAFPT+8cgphKUi+C/uYGVuWF3zpAcoCjZiLk7mvn5vL3nvHcyBF5HirNm/PlIFQPxHjE8QHcfpjYKEOBCwsaxLigX3gLKxQ54hwmJydTIC+CRREboUAJz7Ra12J1+IRhXkLBThsoPfACDwgEEcDEysqKbWxsdMVJoFx+zxAfuqYvU0QZHHiKOu/s7CSPE4MEtPHa2pqtrq52We4AF8iHAwcRF2R27W3N6BuAGaRhRYq+hPfEs2AB7LD8A+XearW6QI9Z99ZseE06nY4tLS2lQ/vW19dtc3Ozy5vEu7p0mU+BLPJlYYz6LC4u2pUrV7rG1NzcnJ08edIuXLiQlozMzFZWVmx+fj71Lb+ZnBWTHnjHS4g8NsAbAyCdp+yRQToGSzp/QdHyDfIszWPMfy9/Vtj8H+kYrNSUFVHOeOyF1OurwLAWILLhxjKOQQlvvdb20rIUANXU08tbn1MPij6v4IX7yTPgPD2YK4PzbdpvtzyI8Rqs1jLRjtFnvTXcXN7RBOWOU1Sa61hOw4IwKo+9IJ7FxIJRB7n+Rpkcw4A8oTT4ngIf5ZEFApetCpUBDHsMADg6nU464RYWM7YY4w3VfLiduvcBjIaHh21mZqaLTwZnHJ+C7bLo/3a7nV5oCOIlHXgNoLQBREZGRlKwppmlawBZLPSxDAXwgPpjGQdeoPHx8S7lh7NNdnZ2bG5uLsXK8Gm2qkgBngAooPh5ZxX6Cf8ZyJhZAmVmltoGfYCyOKYDIAbgDe0N4IT6bG5uplcn7O7u2sbGRtduIl5CAuDyvD6jo6NdSzvYscaAGAAZwdnIe2ZmxtrtdnoX1djYmC0sLNgdd9yR8sYY5vgYgAvE8OhJrQpU4IHh2BmeLwyIVBHmSMEEX68llZOqIFnm4L8uq3keApaxObnlgZjof0n5gzfe0cUyjw0s9Qh5Sly9uLim8TE5b4wHXNQY0HKjuul/D2ixYcXpIpCi6RS08n3PmPb4qqVbHsRA6DAp8ND0EXDwQIvmwQoX+XHHar4RIlaLxQNHXkd7g84DVyzAlRcWGnrf+43yoMgQK8Bl8LZd5pPXhzGYYfXgGhSY2TWBwG3OcS1mZhsbG8ny5jNVsCOJg0LBZ6fT6TrxlgUW/qNt0H5m3QfRmVkKGIYi3dnZsdHRUVtbW0vxI+yBwSm6EETwAuC/B7ZYcGEHDXYeTU5OJiDAyg3Bp+wRMrsGLjY3N9MOIh6vULxoK5xaC6CGPkH7Ydzg/BnEiQCsmV2NycGyHlul7L3C2ED8D0BGq3X1oD8syeG8m9XVVWu1WgkgoR4cYwMQh+35ADRQ/igHvHPgOG8tHxoasqmpqZTfzMyMjY2N2dramp0+fdpmZ2dtfn4+5dXpdJIXiGOhMIfQh1CW3B7g2xP8+PAZNN581qXIiLCcqTIsWnpWxYQ2VAWnMhZ8M88RQPHKxu8SUAEp0FCjT8cf2gzGAP57y3QRGAJ/HAOjS0TsgWHeeO7xdfDIhqGXTvtYy+b28QCIltMEUHh9wvPR62NvbDcB0Lc8iDHzl0Q8iu6rksXg81AnWxp8zctf03IaDEaeDFyfGuuKy2CChVmqr1IkANEmUBB6uJ3yzV4P77pOOF5i4HZBHohdwbNQUHyQ3eTkZPqw5wZeF7Nrljos/bGxsRSDsb9/7ZyX/f39tBzV6XSS4sR3u922zc3NroPUeFkJIAPBsWbXdrEAMAFwwJsCgMCxKPAogA/0EQvdVuua12hlZcWGhobs4sWLSfFvbGx0nTWC/NAmUOBbW1upbG4L7PZptVpdsS7r6+s2MjJiMzMztr29bcvLy2Z2DeTNzs7azMxMUhatVit5U+DxAEAcGRmx2dnZVObu7q4tLi6mfC9dupS8J2aW3l2lSoHBb6vVSgG72PHkCXbUZWtry771rW/Z1taWzc3N2YkTJ2xiYiKdnDw9PW1ra2s2NDSUTvhlgDg8PJx+t1ot29jYsP39/QSu4aFhzxwH6XryBPxxOl5G4uUqVtqR0gUojrbB61zmOVoiNeBYibPMiwxHLw9V3iojIj68dmBAwqCP7ymAYWOL+eM29WRa5IHxjE0P1KkHTskDAZ6xrqBC+VHPnNarCakRH+lE9QDV0C0PYnLeA6bIiogouscThAWhB0Q4nU4aj1/u3AjxRnxpwCRbecoT88MTjPNSoQ8QA48IJqQHpiDAkBfzzwfHMd9sxaI8XmrC77m5uS6vDS8psdU6Pj7edVYIdi+hbmbXPHYACdjGDEXFMRcAQ6urq7a1tWVPPfWUnTx5MrUZlnyg3HHQ3vr6egI/4BvLC1DG+ADotFqttF0aAcBDQ0O2trZma2tr1mq1khIdGrq6k+bYsWMJGHU6HVtdXU3buScnJxPQY+sQ9UfbYhxsbW3Z5OSkzc3NpYBhM0s7hVRgra6umtnVAN/777/f7rvvPnvhC19ox44ds2effTa9RfvP/uzPbHl5OW0R39nZsY2NDZuYmLAXvOAFtrKyYiMjI7a+vm7PPPOMXblyJQGH6elp29/ft2PHjqVXUSDYlpU57/zBbjUoBihvnE2D+bGwsJDGAYKIUf/5+fl0TswzzzyTlu+Wl5dtcnLSzp07ZyMjIzYxMWGdTie1NS+jof/BJ59tw4CE5xPmCF9n5cvyQRVkJCO4j/HRuZ+zqMEXiJWppmf5wkYVl4lvBUzqnYmOkvCIgZkqVE4TAQW0M5PX5txWvJyEdmXvKr75PB7vPnsGeQmXn+FdlJCz3J8emFGPC/evt7ykwEf7x2tTbhMum8lbVqqhWx7EcFyG2bVG1OWUaIeKh9bVGtCJqx2vnRoh6NySkU5gVtTa8SrQFPgwSOAy1eqDAvMsIR7M3qRjYcFgg8vhwEOAARa4KHtkZKTLzc0TD0KOQSgDJPDEebda1969BC+A7raBoIJgAMDChy1/9qysra2l+uzu7tra2podPXrUJiYmbGVlJZWFdsAupbGxsa7DyiCcW61WOlCPlQz4QV15mQpLZmbXdhxNT0/b6OiobWxsdAFHrhtAIp5FHRA3g91dfIgdgBDaWwVoq3V1+efYsWN277332n333WenTp2y48eP24kTJ+zEiRPp9OCJiQk7f/68Xbhwwcyunbw7OjpqJ06cSGBncXExeUc2Nzdtbm4u1Q/xKfgAEGEMoV85/gfeJiwngTA+VldXUywQ+gdgFcARr3VAmRsbG/bMM8/YpUuX7NixY+lN6dPT013yA8tyHlDheagApdO5FgPDc9uzwOGRyy0lecs2mFMq81gW5CxrLi/yNEB5Y8x5nmn1bLN89YCD1sNLU+NJYO8L9wEvM7GXy2tf9WxFIIU9H5Bz7K3i/oEnVL1aXKa3FIS+0n5FXSMD3gMw0YcpB0hUNykPHB9WolsexPAEYeJGz3lrvLVmvqfPKShQXrxyVEB4AoHzxABlpcH3PYsLgaRchgacMX8MJPibn1cAY2Zd1iMvT3C91c0NkKH1RNAjHzmvkw6KnuMx0DaoLxRkq9VK77gB31j2gfUF5QDFhrwRUMmH5A0PD6c3IyP98vKyjY2NpWUUBjtLS0upbeBJwRuTjxw5kmJjQOvr6ylYtd1u25EjR7pAJeI98AwrBHgYlpeXrdO5totoYWHBLl26lJY1WGEBnGCZBaBnb2/P1tbWbH9/3+bm5hLvWHabnZ21TqeT3l20s7OTvEzLy8v2yle+0l772tfamTNnbHR01E6fPt0VZ8JBsnt7ewnEQPhfvHixq+3w4srd3V2bnp62Y8eO2bFjxxLf4A19CuCAerTbbTt58mSK78EyI5Yht7e3bWpqyo4ePZrGwuXLl9P4Hx8fT0AFbbe5uWnz8/O2vb1tly9ftp2dHVtYWOgaK+Pj43bixIk0B3ibNF4jgLnlKVkG/qxQeWlDPR9s9GBORPJMPS/RsrPKp0iJsaHB6Tzy+NLn1JDj/zkvkxqdXCaXpbJePb3cPx4g4zy1HAaCDHoAJhhU8EGa6DOUx0va6sVh8A45wenYe8OgiYGV8mR2PUjSPlGQE/WD11YK2HuhWx7ElNAgf3v3ov9NyonSe3l6+ah3xwNPEYrmdJ7HiAUCBqoKQFyL0D2uwyPBQhaueRZSCnyQB4QyTyy2NlXpIj1vdzazrnyZF3ge8I18YCVjEnPddnd3uxQsv6kYefD24tXV1XSKK7b7QgkjEJbbFUs43JcAE/o2YwSKwtMC4cWBqdPT0zY0NJSsfmwt39+/uiNmZWXFLly40HUiLZYz4JU5cuRIGp/wRmDZCm2Ga61WyyYnJxOw2dvbs/X19eSVmp2dtRe96EV27733JgU+MzOT+o89XYh74ZcpYonwS1/6kk1NTdmFCxdSgDTqODExkQKFOWAZgJqVALw1AD7T09M2MzNjJ06cSG1ndjU+anp6OsXLfPnLX05n67RarS4vnJklT1W73U5BvXt7ezY3N2fHjx9Pb77m3V0AoJgP6GuMA/XOoD5sAKA/vPiMiCIgo8pKl0l0bqhnVuWFpgdIYECAe/w7AiIKHtQrnauvxze3hcpRVfp8TZV1JMtBKru1/uhnXvJmEKHebPbEMkjBOEEa9VZjPmneDKyQloEX5+PVnX9r/0W6KAI7OZAd0S0PYqAsa4CKmR98i++cJRHly0BJJ4tOPgYV3sRkIeFZAswrez/Uk8L88QTjQcqCi/nC8+pOxkTkd7+wZcEWABQXB5DyEepm17xMEN5mlqxilKntDOWKuAQWSBAcDJSg8PilkHxi6/T0dHr3DZQJFCy8Juvr6ykOaHFx0dbW1uzChQu2tLRkMzMzNjIyYt/4xjdsa2vLZmdnbXl52UZGRlJgJ9r+ypUrKYh3YWHBpqamuix1nIEyNTWVTo7FbwjAdrudgpknJibS251x4N3y8nLXFmIssXD/mZnNzs6mYF701+XLl5MCZQC0v79vy8vLtra2loJ3ES+0sbFh3/3d322vec1rbHZ21tbW1pL3CmMHyh5eJ/ZcoYyjR492gVXsVJqcnLQjR46kXWf8niXe0s2eSwQJz8/P2/33328nT560drud6szWLcbG3Xffbc8880zqi8uXL9v29nY6Bwbjcnh42DY2NmxlZcXuvPNOu//++216ejrF6GB5DKARnhzMVd0pxXNU56N+dJ5wXiUlz20U/WfyLG71CHM+quBy1rtnKKm8YkMG91XO6rOeUcqGHX7rUjc8lByvpLFKmEPsXdG28rwjAPFIx2dB8RJgBBQi4MRLuVxfBm4KUL121N8KHpUPBTmchv97/aF9UzNmQbc8iDG73v2ZQ+a9kD7vASEGL57lkiPP0tLBbXb9y9TAGw8y5SuqD+6zwPG8OVwGQAQmPvhEGv6N/BCzgecANFA+FKtOOM6b+fPScL1ZEcONz4ALFg57TThuYX//6o4heFkQA7O1tZXOK8G5K+vr6ymgEwoLR+IjALfdbnfxgzZYX19PeTGwgzIH8ILA2t/fT0fx45A7jplBWyOgF+2OZRH1yrEQVwEOQhDu6OhoilfBmEK7zszMJIABcIg8GWyrZYm2h3cPbQowt729nV5xwF4nWLHgRZctEWSLnUUcCwSPHMcMgbAVHqCVr7fbV7dIHz9+3EZGRuyZZ56xdrttS0tLNjo6amNjYymQHOAOz6qSZUuY5zMvQXjgnQ0VvsbWOZPKK55LXnqmSF7q9QjY1OSlcswDPJxWPSm9kAeo0A/sgdGlp2hpSevJIAe/FZgAyHjBw9o2Xhlm15aZeSnK87AxRSCW5Sr6Uz3jrGu0z700Of3YC90WIMZDnXyPv0sNWvLo6GTicjlvLx8eADoYWPFHeXCZbFmbda9vK5jQunj58gQGf+yy5CPf+ZAy9Yqwx4e9ZBASvD4LbwwDG3hRUCcObIUwQb15YiI+Baf76nZp8Ir8AUxgPcPrAmW2vLxs7XbbFhYWbG9vz5aXl21lZSW9BBCHrmHnCu+Qwq6j7e1tW1tbs8uXL3e972d9fd2OHz/etQYOMMPvP8K7n7DzCcHKqB+3zdLSkp09e9YuX76c+IRnAmDA7NryGjwkExMTyfOC9yhx7BArZAhhAA8s1XQ6HVtbW0uHB6Id2+12Or6f+0Hd73gh4/7+ftp1NT4+bseOHbPZ2Vk7cuRIihcCQEMc1eLiYspvdXXVpqambGVlxc6ePWtTU1N26tSpBDLgSQSwAWiDUsFbsy9dutS1lAcg+vTTT9vMzIydPHnS7r777q63bKNfEaiMeQVlBnDIB/5hzEbeF/CI/9h5p0YPK09WoiwzdL6o/PLkRGTp81hCmbqkrGVwWfysLjupZa/PcdqSrI5I+fFAI6dToKiAxvOg89Idy3aMJQY9AAdcDkA/AwxOw0tgXA/2CqFsXo5i+esZ2+x9YQO36Xgp9VMTuuVBTAQiFGkirU5MpPHyjcriQYnnI08BU9ShvKZp5kfwMylIiSY+Bq2Wy3Ep+gznh8kAgcogBgqZ+YbiY+DDAbuar7a15w3ifKEAsSNFwQ7iKBCA2263bWNjw1ZXV5NChRLE/fX19bSstLS0ZHNzcym+BQpkY2PDrly5kq7h8LkrV67Y3t5eAjCrq6tJUcNr0GpdO14fHgfUAV4OeFZmZmZsaGgoeWHgSQLBy4A0OKUYh9stLS3ZxYsXbWVlJSl6DajudDoJAGGZDCCG40t4azUCWgG2NjY2rNPp2Pz8fAJP09PTCdCur6+nMjY3N1OfYjmIT54FfwALAIjYEj4+Pm4zMzPpZYto093dXZuamkogAGPw6NGjCVQA4GAJDlvsx8bG0hje2dmx5eVlO3funK2srNjs7Gx61cD58+dTgDTKvffee+2BBx6wmZkZ+9rXvpZANc4EwjgFP7qVGm3ByxSY0/zhtDyfGfAzaGEjgmUGvnlHmi4X6Bzk/3wNfPJzvDwD0uV9XiJWI4nz8pageNx6lDMwuY20fZBevScwEDAeAUYg75S0f7jdo7gg1iO87MS7lnipHYYOeEMa9tApgOV8+Z6m1TLRB57nRtvS01Het+dVq12lMLsNQIyiSr0H8hq/NHH5v7ph9X4tUvUmKPPIefDvHPpHOlbqnJ/mA6HDA1frjzS8fMQxLd7SFbtdUQ4UOG9zxfKKAiW2Snh7IhQfFC2EgyoBABFsgx0bG0tvHwZ/6+vrqX0AODiWBYptfX09vf9ocXHRdnZ2bG1tLS0rmF21/MfHx212dja922d/f9+Wlpa6PDadTicFp2LnCxQ+AAPOiAFQGBoaSksoOHBtbm4uLc9g6zPqdOXKla6YE3ieUPdOp5N2gnGcDCtNgCYI7StXriTwcfnyZTO7dlqy2dXj+Ofn59MLG9H3eH8VB0TDKwT+0W/wSGDpitf6AXKmp6dtbm4uee/gPRsfH0+ex93d3RQrZGY2Nzdnc3NzZma2uLhoe3tXd4qdPHnSVlZWEvjZ3t62K1eu2NbWVlpKwlk12CGFuXv//ffby172MhsbG7Nnn33WvvGNb9jc3JxNTk7aiRMnUkD2xsZG2o3E8WMcY8HLFwpQPBDPy0y8pKTz3JufUKishHBNg0mRh7dUxDLMm/v8n8GTKkZWppxWf2u5nlxV4zHymHAbKgjQ/7q0hw8DSB7DaC/8VpCHe7ycyh4s5o+XiDzQhzxzIIa/GaxwuyvQ5DnHIJfzAh+eMa6Gvfah9quO8Rzd8iDGo2gQ56wMD8B4E0ZRvgIb79nIA8T31FtU8uzwfS2fBYgCNW+XhNaPJwyUDAS6N0n5eS/eANc9dzYEOsCKh+Q5pkS3CaJOmFxYttHzUACAIJhWVlZsamrKZmZmbGNjw9bW1tLyD06Jxbbj/f1rSyFmZpcuXbLV1dUuoWBmduLEiZQXAAziRvi4e3g4ADDMLAEcfrv10NBQ186c2dnZJPjQJ51OJ3lJsDsJh9KdPXvWWq1W2mIMDw68T5OTk13ABfzAE7W+vm7j4+MpHgbjYXp62mZnZ+2FL3yh3XnnnXby5EmbnZ1N7xWCB8XMUuwKjt3HFmjui1arZfPz8/b000/b5ORk8hChflhSarfbdvToUVtaWrL9/asBxwCRUAIrKyvJQwbwgCW98+fP25kzZ2xsbCy9ILPT6aTlvqmpqeTFwTgC+PmO7/gOe+1rX2tHjx61L33pS/a1r33Nzp07l5awWq2ru7729/dtYWEhle1tY8bc423iPI4RQKxxEwjGZsCj3hoQew7UiublWAYyuM9Ki+UjyzY1YlhZe3X1FBpf5/nM5bAc8ACElsf3uR5aLv5zu6Cd1ODEB+NWedc66m/kD++OxzeuaxqV0Sg/ApP67YFCr624/h4wYkADUiAaGeme7ov0mke3PIiJlHGT573noo6IAEmOD28geQrd402tgoh0AEUTW4EP1wHEFgdOVUWsBAsFPigNwtcb5EjrCURYvKy82ILodK69RG9/f7/LgwFBjUBaxO2gbExMLK3gzBZWGlC2EFLwcLCSNbOumBUE/B49etRWV1et0+mkZSx4CABGUDbqq0txo6OjNj09bcPDw3bs2DGbmJhIS0gAMKzs+X1G/KZss6uBuMvLy0kxAXjhjdfwYKyvr6f2Rn/i5YZra2tpaQp9Be8VllY2NzfTuS3PPvusnT59Oi1dwdoEAMQWcw6exnhG++BAu2984xtpuQw7fiC0AeywdDc7O5vG1bd/+7fb8PCwra2t2de+9jV7/PHHbXV11RYXF21ubi7FNF26dMkuXryYAAY8g6urqymYeHFxMXl8hoeHbX5+3s6cOWPf/u3fbjMzM/bnf/7n9gd/8Ad2/vz5Lq8Q+vPIkSM2Ozub3qkECx515WBqM+v6jf/sDeA0UCT8wX3+VtmihgfLAlV4DCpwXe9rGr7P11nBeddU3qrB5clTL40njxX0aL01DwaDXtl8jb/5GQZALL/UqAS4xTfzwDGEmDcsD9k7hF2LuozE/9WrAy8M8tEt2ewdQp0YvHjGvbZR7n4T3Qy65UEMu7d4MnsgJLIIzLoHsj7LaNTzmJQ6RoEDFDN+a1rUCzxCwXr1Vi8DPix8kFYtO5C6ScEH3O14/w671s2s65A4uM8x8Xg5CBMOvME6hULF8goH+kJwI1+exFDy+/v7yfWP8z5QBo7/N7uqABcXF63T6SRPCMDD1NRUik9BsC6CZ/mUX8RSYJvx/Px8UuKIabl8+bJNTEzY/Px88gQh+BO84J1A6KPx8XE7cuSITUxM2P3335/4RZwLXoaIOB+ADAAe9AdiVfjtxwhmhUKFNYgg1qNHj9qVK1dseXnZLl68aBcvXjSza69FgFcC9UO7bW9v20te8hJ78YtfbF/72tfsjjvusLm5uXSmyszMTBpvFy9eTHE/WO7B8k+nc3WZ7eLFiwlAwts1OjpqCwsLNjo6at/4xjfsm9/8ZpeH56677rKLFy/axsZGWuJbX1+3c+fOpbH7+OOPp1cyYEyurKwkQIAlrv39q3EzeMkmnyt0991327d927dZu922v/zLv7Q/+qM/sqWlpRSwDGC2urqaXktw5syZtNUaJ/6ivgxa8CzaDfOOl6AwP0GYzxwg7SlhlhEsJyIQwd4I/OcyVTagf0sKTT0snCfLNvCvcs4jLx8FcCiTvdFcR8gkvo75ocCNjQ71gEXK3VuOA6E8NlDZK4Y2wVjhQwy1bAARDqng4ysU4DCwUkNWjUOtI7er530pAVwFzrV0y4MYkDZg5GHJPW/mv56gxmsSkef18Lw2/F/RPa5xHdlS4wGi9xhJs7Dgslh4cf7wgGxubiYPAPKMltKYR42hQcAjnkG8AxQcwJ1aRPziRp7kQ0NDyQOCevDrB/jFh4jLQNlYUuBJja3IAEdot+3t7aSY+WWFqDeCnfF7cnLSTp06lYJGAbpwfW5uLgWvtttXT5edm5tLL4eEMMN7hcbHx9N9jq9otVopHmVxcdEWFhZSfRFLw7vJ9vf303uO4NWBwAO4MbMEHI8ePZr6BEfz33nnnXb06FGbmpqyl7/85fZd3/VdNj8/n07E3dnZSWVMTEzYXXfd1eXFQh3QzgBlCLw9ceKEnT9/PvFw7ty5pOjhsbrjjjuSBwWnCM/Pz9vExER6t9Ly8nLXOMG4WF9ft/39qy9mXFpaSnEsExMTtri4mLxsc3Nzds8999iJEyfs3nvvta9+9av2xS9+0Vqtlr3oRS9KY/TZZ5+17e1tGxkZsYsXL3bt+EJZHDDNypA/aGcYBTqfVZl4AMaLXWCFzMSykucte0yQTg2qSAay4o4Ai0cskzxD0lO4XAbLVM9Lovfx4XGoRiAbUliaNLt2XD57wlSWq8GMdkFcHwMFgCY1/CADWH5DfkGWsdEGAIi+UvCGawBPGtCr9WDA4ekrBjkMDFVfee1j1g3MS3TbgBiPFHFGFkWOdF21Nn/tzFoE6pWnkyUnKLhs5UV5x7fnbtYtoJoHWzLwUvCuDPCNevNEgnDAEgGsHQWevDsAPEHIsyWKsliIQvig7XG0P080gB72ikHAIA8sk6AOAAi8RRlvw8ZSEAABll+mp6fT4Xg4JZZ3O12+fNkWFxfTYW87Ozs2NTWVQMzY2JgtLi4mYdFqtRKwQRtduXIlvbwQ3hg9Q8XM0tIgvDP7+/t27tw5u3jxYgIq4+PjdtdddyXFjiDh6elp+67v+i6bnp62l7/85XbnnXem9sB44UPt0Hccg4H4HbQ96rezs2OPPfZY8vTwMtm5c+dsY2PD5ufnzezqstns7GwCCY899pi1Wq0EpLBMhPpeuXIlAcTNzU07depUeoknysey1sjIiE1NTZmZ2d13322nT5+2K1eu2Fe/+lVbX1+31dVVW1hYsLm5uQRkUedOp5OChuEZQ8Axx3thvPKSAvoK84CNCcgEFfzqgfHmA8Y5z6sIwGg6fJeMOPU6eM8wSPIASiSbVbGygapGnEceeEEb88YF/nC7skGoQMsri7/Bm8o+bTuWOZ7xrSsMvCzFnhato3pdGHhxGexRQx+p909BrgIg5JvTcd74qqHbAsSgo1TRqkVfIk/Z86DhyaLWgrrKvMHC5ajSRRpGtdFkqSFG2upqZeGGwY7/ntWF2AmdBN72aRBbMmwBsHWM3UBQWBHq5+P5PcGNeqhiQJnKC+cJgcbbGBk4sRLe399PYAP8g29YR5ubm0kpo5zNzU27cOFCOhgO1haWR2ZnZ1O5UPJsEcILNjw8bEeOHLHJycm0Y2lqaiqdrcIeN4ApeLHQXghcxk4cxMIAsN1xxx02PT1tL3zhC63dbttjjz1mQ0NXz5CZm5uzl7/85TY9PW33339/iteB0sbOILykEWAEdcH5L2wtYqnu9OnTdueddyZwg1cA4P1OiNPBEub6+noCDH/8x39sy8vLduedd9qlS5fswoULtrm5mTxta2tr6d1anU7H7rrrLnv66adTcC/a6ujRo3bkyJF0EvORI0dsaWnJvvCFL9i5c+dSHTqdTtoZhfwxdswsHQEAcASPIIClKk+MZ1WeiJ/CGGOFyuMy2mmCb/Zeqncm8tQw5YAEjy1OwzIZbcZK1csjWprxvDDMi9ZZn/eACMs95ll59DzzCs5zIMprR1b4LJs9kMqbE3ScmFkCwMyb5qdeFV5+0nrjN9pGd7Cx54X1GMpEvaJxpm1RQ7c8iFEgwJ2o3hC1DtCQrDRqyYsg14mpHaX/FWRFgiSynjgPz7rRMqM1bL3GZ8LwZNc8dcDzBOMJweWwt6bdvvoiQ55Q7F73BDzqjj5FIC/yw/OIbWBBAB6wpMEHxkGJs6cIigYH4JlZWr5AXyOI1+zaQWatVistMSAgmQXF/v7VlypivZuBEfiYnp62+fn5tCMJR+GfOHHCjhw5ksDN0NCQnT17NgWk8kFrAFq828nMUgzMfffd17WjaWpqKgGVV7ziFfboo48mb9D09LS94hWvsFe84hU2PT2dtq9PTk7awsKCra+v29zcnI2NjSXPTKdzbecU4mEAbjDfEMcDxYAdRxgjAEEAmePj42mnHIK5/+iP/sieeeaZtMyzsLCQAopXVla6lqvuuOMOe+ELX2gXLlxIY2R0dNTm5ubs/vvvt7GxMXv1q1+d4psef/xx+9//+3/bPffcY/fcc4+NjIzYt771LVtdXbULFy50vU8Jh/19/etft06nY1NTU+mgQpwjo4bC0NBQWsbkpVT2yoA8gM/zN/IE4D/mMisolic8XyOABN7M8q8uYL5UuXkeoJz3RmUjX1Pwwm3FSxzKM7eltivScqwSysCSEHvY1dj0+kHbjeukOy4Z1HH8FvoOcor7E+MQoEaXpNjjA8PBS4PrujykwBSkPGvfRfrm0BNDxJ4SEE9UD63rb/zPLR0pqWcG1/h3DrRwegUpyhe+WdEjLaNizlfBDQML5l8HFHsAcm3B6/j4gGDBQKlCQIMfBntIx1YN94MH4LieUNA8GXEPgInXm7nuZtZl7QLwMDjjF/uNjIwkhYv6ICh5YmLiumBtLEXt7u6m4Nitra3k1cCZJFtbW7a2tpYAB85cQd0RaIrD/CBssPRy5coVW1hYSIBOQRuP/83NTVtZWbHLly/b448/nrYxQ/gtLS3ZysqKnT9/3i5fvmzHjh2zF7zgBXbXXXfZK1/5SrvjjjvS0tnGxoZdvnzZLl++bEtLSzYxMWEzMzPJyzM+Pp6W/tAOfM4MxhqWgCYnJ+0b3/hGipXCuMIZOmaWdn3xoV8AcGbXDubb2tqy5eXlBKIYWC0vL9vly5dT/q1WK4EyLM1hpxbvcLpw4ULiGWMKMTX7+1fje7CVHl4ojBuAKlbMHKvEgB2/de6WvCXeUgWUC9qHPcisLFkpR1ZzdN8rk4GKB96ij97n/zymvd/Mo8pfriPnmyMep+x1UC+8yiSv7Tgtg5lW65o3HH3IQJJj1tgzxGOCz15i8MZ5eEtZbOAhPR8NwNfBWxR4zcYl1y0CNE0cBrc8iIEQ8hSxWfdAVGKl5gkAJUwQ5J+zRHTC64TSNN7EiqwFBWUq9PieZ0nxfQVjyAuWvnqoMImhmCYmJrpeRgnCM4gLYcsa+bRara64GG4TFpzMA+IQOFiS24QBEFsksGbg6oeXZn9/P+3C4TZBPogdgYLGGR7sZTC7enYMtn9jOQfxJVDKaItO5+rZJYgjmp6eTgICh9Gtra2l7efHjx+3EydO2MjIiJ0+fTrF1WxubtrZs2ft2WeftdXV1SQQ0Q5YxmBBh2DjTqeTvEqnT59Oh/mNjo7an/zJn9gXvvAFa7fb9tf/+l+3173udXbnnXfa3NxcWqJCfuPj4ymAGDvZnnrqKTty5IidPn26a8kRW5lPnjzZpdT296+e79JuXzt1eXx8PJ08DCAJDxpio3jn2tLSUtq1BWDK4wbjeXV11f7kT/7EvvWtb6WxMT8/b8ePH09b0r/0pS/Z5uZmiluanJxMZc3OztrJkydtdXU1LZtNTU3Z9PS0nT171kZGRuzZZ59NHrn5+Xmbnp5OgcmItxkaGrpuuYgVhMYp5BSv50Vmw4bjcdSTi3vedZ5XDL50joJYiSnfDAJYVoFPPOsZLVp/NRY9IJMjNpQUPLAc1OUTlVMsa7xNE+AvRzC+PH0FwwLtgHSepxtgBd8w7Bjsq75j44/jD/lZNerwvH4wXnTMqqGN6zc1sHd3d9fe//7323/9r//Vzp07Z3fccYf9xE/8hP2bf/Nvuir5gQ98wD7+8Y/bwsKCvfa1r7X/9J/+k730pS9N+Wxtbdl73vMe+83f/E3b2NiwN77xjfbLv/zLdtdddzXiRwc9roEPTwBEA4sHZQ7UIJ0CmQi0ePlEQkldwfyJvD/qXdG8lKcSCuagWxay+NY4EQZXOohVMIEPvu4JO84bk4CtD76mEwxAh92ibAXDnWpmXfEKvDURSmZsbKzrnBwop+npaVtdXU2ABm3GQYOtVistr6DfoISRF3YuAWShjmj7zc3NBI4QnIplq/X1dVtcXLTFxUVbXl5OyyxmljwfOMOHgQe2/u7t7SUvCMriek5NTdnx48ftzJkzdvfdd3dZfKgH2pY9QwBfZpYOokOdEcwM17YqAgSJwxPDaTGe2BPFoJgFJpbxUF/eXbe9vZ2ChbFVGkHZiFMCL4hD4l1SfMrv9PT0dfXY3t7uOuEYAd38Vmt4gXhO81zCOGUPJzx1rJTUKwBScK/zU+9FclTns8otLw/98PlR2k/KF89lTlMCJh6prNR7EUjhDy91s6JWGZoDL7okz8Yn3+d8WdGr11xjCLkcM0uyTOUv0vOGh+gD/tRLx7Jb//PYiAKLtQ41NHAQ88EPftB+9Vd/1T75yU/aS1/6UvuTP/kT+yf/5J/Y3Nyc/fRP/7SZmX3oQx+yD3/4w/aJT3zCXvziF9sv/MIv2Pd+7/faY489ltaNH3zwQfvd3/1d+8xnPmPHjh2zd7/73faWt7zFHn300dBlVSKdaCBvIHueFAxaveYRBp2Hvr20noWiAkLLyy1vqefE88Y0JS1Pl6TYJc3txOkYbfN7ezT6nuvMk8LLDxNPLSYW4OCJhSQUEQf0grCuDIWIic9LQlDu+M35wjLnPoD3g3fXgIdWq5Ve4MhWDjw1XA5AItoDu6G0LXC2Dc7a4ZgKjoPBeSi8JRMuauw8YpDAfYby9vf3u94B1W5fey8Sv8m73W6nt0jjvU4Ad5cuXUr9xmcCMTA8cuRIOkEYJwYzYUxgeY0P7BsaGkrlmVkCkBxMCzAF1zxAEw7Z29/f73rlAHZljY+P2+7url25ciXtBMNW+1arlbxQCDxGX/CSGI4rQBtwoC9bxhyLpQHAPNdRbzV8eD578pDTekYEg4coX74WyTHNx+ND00Vy0cw//kLzZYMOMoGNH/Ug8bNcLhtPZt0n5SpwZJnmKX2z/EoA8mA5y7KP+QCYYvDukQcSwAs/r/xBjrE3ms+pYcMQ/1FX5Vd55/68qZ6Y//t//6/9vb/39+z7v//7zczsBS94gf3mb/6m/cmf/ImZXW2Ej370o/ZzP/dz9kM/9ENmZvbJT37STp06ZZ/+9Kft7W9/uy0tLdmv/dqv2W/8xm/Ym970JjMz+9SnPmV33323/f7v/7593/d9XzU/EEY6QfAfjctK0gM7ucnuEeenA0nXUDmNDn5vYoHYpaweFyaO9+C8Pc+NN5k8C4OXlXQw4j4HxiKtCk6gbtzDBIIHYmxsLCkkCG6uK++sgOKDcGILmJUTyuUJhm/sHoJnYn9/P73HSb0EZpZ2uYyOjqZTYuGRgGfEzNKSA6xz1AEvIZyZmbG9vb2udymhjVdXV9MrCQAUOp2rx+0jYHR+fr4rfgLW/lNPPZW8Cq1WKwX2AhAxsacGgcoYo7wMBWC1u3v1zc1f/vKXbWdnx44ePWrT09Nd8wnAqNW6euz+zs6OXblyxdbX1+3ee++1F7/4xWmZCEAMnikzS4HFS0tL9tRTT6VlJXhiYNVh2Q8eHgaZ4Bu7kXgbN0AV6sNga3Z21mZmZuxFL3qRvfKVr7RWq5UOzPvGN76Rxg0A4MrKynWH5Q0PD9upU6dSGfPz83blypW0dIh+BojBSca8NKAePF0K0/nOssXzxOTkWE7+eLKGr3nGocpV5jfiywNPufSos5dPjgdtH/bmaj30t8YQeZ4UBi05gzMiz9uP8Y7/+ACU8VKP6hkYLJCVuM6BvNw2qCeAEceacR09b5W2u4IgPIs0bGhAJ9TSwEHM93zP99iv/uqv2te+9jV78YtfbH/+539uf/iHf2gf/ehHzczs8ccft3Pnztmb3/zm9MzY2Ji9/vWvt89//vP29re/3R599FHb2dnpSnPmzBl74IEH7POf/7wLYqAgQDg5lYkblAFEzhLxgAG777xndNJ4AMITFpq3h+bZpRyhd64X581WFD+rdfTy5zrwcge3JU8Y7KCZmZmxqampLuSNPHjnkJklq5lROKxw9jzgPq/nqoBlqwVLP2gTDr6FYuBgS4ARbKXtdDopYBR1w/Pr6+tJGU5NTaUt0xASMzMzSdmifY4cOWILCwsJRKnXB1uRV1ZWrgN/ACG7u7s2Nzdnp06dSuUsLi6mmJ7l5WV79tln7ezZs0l5s+DFQXa8CwH9DK8KljUAaBCfg/iY4eFhe/zxx+3y5cv2V3/1V3bs2DF72cteZsePH0/g89ixYwnMwNvyp3/6p/atb33Lvv3bv91e8IIX2OTkpA0PD9vJkyeTNwJjY2dnx1ZWVuypp56yJ554IsXcTE1N2fz8vM3NzVmnc/X8FZzii3c7wcuCg/2wG8nM0vIRlobQpojdARBpt9t2zz332Gte8xo7duyYLS8v29e//vUU5Ly3t2crKytd7vnV1dU09sfGxuzMmTM2OzubPDaPPfZY8vDMzc2lOYOlK+xAw/Z3jCf0DXta2MDgcaaKPFKIKhvwjBJfY7e/J7siuaEKLpdWwQTLa5ZTOdkd/efyuU097wjmKMsfTcceIFzXwFfUz/OasTzOAR1V9MjL88ywJ4Q9rp3OtUP8eNMExhx7QZU/eM5xj+vI+XE76Phg3hWs4rrndMjRwEHMz/zMz9jS0pJ9x3d8R2qgX/zFX7R/+A//oZldPZjKzOzUqVNdz506dcqeeOKJlGZ0dNSOHDlyXRo8r/Twww/bBz7wAfeeh/x14HnLRxFIYA+LdhKIBYSiUrVkIq+Ix7+64SJ3oRJPnpwFxLwzP2xdA7nzOS7qfsRvjrsAz5gk/PZo5hMKF+CD4za43dX64SUBLg/LMp3O1YDZpaWlriUBtA2UBU9GvHgRYwHeHCh9eFB42QK7bgDUsCxjdlVBId5kYmIixTCYWQrcRV5YKkEd2AuENztPTU1Zp9NJry6At+bZZ59NZ53AguK+8IA1Dl4DQOW4oMnJSTty5EgKuuWYmwsXLtjCwoJNT0/bM888kzwPd955p917771dQhDth5ciXrlyxS5evJhibIaGrr51G9ujr1y5YpcvX7aFhYVUf2yxBq/w3piZTU1NpeBdtN/29nY62fgrX/lKAnUYfwjoxVu8Jycn05heW1uzs2fP2jPPPGPtdjuBkpe//OX29a9/3c6ePWvf/OY37d5777W7777b7rvvPnvyySfTm8q3t7ft/PnzNj8/b6dPn05jcHFx0ebn59M4hAdyZ2cneWcmJycTwFV5wXMSY5EDQD05AtL+Z0CjoIbnJ65pDIuXD3hlntUw4zg0NoIiTwwvFedACuqv8he/PYCkshnyhQ0qLkN5Y35znrAcUGxKClhQJo8Rjj1hPcNtyaCNeQaQZyDM44PzhLHFvIHQjrx057UbCJ7GWho4iPmt3/ot+9SnPmWf/vSn7aUvfal98YtftAcffNDOnDljP/7jP57S5QZdRLk073vf++xd73pX+r+8vGx3331317Mo1wMYOZ4iz0vkpeG8NE00sUDqajPrXs5RoMGkCF/zZAvOAz8er95gBfGZAWbdL3GEYvGEIXtrUA5bCAA6uM5LTSBG8yxQMQFg/WMpCMsIFy9etJWVlXT2BuoDADA6OpoCLeGR4bgL8DkxMWHr6+tJEbVarXRuDk7LxQm5ULg48K3dbqctvYilMLP0gkHsUOHTZTudq8sj8FC0Wq20RRixF6dOnbLd3V176qmn7Jvf/KYtLCykduH4CoDQycnJBC7gGRgaGkpLHXh2aGgoedRaras7avb29mxmZsZOnDhhZleXotbX1+0v//Iv7Stf+YpNTU3Z0aNHzczSdmr0OTymq6ur9tnPfjZ5VyYnJ1NwKzyriCFCAPPS0lICMkNDQzY9PW2t1lUPFUAGwMixY8dseHjY1tfXbW9vz06cOGHHjx9Pb4DG8t3Xv/51W1xcTHww4FpbW7Mvf/nLtra2ZqdPn7aXvOQlNj09bcePH7dnnnnGWq2rS0IrKytpZ9V3fud32qVLl2xlZcWGhobs8ccfTzvHxsfH7fTp07a8vJzed7W4uJj6+/jx48kzNTMzk150Cc8fgA7Pax77Khs8gyQCAJF8VSXH+bBig8xRL0RUPnuS+HkFYDwW8Z89R57M5Gdz9QW/3Has6CEjuK29NuJ2ZjnIadljwb8ZaLCMZNLyFdxxmwKAQGayAcYeFNSVY+6Qh3r84CGH7FCPDpelQEm99Cy38dGl/ZsKYv7Vv/pX9rM/+7P2D/7BPzAzs5e97GX2xBNP2MMPP2w//uM/bqdPnzYzSzuXQBcuXEjemdOnT9v29rYtLCx0eWMuXLhgr3vd69xy4b5Wyk1oBSc80RTceEo/B4S4Q0A6iZEnBrWHSs2uFx4MUiJ+uUxG1Br8VuOZ0bwQswJlhInAgbrYLoptqXzUO9cLk4GDYNVCUIsT9YEXg5diUJYCsI2NDVtYWEintQI48FIOC0ac0YLn+cWPeHljp9NJO3mwPRveFMRArK6u2tramm1sbCTPFQAUdr/Ae9JqtWxubs7m5uZSbM7S0lJSXtPT0ymYFW9DxrISvBMXLlywc+fOpff8INZEvT3weEAowVOFtoGwQVArlkewNo62wa6d/f2r56esra3Z5uamXbp0yZ5++ukEDhEAu7m5affcc48tLS11HWQ3NTVlCwsLduXKletc3LzkheWj9fX1BHjwagDsHALgmZ+ft+HhYTtx4oRtbm52nXyMcYM+W11dTct329vbdvz48ST0d3d3bWFhwZ588kn7whe+kDwlGG/33HNPeoEoPDoYI2NjY3b27Fl77LHHbHd3N534i9cidDqdBCYxBuGtwZIkPHbgB0rEzFIgMOoDfnXe8txW+aNznb2YnE7BAv/nZzlPzwBUa94DJB6/tRSBMk/OecakeoNgGHneIvCMJVgFIcifd5pxLCMblDkvmgdqeHmJeeI84VVm0MCecIBfGI0cT6MgBuVg7HsbOSIdpvVirwwDuqZ9bXYAIGZ9ff26gcho8L777rPTp0/bI488Yq985SvN7KoF+rnPfc4++MEPmpnZq171KhsZGbFHHnnE3vrWt5qZ2dmzZ+0rX/mKfehDH2rETw6AMKDx3JS5QR8p+ogYNHFeUdqIB1bs3qBXK8XLW5/jSeWVyx4pWIS8m0g9N0NDQzYxMWFTU1M2OTnpCjYQ4i4QbImyGNVjwOsOJig2TCwOCMX1VuvqixsvXLiQYhjAX6fTScsQsDTgDZmfn0/tBACyvr6erGDwd/78eRsaGrL5+Xk7evSora6u2uLioq2vr6clDD6Vd3d31+bn5211dTWBKxaQ2ArdarXSu4AgIODFOXLkiI2Ojtrp06dtdnbW1tbW7NixY/bMM8/Y008/bU8//bQtLy+n1wcAKGH3E8e5oB4ApPjGKbKzs7N27Ngxm5qaSuVjSWx8fNwuXbpkCwsLtrGxkTwKAC3YkQOlf+nSpeTpwTId+h1CnoONcdoxlsH29/dtbm4utRWAJc9jvI/I7KrRMzExkUACXrYJ4IBx8J3f+Z02OTlpKysrdvHiRRseHrYzZ86kdjh16lTX+5S++MUv2lNPPZVeSPmd3/md9hd/8Rf2x3/8x7a5uWkveclL7JWvfKW94AUvsO3tbbvvvvtseXnZ9vaunjkzPz9vJ06csKWlJbt48aKdP38+eYLwRmuATGxr53gxtBVi0kAAhGbXwADPbVa6atiBFJjkPBuRnGJ5oemUJ37G0xvImy15z2Bk3rwlLuVNy/ZiUjjmBPIH17gs9AmMFC6fY6s07kxBUA2xp4JBF/Lh/2z4cZ1xjZeM+XmmqP+VX5SlS0eopxqnulrAPOR0o0cDBzF/9+/+XfvFX/xFu+eee+ylL32p/dmf/Zl9+MMftn/6T/+pmV2t7IMPPmgPPfSQ3X///Xb//ffbQw89ZJOTk/YjP/IjZmY2Nzdnb3vb2+zd7363HTt2zI4ePWrvec977GUve1narVRLkTL3gEiThssBHPW4aKfwfQVFOulYqKjXhQeFTj6drOxp0OeQN+fDIM9D1jz4eccQx4xA6HK99QOhgAnFFgr4gPXPVgDSwapotVppGyz4MbPk+YCHAPmhbAVPUA7YLdJqXdt9wsFvWNKAVwrPT01NpQPvAOjhgQBogsew3W6nQ+t0LAIAqJXUarXS0g/SQ0HjFN3l5WVbWVm5zr2PpSgAAhxEqIF+eIfT+Pi4HTt2LAXqok3B29bWll25ciUtiSDWB54CxHRgqQnvgTK7OsdnZmZSgC22UnMgIrZ2AzgDaPASG9oES2F7e3s2OTlpZpZALYKYAQbgIUHw7JkzZ+zIkSPWarVscXExxeMBVM3Ozqa3UH/ta1/rakczs3vvvTcdZnjXXXfZ3/pbf8seeOCB5OGZn5+35eVlu3Tpki0tLaUD7rBMd8cddySvFDxhPKfgbmdvLPqWt6CzEmPjgmUOP8uyIZJnnnGn6dhw8uRqJD/4GZZPLN/wHOrP9cQzXAbL0YhfbhNPIeMeZITXdlo3/qBslu0MZLifvHgn9qSoTtK0yotH7AHy8uIls5yMZu+Ml569NQAyvGTEy0bq/dY0+kqHHA0cxHzsYx+zf/tv/6294x3vsAsXLtiZM2fs7W9/u/27f/fvUpr3vve9trGxYe94xzvSYXef/exn0xkxZmYf+chHbHh42N761remw+4+8YlPXLccUqJoIkf3eSDkBoqHFvVZs/p1Xp7QEUXuX+TPa5cKYHTy6qBToeUJLgY7LGh5ciBPgAC4LXnJDAMVChO7XdSlqIIY9dOt0liDhssddWagwiBI66Zjand3NylpBOnykhbqh3Lg1UFbQBnhcLft7e3kMYBXYWtrK413eCSmp6e7AooRawGghH4aGRmxubk5O3bsmE1OTtri4qJdvHjRnn32WTt37pwtLS2lXTbs5UKfYQmJhQlbSugfnLbL7b+1tZVOJ758+bJdunTJLl261HW2CspAX2C31ezsrJ04cSK9Wwlua+TNYxzKBfmi/Rhsok94iQz1Qp1YEQEA8vhG/6E8xELhFRJYVsTS0eXLl21nZyd56+DVmp+ftxe/+MW2ublpzz77bHrLN28xx1u0wQdeRYGlsK2tLVtdXU3jlQMceTxzO/C8ANBGX/O85znqyREPAHigJFLaXj76HeWrzymVAIknd6P7Xh66NAOZw94s/OdlEMRNMRBR8vSPAhnl1/PMRF4XLQP5sAHDy0GcHvWAzPF2VEUeEzUmFdhoXpwnwAp7o3hcYym5lgYOYmZmZuyjH/1o2lLtUavVsve///32/ve/P0wzPj5uH/vYx+xjH/tYX/ywIlRPRuk5FRZ6nZG8N3nx2wMDIAwsD5wp716+Cqa8vM26JyKegzdFBV2UpwIYuK8VbQ8NdZ/1wdYJ84a2449Xf86TJzG3bafT6TpEDtcBGjhOgIUF54GJid0q8EggZgWByryDBx4KnOwL5YNlKuyEAR9mZhcvXrTNzU07duyY7e9fjTvB83gv0szMTBcwMrPkOcGLGCcnJ219fd0uXbpkTzzxhD3zzDPppFjwCk8L8kA7oF78JmUAMyhvHEjH7QUBNTQ0ZOfPn7eFhYX0lmYsn8HzgXFy/PhxM7P0aoKRkZGkrFutVtfrGFgxQhEzn+h/xFrpGIN3DMtSAGxQQAAVvAMNvzudq7u8JicnuxQNDi5cX1+3J554Ip3Lg2W2/f19u/vuu+0tb3mL/cVf/IV961vfsr/6q7+ymZkZu/POO9OcmZycTMCWvYWI4eIxiDL5BF61hHUXh3oWeB4zUOU5oL+92Aa2lhWAsDXt3fMAjabjftc0zKOXdwSoItnD8oLrrIodvzVGhIE+AyCAaRiQ8AqiT1Uu8Q5KXX5R2esBpGgpBnyrTNeda5gD4D/ytrBnFe0AjzTnhXzYSGAw48laNmy1HhFw9eiWf3cSKOdxMcuv/erA99AlP8f580D3BAmn485H/jyoFaCwe86sWwAp356lpOWyBRBNHi6b3b+M2D1LQoEKvCdcX7Z0vG12XB57sJA/JirHw/DR/XwMvZ4/A+GE9sFZJXi5IAAbFOLOzo5tbGzY7OxsAi58yF2rdfVdQIiBQazN5ORkAlVY1kD8ECxzbF3GkhTOOTl69GjywgwNDdnS0pKdO3fOnnnmGXvyySdTMC/vNMCYAG9YojK7dkYKvwYA8SN8rg7v+sErDVZXV9O257GxMdvf30/AjQEUYn8ACKenp5OHC/3AQovnB/oNAAnKXT0SWEpCfTnAmxWQbu1HW/P5F+ATZ7+g79GeY2Nj9h3f8R125513phc+7u7upp1aDzzwQAqkfuqpp2x4+OprCbDM2OlcPeAQS2e8xd+s++wj1InBm9k15Yr+URmiMkc9Cx6w4PlVAgoeoGHAEoEdkKbzvNART17ZEU8eYOIy2CBlYjkMUMj5sIxkrwEfM6FySndAeTJS696UOD9tb/bkqIdJdSOn5fHIoAb3GazoOEPZ+OB5/h/pmCZtcMuDGB3IPDhxX9Ob5RU/KEKRPFBwTYGG5sv8IW+dZJ4VgQmm5XF6FvjKPw9YRuqalgUFKx1G9UxQIOrC5PZiZZkrm5fH1DPFE1e3Caonil3syoeZJXe8maVzUPh1AqgrT0SuEwQayob3ZXV1NQEi3mqMeiC4l71ae3t7Nj09bSMjI3b06NG02wY8YDfNuXPn0rbxtbW1tC0ZS3gQNABtqKd+uM4IzEW7AEBgO/fq6qo9+eSTaYu4Wff7h1A/vJlZ36mEc1EAkFA2FDtv2ze7Bkx4eQYgBeVBQAIgcfySehzBL0AzztjhdXosEcITBM/b7u6uPf744zY+Pp5eI4By4Jm7//77bWhoyFZWVmx+ft7a7XYCxQB9Y2NjXRY4xg7LCpYBnpseHz6DSJW6t/wUyTNPJnrAIPK8ROm9MiLA4fHE5eKaB6K8OkQABqTyRuUvK3DvP/826zbWPM8Ge9XY8NPfvZIHIJQgZzxwg/HCANhrA4xZyBiUxd4nbWMGdaw31MDf39/vepdZiW55EBOhPW5UneRRerN8ELBaFiBvkrLVz/nyMzpoFIiwRaDlsGXrWSM6cWvBHAQ/5++1j5l1KTCk4ckKQABBHk1AD3wBsHC5XC92UUNRQ3iox4rrwVYK4np4nLBSgOLlOiF4GGd9sIJD/hMTE0lhQVBg4vK2RQCo6elpm5yctImJiRRvs7q6ahcvXrQnn3zSnn32Wbty5Uqy2CFMuN+4z0ZHR9MW+Fbr6u4tbnsobChWbsOhoSHb2NiwpaWltMTGpwibdQd9AxxMTU1dF6iL5R/wxnE06F9vK6danDhzB/3Owhj152dgXSoY590V3M8YU9iN1G637fjx47a6umqrq6v2xBNP2Ate8IJ0pMDY2Jitra2leqBM7F4BoGTrlgE4j7dIRmAsM8DhpQzk4xkvPM41f5VdKtM8GcfeBo9nlS21AIbrUHPdAzB6z0vPvxXE4F7kNWFQqXM66r8SLxF5PGjfRstM3F4sc7gv2DBkkAEjAvVl7wsMpqg+Xh/rvPR0XRO65UGM2fWAQa95IEGv6fM60fWalu9di4BMbrCbWRcIYCTNwkURvi4TeQIAE5KDqpAnFAO26WLpg/nhScIn34JPbif2anBZDEJQJp+/oG0A8qztVuvqIWiIcUCQLNfVrFv5sgt/Y2MjKWjsBuLlD/YKoL7YkcRbsXEPihzR961WK+2EQj2xK2hoaMiOHz9uo6OjdvLkyXQuy87Oji0sLNgTTzxhTzzxhF28eNEWFxcTT1gyQ5yLvtIAfYfty2bWtdsHYwMgDkfoA2xOTk7awsKCXbp0ySYnJ7usNJx4jHLm5uaSYp2dnbVWq5VOL0Z8E5ZeFJgy+GZBpwcPRoHgqAP6Eychs8eDFQ6Id0UA0CCP2dlZe8lLXmLf/OY37eTJk+lcnG9+85s2Pz+fdsfhVRNHjx7tOssI4wFtALAE7xl4AxhlWaSyC22FsczzgYGNJ9tUlqnS5es8pzw5V6N8aygCK0qRrPVkpypPb4lFx4nKMvCGe7pswuk5xkM/DKz1P48z9awrYI/AVI7UK60GG37DsOBx53mR2NuiHiiN7+HrkIOYD9432vKmBvY+1yhC/OyJ0YGrE8qbCOz6YmKEy9c4f70WWSSquDUPtRDYGuO82TJTYMbpGGFzIDCjdShDBFbC7cdtCEsbg5eBCZQOD3LPGmWviVqNaHfmlwUIKz1Y+4hh8SxeACB8o05YWsHBY61Wq+sFkbxeDCt7eHg4veARQMjM0tZigCHUGd4etDWE2fz8vN17771J+S0uLtry8rJduHDBnnzyyfRiR8SyIFCXvRkQSLx0MjExYfPz86ksKG0GYhgXeB/R7OxsquP6+rpduHAhnYoLb8nIyEhaIkEQK04tBljBuBobG0u/AbjQnwxG0cbgh71ViGsBMGKgAGDJc0pfccHPq/cBzyMtA/g77rjD/t//+3+2tbWVDqxDvNPp06dTfzCP7NnBeGOFoHNYf7NcAvGuJ/DIh+B522kZyOg9TYd24Gd4icGTlSpT+Fs9ONr2OVDCMoh/o509+cl9nVtqQh4g9qzoEgvGLBswSK8HDHIZ7NFEf+sOUm5fz+hk4KEgI0c54KOGAteV+dO6mXUv3YMXBSMs4z1gw3XFf4Cgm7rF+rlG7DL2yJvU0YTSycPfnJbTRdaPB5I0DQ9cFiY8IBQsQRkwUGHFj3SekOF8POuMBQmfpKr8soJSZcL9AR6hzDkPM0uggAEWt6lOFkw8Frb4zfmw5aV9CSGDSYTgVOyQ4W3cmMgI5EW7qYDlVwMgbz5CXvmE12Zqasq2trZsYWHBnn76abt06ZKdP3/ennrqKVtYWEgnvsKKUiEBRcyKG6fa7u7u2urqatdyBzwzZpa2deNdU/v7++lgPRxg12q10nIb70ZDWVw2txEHWKMdwINao7wkx+2N8chLQwBi3Ie8VMmgCLvKGEQzIANv4AXnGM3NzaVxAK/a+fPn7ciRI/aiF70oLTFC6WGcoH4Y4+h39j7pGOd5x0GhXgA/QKoqX87L83ao4s/d12tqcHlyLAItuOeBGP2tIMYDQ5EMVQNI6+KVyW2mskIJbc1yUOVTiXSnEgMw1gGeN51Bg8eXkgJjgAbITeaBPS0MZFgvMMDF2OM4L92txHNOdQ4vVXnAKaJbHsREA1cnbs6dGSF5szoQVHM9uheRAhPN37M6eAsgC0yz7vdvID2n4QHLyyksODkvtiaQnj0xXA5PXAYaaBc+kI29Z8iHy4NrnZUTt68X/Mt1ZaUKTwVOvTW7dtAbtl2bWQoO7XQ6aacRPDDwTmCpB5Y6lDyDF5yIi+u7u7spePfJJ5+0Cxcu2MWLF+3SpUvpDB54xLBzB2AQy2Zm17Yj451Q4+Pjtri4mE7YxRLW8PBw12Frq6ur6e3dZleVMI77xzkvaGPUC8IIbY5nUB/ud4wdKH2dSwqkkS+fLwOgDH5UuZldCxrmbc7gIQK2bPGi7hjDm5ub9uSTT9ro6GgKyoaHDLvM0O/Y2aTCGWUyYGPPhwdqMNYwnxhkoV10x0lJ/kWkCtCTffivnqwc6FGA7z2vfChwifJVQBbx3aQ9dBkIfGBcqpebn0E6Vt7eMyzHFXx6vIBfTzZrWm/lgPsW8peXJDlYl9tG56/OFxhO7JXhekIm4zq3A9oK/X24nCTkKW0zP2AU6c2un8iaPicIFBiVAAaT5wJUz0vOjaj56kD22oLrp4JP0/JEYgHD91hxsHtfrRbeZsqThJWUTjol9d5gorCFMzQ0lCxoXOf4GCgVM0tKEbEj4B0TFEsjyIO9Dmhf8D0yMnLdG6FZYGHZgS3pra0t29jYsHPnztm5c+fs61//uj3xxBO2vLycdjoNDw+nw9N4i+fW1lbXct/w8LDNz8+n7c3YDo2zStA2vBuJ38eD9kUfIv7m5MmTacu1vtoA3/Di8EF0oLW1tQRQGVzzbgW2EIeGhtLuLixjoa/hcUGb7u7uplgbBs/wgGBMoJ2GhobSuSw4pRntgT4E8Gm32zY/P2/nzp2zqakpm5+fTwcp4p1VW1tbdvr06fQCytnZ2bQMhp1OaFPUAb95uYEFP1vFqizRV6pgPYoABt/zvCd8nT1s6k3x0vJ1D7yokejxph4c5tmTp7k0NcCGAQZ7wbx0nB51jLwwKuO4PTQuhnlTQ5H7nOepEo8bb+eQ2fWxMchfPXkwHtAm7PVUTyAbkgpePG9jpGNq6JYHMWrR4JoOZgUwHinizbkLazwkUVnagerlAOlkiVyIWgcNBDS7PtCY0bFSu91OAbOdTqfrdFhW5BDEDHD4pZHseoRXAelwH5Y2TyooJUwKtsw5zgOHvMHSx3H0CKaFwFBPAM5lwY4gBNpC0eKQNihL9nqgbdrtdgoM5nbiSQ/l+P9r791jbbuu+v6xz7nnuc/jPuzr60uckEbh0dh1IZTEUYHwSmLVmApKSBOZ0NIALQQsggoIIYJUQcVPgkpJaSMUHiVU6T8QQancOiIEkBPydJsEmpriPJzYvvb1uee5z3v9/rj6zvNZ3zvm2vs4TsM93kPa2nuvx1xzjjnnGN/xmHMtLS2V9wsp+fizn/1sfPazn40nnngiLl26FGtra6VdCuUIACp0J0EhAKO3R2tnX70cUfvPSKjp3VDaSE99QGGq9j/xxBOtsackXnkclPgtL93BwUE5Jp5vbGzE4eFRHpEEpMaJQk96tsaDxoe8TQJpylHS9eK/AJXqOzs7GzMzM61NE/leK620Uru59Fw0NTUVX/M1XxOf+9znCpiMiFhdXY319fVYXFwsq5NWVlai3+/HC1/4wlKnXq/X2oNHY5xeFSkEehY5r93DqflDfhGca75xrmcyKQvRZCCFY53H/Df/e+6Kg50agKkBLB7jb68Dy/Jya/dnnjDNd8rEzNPB3/S+eLvFP/cUi1f0TrvHmGWSXPZ7WDG7xvkY0QYwardkjY8pjlP3OrGdtWf6wg6O4VHpWQFi/H/mUaESq1kGXaT7+c2y3RWaPSND1DWgVLM+/L6sTJ8ctefVPDa6XwqEm3H5Nwcmk3eJzqWMyAsBFwov1UkTnYLCvQacUFJI+shjwe3dyQetrOn3+63cHweADM1FtN9RtL29HZubm2VvF71RWsuSBRj0bh69F+jg4CA2NjbikUceia2trfIKASXlzs3NtXJXuLmd8173qC0RUfaX0RJgkUCkACFfUSBvyc7OTqytrbXAqDwZWl0jMCWgIaAzPT1dNu5TUjCTkKXQVSZJfFauCueYQBv7T94mLguPOErmVdiMSkfeI4FUjU2OKz3zpptuKkCz17v6os719fX4zGc+ExcuXIjTp0+XV0tQ4SsPRsCT+TCcW/wWafx5QqiHczU3h81/73vOUwclNXCTAQLKodq1pAxIHIcyoJL9rx138MLjXUZqjdyorBnRPNb128lltbeFOohAkdTVB3wugZkDk4zEWyYx89yoIaKa3qnRiQcxjtyp2Pw6IUpdy2voHeAkzQBLRNvbk7lNXVjVLKbaf3cBUuDoWk6iDA3zGgKBbFA7mJBScbdiDSB2TRxaF1QWmWuc/NK1yj2gZ4L5E7pPCrlpjvZ4kWLh2NAKHr3zh4KclvHe3l7L2o+I1hb+mrRS+BICysvQLq4qS29RXl9fj8uXL5eddOVFWF5ejqZpSmKunqPwQ0S0Qjd64aKSUfWGZIEs9Yt479vt7+3tlTwdCSHl4nBsMywj8Kl67ezsRL/fb1mWDBVRYKouviJJXhsf7xlAVtmqC8EuyyPQkxeGS+ZdYIu/Sro+PDyMlZWVssHd7OxsPPHEE3F4eBjz8/OlrQSYyg2Sd1AePCY0E6Rkc0nHKcdc+bJvsjldk1k+x9VXLkNrISF+s5za3Hd5WLvOr/cyhynlYfKn9rxRqaZws9DQcctlSCd7TnbcgRTrQv3gpPmn63U/75W8zYA35dCwNvd6vWuSd6mrxp6YDvKJFtEGAV331QaLAw19O6DhQMiAlJ7jFqATB7b+1+pHC02kQehJgBR42Ue80rdW1wjMuBWQJfFmycXuyRFA8lwV/1b7pMCUB+G7r+o5VIbacE7gS4pECs1DSAx1URnLk6O8Fypj7TC7tbVVPCETExNx7ty58qzBYFBWGl26dCkuXbpU6rWwsBALCwslKVevLFAi7ebmZnkHkTwper+ScmDOnj1blnxvbW21Ql9ZMmtEtLbxVw6K+lMvKtS3Xtx56tSpktQq8KA+VQhLoZqFhYXo9XotnpHUHiYJCigrNEePhvJcaH0KWCocKRB/eHhYkpBVb+Y3yVPGcab6adPB3d3dOHfuXNx0002xu7sbjz/+eAmhra6uxtbWViwuLsby8nJJlN7Z2YmdnZ1SH4UTWa+9vb1WyJHz1AGfPr4qhgaAAzXOcZ/nJAckvKYLwGTywsNIDppqyo6yyEHX0yF/ZlafjFx+DguTuCdF45L5ILVwU63OlF/+jFGVvXtpu8iNRxpukgPumWH+WkYOWjRmvP0MS41KJx7E+MSOaLs8yTC3VkhSwF1Apza4GNN0pZ5NJI+b+jW1gSIPA5W7JhLLdI+JynZwVQN2Umr6LRCjuuuZCi9EtFd3eHY6gQjb6bx0/uo5ChtwG3pa7r3e0V4NvoRRdZFCceDFMJJWpmgc6N7JycnY2NgouQ5aqcRQ2/LycvGsiC8KzzBspCTVs2fPRr/fj4mJiXKPFKQSf5VYq/ElECMAMz8/X96UvbW1FWtrayWMQstfQEA5HvRiaVWWAKD4evbs2Xj88cdL2GlpaSmWlpbKnjwM6UxOXt3ZU++Q0huiuUyZuUJUHAo36mWXbKvGlcaB6nx4eNgKcynXJctJ4Zj0l/QJ8LkXVmG2ixcvxuHhYTz55JOxtLQUX/mVXxn/9//+33jsscei1+vF8vJyGQsCR/IGOpDXGNX4JS90HUE354SHbmtWds3TKqp5ih2o1H7XAEzX9TV5mslE9wh1GVlsZ+bxycoRZcac+oj1dsDifKeMIGDxRHadz3JhdEzl0bND0H4cz8Uw8mgDVy/pv/rDvTIMmzpfCPpq45TJ+qPSiQcxni9BUEDK3LM+6WsTzgcwUa+OeyybHo2adZBNdAp5PZuCzQGKh5jYHkf6nKgkPpNt1SRVLoH284g42nfEV8qIL9lyW4YtFC5RaIHhKgpDWtK0vjmZfFISgLFvfWwI2NCKkOKXF4bKT16GW265pTxXy3ojoiTTfvazny2vD9jZ2SllzM/Pt1Y6Kdx1+fLl4nFRmQJqzCfSLrwLCwtx7ty5stR3e3s71tbWSthN4SRahAozLS0ttcYbVxzJmxQRZZn24eFhSaxVfo9WSCnvRnuyCKTJ68DwlMYNw2FKfFZfK4dI4Ejn6H2Tl4o5UARs2nRQ4Ee8pFKh5azxpHCQrtvY2IjZ2dk4f/58PP/5z4+1tbV40YteFBERDz/8cDzxxBOxt7cXZ8+eLQpAydu9Xq/1lmoPJel65W9RWWj800vlwI9yg/PWDQRX/jX54+UOAzkqz+/jfPfjblS5/PH7SV3grAbYanXT8cyD3UXDns3+cB7RI+qGm/ejJwNzDDg9XWCTlUU95uddNxCYdXmNqGfZXoalRqETD2KcGNsmZZ4XHa8Ndl3nIECCldfUJrEoEyIsX/9pFarDaZlJoVGw0Iqji9yBF92F4lFmeXAiylKnlah7uXeHD3yGA5g8KuWtgSwPgE9mPZNLisVHnaNHSkpf5VAQUGgplOH3avdeCRFtMT81NRU7OztlqfPp06fjOc95TiwvL8elS5fiqaeeisFgEJ///Ofjc5/7XMzOzhZlqDoIBBAQXr58OZ544onY2NiIwWBQEmZlzWuVjTwNCrkIzGhPGO3zohCTdv7d3NwsgEEARt4T9rtCSDMzM7G0tBSLi4uxtbVVXu545syZ1mopeUL4fiXyuWmOlpBLGWv8MlFc/JAi397ejtOnT8fp06djMBi0DA6NA72UsWmuhun01m/xVN4rlSsPl8aNXkuwvb0di4uLxeskq3B9fT0Gg0GcO3eueJQWFxfjK77iK+JDH/pQTE5Oxi233BJPPfVU4QEBP8elwkvit+aDAwF91F5dq2MqjyEjjmkZAJmi7pI9XQCH92XyzPMKvRyey+rj9crKyuTpMKIc5THnC+W5exQoV2g08j9lF8vh/2eSam3Pwl0ijpWMB8NAmQMPySdvJ3kjI9OvU16lztEwHIVOPIjh6oSIujclm1y1ieIAR8c44EcBLf4M3Vsb5Nm1UsruqvP7aqDI200g43UmomYZTdOUFR3u5ubOrK7MpEwknLm6RcflWtS1bJOEtOqbWWw6JuVPQaNn8Vp6VdROCmU9U/kcExMTJSFW3qNPfepT0ev1YmtrK9bX18tqIIWCtHKHSlL7rUghb2xsFBDgAEUeBq3MUV9pbxvV7+DgoAAVARgBgv39/bL9v3ihpfLkCZNPpbTFN3l6OA70Ikrdt7i4GEtLS2V1k0CV3tAtnqrMwWBQvGjyHEUcvWF8fX298MKFpcJT8uBoXOk67dkTcWRR0pOnj3JjfGm/+HDq1NVXSxweHhaPyvnz5wvftJx8aWmplfAsIp9Vb1qf9K5IoKuMzIPJ+ehAZpjCHAZgshwY3af/2TfnVBZCYjlsj393yStek7WFNArIcdkxKthwsDPqM0QyqkapH70uNCaPS1331c6pHzQfah4b5sxQjmaATuCG11MOj0InHsRoEtGCZ3hB1KX4RRnA4H9ZR7ScSFSG/txs8NO7U7vO25UR208vUW1CERBwwnhcVG2SR0JlMgHXBS+VBbei39vbKwpByvnUqVNFwas+TBgVsBFfPVGZk4m8ZLhPvJWw5oorrU7ScXlbfMfXmZmZWF9fj6Zp4vLly/G5z32u5EAoAVdlSXlp9ZL4p5VDu7u7rR2Cpbybpik768pjozpozKkfJBgUolP+iSx/9YMrWAEotX9iYqJ179bWVuGvwkCqz/LycgEqm5ubMTk5GVeuXImmaYpXgzscC6CIf+oPgQfm5Yj3+/v7ceXKlVheXo75+flWaEZ9obbI06K5LtCicTAxcfVt4tzBV+Cu1+u1lojrm3OBOVeDwSDOnDkTq6ur8dBDD8XDDz8ci4uL8ZznPKckZnPZNo0OevzoMVG/OijJ6qRzBPUc2y7/nLqMJjdW3KipgQUHLP5fvKS32I2tTE76b5UxyrcDHNbD26BryFP1n+fuZff6c1QPGp7ZSh7+rvUb5/zTDRlF1Ps9O+7AhXJUMp/31fSZvmsAhmHUUenEgxgiQVdgIg7kmjeFlFk9tW+WQ9d17ZquyZGhWUe52cRkshif7WWJL3oWAQN55VYDBTL5SSuX7Va9lePRNE3r3T+qs6xeASjxwT1rbjVJeVMJ8HUCIk4iClF5O+bn58uzlNCrcIM299NKF+asqD1SkHxPjpSjQIHAwtraWmuPFV3vicfis6xzbjAokMO9ZARMBoNBDAaDktjr+82IH6qDgJvApAQmeab2qg+0rFub6k1PT8fp06djcXGxlMmNCDc3NwuvBWAcZGkMCZxwVZnAp1ZE8XqtnhJI09iSwNU+PQJD6lP3vskLpjGisJX6RONtcXExZmdn4/Tp0639aAjQCOCZ66W68W3ttFQ5tzQHXNnVvBU1jy/JFS+VrntS1F4HI/RmZdcRxPCYz9+a/HNDjHWvtaEml2s8FN8z3tR+Z/kfBD3Zs/05w5S/13tUD1FGXeDCn5kBWO8DpjHoOqY6sJ8J/qRDXCZTP4xKJx7E1Dp8lMn9dJ7hvzOA4gPYByYHDimb7HQ7U+jw+Q4uHPmSXGBFXJtVzgmspEd6Zvg8toUC2Sc9NyyjhcmlzwxPRRwBVPYlt+FX+cz9YIhFykRlSPnKA8GcCXkhNjc3y5unuSGckjQFDpSDMjk5WXJaxC9NYinP/f39kiMi4KicC7WJlj9Dc1KyWpXEZdaqB8tkaEJASX1FD5eSeVWu9kLp9XrFi6TXE0RcDYlpNdXMzExcuXIlZmdn48u//MvLMnOBOPFGpDwketwijvJHer1eCTNpiTU9Nv1+v+VVosfQFavaJQCnVWLsIxfQ4g3Bm8a56qx2/92/+3eLB/H8+fMld8hfKkljgHPU5wjnp+aDn1P93NKnpeyUySUHFg5AstBSdi3lkBswBD48XwMumRxype5t8P/DAIX47sZfBgZZD/KSfUJ5Re8fj7lHpwa8+HzvT/cOimferqxNo1DXtS53fZz6b8o2tsPBjnTJeHUSqGvgZtcOG+x+fpjbjGXX0L8LMC/H26J7NbjdMpKSdBDDpN4MvKgsDTi3tlhnlafwg4dyKDz47Iy8DawPlRJBj3vKBOSI5N0qkNKWwhQIoXdkfX09Dg8PSxKnrHkJHN0jZaJjqruUvVYkDQaD1m62ahs3rOOGe/K+9HpH7++RR4qb80kpzszMlFcKiA8CRVwtJuEgXkfENW9bFg8EKkVKHpbHYX19Pebn50vOB8Es3wuk1yloJ+KpqamyyV5EFLexvG70fHGMsVxtvqf+yISn+EgFoj1quEpuY2OjgBHyRscU7uJ5LSGn4O31esWTc8MNN8TMzEzLY6M+V1hO/SuPmo9Xemd0r4eDs3nAucN5wXnC+enfLu9cfmXGGr2k3g9su4MfBzPZvV6nTB5nwIW/s3bVyqpdI5772MzIx1IGXgg0I67d3ZwAt/aMjEap36iUyVgnAplhnhP3uLgHi/KdRvEodOJBTI3ccvEOy4BMrVMzLwr/u1XA67pcg13WSTZBJRTVPoIVH+DZCgIpNH0yEOM8Yt6LWysqowb0KGBrFgOvI++cNxQESgr1CSHQpWu0k66W/uqlhR5e4MqnrK+l3CYmJorlLYCyubl5zYZusjSkoB00UBBS8HFiC0jJ87KwsFB4TsWrRGLugcJ8E1/6vrOzUwS2cly0NFhLqD/3uc8V5cX3HInnp05dfekklxfLEybgoVwXtZPt19hUHeSNExCUJ439K8uNc1pAh6CP813v0FL/0CXuRgCXsjPsRMCvFWPqW/U1c7YcjHAlhs9FhlaHEYGOE+dSZniNotCHyakMpGT/XW51AaAaAOm6tnY/j7sspFzxXCXOcQeu7tnWMYJMXuvHWLdhwMXJvXQRoy2prkUNvBw3sEXO3yy8JCPDyfdh8r51D/OodOJBDJUAO7nmOuw6VkOntf/ZhK1NSimOUQei6uKD0gcPvRtdVguv56ohd+lmYMhd9qwP76O3hO1gXaiARPR0sA4UDrRouYSZ7nlt6CYrWx4YeUq47Fa89FwctYEeK+VlSJEdHByUlUjKpeEYZN6JFBm9TUys5TGFO/Tcqamp4oXhLru6XuEbhjDUHvUxw3XcCl8KXp4S1YPJ2AxJKYFYZWujPY2P3d3dEhJiHN3nhAsv/dd4FNjkHj+8jopIdeH1UjZuvDBU4nPLrXAuaxYYI4iqGRn875ane02HkZebeVhcOdZkHOvVBToyUOJ86wIuLicymTEKoBJlstiPjXJNl9LO+qWr3/ybz8jKGda+rutG9YI4HRck8L7st8hBstpLrygNa/eiSu67/B9GzwoQ48qP1AVA9N3lacnupXJmPXhd18DsGpRZ7FaUDXq6e2khZHXxtol3slCztssS1oeT2l3ZfGYm5LvaRDCSCSWubNrY2Cj1oWeqaZqyYoXWMvN6PLnUrSWGuKQg6UkgrwgeNDG1fFeKkZNV/6kYIqJVLz1fISsllNLbo7ZwpQ3vlfJhWxRaEmDk6xS0NFreH4EmJuSKdI8nQSuHiHvaKLykPiTA4VzSWBJY0L0ChuwPgTIqWQpTtUF8cle+ypDg1TmOO3lPXJFRzmjPnUyh6x6OS7V1FIWUzV+C7K7ru/47YOcYdGNF356Ll30yEMNjXhcHmBnVZNYwAOP3655aKJ9hPo0hhvxoLPm17g2nbPSxk/3uoppuIXWNBYJ1J8+BrPG69nzpHD2fnhnJQZWpZ3GfGf0flU48iOFEzDpsmGclQ9iZEs3ud4vDwyGOXEUujHR/Zm15fSOu3ciOitKFsdeLz5SAcqXq5fjEyzLO9bzMGuNEdyLfpYQ42aVEFTaZnJwsnpimaVp16fV6BQy4cHHARSGs/wy/+NutBQ5Erigzj5HKpHcgIlqhD9ZV18/NzcXS0lJ5tYBvIiWh7ABJQIS7wPqyXlpCe3t7JeF4YuLqhn8KnWlDPT1He85MTEyUpGICtl6vV+5TPQV+CFI8zOmhL45N5hdklrWuESBRuEx8dI8exykFL4VxxNEOxOozvg1dITLeLz442Kfiyyx9HfNQBonzbhTLvAYOXDY5gHHgQVDin1penYOj44AY/521i99si1PmbeGzeSwDJDQW/HytbzOwoudkv7P2cRxkba/xpEb+rGHhSKcaeIo4CqO6jNU3PTO8luBwVHpWgJha53NiDOvwUZ4zrJwaaDnuczg5/b/IQRD/dwE3Ch/mtbjbn4pVZXKCZysvvO1cCZLlC2gw0+LhW5vp2ZClrzwOr4eeT88Mj1NZql0OYPQOHilpemJUrpQ/BZM8ELRAVAc+RzxRSIqWucCBVvboZYsKI8n7wb4lD3Sc1/C8jw+1Y2trK5qmKflCBABKcm2apvVKAOXKHB4elpVHGkNM5vX6ZJ4AeovkIdE1NSWla1xxatzQoyZPjsac2s854cKXn8PDo6RjtUvhQJVD4MK+V334m31QU8w87x4gld1laQ+TdZmVn4GDmgwiwOHcqgEZL3cUEHMcIONUk78+B/gs/ncgMsx75vx0+Zv9Zt/5/cOeV9N3XfXi/xpg9Of6f84hGUIR7RdIqmzKWQIY32ByFHpWgBhOHLd4uoANj9XK7iINJO9A3ueCU/d5OVR0w0AQBQePcXB0xbIl4P1t0F7vzCrRBHeBwrbzGHdmda+Fe1zcopVXgZ+ItifIJyRDTDpGXlBBUXnKi6AdYfneIgGnpjkKa6k9uj/i2s23lKTq/TI3N1feOB1x5NURiFId6AlSzgdDehQiUtQEnQJ9AhYeWomIskJna2ur7LQr4LG4uBhPPfVUyS/SJn3at4W5I7TKNF56vV5JGlY9fZ542ELhKFlvqgvHZES0BKLAptpBcC7+SvCrDHlSdEyhuZmZmWuWfwroMbldwtlzijjeuGM0xyOP+XxxJdhlpD1TdJxy3Trv8vDUynZAdJw6jHJdpqB1vEvWZ+f8mDycGcDLxjbvU9+rP6mzCExrspUAYhgfMoOa8792TVd59Lq4rtB/zln+1n8vaxQ68SBG5MJAHUOhnt3zdL0n3pFUztm1XeEUAaEaEWA4WPA2Z6DFn+dC1L0FPEfQ4+5jXeNl0kLVsmGCGBG9Oe590X+BF5UxMTFRvjNBTz7wHD0xEdEKHc3MzJQP34jsSbKqOz1DEVFyOdg2JtyqLO4S6yGkiGjtQaNrtO+KFDW9QBIQEqpTU1Mt3jE0FtF+can6pde7+jbmzc3NWF9fj16vF5cuXSovfm8JbwAAkJJJREFUd9Q7gJrmaP+UycnJsudOr9crm9BtbGxExNEqBPHN56IAh0AD+0d9yPHoSkH/6bXRsvPt7e2ygiwby+ob8U/9wevFY4EQhtGUJC6e6LyALceBv06DFmkt1CSiwvCPj6FRwwQ1j4ADfP7OcmXoxc0MBPI6CyfV6sfjw0Jmw8pwyoxX3k+AIKDC8y5zNb5Fkv26l+EUByYZcKMHptZvDmSG6axM77hR3aWX/D/v4VykMeVhIm83wdyodOJBjCYUKWN210TPEHt2zbAJk7nfMvTqwmgY+URwAMEyM3AjkvCUBUmXHy09ekiogCi4/Dq3wnV+Z2enABAR76HVKgVA973v9Fvrx0whuLtbCkWAgKBF3hfuYCuecc8Zvqk54qr3ZH5+vuw/kwFLgQzVbXp6urw8UCBGuTCqk+ePqD3qMyYccsk5285VTfTEqG7qd4HCzc3N6Pf75RmHh4exsbER29vbsby8HHt7e2VvGG7KxtVWni9FxSYwxX5RiEptZP6PrlVd3ejQNVxxpY9Wk9H7ks0RndNz5L0iaDg4OGit2nKwzXnic45g28dwJg+6xjnbkCkZksusbGzWwEBNznmYyMNHGYhxRV2rH4lJ1zXjs3aOx7sUscvNLnLvi7erVoesHl3PGhZKOk55WTnDAAwBUkaZrsxAFeV1DdSMPTEghjd84NNCHwXMONKtkVv6PE7yDsxARnZvJtREdFlmwpnWkZel+6WQmRDpGet8lkiKXhNaCstBhrwQUvoqw7e3p9Lgkl8ph6ZpireAJEWnOpJHzH+g0lHdmHMi74t23pVXQUpT7RoMBgXMaPWT2rS4uBg33HBDySeht0c844sY+/1+XLhwIdbX18tKHCXRMpyVKVnxgfyiN0t9orrJiiYQI4AU77a2tuLw8DCuXLkS586di9nZ2Tg4uPom75WVldjf3y9v27755ptbb4AmrycnJ8sOxfIaCTiq7togTqDm1KlTBUSp/VeuXGkdo6LUmOXY5YosjammaYd1OPaV/yTwI36JT1zerW+VqVVqg8Gg8FT8F8mTpz2LRlEWnH8+/x140KL1crrIlRjBoD9P5ROAU456mzNPhXjOa3htBmJ4jnIlo2EyOlP23l7+p2eLcjUDwjQiPO9J13roV/dnSa1qcwZkMsA5rO/de5+FI9k3fj4rl/InAzNuyErmueExrF+dTjyIyajmSYloJ8e5B6IWUonIEWetnC60XbM+vOya1ekDhQo1A1S8lwJZIMYHZG2yMGFSZdBDoYkpRZAts1Nog/ktOs/lulIYsnaZx1LzMqm+rCNXBunc7OxsLCwsxOLiYllG7HuMMFGWoIwvSZT3Qe/OYT8pHCRPAxMf+XoB9aUSZeWRUZIwiQpF/FQf8LfKnJmZiX6/H73e1S39VQbv91VPepnl4uLiNWEreYlOnz7dequ3eEuwKb5ofDGZj14uPV9jSyCS+7IQmDOhV/NOv7X54Pb2ditxmnzOvBM6TsWtPqXn8tSpUyXExv6jAeX5O+IzQbQbXK481BfurncZwzpnCmFUYMPrh3lP/DrOS350LivT618jGmY1g652T6YoM/DCMjW/CGYcnPgiBAcy/NBg6EruPg4dxxNUAyw+hlQP1wPiC8edh7xq9Ve/af7LUOXK0/HqJBAT+CLqLkQfABmqrKHPLuCRUaZku353KWXWwcsmMKMF5Ja25xLofg9BZEKMFggno7wSAjButTA0w5CFdjwVKbxDi1bPEhhibgr7W3Vh+ENlSpHKM8LQkSx+7vkivmmX34gowogeBm1wd+rUqVheXo6Dg4O4fPlyaatCD+I7wy4RV7fCf+qpp+LUqVNx9uzZEo5SncUrKjz1sb65rPnw8Gj3Ye3JMj8/X94ErfAXQ2riofgloLW9vR2XLl0qbdR7pObm5uJ5z3teeSs0+S7goTGgPlbIiQnH8ooQJPR6R28Wl7dH3ivnnYACd9dlvo/eLM6kdZJ4pkRlepHUpqmpqdYrBQhWNzc348qVKwUc6mWVnAMRcc1/NzTEe4IT1pHX0gtC4CLeZXPWyee/38d7swUBfK5+Mz+OxoPLIi+/q85dcti9FDXw5nIo87jQ4KAHueaRIYCh4ejXuReH8pJjoPatejgdF5BmPO0i13EZr2v3HacelO3HAXAnHsTQbZaRD5QuBNl1P/+z02sdPEq5tbJVT/92wKHBVqsDJ4QLI050P5/Vx+tKq8OVTK/XK56A6enpsj1/0xy54wVapHT4zhm2mV4MHqPFSqucq430YkXtfMtcE13LtjO0wf6VwlQ7ufma9lqZn58v9ebKJVodzBtZWlpq5eaIx7TadY88DaoLPWBaJq3wkpKDFdJg+9wDw3CKElP1WgatRlL4RTyUx4aAaHZ2Nra2tmJqaqq8nFJhMVqvul78JPDU+Dk4OIiFhYXWyjCOCR6PiPIMgRiBOd8vhrzVb3nMnAT6OLcEzDY3N4vXSeEw954wadotbyqGmleGQED3ZKu0OCcc/GTkZddyXFwOcAzxdxdIeToghuOAvNJY0TleJ76R3COTARkHMQ58aJg533ldrUwHRHwW6/J0AIqHgbp0EHnIb9bDeeiGE6/TOOzyihFwa96TD8Nyf5xOPIjhZM+Q7ajgJZskzmgqTB8MPpA8vNQ1WB0Jkxw0eZtq97BsemV0zEFIjTcUtFK63OxM5CuX5PEQaFFir7wUUk56izLffqw3B/vzXTBmfSYAs7CwUICM6iLPTNYnzJ/QRBWfyG+VNTk52QolCTgQWGryitSGw8PDkgMjRUqrPBMo9NAoF0beKu2bI0DBDfIoPAgKWbauk3dN9faXOfb7/dbuwBo3XL0jb43AovKJBBJpsVO4CXDIUyO+cN7S0mfIjqFMvczSLW8PHbH9+la/M6TJccC+IMDJwg2eb+Pyx+eo2pcpHc4F8splTJesUzvY/izkUwMxXudRKQMx/PbfmSE3TH4O88rwtwOSDHzQO5N5WDIww2t0L88RQNd0lbfFPekZv2pGvMZAppeysjjGsnplBjGvqQFJzR0HRGMQA5IwGaaEXVFngyeiO6s7i23XOj2rjwZV1z3DBAmfr8GQTXoXBg5k1B66PHWtD1Apv6ZpSjhI265L6XtYj0t7VU/le/C9RktLS63QDt87RIXrk8CFgeqtVT56aaLAhT4ECs5jf4aUuHgjkKAVPL3e1VyQM2fOxPLyclliTMUjjwlXPfF9SPL++BigwtaYUVkCEgr7KIzU7/dLqIzPpieIXiW3DKl85RXRcwWS+ELImZmZUr6Sk8UjjXWFmtT/5L14LvDCMae+lwDkWFAZGpM6PzExUUAxw1E+juVdoqeMiobzRf2ovCJ6aJi4y3CohzxdSXNOiAdUfqqDk4919RPHMmVIBpRqACbzwmQWfk3OdoEMvz8zylg/tmFUcj6QN13kdfC61AAe5yXLcsNgGDnQVVsIrEepf1ZOxr9hoKaLRuFn5tnxZ3YZzRmdeBAj8g6rdVYGZjiQa+T31DpiWOe44vDfEspZezKLzS2N7Lcml9+TxWx9InJiKBTAxEluqKZn6JyU7WAwaLnKJfT1XAIY1sXbXusngZder1fCMwQbDP+oHUzaVL31nysymFys8MGNN95Y8k2UPyGAIg+BKynlvkxNTcWZM2eKcCKAdGUmIKH/XLWl+6Q8lXwr79fu7m6rPyVwPZnW+1k5IARNMzMzsbGxERsbGyVESMtyf38/5ufnY35+vuQUKe/Jw3fyHqmtAkUqT0BIfUpQoPCd2qyVS+xXeQlVrgAiQbzGLIW9gInGAMdr0zSxvr5evEwaE3plg49XAXgmiHOs+vWZbMoMHfJcZUleZOCn5uGgLBlmNB0XTGTkBl/2jKdDo9xHYDKqQZvV8wvlQa1eXnZmkHo7usrsek72f5T6RdT3+8lkcUZe97EnpoMyJCjKFL++MxdXzWMiGmVgZfcMKyu7RsJV19LyGIVYTwp0eWM8R4T3kadUiky4JYjh82RpR0QJdSgxNiLKDrAK+yhplRY7n1/zvPF5BCwEI5qIDPNkbRVPtDsvQwn0MOm/rHtthqZ6cmXSwsJCLCwsFIDFFVhSakzY9Qmv5eoM5TCvSKEceWOkwF1AunCSF0THFY4RKFC4am1tLU6fPl1CaUpgnp+fj7W1tfIcbl4n0EcPRzbn6CES0GPIiUu0VS+2hyEmvh6C+TC6XuPR3fa+koi8Ey8VSiUIIdhhf7GPagYUwwXuRciUmefFZJ6WDBzxvAOYYUSDje0aZsgdV+mPAiRU5+OUnwEWynrykwYCvyPy10i4AcjzvK/WZ2xT9j+bu0+HaoAoor7M2nlM+erjahTDnZ7JrhyejJ51IGYYUu2ydEa5j+SA6biWRmaldd3j1jPLkUUW0VbSrJcPYoIYCXGVQWHF5EQPOwkwuGVLIELB4ZnpUtBUdHShykqnJ4L8YBulYJTwKrAkPkshSrnKQ0KLVsuUCVzkFZBC3t3dLXuZ9Pv9WFpaip2dnej3+2VF1eHhYSt/SOBC+R7KYyE4kuJlX8kbQ88LPRq6R2Ek9YVAEZdd61nqc/Gf/SxQI1Amb9OVK1eKp0fvdfIcIHmlmqYpm81pPIlvul7t9JVkzGdhCFJlCNDQeyOiB0mJvfSuyKPDVxuQfKk9c774PI5j1kn36b+uz5aWZlYp51423zKPSxbSqCmomgcm++/HCBZrH/cgHwcskTJ5y2NPx2gcRc77ff5MysSMb7ymBkRqzxlWf1IW1qkBgwzIumdKx4Y9V8cJumvg5pmkZx2IOS5R4ZIy9K7rM+qaJMc9RyHUJSQyxa7jWZlqq8qXB4HbsDMXQ/cRpDGPhuc1qGmd6D8FuJS38lOYozA3N5fGgF0Zex0FUOSN4NJuf2cQwYLAjAsiAjLxhcp9ZWUlrly5EhFHK3wijt5OrboIVPi7kBgGoseB/U3vjFbdEPiojImJq3vfaEmz6qTzzKHR2KC1SIWsVTm6VwnX+/v7sbW1FSsrK6WPBGYE1OhVoLeMlpfqpf4Rz+RJ4r4SInpJ5I2gVUcQ1e/3Y2VlpawYY2I5QzsTExMt4Mxn6dkcyxlAZtjNLXLWz6mmtAhKsuNUnqzbKMQ6+XHxY1TKvAY1hZ7JrJrh5sDFAVtNhg4DJ+41ovyrHcva5sdqgKV2vSv+2vVsvyjzXoivmXeFZWZpFRnPHbT52PJ6ZpGArnEf0Tb6x+GkL4CyQSPhSCY7aq2VdVyE3+VOpBJlHocvMxYgUN6Buz6zSeW/1U4pumyS6BoHIplb1Ae/h5voxtdyXV+Su7Cw0KqLJsre3l7ZaEyKjkJfSlTeCCXOMm+H9ZcCkreFngHWV6ER7bgrpbe5uRlbW1utMbKwsBD9fr9l7WtnW1n+KluKkmGpXi/P4o842shO7+uhF0C7DgvEkGd65YOu5Wogle9KTIBgamoq+v1+HB4extraWmtH4v39/VhYWIibb765gBgpVoJT38vEx4/a3Osd7RXTNEd5O6oXwbeWjjdN0/LsTE1NxeLiYumjra2tWFxcjH6/X8CJQJTq6l4RAhyReDkxMVGWn6tfZmdnyxzinOKcqZGud69jbV5pjh/X+qXxchzKgI2Djy4FTwAzzBvBcw4i1IbsfEYEJZRbBJvZdVkIqQvwePnHoS7gUvOY1e7leMiu8/6nNymi21NDYhs1DukA4P8aANNvyYFRaQxiQOxwPx6Rx2VrA9QHjHtuuuqgaxxU+AQWmJG3gNYtLWta1xHXblhVq7fucxDjSsYFswYtwYYvsebkEEgQMJN1PDs7G8vLyzE3N1cGv0IItOYHg0Gsrq6WMAzbpaXOCtko5KFVP1JIUngENHqmK021nTkhymPRsurNzc0CZqRABXrUNiWpSqGrf6UUBW5UJypD1UOgS0qYApS85bugfI+LXu8oxKF7uGKIymZ3d7e1PFt5PXy5Y9M0sbW1FWfPnm2BFYXMdK9eiMi9JfQ8eauYrKp6cBUZ+0X9rfMCVOJB01xdUaZz6n/uB8MkYNXLAS5J/STvi4ecnKdMvlafat51KXCfd9lxkY9/hj6z671Mlw1d4CO7LlOy7CNe454Y1adGNRmd8SrjURfYcFDjfR9x7Y7ow4ALZa9fzzJYrvczATCv6QK1tWPOu9o5jlsn97D4vV1AyOUTy6FRchw69k5sf/qnfxrf8R3fERcvXoxerxfvete7rmnMm9/85rh48WLMzc3Fy1/+8vjEJz7RumZnZyfe+MY3xg033BD9fj/uvvvueOSRR1rXrKysxD333BPLy8uxvLwc99xzT3HRH5fowpZwkoWY7RrqE5UTLnPtZ0zPkDwBRe0jIdeVIEbLg0pK7WHCqOri3hLdL/6ILyQ9UwrSP9nkJL9ZFx+gqhP3z2C7PSTE/V0WFxdjaWkpzpw5E2fPno0zZ87E4uJia2myPC7z8/OxsLBQxtHS0lLxiihMQUtA7WL7VF/nNcePcjO0dFf1lvdE4TApWAI2eUvIL+ZosF4e7mF/qG8dwHjdIq6CNr3fRwIoc/dqbKgMKWkeEyDc2NiItbW1WF9fj/X19bKLccRRWEjt2N7ejsFgUPa04fziPOPOziLmLgmcKZdIOUxqh1Yr6Rn6zdwk8s3nncaCrhdp3usZAmDy4PmScPGSikdjin3tcojyxRVO5hXIAMpxzvu1XTTs/DDyNroC9WuPU8ao9RylDcMM1RqYi2gbcJnOoG5hue6l8rExTP88HcoM2uyjetTuzeay192jCBn4HZWODWI2Nzfj9ttvj7e+9a3p+V/+5V+OX/mVX4m3vvWt8cEPfjAuXLgQ3/7t3x7r6+vlmnvvvTd+//d/P975znfGn//5n8fGxkbcddddLSHx2te+Nh588MG477774r777osHH3ww7rnnnuNWt0VZp3chzy5rpOv4MMslQ7ekzIvC5FWCHgcPEuweOpEiyKwfBxOZsMzAlufbZANP9zJ3Q/kbUmTaFl+7qfoLIgeDQfFCMIzmFjg9U1RyUua+H4z44VZ3tmKEikn3OJiJONp7hfuQ7O/vx5UrV+LJJ5+Mzc3NGAwGxUuzs7NzjXUecRX8DAaD0nYpSXlTZO0IjCg0JJJiV3hFQuTg4CA2NzdjZ2enAEOVx3ow6VTjjhaY2hlxtMOvknzVZ5cvX44nnniirOQRL2jVMjQjoDc/P18AH19BwCRe9rvAhPjhoSHVV7sM7+zsFL45iNKzONZUdyaDi2cKJ3IX4sPDq3v0yCtIUMZdogUIOT9ooWafzEtAQDUK8HCQQkOry2OReRu8nNpzsrBWVkYGBLqUa0bDZHyNv5mcdqWdKXMH3ll5utcVuY8PyrVhoDbj1zBQmPGyxsMu3nn9hpXhui8DaFnfjULHDifdeeedceedd6bnmqaJf/fv/l387M/+bHzXd31XRET89m//dtx0003xn//zf44f+qEfitXV1Xj7298ev/M7vxPf9m3fFhER73jHO+KWW26Jd7/73fHKV74y/uqv/iruu+++eP/73x8veclLIiLi13/91+OOO+6IT37yk/GVX/mVI9eXDPacAgmFiO5N7PQ7s1r8uux/1jH0emSCx+vDSe6CRAJXCksCbWZmprXhGTdn0/3DBrpACJWgLEi2jcKKORkOjBjq8snG0JXyQaiM+MZnla+t8KXIdb9bOPpNi57t1fVuvWtJMb0m8twJpMgDEBFlHxTtiSJlrs3QlCStZ+jZ5IvACPMymqZpJRnruu3t7dja2irlahWPAIxArDw8AjviKfeF4bNEWu2ksSIlrfcQ9fv9cv/W1lYMBoN46qmnYn9/Py5duhRN08Tf+Tt/pwVYuPKLz9LW/dpRmAm7BwcHhccCkeprAk+NUc0DrjTb398veSsREevr63HmzJkyXgiC1C++4ki/Ob6UJM754eBY/au+41whaHZvKL1jmXDPDCpSDWDwt4dI9NwMgLi3jjI0o646dynbYeVQdmXtymiYPK+BuMzb3HXfKHVhm7J+cz017P5hz2Cda0BG53hNpiP8vNc3M2ypvyTv9D8bm8fx8j2jOTEPP/xwPPbYY/GKV7yiHJuZmYlv+qZvigceeCB+6Id+KD784Q/H3t5e65qLFy/GrbfeGg888EC88pWvjPe9732xvLxcAExExEtf+tJYXl6OBx544FggJuLaOGYWh62Rg4faQM6Y3tURfk71ysCUnu+/KQTohVA5tMD1DHp3RI6kHf1zsnZ5qjLw1tUWCnbe7yAqov3agogjELC1tRXr6+vlZYSciPp4eEjnGSqRslb7qOiVByJPDMMq+pZSZghkdnY2tre3y7OoiLUyKaK9FFyAUSBuYqL9QkcKVQ9/6H4HMPTIkNdS9uK58ifIZ/FOfaBjvd7REmPWR96zqampWF1djZ2dnQJWlCOjcgSI5DXTKiqOPYEVAk0KUYJm9Z3G0czMTDRNU56pl13qLdgKfc3Pz1+THK/fAkhsv3Jo+OJMPVPelohojTn2G4lAjW3w8c9r2EaOcf4/jtHlNMxTTAvaLeoMoNS8CX6/lz8MHLls9t9Pl45zP5VyDZA5INa44r36Ps6zM0DSVU+/vsb3TK7XAEzWV2of6+njmLLMn1UD7DV6RkHMY489FhERN910U+v4TTfdFJ/+9KfLNdPT03HmzJlrrtH9jz32WJw/f/6a8s+fP1+ucZL7VrS2tjZSnY8z6GvXZoIlO8//GWipARgSBQyFE4EMQQs9DAxLccJ44p/Kq1EmiLjShBM24wOFngZ0JgAIcujJkWIZDAaxsbERm5ubZaM3X7VFxaby9FyBGClT8Ueufa5ekuJyt7HCChHRCuXJwr906VIMBoM4derqixmZCyOg4vxnaEqWvq80E2BguEdlcGM7hZXcI+BCJxtj7BO23Xkq0CWwovooPPjUU0+VvCQBJSXByrOl0JZ2e2adNMao8HWc/abzGjNagaY6E3QpTHfDDTcUAEvg5gKfngnxhsBH1yonpmmuJpxn1q23gaDbxzqvH1W+kDKP7qjyzr0Rrrx8bo5iRfscP46y0vVZ+aMAn+PQ0/EIsB7Z/wzgZcBhlLoNuzY7P+qx7Lj3l49V7xcf69m4pkHF8TUMRDt9UVYnOQNGYfowlDisnF/6pV+KX/iFX7jmeAYM5KVQmTWU2GXBdIWfvLNq1lXtuU4UghQctIB1nYCMrqXlqzAAlTOFJ8FDFs8lSPGkLFqSbgHqORnPWG4m6H1DMX3v7OzE5uZmsaaliJQ3wlUussZdKTH2TGVEYECFNjExEbu7u61l0jru9RSQmZ+fby29lbJWzge9Hxw7DFM46Ds8PCx5RQQybD9zYgSumJzqQITjx8ereMI+8Hv5tmgBi+3t7Tg4OCivJJBHS+NL4SPxUEBIb3jmXFC9CIIISjk23Juiuirfiv8FDjmnOJbEK76IU6CT45yeOnoeajKA/VyTNVnoxsmBVSavWH5tHpKykBL7e5gnu0tJZ+f0LPYB72G5bCflThcdB4jU5H3Wxqxeaot7GLLflJWSAVTozyQYPC5Y7AIS3jZRrb7eJm5HIaKRNez5Ts8oiLlw4UJEXPWk3HzzzeX4pUuXinfmwoULsbu7GysrKy1vzKVLl+JlL3tZuebxxx+/pvwnnnjiGi+P6Gd+5mfiJ37iJ8r/tbW1uOWWW665ToOfTOya+H7My3q6iD2jWnmctKp7r9cr7mwCk17vaPdYlaPESgloD0X4s1xIuYLQt4ecNFAZI86ew3KoNDmAOdl9GarapARZLe/VXihcdaQymCskha/n65lcuaO6crXY/v7VnV4F4KQQpVyVJCqQoZdMPvroo8VTon1vCATZ3+pXrpoieGWCt0JqVCxSvgxrqSwqf4EIB8EaP+KzeE+PG8ekSGEy1Wl3dzdWV1cj4urLEdfX1+PJJ5+M06dPx8zMTEneleDWOMgMFfFBbaOnx8ObylMSTycnJ68Z9wTfXDEm4MDQJcEk68bxTeDCcwSObgCxvAwoeNu7DENX7k+HuqxoGmVs/3EUYxeI8T50eVArr9YOP5eBJsqSrmcQbLI+XpaHlHTMjTvNPRovGqc8nxm1NUN/FCDDsJW3sdb2Lr6wTqJaf5HX+rC9XXwehY69OqmLnv/858eFCxfi/vvvL8d2d3fjve99bwEoL37xi2Nqaqp1zaOPPhof//jHyzV33HFHrK6uxgc+8IFyzV/8xV/E6upqucZpZmYmlpaWWh+nDCDUrKAMwMgS63LzcsKLslh4Vq+snupo//hSUeVNRLSXoCo3gx+tkJCyY5iAAIWfYctAJexrcW4KfG8zhXrWXrciBSiY1MqwBtupb/e80frX9dpDZn5+vvCIiZaskycva+WVEqgnJq6+jVqJr0xq5YogTWDPbREIYR8RWAgs0PonePHtA6jIdS23FmA/qxx/toj9q350vkdEWWKtUO/29nZsbm5eswyc44fPJcgT/wlslbfk89FBOgGoSGWzjx2UqJ0+9sV31oVjU+3ysjM5o2vdU8g21+iZNKAyqj17lOdRNhA0ZgDGj3fJoUwJ1xR7lyL2NgxTnF3l8lgNrBGc6bevTvK287vGvy4Ak8n1YXXs4ju9of7bV4byf+16n+td/dxFx/bEbGxsxF//9V+X/w8//HA8+OCDcfbs2Xjuc58b9957b/ziL/5ivPCFL4wXvvCF8Yu/+IsxPz8fr33tayMiYnl5OX7gB34g3vSmN8W5c+fi7Nmz8ZM/+ZNx2223ldVKX/3VXx2vetWr4g1veEO87W1vi4iIH/zBH4y77rrr2Em9ogzZimrHhwmJ7HjXZNC5LpelC+Su39zDggJUg1FJp7KsuUSa1rdbGBz0nl/iyk330FOU8Un184ncheplNcuLQBc9l3krv0LJrNpELqK9cZt4Rjeu6iMlKkBCkOjWIb0haouWF8s7cHBwUPa1UdhIS4gXFxdboST2Oz2EEnL7+/vFG6CQoICBFKjKF2jl3ilUvGq/wh+uaMQL9g35l/Uzk1l53dbWVuzv78fa2lr0+/04c+ZMHBwclLd0c7m4L2fWc5nj5V4oB0IaKx5mVY7T1tZWqRtXzQm40DiQpUhy652GjSc9635a6Rz7BJTkK3nIedGlkDNyoyE7NkqZauNxn1+jGoAZtT66L+La3Aqvd1Ymn+WeYYJklcH/rljpRdAcFLmHlcc954vPYplsX1cf1ADMKNd1XVMDa13jh3qW19PDFNGWczQcfD6NQscGMR/60Ifim7/5m8t/hXBe//rXx2/91m/Fv/7X/zoGg0H8q3/1r2JlZSVe8pKXxP/4H/8jFhcXyz2/+qu/GqdOnYpXv/rVMRgM4lu/9Vvjt37rt1oV/93f/d34sR/7sbKK6e67767uTTMqDQMFNQ+MvmsAI/vfVYdRQJFf57FCnlcogxt46Vp9mubqS/e4cZfu9425iMYzFO1KTs/iwM2siGziZu5SnyQOePh8WtTypvT7/RJWoKeEQpzPpaU4MzNTeCnFz3bQLcwVIVtbW8XzoM3fer1eWd4cES3vmL9kkAKUVpqPAW5uR2UtsMqdeRVKcqWtZxDAkPj8Xq9XwmvyAglw0LMhPs7NzRWgpWft7OzE1tZWAR6DwaAs/9dyan1ciHL86re3mSuvRAJo4pk8QeJjNp/oBWN5FMb86Nj+/n7Zh8nH8+Tk0WskCLJoPPDZlDcOmDI6jtw5zn+1m3WVIZQBueyTlV2rL3k8inKMuPb9SbzO7/NnuZKtgR0SlTCf70DV60gFTUDuY48g1gHDcUIso3oxauCRMrvrvlHKdEPX504Gso/ThoinAWJe/vKXd06cXq8Xb37zm+PNb35z9ZrZ2dl4y1veEm95y1uq15w9ezbe8Y53HLd611DGOB3nNbX7ItrWpQufUYUIyZXTMPLQFO8VaOGurLLE5dLmNweoJp9yOVyxZ6EFugg5YCnkZFk3TVO8Gx5KcsHB3z6QKTyJ7PVfyawK3ywsLLRCKNxAz5/DpcxM2NWrDqjEGd4SGKSiJJDc2NiIw8PDWFxcjIWFhbh8+XLpB26b765aCjkubxYwcC+M+j7b4JDvdGJ59NgRwKgtDhiZGO4reXSfrtPrFSKuem3FvytXrsTnP//51oshFxcXo9frlbFJsMWxzk0J6YUjqKYCaJqmNaa1g7B2/JZniqCIzyWAFBCRd02KyEGh6kS+EGCrbq6MRpElNYVLsE+F7vMpK4/f/pvkipTPoRKnnKVni0reQQ49UVn9ng7VZKuPVzeQ2DYvw8EF66j5xTZyPhCseHszQMQ28OPep1H4MOxYTf7WAEzNu+Nj0kGiyIEax6/Gg+Zetp9XjU78u5NqlkGXy7Z23ssaZiXx3q7/GflkycrUOeYdSJHqXOaqZ0hEz+I9mjS0kKUomUuRTQIJfQ1IfdOCqwnirH1SnAIyUmjM/5icnIx+vx/9fr8kjBL4aKUMlaQUnfZrmZw8emeTAKH4o5U39OZ4PVW2yl9dXY3BYFCWO5OfFOgR7ZU3BB1se0S0Enn1EYDr9/uxuLgYy8vLsbCw0Fr9xPdCyRtCT4v4L6BAAcJr9UwJMwFUV/jz8/OFt7p2d3c31tfX4/DwMK5cuRLnzp0rZTHJz5ebu1Kgl8xzsFwoCqzxZZcKsR0cHBTviUCJniM+sH8InD0cqbAt34jNpd0MNalPKezZnz4fhhk8oxhEmTU/ikxyQ4PPdD7TgCGv6J2g4SHeZd6LTPaNKmuHkStdBzMR9Y0F3ROj+mQeIRqJIgc1BHKcVzVgqDqQ2Kc0+rraSl50ARt/1rCxMOw6B3MO0MjfL2o46SSQgxqfNBmAyQSAD+jjuPyeLmXWTkRbUDPhM6I9gPSiQgcxAhxURsx9kcDP8mFUL00aKgApWgk79yS59cg2cZDrW89j/kfTNK2t6rkaR8qb3gRazU3TlDbxuVROCgmozKw8KuGdnZ24cuVKefkj38St5d/MiWD+RMRRHg+VodPExEQpS3lAp0+fLgDGvWVSkqprlnDqoEbP8XGi+nIVkwCD2koQpbZubGzE3t5eLCwslNcubG9vt1YHaWWWnkdv0eHhYck9cv5RQKou8mKJjwp3yVOkd2tRqajNBDZUSJwrEUcJ2OITgTLvJS9dqbOtNQWQgZoMwFD5sU2izKjjOX1nQLKrzpRLBLsE+JmHQX12nBDIFwpksvJqvDxuWRonDkrICwIXApsMyGR1yerL+0YBANlcJ9E48Do4MHKj1Meojvt593pxTPgS7C56VoAYn7QOSmr3+P3qgOOClWETr2bxZPWhxUbQIS+MhDytdilleRvm5+evcaFLaOv6LHucq2U4eKnINIlYXykRPUfKxQcvB7cLNdVfwKJprub4qNyFhYUCZGZnZ6PXO0qe5BJzWcIkeXjcQ8Et67WcXR6AiCh5LUysFt/1Fuvl5eWYn58vgIsKm1YH2+sCRuPN+0z5LwrR+CsGdI9WTlHBc+UO+0b3iN/uHRAwURnyTolv9DzNzs6W8JpAo7yGemXCxsZGzM3NtYBBBhwYHuSqJJ53oa6QklaMqa5qL8ex+NHrtd/ozXGqa2k5qhzxRGFLenZUhsomgOYczqhmcPGcA/9RKQM4bKcf97nNc13ytfacjGpAzq9ROQwB6VjmyanRcQHRKCDK6886OsjJ2sBruoCGe3r0rNr1PJ7xmfdmoJqy/rgAT8Qx68COZY89MSC3/EehDPTULJvjluvlZZZTbYC49cIBwB1S9eHqFA14eTCUgEk3pRSwlBLDHwzfZBOHYEnCWudcEREwuSemRgQxUvpN05QN5/SWau1Sq/Lo1pdHSIo9IlpL1H15oLwx2eTWNQR+av/U1FR52WC/3y9L/gViXEBI+VP4u7BUHzNkFRGt1wsIwHGzQ72aQUpceTwqx8ECx5au49hUuwms3LIW7xYXF+Opp54qCc8CfAq1acm1dvJVP4ukMBli2tnZaeVd+XigB1L9urW1Vd6vJQCkFzlqjyG+rFG8J9igN4XjXYaBVqXpPzfRY0hJ/Kb3jkKc8ymbF12AgP1Qk19+XabwR1VSw2RhBs78P3nuz8yAidcxK29U8PJM1H8Y+TzPQIEDFR8HGUgftT5doEXEue/X10ASr/XfrJePr5pHzr0zo3rmIp4FIGbUgZhNigy41ARKl3fGLZNhwKprgur5jNMzZ0FhJYEYxv1JDMcITDjQIIihYs/KkzLXeS7fzQZ7pjz9OrrvBWD8o/feaFv7hYWF8hoBgQrVXcnOVCJSkm7VciJRcUsZKYlaClFhOt0rhbm3txdLS0uxvLxclj0T8GhcqCx5TAiWpIzlZZMnQ3XkG5RpwQg0aHdfHSOA0T2ZgOMeND4+5cVRGep/tVneoSeeeOKa5eryZs3MzLR2zdW4pOJnWK3X68X6+nrxnNHbJF4yGVrPZOhK1wvwb2xstPqU5TIhV+Eogc1e72oemfgv/k5OTpZcIL1wlcvcKcAFgt2oYZjBQ6sucwiEWFYt/N0lC2thHQcRtfk6jJ6OMfl06Tjgo6YPakBnFPBTI/V/zTsTEelvXechmAzcdMlbHs+Ms+y/X5eVrXY7aHEjQP+HgZlRxpPoxIMYEjvbrZ3adaSnM1Ez68iFzCjEzuUg5sqNiKuCW0pL+QbMYaArXECGqy4kPCOihFM04HXewQeVss7J6yErWcCGfBxmgRGwEcjIm6F8GIEYeSR0L5Wdki416ZXoy9CSu3nFV7aJoEFlbm9vl+ukeBRW2N3djdOnT8fp06fLfVLm4o0AGQGUvCgEIgwRqu9nZmZKnof6WmWo3z28oZCMns++1G96ybIEWubxyBOhZ+3u7pbQnojeEr3zajAYFIDAt5ZnwEmAZGVlpfCenjUqcgEZ1UVhJQIKvT5Cx8VL5reovnwBpzyMar9Ay+rqaksxCNgwaZtzhaEr8V31ZnsiuhNyWaYDmFroWXzKyOUS650pnezZ/ttzQmry9ekAjRofni65kj4OGPIy+O1eFQJGjvcaeHE+qmwHNd4G/c+8PDyXXaPrMiBUA7AOVmo605PlfRyNw0kgt3KGXft0yCc+y8ksI49f15A0BYdfx4HniY0S3rLaudrElTKt6IgjYUoPiIMYV3xsn85RAGfCVHWh0mRf8Rn0OHCJsq6TR0lJpXqueCcvicqUAvdEY05wKXu+H4mhMn0ODw9b/w8ODmJzczOefPLJWF5eLh4JhfD0XHl3mubordjyUAh8yWuj/wSJKk9LyhVGczBE/rFtzOPw0EVNOREEe5kZYOJu0Rz79PApnNclqPWt92WJ7wJ1qouEn8JNAn4KITHpW6+E6Pf7JQRHz6XCQ64YaUlTCQnQ6lUUEUfgr6Zss7mcKUDe598OTtxzI57XjCmvlz9XY5VjRG3iHHOlXHtGF2VtHoUICmqAr6vMDKwcxyOQ9SXrwmOZLsoATlZnXldrV1Z+DXg4yMrqNaoXJqtLbQz7OHRP03HpxIOYTAhkoMMBw6hUAzD8HmZF8NoaaMna5EBDg0DeGHliFDKg4tK9DmI4oAmOHMAQxPjEytotIJOtitJvrwMTLLk6igm3k5OTJblVIEfP0aSfmZlpvVSQIQMHcBTYVPgsk32j+slab5qmvM9JHoczZ86UOgq4SPGpTOef+ubw8LCVUC2v0sTERNkReGFhoYAFrnxin/uY0VhzS1teOSa6RkQpl4ndzGPRc+jxWVhYiMXFxZITMzMzE5ubm7G/v1/4Mz8/XxKUm+YoSZp9IOCxsbERa2tr5e3UAjJu1alfldQroESPnHjky515v5S/gBmXlPv4Vx5U0zSt3Ys9VEtQQMDohovGm8YZ84JqytWVIMcp56SDGp+3HNeqM5UZk9t5Ldvrc7AWOlFbOSa7wIOfH2YAHhcQqc2ZTKsRZaY/dxg4dY8LeekAWOfdaMx4UAMXNAwz8OygxcFNBqx03OvhwJJtJfDl/+OAR9GJBzHuBRl2bddx/+5y89ZATGb11r4zyiZBzbpWfgwBgIQoy5FlSy8IlZwGM4EFQVMNqGW8yfpCg1t1Vzsy74dPQg+F0FtxcHBQclcY7pDFzRc2uoCPuBom0kQjsGOuhhS/NnZjqEbXaWdarawSqJTFT0+VzvOYwlA7OzulPtPT0wW88EWPDNuofwRwtHyZOT5UpOIP+019Q+VG8Oyrmwj6Zmdn4+zZs2Xl3E033RSPPPJIbG9vx+c+97lYXFyMr/qqryr16/V6ZWNCARqCLuXDMNxJQaj2CpxERAkbafNC1W17ezsGg0Hs7OyUtis3p2ma4olRv8sjx9VdarPOq38ElE+dOlXyZnTMQYnqozoQVBJQc47VLNwuAygDLcPmbURbEVE+EYRw7nDcZla312UU4OJtzX47eCMveA2P1QAQyxtFmUreEMAQrLmHKgMoWZ09byTiSH5ylRjrmfEx86Zwzqi82jW1sljvjJ80gL2NBK4ZgBmHk0DHcU95R2QT3EFRDeBkAqIWRuIgqAkor2fEkUKdmZkpip65GVpxoWfrI0XGAaMwTETbPcsJSaGuMqVUaH351viqqwQ5idamTwwqZX8rta5hneiB4ETUCh6SwIaUDNtOd7nCUMo3UchGtLe3FxsbG3Hp0qVyTPuhbGxsRNNc3cNGCcd6OaSSPw8PD1ubFEZE8dCIN1LCUpwK0/T7/dJOWb0CSgzryAukpebi92AwaO3gq7GmawR4KXTIV5Wpegvkqm1aMXbjjTfGzs5OvOhFL4oHHnggHnnkkXjsscdiZmYmbr311vIMJWqrHgRPe3t7ceXKldYydvUj6y5Pjvby0aZ7AowU0nxhpTxBehZBs8aa+knjToKWHiV6TDimuameK3APJxDQcP7WrGHNPYIk8S9LWifg0LVeXxLHRKZ0MrDicrD2IQ0DDC6fMwXLNmWehlHKETlQcKDUVQ+eo0dK5zzUxHJo1Dl4caDqoCUDaSyXz6QR6HxyMOPHvO3ZOQfWfn3EEZgnuBmDGCN3Zdasj9oE5PdxqHZPZlENuz8brLSIqcw5mOSN2d3dbb3Z2Acurb+IaIEPDjq6/igQWT8+n4JU4IZLSyOu3VHY68a21gCM14vnCTgijpKVm6Yp7fQ3gGdglgJI5TdNUxJHWYY8Hgp9qS+kXOVBUDkCdlJcUr4ME3Il2e7ubuu9SFRWAqlcoaVyFUrRsz1E4RadjzU9W8+VkBVfmFeiOs3NzcWZM2ei1+uVXXojrnq5VlZW4sqVK7G2ttbqL/GDlqj23WHfaQdeAV0d07ua9BEwIADRu6XYN/ot8ObhVOXfEFwI7AmE8b1kBCIUzgSH4q/Gl4MgPcPnQgZAVHcaFAQs7iWpJfdm45ztdVnkc2OY3BxmKPLZ2bFMOdau6yKX+T7m2U62r3aN5oJ7cAhgsr6kp4a6ygFZxLVz1us9KojRfwcwLu9ZT95LHmQAZhhxXnE86n9tbGZ04kGMK9kM/Xedd3IvTDZhnw567wJQVKIOPhQaEBiQhejKXRasXPQRcY1lLfc1w0s1pO//VSeuGKHnhF4aKg0CGIaqnNQGhn9GsSYcHMnzorwhfTtwU7s02TSppAjFK73YcGZmpgXU5P2Qhc5dlJumuWZfEuaZEHSIbxFHuy0zxKV+Ux4GlxcruVvtZA5UxNUda7V0m/uaiN/qGwlnCVaBNK3KEp849lSXw8PDkoC8v78f6+vr5Z1J8/Pzcfny5XjyySdb4EXP15je2dkp7z/S83Z2dmJtbS1Onz7der8Ux7nCT6qPvC3T09Nx8eLFuOGGG8qOvQRj4r28WiKF9Ti+GV4SDzSeyE9anN4PLIdKzD00AkAU+pwHGl/0YFH++adGHgKpycWucmrHs1CKK++MMqWcHePxTEH7dayDA6SsLlnYivfXyuf9mt/uoeGzHRhSNhFwZ0ZHjTIw08WX7Pu4YGVYXVgevb4ZaKzRiQcxpGGTl+SDs+u+LhDkAKaGaPmsWl3p0ieA4UZ0EdHaoI05EhJ8EvYOAKQ0Mje06sS6uHWndmVggm0kCMlCVm7ROE+yuDvrRwBFMEcPBHe7peJxBSDlwt/cbl8emOnp6VY4iwm3upblS+FwbxfVVd4U9aGWgyu3h4BEyl/JvlLitMr1n0BRz2OSKVfW+Lhz65DxbI1FByICnbOzs+Ut9tvb23H27NkCltfW1mJlZSWWlpbK6i3yWnxdW1uLtbW1WFxcLABtc3OzvKdJXi55Yrg3juaL2q6VXYuLi8WrxJVh7Au2Re3W3OAYJbDkXPYQEi1ct/zFa1fAHBddxLHqYSPOF/9PYj30f5gxRj7QmtYY1HnNDY4njkWN6+wZmQwijSrXa1QDMFm5GS9c9rvCZxiJ4SLnV+0ZtTFDmVero4enhoG7Lm94xi+vo/OlRg5k9RllrJNOPIgR84cN8hr6FB3nfl5Lb0jEkUKgl8IHIgeHgwQvW4qIS4/p3eDGcNkmdSqH7eBEy4SdW3nuxmY+jAtTgh1Zu6yvSF4NV7rKUaEAkNVLsOKAiOOAAkNlSflylRHrLdCnkIL2QNFxhlj6/X6cO3cuTp8+3VLq2vxMbWM/C2xK4fk+KFrurfcGsd5cvs1t7/f3r77BW94ijhcBGvFXiazqI/EsCy2qrh42k5dC7WIi+fz8fKyvr5e9U1Tf1dXVuHTpUnltgvK71I+7u7uxuroajz/+eGxsbJSQmtom0Kbxp/2R5I3xhHDxU56z9fX1GAwGpQ/5Sgx5biiwmSTOtooXfOmm70FEhZ/lzniSr3tnOPdcsWfyoeY9ySgzwjK5pW+2361nB0619jpp/LtnzOucgQzOadaJ31md2b4ufrkHns/xTxef1XbOJfKP97s85L3+nJpcJ3B24JEByVEATld7au31/xzHagc9TGNPDMgt+WHX+uCpgROey4gDwsvhedaLQtYHauZOZD0EXqTUBAy4NTtDTz6QKWTdgmNII+IoGVfHPQ7P/853hkG4mzAFFssiL6QYpcSdR56jkfFd1jrryTqRnxR0FCJ04+u5Um5q49zcXHln0urqajmnfhA44MsOaYEIXPBlk8rj8ERa5aLQiyEPjF5BoZVaHAfycoiH2UqjiLYnRvXVah31Ife60f165vz8fPT7/VhZWSkAQON4Y2MjLl++HIuLi3H27NmWd0RtWF9fj8uXL7dCcGqj+lT1F4BRnhI9XewvJhDLu6Vl0hHR2tuGGz6qn6l0muboFQUcQwpHcTNEef30bAfLPlc4dt1TwTFTk0Vu4deu0fcwyzk7nyl1lx2aN7w/K49zYNizRA4wap8amHEAQsrK7npOjdeuuGvt5nWUidlqJAdzDrgdKGTfBFM8xrGsuvj9bFuNatdm92RtH4VOPIiJGM0icevCr6OrludqZfOTAaBsQKvj5F3IQBATDqWM/BgVFd3oBCq8TgOYlmCGwh0tZ14iKVEORrrp6QGhB0bPcQAjbwwtWO614gBQ91HYy7pzdzuVdiZ8GJLTc8gz8VH3c1M1bimvuqlPmfzp/c43Z6td9JwoDCYQqGcT2Kks8VheE7VZQM+BtJ7F8UAAx77izrUEXCpDPJiamipelrm5uZYHS/lZW1tbceXKlVhfX4/z58+3QmkMfwqEqQ1qG98pNRgMiheEY4P9pWX3GhPinVZbTUxMlB2WdT+9W5OTR68W4LuoBJgEcHSM46tpmgLS1L5MplCpuVLxMe/Kyj0S/jtT5jXifM2oZs1TPrhhlNU1s/ZpOBFQZ/+7iPwTb53HNT64YengwPlID3Z23g2v7Jzf6+Vkba+BFrapy6DO+OW8z/hSIwdUfm9WNq8fr04CuXVTY36G8LP/NRrWoZn3pDaoiLx9cDr4cNDiG8LpE9H2gmhS878LU68jJ5crQPe6ZBPVgZQvYeX1EUd9R8+DEiL1odCgtcvncLJmIEQK0fMiIo5yIDjxpHg8BCZFpyW99DLRo+PhLSlGB3QCC/IaqI5SmqpLBoqoSMR7946pvlQkVPhSwGyvFEBWXwE4egD1zY/CnwIbW1tb8dRTT8WTTz4Zz33ucwsoOjw8jMFgECsrK8Wb0e/3iydL92t/Fu3oy7GjPlRd9/f3C9BR3zJUonAXx6x4KhK/mMSs8ccQBsejriFQVT8y7KS6UIhzLnI8uYGRzTsaHQSko4CYLgvbn8v/2YdhoqyemUInufwcFbz4d3ZsmIwX34d5Wfid9RFBSgagusCMl5HVfZT6se0R14KIWp9n94pYdqZDsv7sAmKcM6PQswLEcDDVOiMDMVkc1H9n5IrYjznK9k7j4PU4oQMWbsWvb25uR8taz6ESdyuFz9d9zpOMdxTeLkCpHEUevvGy+DxZyrSa6Y3xcFctnCQFopCAQjM+cQT6uCScZUsoUzHu7OzEYDAooSR6V9hOeZL4Nmv1bUR7p14mt6pO/X4/IqLlbVASq67hqiK35sUz5Yww6VQ8pTAj0NOYEZBSG/Sc/f398h4njTG950h5MHNzcyV8s7GxERMTE2Vfnfn5+fjqr/7qlvdubW0tLl++XMpeXl4uoSIfc3xfGEOe3FNGfLpy5Uor/0b9yh2DBdYJHDQmNVZ17/T0dLleCtt3hvZ3MAnocB5ynPAZBDDsW9WH89K9pPRu+hz1+ebGiepTU7i6LpOftXO1+/x8TfGJOG8yI9EVN8e0+moUMORtyhS5ynTZHpHvtqznZ2BT12XnazxjvTId1gVCuo6rDBq6bGONRxmA4TjWMRqCbOsYxBiJOVTU2fmI4a8RqN3n1zpK9ms5MCKujUVSMNHyY4jIPw5uCGLohvVPNihFrJcLWp8Yo/Ao8wKRJ/5sAQYPXel8xkP3dPD6zDPQNE0BDlIgvJ+eFCoETUBeI+UlYCFFme0jw5cNko8qX8BvZmam7P46NTUVc3Nz1yhn5YGwTgyzRBzlvMiT4WEiev/YX1LEzmuOHwEq5l2xX8UPgZqFhYXY398vXpatra2Ym5uLwWAQc3NzpT6DwSDW19cjImJ5eTnm5+dLP3BF2cTERMmHEbgSX7e2tkofbG9vx9TUVCwvL7faoPCSwBaTzhkWoWeL2xVoKbg8TeorAljlAxG8cJ5wDlAB8MM+Yj9lnlDOGQcw7pXzclhvgjwqGgJYb0sN2Ph8zAyiYeAlO+6eD1eiLls5jmtgjedqBi0pkzcOllyxZ2VkfMg8O7XryfcMlPq9/F8DaKMSAZfuUz14nvX6Qp4X8SwAMZysEXnoxq0RHed5/fb7auCH5VCIuFCIaCcBE9Hrt4QeQQw9MO55yX6LaCH6QKKQ87Y7UQHQC+Lt9vv1TOUmELDpfERcU6bq5sKYfSVPi4epWA/VmyEPTSrxnfu5sB60cGWxq67aRVbhH3cZC4RwEuvVB0r0dAvfPStcMkzS8+VdUp/I28IVV+SHAA1DXxlQJB8PD9svgqRwFkCR8hb42draKknE2mV4aWmpbEY3OTlZlkwTjDVNU/aHEdAQqV1aWTQ9PV0SmDl/er2ribUR0Ur6XV1dLXk28s4R1LknQ2UKCDpg1lurOQ5dYBMYq84cl1KiGufqH4IGGgEO1F02ce7wONvmc0PfmSJyJeqy0UFOBmS6lHftnI/FjLoUdM0Io+ExqsdC57rawzkmXrIf3Wuj8xHXvs6CesU9cN4X/tt5kslyb69/u+GS3Vt7nj87A3C1sseemA4apWO/GJR1FhU6hRMVCQe4h4gIbHwptR9XW937IeLkyAQPhRmTF5kzkgEi9wDJ6tdW77qfy7KlLPRsCQIpXn4k8GteNuZ8OGAl/5m/srOz08pdUT1UV/bLwsJCzM/PF0V56tSpWFhYKGELtYv77+j5AjFdXjJ6fNwjx/bpFQfqHz2XOR9qk8YYV9QwSZZAzUMdKoNCl+NQxyKijLvd3d0SOjp79mysr68Xb8yZM2ciIlovapQ3ZWdnJ1ZXV2Nra6t4Ybzf1AbmMgnk9/v94hXTGNM1a2tr0TRNLCwslPnn7VL9+SoDASXl7XD1n/ionXsHg0EZE17HzKr2ucYx594EPStbxk1y4JKBM1fILh+6FDvHBmWYnu1gaVR5mynRWh3YfudrjR/6nXlmdE7/j6MjsuuHHePvWn28nU6ZoX4cXedlcgx2kesK1oO/CRgJ5rysYU6BjE48iPGQyaiDMkO5XaibaN4t3loYhEo9Kzub+LwvS+aVZclN0JRImCF459WwwcPJ5R8JVnqOCBp0n4MvutcnJiaKd8InBFe/cPUPecp8H3+2QAHrqjwQrpRy7x37Q3WRku/3+8WrsLCwEP1+v6xc6ff7xctCYCavDQElw0YEa7u7uzE/P1/4LgApZXt4eFj2jmG/SNnSPS5+ENz4ONR/XcPxSUFLICuiB0PXqCzlC01OTpaXPM7Ozsa5c+cKOFCu0s7OTkxMTMSVK1diZWWl1EP9p/kkT4bqRoUuAEZwNT09Hf1+P5rmau6LXmMgoCNQIK+QXrEwGAzKPdqvxwWwxqb6kCHQiCMDROOIwJLXUhaI95pTtOAzUOMhj8wrkoEKKiKNf8oLzh+Wo/qrHvQi8Lfqrn70dvJZfIaOu1fVZbgbhplXxfnFeeFl+3x3ysDY0zGG/fkiGks1nePPZhi5BgSGAUBe40Cwpjt5zI1gknu8OC683OMAmIhnGYihBUJifDrrFEe2nGS1wcslniyDypZhnZr7jBNL13pirsCKlo7SW6OJS1DBtrHNfFbmDhbvaNX6yhUNTO5Dcnh4bf4C68d6SolHtLdyl2LXOfFPYKDmZaFwVZtYP1n/BDYKb6jOyn3o9XplWXPE1Rf/3XjjjXH+/Pm4dOlSLC4uxszMTOzs7MSZM2fi3Llz8fjjj8fu7m7xCgikCXxIgQnsCHRub2/HxsZGrK+vx+zsbIu/Ugazs7OtfWBqFnCv1yvtUf2pDFmulLH+z8zMtPaqYY6VAMr+/n4BWlL2BwcH0e/3W8vAFxcXY3d3Nx566KH42Mc+FjfeeGN8wzd8Q/R6vVhcXCy7+q6vr8fm5mZ86lOfio2NjVheXo7Z2dl48skny14xU1NT8WVf9mUFuB8eHpbXKOzs7MTKykqcPn06dnd3Y2FhIZqmibm5uTh79mw0TRMPPfRQbG5uxuzsbCwsLMTh4dVXSGxvb8dTTz1VNt6jgSCQxJdvqv0RURK6uV8Qx+LS0lIBcAqDcS5pLItf9NzoXAYAGLrSsZrM4vjQ9RlY8Wcw0Zj3yBsmck8It4oQkHGZyfFFcuOwS0Y6ZUCHH3+eg30HcZmB5+Cvqz6qg5fjoEHPdw9cTbE7wGAbvI1ex8x4djDnbfNx1UV+DYG4g9QuXTqMTjyIGYXIvGGMzLwjx6XMiuIEpYXDY/ReULhm4SUpTLq6OSCzwaqPh4fcqtOHICazegggZU1GXJvc28V3WvY+CQmq5LXgM9XGmjBSvQlydVy8qwEj8pCAqNfrlSW/EUchlYijNxmTzwIjHipkezMBxtAFM/x5vbwuAjBqi3iu0I0SUslblqW66rnyekjJ8zh5IgCovWEGg0Gsra2VnXu1EaC8HbOzs+W46kfwpr6ml4d7s+jZaq/eGM7EZP2emZmJw8OjJeEZAOSzuLdMv99vrWziXNrZ2Sk7BesaetuUG8U5IOOCv/Wtj6/G4/218IODWYaSOK5d2ROgZJ4KV5bZb3kLh4WTuuQo2+Lzv3bdMLmceTEc6GUf8srvyZ7hvCK5MZkBLgecHJ8ubx3Y1vjs+iQbM/6/xvOMfCxmZTpwcpmqY8ehZwWIodLgsYjuZCV1Steg9ufw28tkZxG8sCM1gKlo9NuXUyuvRG8OZj4MPRgUXlmbvQ0cjA5YZHlKQbFMKTQBLtWdoQsHQg5iNNm0Hwy9J3oGvTjeZ7LqVAfd40qe/eD8ocLm6hQqG5HCJEtLSyUXYnd3N7a2tkoujJb8KjFVz1TuBzdVizgKN2klklsu+j8xMVF2xI04esEh3yHEXCO1RwBDIEbPVP329vYK77KwF19FIN5yubXu5e6809PT8fnPfz4eeeSR0q7p6el45JFHWi+2XFhYiKWlpZiYmCheF/WZQk693tVw2eOPPx7Ly8ut9x+p/w4PD2N9fb3sK9PrXX3hpADjl3/5l0fTNOW/+laJ2fTC6Dz3wOFcZd8JNB4eHrZeFukeSSonvkqBcipLIHZ54XJF8yADojrn/2vyqkaZ8vN6ijIlRVnnZdWOD6tfDbyMamx2ARiWUQNjWR27gIwoA6Eq2w2DiGtlV9ezvX2j8vILoSycx3Pev7rOQRgXowyjZwWIyTpVx2v//bcLAScf6BniV0cRZLgnhu5k/ZfC0vtp+IZk7cvhIEZ5MLrf6+htrKF3gg66vt11TWAh4KLypSC4skj38h4R28BVQJzcmeeJk4BJnhT8qgOv8d8ES1r5pZUnzGFQOcqL6fV6sbGxEZubm3F4eFh2n42I2NjYKGCDISqBUiWSTk9Px2AwKJu7EQTq+eSBvAPip5ShEmXFI4EVgSc9W8pfCpWvgqCFrXupqDh+dnZ2yjiVAFKeier3qU99Ki5fvhwLCwvxZV/2ZdHr9eLKlSulrcqT4dJzekkEjHd3d2Ntba0kT3NFlrxTAkHLy8vl/rNnz8aNN94YMzMzcfPNNxdPwebmZstbKUAmjwmTsgnU9c3xrjwdlXN4eHXDPs0h5s64EVCTU5wrbum6hzWbv27IEMh4SIl963ktWV047nSfG0D+YR3UZpcnNBpqstR/kyeZR4CylPxhubWQkZedEeuk/w5CsmNdZbJcXctjPg+9zhmg0PO8rOy+YW3z57rHinXkuHDvdwbMR6UTD2KyCeQAhR06SnmiDBwMQ+m0pqSIXJk7KhcyJYjRxmFa1srEVNXTlZAPKq8zlbl7oJyHXk+BCQkKru6hAOfyZXoY6OqXm989JDU+cmWIe10i8r1pqJzIa7aFz5Kyl8LnKh61e25uroAdAZGmaUqOC1+yqGTRiKvKXqBib28vtra2Ym1trShE8pJ9OTl5dQdberwECNxi1Pjme3u4Jb6ADnOS1O/Mh3EByHFDISaPzWAwKGDwqaeeit3d3Th9+nRZlXT58uXS3wIna2trMTExUfZ3IQh2EKO3Uett4fLgERjSE8M9YCYmru4to0RitVPhLI5x8YtjVG2Wh5Rt9xySiCggiMBSeVHcc4ZjjmPYLVl+uqzyYUSZ5sqty8PhIISeVoEg8ZV5Z/SI14hGHZW8e275exgAUZu8DCpZHfc2sXyXncOemdXB9VCXByO7x3WEE+VqjQc14OvldgEslzPZMdaF2wZkuth1wSh04kEMmUQF7Of8ep7TBKyBldpxH6TMd6AnwQVUzTshEDM7O1sAjLwwUt6eT+HkQM6tMQc0/LgXxuvMFRi0onWPlIWey3walaW20+pnoiT3xaEHKyKKslTbmEOksgRGpOCa5igRlW58tUF1EZ/4lmOVFXE1lKP9YeSJESAgmFQbJLQUfhCA6fV6LS+KynCXM9/ho/GhBF8paF7PsJj4zvcHRUQLpKmuTCiNiFJPCvlM6andWgV0eHg1cVa8WlhYiJmZmbh8+XLMz8/H6dOnY3V19RoLfnp6uoRlVldXiydJIZvV1dVrEtjZbgJYCk+FdtgWjRkmOKtM1YOASt4nem50D58hfqrP6FXTmPS8Jo0/fVNGsG+zECcBO/+PomD5PI47VzaajxwH/HbwSQXG8t1Q4lxxQ4c80fO7FKzGodeb/2tyknXi+MjK7frtPHfD8jiUAZmsTXq2g61RvBycvzSA3LBhOdQbAq/ezhpg8vPH8cCInhUgpgusRLStnOwedqC7KrNByjLcW5F9qMAzYaVzvheMJ4NSePH5GTLWNyepu3ql8PitT6YonOfydkiJcv8ab7uDEX2YcKr/WfiM5WV9zLp6f5BX7jZ3hcD+V7tUt+np6ZibmyveESoY9QPLYZhC1r8AFp/NkJrqLZDEjeUUvhFvlFvjQoeASt4FH8fsfy73ZHvcK0mlIoEmb4yerRVLWuGjl0OKZ01zFA8XYJV3ZXJysiRNa4zy1QkeehLQFbgYDAYloVf80qZ55KVWBRH8cP4J7DH3RX2nHBsCGYJ5CflsjJGn/M3QKEGAeyuYFKwxSo8ivSwcwzUwQADOcZMBD/diZDKF8sY//lz/36UMM8qAxSjAodZG3u/e4WEgxg3grrpmlAET1y9+bddvUealyWQF28L7vO/IFze8up7Jshx8jUInHsSQsgHgCp/nfeJk1gYpG4zDJh+VYeapUf2knJTISy8M3dwZAHOhklkVmeWRARmFg8Qfuv10PYEC6+Z5Kt5W8ViKzPfacJCnunOVFPnNCUUFrBUiPKZysj5UHRl+kXLSR7yYn5+Pc+fORdNczZXRc7S/iJJvFVpSHoz37+bmZkuhSnEScFAg8Ji8dQIxDG+Qx1waK/6yXAo0jlHxnvueCHz5vSxXe+hsbW3F448/HktLSy3+OcjiGNLz1KZer1f242G7FG7iixzFZ44dJT0LWHg4lDKBCfWa+01z9KoKgSlapg6mNKeYU6U6M7G41+u13gtF0EPwonLdY6Tn6Br3koi/LsP8Xpcjo1jv7LtMjhDY+fLhLks96xMfY1k9fCzxfM245T0OYLrke0YZ/7r46AAzK6er7C7qAgecdw5oXQ9Slrpe5H9e52PKDd9M343DSSAyjRYlLezMm8DrxNQsrCSqHas9S8KLyty9FbSyJUi5GokrKGruWVpDDCWwjl3XO5DxdtFaZf2dJ3xzr3s16FVQH0hpS8FzMzfVR6EAtV+rgRyE6j5aB1JsCpe4gHQlrz5TnorqQABES35hYSGWl5fjySefbG02qJDT9vZ22dFV40t8n5ubK2NVb3tWW6h4xSMpc11LcEU+i+g9cu+JrncgzN19FeoSz8U35XyoPALRhYWFuPHGG8srBDY3N2NqairOnDlTdu7d3NwsO+lqXPT7/VheXi479ypnSLznCqj5+fnS5lOnTpX9ZbSr8g033FCA0+bmZmxtbRXwSYCmHCWNa5cf8v7Q+6GND5ULdHh4NXyqZGUqAubV0EvH/64UXGFzrLpcqX08lEOAxHHOfmddWE+fUzrmniTVnV4oghenGvig56lGw7wemXyn3OR/yqpRPO/DyO/L6pjxI2vDMM9NVi+OFR7L6k9Dyft+2HfmaavVJTuXAehhdOJBjCtoDlAK7WFIlRNqGDqnktY3FQtDQbLusjARgQzfk+TX0jrO2uvJuu72q1lOurfmFhZv5JXQf1od/MijwPJ4HcEd90Ch4CVfZQHTK9LrHVnutTbTq6IX9fH9Qu5N0DG1kUt5RQJcqp9+K39D+UDMC1I52hZfY4ErXBx4+5hVHozKI+DRfQIT7o3x8e5eL11HDxrBDDeyY7nql4hova379OnTsbi4GDs7O7G5uRm93tUN4Ag86akQXyiAZ2ZmYn19vYAIB9giecVmZ2djcXGxhK24FFxjxYEv86WYsKwl3wojaW76ijfVTWPZPZTaQJC8c2OBcyMDI8wvIRDzOUyvoa4j7zKAlJHLOgdDlAv+n6FVN5J4rctYV9g+rnWM8obfw0j1Jy/cQMuAjPOlxq/s/ChghsRnulz1tpA43ni/l5fxkX3Kfutqf1bPWjv9Hq8rDd1R6MSDmIhoTSYqYA1OKbVahxCVUmC5203f9K5IWfgGdHL56/1BAjS6hmEi3e85IHQPe731PxtQNUuohqQd6FDgUKlxUDofpDC0asSFte7RMSkA1YvudvKJfaRQQtMcvUaA92cKQXylQuZ5JjWrHUwGPTg4iMFgUMJsU1NTsbCwUHItNjY2ikXeNE1RhIPBoHgjCBh0nzZq04sN+XyN116v10rEVT3Zn/rOxj7Hq45lQlX3yUMhpa+Ea5an/BURQfbU1FR5C/X29nasra3Fk08+WXghsMdxtL29Hevr6yUpuGmawn8BJW1sxxASQ3PisUBeRLQ8kp6ISL5xbBHgEWzLI6X5QEXIXCf2nfralTrnJ+eQzhOMsL7Ml3EPKpWzex4ymdFl0Dlfuj6UA/TGaF65Us6ey2exfn6N1z9rE//ztwMVN8SGAY2MP6NSV/ldfeBGiNc3AwE1/VADME+n7ccBxVm9KKNHpRMPYtxD4daEBItfH3FtEifJO4EfhoSoLCX8+IoAgRiFitwLIwVAlzeBgbePv2lZU4ix/g7GeIxlUgA6PymQWJ6Ete5XmyhgqZxZL4E9HaMg1qZjLmy87eo/Khbd51YhQwdc6eWrs6hElaOxs7NTgMzCwkLxNsjjIOUvxekWoBSkFG3TNK3QmAMQ9gVfbyEeiOcEij5+pQQJQmnZK1zHlV0qk4Cfc4RhjYirAGZubq54ZmZnZ+P06dNlx97t7e1YXl6OXq9XtvxXn2tOrqyslGRegTa2Z39/v+ySq3OaPwsLCy1PC3ctXl9fb819tUPjhfNM81dhJHo+5R2am5sr4T2CQgfyHJcMK1GWELhwrNDbwvwsARXuMM1wF8e4AwxX4NlYybx2XUTLmvNMY5l14pzlJwNJurYGVHT+OJSBFgcEo7Z91GfXQFXmTfHjWT39uMttlw+1e7K66RjBSVbmMLDpctqBemZcjkonHsSIqJhFRK0UTLVBy4nk5B3CPUscgEiZMyTE1TYeSqJgc+Xt9aGQygTAKFSz0DiQM5DjA5qDUeBAu8JS2FJBE2yorW5NMneGlLmgMx75MdVT9WBehequflOdtRKo1+uVPA0mneoavdtIeRFK6KUnSWCD79DhmKDHI6Kdy6J7NI4p8HzJNAE2waR4wD7kMmNPsqPQ5TlXulLwExNXw2hKNr58+XKsr6+3eCVvlfpB9WH4TfVif2tjP+3Lo3aJvyqfCb+9Xq/s/svXdrgl7p469T09CvLA0EsnIvDQfwfE9Jpw7PuYpcHgOQsEMfrPMFZmwGl8sE8zg8apJhsdBLEsB7o0YnhMY4deWX17ObV61Ob/cdvDcfB0gJGoBoK6jul5NePagReP6f5Mz2WgZ1gbCCp5jOElji/NAweo5AXLYrRCH1+IMIxOPIjhQPTOraH6iHayHK9Vmdkz3M2sHAcpXglLAhgd52/Pd4nIV+ZEXLusTd8uHDNAkwEeUm3y0iPjbScgdGtWfKDF6x4Glc+BLQtTz+R/9zapHFfK/FYfse5UqOQtBYkmF99UzNwPPVOWuZSJ+lVlSxhz4zl6Pg4PD2Nubi4WFhbKJnDMe4mI1n8pBJVNhUs+y3oXOFZZBM3yMgnw8JlSnsrf4caF7GfVZXt7O1ZWVsqrAiT4zp8/H71eLx5//PHWbrbqFyk3LV2mUmeSNF+iqPpqbGhPF18ZJE+JkuPpIdH4kYdU80+eJI0feny4od/c3Fxsbm62Ns8TCNUybo1DeiPc4+ZWrgt4enNo4ND7orHn89wBqca9+sABEuuREZXcsGtqcogAJpNBXWVnijm73j0EbnC5kcYy/Zzfy/L9t/8fBh4yL0jWvgzE+PcoZXk7nByQ+PXDAA3l8yjU1Yc1elaAGLqpuhSmAAvdv+oMXSsl45YGPSXcy0TlMJzkIMVfF+D5L15PUuZ1cQWfKXreS0Xn97rQYQKvvgkIyFfWVfWXwlNZPjEk0AiGXLhxd1QpGN3v3ggHqvpmX+uY2sFr1acqR54U56MUhsrUSwjds8NVVu7ZUj8oV0LjSOCCXgD1jdpOq1ZAQM9k+9hmvmeKoQeuINF1EUebs1EoMWk88zqIB6LJycm44YYbimdqfX29tHt3d7e8yXpycrLs6dI0TcmD2t7ejlOnTpUQknJONF+0T8vi4mIJO9JbJTAiYMUxprGsVUbqf/UJvV/63TRNDAaD6Pf7LRlA4KU8J/HIn0tFSl65AqBCJUjn3OLccRlAF73mGcEP5wflnp79hRDlpc/F2vXZMzMFzvqNAhJcLqmt7Ac3gDIg0wW6am3rarNfw3HZ1b4M0Hg7/ViNT8NAo5cX0Q53OWDRuVGBzCj8cTrxIIZ5KexsH2xZXM47gAI6AzH0pMiaI4hhSMmXSXO/ENZZdcjAi+rGFUQ8J6JC4v3ureH9mdWkMtzdx3v5fFmXUgRU/gJ0KsvfI5MBT/Yp26v/DG9kgE7ehwygZZYYwRbbS6E2OXm0m+vu7m5RnNpOXnWhxevCpNc7WlG1v78fm5ubLWXufGZujl+jMpQMTKso4ijE0ev1ytulCap1DceViGErPdMTkwUu1HfM2XnqqadiaWmpfHZ3d8u7k5qmKeE3jRd5qxQW6/f7ZTUWk7jl7ZAy1kZ6ejmmXl8QcQQMtGOw+KXxoXnIsXh4eFje9C2gRw8P+cMwlvqKK5HoQaEBIv65YtTY1nF6YgQa9VyNBXp5at5YAWrOjy4PBuVlTYayfIaACYp1nKDbw0Q+b8kr8ikDMuRdTeFn8pG/+eE40LMdWI6qeJ8OQMjqlv3OyqiVPeq1x6mzqObN6gI6o9azRicexDCHpObycouGFhVRuls4VAzuWaFi4HleIyDDnBl6hdiRFG765iofCkORt5f/9Z15a3iPe670TQ+GjpOP/C9BJLAi5etKQLx0kECe+/N0j3jMRE6V5d4j5xMVtgM93ZeNASkDgk8pEL4qQV4GTXCGSSTkVQ8pvM3NzdjY2IimaQogYn+zTClUhhCk/DmexQ89j69o6PV6LYDnuUrsG50XuJOHgWNX98orJWW+uLhYPCjz8/PljdW9Xi82Nzcj4ghU6H1TEUf75cizo/wjndva2ioeEXmuNM+2t7cj4ggQiAdcleRtFI/EH66I09z3PlF4S/sPRUQBWhoX6jtXlplXUs/nuKOy132cHzqWJfZqPNDL5MrSwU6mOCkrqaD8fI18jnGsOIjjdQQ4IpeR/j+jmqcia2dm3DgQzeo6KrDpqltWn+y/6lSjLPrg5/j8rD61OmZ6ifzRXOE1wzx83rZhdOJBzKgMqU1QnudgdtdiFxBykMOP3+MgJpuUtHZozfmAcqumdn82EHkdiddR0EsoklfeJpbpyjubCAQgJFmfmhDsE04c718eI/gT6BDAUh0EtrJVVrJ8tfOr+nt2djbOnj0bCwsLcfny5VhdXY2Jias5GFQsul/1UL05nnysqL30RFDIMNzjAIxAT3x2JcRwF4/pt/qCuT5cqUSeTkwc5eZoDx1tKXB4eHV10MbGRrlPNDk5WZaXC6g42BA40TEBOiUIi5eaX/QWcYm1ruV8k9eF7eVclpeI3j/PDSI40NgQb7kMvtfrldWJbItAjuZw5gXMjAaCFgIb5siw71U+AfowL8NxlAuBEMGjnkNvkctT1pNjg/XOQMgwT0xWvy+Uup7rILGmtLP/2XdWjusqPjcj5/eoxH5hmzNQSLDvoLjL+OVnVDrxIIYxaFqIImcghRU7mi5cTT56YlzhEIToWG3JdTawa8Akop2H4F6Y7HoHOmyTg5wM6NSIA5O8rHmG/HoidNZFZVDpq3z2m8rg8zMwpG/9pvCWcGU5UsauXB2Uabdctk85GvKyid8CXqoDlT0BitogsKIVNVK4yo1hO1hfAjKCJQI93c9NAclPhkQE7MgLgl+CMPab3q6+u7vbCquqrVo2zSXV/X6/FS7TeYHIra2tsjRb92jccM8Vekeapimv6RBokGLXec1FAVTxgvNE3h/m0hBICWjRy8LxT5kjcEcPmStnznGCj5q84nzRcS5nZviLY07gqss69zHC8c566beeIx5w7Oka8Z6ghuf941Y/65rJBdavi/wa7wcq6Fp5PO/KPeNf7bh+Z8DH73UjtwvE1MAcQ+8ZOag8Lo0ClDKjOdMdnc85bsX+9E//NL7jO74jLl68GL1eL971rneVc3t7e/FTP/VTcdttt0W/34+LFy/G933f98XnP//5Vhk7Ozvxxje+MW644Ybo9/tx9913xyOPPNK6ZmVlJe65555YXl6O5eXluOeee+LKlSvHre41CM//R8Q1oCMT6DzviLHmSfH73HLy3xHtjlT4RdaZEgxlzWUhEFIGTjL+ZBbNKAOXk1xCXkpXm4/Rw0HLmkBCdVW7GNaQUlM7yTcuQyb/HLCxP9gule/nHWSpXmqD9oVRO7U5nbwLq6urcfny5VhZWSkbualdyhmhMuFyfF2j6xVC8RcdyrPBMIdCad5HUrh016utU1NT5aWVWg2lMJP6T8/f3d2NtbW1VniL/ImIArik1LXBnV6NQECqkNFgMIiNjY2SG8OwoMpWWEYhNOaWaeNIfzUHDQUH5xwjDAtlBoK8NnprNYEo8z0Gg0F5lQTBsysbHuOYz+ZzzcBiCNr/+zflWybrMtnn8siVS2YA+eqqTOa40squc3lZO57V3c9lHwJH/a7x0VeScoz5LurMc9QxneeH5fi2GpQH7Ltav3t7hukb8tH5SnLwof6n98w/NB481SH7+PjRfZoLo9KxPTGbm5tx++23xz/7Z/8svvu7v7t1bmtrKz7ykY/Ez/3cz8Xtt98eKysrce+998bdd98dH/rQh8p19957b/zhH/5hvPOd74xz587Fm970prjrrrviwx/+cBFyr33ta+ORRx6J++67LyIifvAHfzDuueee+MM//MNj1VedrZ1EhQ6lEHWOS6I1ULxjZRFm1j4VBZdTZ96ZbKCpPA8FRLQtwhoRUPiAI2gYBdiwbV3nWF8HCByUIg1QKoKIaIEU1t/5pXbqXoINrxcnMEN39BqIpz7ZVCY9HuQXJxvBmdr21FNPRa/XK8m1g8GgrKjSiiC23y1ZAQaFs7gUmp5FWdfse41vWeIi8UA7Jp86daok9qrNAmM6xiXg5D9DFQT5ei+UnjsxMVFW7UREyWfZ3t6Ozc3N2N7ebvWTvFj0GtDbxORd9qGUA8eFgI88EeI7vWH6T2+BDAfxUO1Q2EztF78krAUepZj0PN2jvuN8VF/Je+Pzi1QzLDLwUTvGMa3/nA8+JskDjoGaEUZlqutq4Innu4xAll0DKxkfdCyjLoNO5Hqixnv+ZrkEul8IcUzX2pqNHdZnGJisPdfr7m2s8XfU87qGspgydlQ6Noi58847484770zPLS8vx/3339869pa3vCW+/uu/Pj7zmc/Ec5/73FhdXY23v/3t8Tu/8zvxbd/2bRER8Y53vCNuueWWePe73x2vfOUr46/+6q/ivvvui/e///3xkpe8JCIifv3Xfz3uuOOO+OQnPxlf+ZVfOXJ95cpmbF1CJCKuWRnkoZ+IIyUmEJMxmMmdGapmwinRNBU0yyXi9dyRTAhQUUccCSlfReRWaNfkp6BlGVmoywWPez4kvFmWl802R0RRBOpD1i0iWiCDbmU9n2ERBy0ucPihx0h1Vnl8dUKv1yt5HkpelbKdn5+Pubm51nJwt0IFeDU+adHSCzEYDMryYeWX6A3ZUtZbW1stjw237xd4Ud0FTgi+ItpvpVbbVJb4L6+HVk9NTEwUsMB+joiy0oigfmtrKw4PD2NtbS02NjYKb6enp8vrGra3t1sgSuNkY2OjlbSt8cl5Ky+SACbHAA0a5bSo7Rx3mZJkGGx2drZ4m6Top6amYjAYlDnHOdo0V3NdFDqjR8otTo0Rjm2R2uBeJAfsBOLZnGRf0SgjwKPRo3njxkRmWPBe1j/z0GRWOctgORkNU5KZQs/q5MajPyOrh/OnVrenA2ZcLrpsdnldAylZm/1cF+hjblcttORGMculpzsbB9lzu/qiRl/0nJjV1dXo9a6+/C0i4sMf/nDs7e3FK17xinLNxYsX49Zbb40HHnggXvnKV8b73ve+WF5eLgAmIuKlL31pLC8vxwMPPJCCGLl7RWtraxFx5D0RmOCgjTgSKAQCFIoiWiW0sCKudoK7HRnq0MetaApYPochFIZX6O6mYJIQ5Xb8qpeElA/CrknCweteFtaDE9mFm/gg3nq9udKDbnl6nTjgXQCzH9yNrXIo6HXOXZUEkgwdEHCRd/Rm0EqUR4YbmzXNUWhE4bbDw8OSD6J8GpXBDffUZ1Lk09PTcfr06eKqFojZ2dmJtbW1a0KNEVHGoDbf0x4q2kVY40r8lWLnyh6+JZrKinvzCKzMzMy0NoXTdeKv2k/euxeLyk/HmNgrYyEiyhuiFUoSHzX/fDwwF0jA0b0N3t9qr565vr4e09PTJdTW6/XizJkzMTc3F9vb28Wb5Ba8+oXjv6ZYsuM85l42jkMpDZWveePeLYFoV2bMo+GzXU6xjeKZ5jPnE+uXUeZdcAUm+aF6ued1FKDTVXe/TjJTczHjB2XqMKIxmBnBBIBdx1he1iaeqx3jb/KS5XEOqj9qYKyrDpw/rm9cZ0TkXqdR6IsKYra3t+Onf/qn47WvfW0sLS1FRMRjjz0W09PTcebMmda1N910Uzz22GPlmvPnz19T3vnz58s1Tr/0S78Uv/ALv3DNcbfUfKWDqBZ75OR20EHmC6hIyHq8lKEAPcdDVhLYDG9QEVPYu6uTcVrVky5YeiQYQnHKhIraSGuOAESCk4DJJ3v2rExo6z+FCOujukS0XzTpQlb/pQx1jPkoehYV1eHhUbIp74mIkn/B6+QtUr6ELG4piH6/H1tbWy0PhQSj2qgEYPaJypOHRUpXQIe5RxsbG7G2tlaOiefKQxGQ0X+BKAfy9BT0er2yjwrBnJ7Pugg8afddAiJ5adQWhmD4rIijPWfEb84FnecGkhMTE7G4uFj2fNHcUz6M2sAxTw+IAwEfExTw9BLSUBB/OU5pfPg8ZGiZ84QKn0rP66ZEXIb0eL/klFu0Ph89d4p8qHlHXbFkioYKkKQyXEbwWA3U8Vj27c91mVqrk9c7M8pq4IPXsr61dotGAT4s1+Uxf4+i6J0fPE4ZWetL5x9lr3jSdS/b4byo1b9Wnxp90UDM3t5evOY1r4nDw8P4tV/7taHX15Bx1zWkn/mZn4mf+ImfKP/X1tbilltuaeWp+NuH9RwJFXpRCDoomHyAS8DQXU/vi4AMw1MEAmpXRDvTXpPcQyZM8mUyoECMkj31oedCFhqBTRbq4PVsq8rSAOZ+L6xzRHtDOik9Ki5uAMa2sF8iong4qDhcYQjEcdIJJGa8oxeFZaruVOpqR9M0JQlW+RGyxiWENzc3SxtUxtLSUgwGg9ja2ipeHJUppapwlOossKGyqMTk7RFo2N3dLS+ZFE9cAO7t7cX6+nrpL3lhdA2t9YmJieLZmJ+fj42NjVaeCFc7qR8ZutL4VxsijnZY3t3dLcuqNzc3y2sWNO/OnDlTxvLOzk4BIFtbW7G+vt7ygql+N954Y/T7/ej1eiUxmSBSY4MAhGPdLV7dwzEq42dycrKED+UVopEhI4L9T+vSPZx6FscY50zm8VWd6ZmkwqiBEye1TaQ5SvnjVAMBqqPq7bKF9eZzOQfJY7aHQIeAh8/1/8OIyrUGPljHDMh0KfCu8jJyj8gwPmeelQxQZWV1gRoHSizXn0tdxudRn3g9GFrKxhfPH4d/XxQQs7e3F69+9avj4Ycfjj/+4z8uXpiIiAsXLsTu7m6srKy0vDGXLl2Kl73sZeWaxx9//Jpyn3jiibjpppvSZ2pFghMnPPd2oLvfk28zT4wEbUS7g3VPF4hh6Ej3DQMxVFz0pOhaWvVcuaRloPQCsY6ss4dwsoFPC9DDay7oVR8K41EHJAe27nGvj1usBJ90YVOQNs3R/jUESg5EpezU78o9UZ+rHClklrG/v1+SVQUmVlZWCiDQe5TUDgdkDB2qfbLiqSDW1tZifX09dnd3W5u4yfujvWgEcGj1uldEZTqfRfv7+7G6uhqDwaAVpmI9uSu1xvrs7GwsLCzE/Px88YpEXDUqtNsuk3rJY4EzhsRkeIhnAo0ac/S0qv/krdFYYMhqYWGhgA6Flbg825fCkw4PD8s7ozRmmqZpvUGbnjqNGxoPBIRdKzCoPPgsjm32mYc8ND8ZgvH7OLeorP13l3fjCyVXfpof4gG/3QueKdzMQ1H7nwEZ9zxk9XMvuAMuBxn+vIxq/Oxqb/bbn+fgo+s53sekUeS4e6oyMOUAJhtbXfXM6BkHMQIwDz30ULznPe+Jc+fOtc6/+MUvjqmpqbj//vvj1a9+dUREPProo/Hxj388fvmXfzkiIu64445YXV2ND3zgA/H1X//1ERHxF3/xF7G6ulqAzqjkk15KSsxiRr0EIj0xdJ858iboyQAMvUAeOsoGDSchQySsIyeOJyqrjkr2pBeIoQI9j892oStiHbjpW0SUcAo9Mkx2pCeJHhACDQ5ausjZByIKaecNc5gy68GtQrbbvT8MzanNOielwFwPJb4K/BweHsbW1lbMzMyU5cU7OzslVKK9SjKeCxCoXgLaExMTZXWPFL3AjPpXq4MoJJiYrD5g3oonnTMsoZwb8l65O/v7+wWoiF+em6Vn6C3fAmbKJZmZmYkzZ84UYKB66Lf6Wt4qHzMCNgJLNBwI0uS9EuiTgp6bm4u5ubnW3COwUxs09/RcJR6LN5qv4hdzprQxnsqmR9fDOjXlxGdwTrJeDlj4X/OKeTK8VuddqUu2uLWt+jhooHzKgAWNsUwhc146dSnurC5ZuRlPKSfoZSEf/FoCPI6ZzBPCOeWAokZZW2tK/bjlHecZzp9hYIzym2OmC0QN+z8KHRvEbGxsxF//9V+X/w8//HA8+OCDcfbs2bh48WL8k3/yT+IjH/lI/Nf/+l/j4OCg5LCcPXs2pqenY3l5OX7gB34g3vSmN8W5c+fi7Nmz8ZM/+ZNx2223ldVKX/3VXx2vetWr4g1veEO87W1vi4irS6zvuuuuY61MijhiOCcrLSDmkBDE0DMTcfRyQCpxCVABI1/7z1UZVISO4n3yUcjIMlQ4LAt1SVBTQApcSHlK0ciFz7rQsiDPJHRdiFEg0QIkyCOfpXhdSAiE0FOiPqEirFl+tESHWVcqg6CIvFL93SvH/CL2OxWXFJU+DAFSySp3RiuEdJ/+MyGVSk7H9Sz1Nd9RxPBF0zStVUi0HvWfClrn6aWikvTcFAENhS5VTyYu0wtEsMvl9NpvJ+IqaNLLHfV8B+8aG+KVwlYM27rC1m/OMYEoH0Mas/TqiV9UYAJj2kCPY1meq4ijl0yqXIIylsex60qD45vzR2V4iNeBi+rOPCyf35w3DvL13XUdgQl/eziNc8fLYNn+exiRb1m5XeTAIvMe8Fodz9pTKy/7/XTqN6xd/uza9Vkf14AO2+nXZs8SSKbRn4EZjqnsubVzGR0bxHzoQx+Kb/7mby7/lYfy+te/Pt785jfHH/zBH0RExN//+3+/dd973vOeePnLXx4REb/6q78ap06dile/+tUxGAziW7/1W+O3fuu3Worid3/3d+PHfuzHyiqmu+++O9761rcet7qFOMFo/TDMkyX3uhBhHenZoceFiseFcMS1A8cFgr41INwCo2Dc29trDTZ3AUtJU4lwTw3dI4HI9+m490nlMTHRc0nIF3o6fLUPBYHqQ++KFBJfA6Dy1A8KnxEwqn9ZL+46S+WsNvkGe76hoMrVN9uhMaQXDZJn09PTMTc3F3t7e7G5uVnCqgQjCr1IKS4vL8fBwUGsrq62PB4TExMxGAwKD7QUWe1U0uzERHu/FY1rjRPynWBLAJJ5ES58aHmKhwyf7O3tFVBxcHAQGxsbZSXVxsZGrKysFJ5NT0+39qURvzX+dnd3y7xSYvL8/HwsLCzEk08+WfKk9Dwqc67m41xXLot4ohwyrcASYBMoYt3UfoFP9a3Gj5bVK5QXEaXftra2Wrzm6ih6J1UH8VxzjORAQW1hHo6HlQhqHPSq7927cFxAkFnsGbkc5Ed1deWX3c96Ok/c0KzVw+UKZWsXqBN/mfdHg41Gg39YjvMvq+8wEJQBXz/f1Zc1Ptee2dUGXpN5pzzU1nX/cQDfsUHMy1/+8qENGEazs7Pxlre8Jd7ylrdUrzl79my84x3vOG71riFaBFRgNdcsAQzvo8ISOYihNc5wlE+sLpTpHc2JSSHk3gIpISkDXivFLuWu3AgHV3q+6sp6urXh4IyWGsNbTdO0QIELUYa6uBEcrWeCIYVU6CXRRFVfM38j4mhTsiwWS15TgXCHXPVltqKGHqP5+flSVylfkbww8oxx4zeVTaHoAl085liamDgKPcm7xr7xtpHco6d+I4+4Go5zRmNge3u7hH2YL6TVT2qjvCfiC5PRCT4EhMQX9onq4+EX7q/DMag6OwCnx0pJyfROqkzmLbmSpHdSz+N85FJytZnXc07SG5IpaBoDbg2zn12JZ/LOz6sunI+cH1k7j2Mhe70zCzvzZGRKl31MDy2VtMstygYvz/8LxPm8yepAmeTtpSx6OlSrYwamuq6plcdjw3R1BqD8m/pCVOOLP9/vq8muYXTi353kCjOiLSR8kzuCkcyLwuW3DnYIaBgmodU/DNlm6F2dqwlMb48sWnoT+K4bCm0pT0825oeKgkKDy1N9klIB0rITCFB9ZF0z9KYwAJM5xXOVxRAElWHE0e6uXhfeQ0UX0X5RoltSEUdhJlnMPrEIUNW3W1tbpe56gSETyfX25oi2G191Jdhumibm5+dbidryuvBeeSIEgOTF4NiRF8zHk49zeRhUruolT5ivktIxhWY0ZpTAqz49ODgoIScqIil+8YNzVfdxubB4R+XLPDPOMVrVIip1gkJuqOeAmcKewIbndK3ml/JkBIqY5Ovznrxk/WvWeKYIMplS81aQxwQtHN8ZACSQHqawWM+aQcRrNOYIzly2MAzmPMuOEWxmde4CGKMCAdbVgVcXiHFvSeY9ebpEgFUDYrou+32c+nA8+PX06vF698xkxvow/mV04kGMBLXHtSUAPRE329eFFowLTiozghcXmBHtjnevgL75IdEqk8LycI4EMHePdQvMAQRXL2XWWMTRviZ6Fi0cCikpWYW5uFmZe4jEe4YfFCJQfTypkBu6EZDqXpXt4SM+U+VwmbNPalrRUtTqN40p/ac3hECIlufh4WHMz8+XnXUJJBxkq37k//b2dqytrZUNHKUcZmZmYnFxsfwXcHCPjfenzhHoulJwsESgIi+T2q5w2qlTp2JjY+Oal09qtRy9U71er2z2p7HKPBYCHnlH5MXq9/utkCatX7bZrXDxmXPT5xnb7tfJ6NEqKo6Dw8PD8j6tw8P2SxsdIGg+sF6Z0Hbvi65nW+m5ZZ/q2ZksYVn+7R4Jjhl6urw+er4roJpC6lLyNJ68DT4uvJ2Z3CSYyTwanPMZr0ZR7JQzvK/muSJfvZzsmRyDw+rVdWxUgEJAxGM14rkuYJu1I6tX17OcTjyIoYLQBGd8mLks7uVwAKDzmVXjbluCAVFtgvA3J2nEtS9aIxg5derqniK6RsKX+8dwYtPC9URDhaSYI8TJ7+ENWjt8ttrBpaT6KIwlAKNvKQb1BV3oKl9ggrvp8nmsK/dSUbs930fXUujzWRFHE0v8okcrIlqeJHpWqKhV1qlTp0puhK7VEmV5xvr9fitvQ3XRcwUclCQ8OXm0D41W33jYzfePYfs1lgWc1C6CTdWDQmxxcbGEiDR2lOS7v7/f2txP+8HI2ySgonu0Z42AG8G5vBoE/Q4a1W4qXTcuCGLFC/UN261rlUTPUJu+9R4sKtq5ubnyoky+b0p5SD7XKVNqyozHMutU91NpOjh1y9blHoGC5r+ewX2EPKzJtjhQjDjabsHr7TLSiWVG5PunDFPiBLQierm+EMoUr7fPvU8cuw7+uhQ1edo1Rp5Ovbue72Nu1PI5T/SbuiIbL88UnXgQ4wBE5N4TeTe4uoguaFqd7Gh6ayLa29i7BaHvLtTPequetLQkhFg3nZenwpWTSINKAkuKQIDIy8sselqzVHr0zjCMw7wK7Q0iIUtFSB5LEDsPqJzFPwpM7VlCIeLgT8DJE0HZV7TWI9p78uiYPD9a8UXFzzwR7s2ivmfYTHXXCiZtfLe5uVn2U5meno7Nzc1YXV2NmZmZ1qomvUJAAObw8LAAAbVfY5pggWNMvx3QRRxtWqh+HwwG5d1Jq6urrZVkSnYVYJuYmCh76HBZt/g7OzvbGtv0jCksKt4I4M7Pz5c9cgjytEtvFu51UMq56ZY/AYbPG4EeedVYlnjNVxJwZSDni8aj5iHnG8cF6+xekS5F4O3Sbw8r6lonAh4eo2zIgAa/XblTjnIuEnBy3jE0z2sIyFiOl+nPzvhG5arxN0zBulJmObqfnggCmVHK5jdBgYM5fnsZ7F+W5zxw43iYpyV7rt/jzx5W39qxmgcroxMPYiKO4ucEAAQw+k8Qw0nDSUWAkHldMiuDHeu5AX5NNgiyScPBrbpxGbVCSswNoXuaA5d7WUREK3dDzyC4izgKqXADOSkC57EUt9qr1SARV5O85YEQAKMAdSGk50ox+Hl6qfS8Xu9oUzXyTYKdib8CH8y14cSXchVvNjY2rrE0GKLSBnBS/gotHRwcxNzcXExOTsb8/HxRwuLZ1tZWDAaDFshUW7UahsDFQ2eqi8Dd/Px8ARQa6xwX4jXHi45xNZsSbpXfND8/X3au5dufdX5iYqJsUDcxMVG8K/RWyUM2GAxaSoqr/bRCSSu8BGJ6vV70+/1YXFyMiYmJVohKgIZAl94Rhk10nJ5DhoQ8tKz6qp5albS8vFyAppKGCVgijkAxny9ei1xOuAfU5QOP++8uGsUq7rom87oQzGTebAcdlMOeb+ZeNT0zA0NehxoPqMRH5QENI93jxqoDGFGm9OmRyLxZ/u0gxvVEl4fDQUz2W/9rQMbr2gWodZ4edS8jK4ttGYMYkAMVWW70wGhAZrvcUqhqAka0BwA7wePY7nlx66iGWmvPqIEcAg21Q7khXD4c0fbuSJBymayHzHq9XkuhMAfDPR0UNlKKOzs7rTpImWxubsalS5ei3+8Xxc68GHoGVJ4UE3dnJY/IX/WdwB2FpDw+CuXovT/yZExOTrb2YVGd6TLe39+PtbW1MqampqaK4hII0pJdAQ6NucPDw1hfX4/Dw6s78aoe4unm5mZLEfd6vdZW/gIJtPb1TF2nUAk9iNwJV7wRABLodYXDfpNHJyLKvi4R0fLs9Xq9Es6bnJyMzc3NaJom5ubmYmNjI+bm5kob1Jfz8/MF8Aoozc7OFs+L+lWgiMJTXizxkPspcTxrLmgcCbiqTM4zzX+R+qLXO3opoO7XvjVabi6+ERDyhZkaAw5axD96TMRrhjp1nKug9AwCaAddGruUGw4w6G10L0JmjXOeOYDw37XnZoZfjTJw0nVvdq0fc6POZSPL95xB8l+8csOCPB1mpNbq6/xzozfjQQ0gdIGVGg+zOnf9J/m4Uz307Tov41EXnXgQI2EWcTToaK1zEvlKJZ9oPqC94xhjroEXuvkzqg1IDli/n3VUXgI9C5pIdF2rHK4kYnjJLSUqah1j2b78mOcjjna6pVCWoJd3QPwS/8VPXc//bp1l1lXWV/TACQRJ8IsH8orIQ0DgEtFeUcHN7jQBnWf0sKjuzBei4nLBr/wPnmM76InjxnMErVnIzJe7k++qv87Ri9frtfdZUt24usmBpNeffePPdC8cwY2eLdBAo0Mfkp7Dsc5cF3pEOF+ocFQPtoXAjjxSWSTm1bjgpifGZUQGGGqUgQjxTL9ZNvtOspBhRq5E47g/jnWcWegEbcOoy9A7LmV18fMR1/I5q6+XozktnvlHxwkEXX47gPF6O/DK+DHsGGXxMEBSO8dnu57i76wulO+1evDY2BMDkrATyc3FmGvEUciJ7swua0JlaYCKfHVA5hbmsWyQOBp3K8wVn+ovIe4DbWJiohUiciBDZadJly2/1jN0PVdoeAgi4kiAS0HpHrVF7ZNlrRAJwzncTK1pmtbS1Yij5FQ9twYQqXg8pKB7pcA0ZgQIBEgEBFRfKUauoqKSUxKyxhbb7H0tnnCTt5mZmZibmysvlvSxpnvEW3oXdnd3W0vvm6Zp8UrWvCth9hnHnOoq3qjvGWLUmJTHyseXjyvVQzyl5StPGz0bDBEyGd/ngq7VObWDnibJAZHGPkGxeOUGAecVwR3/qzwaNbqG459lUz7QACKfOJ4JgMhTXU/wQmCj8wQvHP9UJJlxwGf4sVHJZdwwqinep/NslpF5AUSUDeRD9myurKuNBfW39wOfmwEDjkWWqzoS7HUBg4yHGXCq1aurv7Nr/bkEMl5f/+1e+C56VoAYt9ppvVKQeTw2Q9YRo2VYZ9ZVJqQoeFyxqRx3UfI/vS4qT1a5n5PickWojwQ9lYB7pNzVne3+K2VJLwStOXpkmLuj7ep1n+rH/A3u3cJ6SgC74la79ExOMPdYRUTxNnElkHip63d2dsr9WlKrOopX29vbsbW1FVNT7TdfM7lWPFVb6I1R25RPo36NOPIEcX8ZtV9AiCCGSoyeDgcZLqwj2rv69nq98q4hf4/T3t5e2VE44mooyHNAOHYFRrmKamdnpwWKGVJU3hCX0us68ZogaHJyshXiUt+JxM+mOcrlcSHN+Ste68OVbvymsvL5TSBEnpLfrlhcyLuXhuQKsKYQeZ5eJpdzXgb7o6b8uoie1C7y8UlQTY8Gr83uG+ZJyXjIuvpvL6+Lv/58PotGTwaksjI5N8VDgs1h7ek6VwMl+vZ5kYG4Wp/onM47CDtOPWt04kGMhFXmNqdikODjgMkmtq7tIgocek8yt/4wQOSK2AENB5gLTFe+srwzbwzrnLnHxQO3GrkEmADBQ3XkK48xV0bggKtM+GZy9ZGeR6vHBV3WT6ovFaF4yJwF5j9oDAk8UYhycziu+CJPpeQ1zlR3JbuyXJJeaLiwsFDejq36EqRFtJNkWQ9a3xoDAlsMvei8e9A4TqSACC69fzkm6AlRng/zOXgvx5knmU9MHCXcE/RoXBwcXF3GzfAJ5zznkI8/evjco6I6ufIRf5k7p3Fw6tSpsilhxJG3iIrfrWaXNV3KzscWy+QcJdH4yOTYMODi5dG7U3vWMHnWRc4fNwbp2WJ5bu1zTrknPeNdRKT8pXz2OVprq/jAMcXrXI7oHn7X9ALLopzLwJzzx9vP57GcUYHVMMDtYFv/CfYzkH5cOvEgxr0BVIT6iDLwEnF8lyeVFycGgYgP3lp5Xa5m1puuZXc3Mt+l5oXxASShmQlJTVIpVtaDwIKAwycQFYqO0zOiunApK3NLmIToyXY+AV24Ok/0bNWdCacsn4pHglKrZhguUo4PQypqc8SRB0VgjeX1er0SrvGl/lTsdP/7uCW4okWotrCN4gcFDC1z8vDUqVOxsLDQSo6Vl0mAQPwUyNCOwxEROzs7RYAJ3AgUaSk6k6I1d7WCrWma2NjYaLUjIor3SUnOExMTKVBSudxnxpUYQb6DOD/O8SSjQf855mpzjH3epeyOQ3ou+9A/nHPsYyrX7NnkVa1u7oHI5JuPNf7neYI/N1IyQHIcHvG3l5G1zfvF60U+enu8npSrNa+EPy97lupBgOogpMaXbFzwuIPD2r1OGfhivdgmb7vrz1HpxIOYLETEhEhXwhF5J3UJlMwqoNCiFZohVN6j37yPSje7V21z5eaDmWDIPUIumLOJ6W0kqKJCYZ4RE3wlHKm05RnxLfkJAtlvTMhW3UjDBAI9BSqTfaD6cqWHCwkXFPRQzM7OxtLSUtkTR94lxsGZJ0Ohpt+y9AWOHFj0ekcJv/LY8A3OIibgEnQoJKa6ib++wSPHxMTERGt1lJaLRxy90FK/9WytZGLfcg8dhWR2dnbKvjJ6rvikEJVWKWmlWb/fb3m+mO/CMCg9R+pL1Yf5IFrJxfFL3qkfGNpkDp08RPqw3/h8uv4J1jk/dMw9pO4Z4phWP9bAi8sIelx9MULmie1SyjU6DrDwcrN2ZvXQcxyYiNxYokzj9SrXFStlPo0BPtc/NHYk4yLaYMPlbSanqZu66uznMp7Vjjk/awCkVgcvS9+ZMen/2b4MmI5KJx7EiJyxFJYcWPrv1oRbbm416Le+pYSZU0Bw4oowAz2uzJkzwXpS0XhiJsM1EuCZBcp4d839moEwrvBw74AUrQMjelPo7eAzmUjbhdYJoqRsmFDJEEPTNEV5R7Q3tSM/xDcdo2cjsxDkafBwkjbz0/uqqMTEHwEAgRxdT4CjOvN68Uwb5EkxKceIXjLyWQBQYREms/rKpF7vaKm0lLb6t9/vx+bmZuzs7MT29nasr68XvvV6V70tSsrWiqCII6NicnKy7F3DnXmbprnGS7S/vx8LCwvR6/XKcu2IKMBB+Uu+n46PObaTY0z1JWDmmFY5It3H9vV67RdHEqBrDDNJ2cFMTYB3KRECHsowb3v2Pwt3aExxTJAPWT3ovVKdHFRkRHlHxc9z/LCumvsEXwRx7Lda3V3+Djs3DATVgAxlsz/LFT0pAzDZh7Jb4zrzoGfPycrLrs94lHnbsn7k+ayPRZTjkkGj0okHMWRWzY2XTTpaNLqG6JnfFEh6jgRdzZry8rsAjIelXFD4gKXQlmCXZdy1cyvLdWvDy+c1qjP5ofpTYGYgiUtj6TngJnrkhzaAk/Wse9VWrmwi36TY5fXhfSJ3/9MD1usd7TOi8iLab7HW9QIi6gOFORwAKnzCiSsQpuukBFU+x6eISl9Jrkp05ThtmqOVeVQ6XK2n/+KlXjB5cHBQ3o/kVj2BDwGiwJU8H3t7e2VH217v6r434guXZ4ufSprOQIWEd8RR/pALd7Wb3hiGtpis60qbPCbPDg4Oyg7ETdMUb5LLD44lWvAuczz5OVMeNUVXu7amKDLKQE7tXHYvva68J+Mr219rj4MaghAHBv6f9dJ3xvPsWm+Xl+tlOo8y8MZx5H1BfZIp++y3e4JYHwdvNeOPv6knuvhSAzEO2Bw8DQMxJOqHiBiDmIgjJm1sbFyj+KngI3IXWoZOqRSyjqG7lwm1Okf3MYUbyyEAkBVKpeaTiopbiYaqq6xcKm9+HGS5cKBgckVKxavf3KhOXgPVSW2amDjaYE6eCq9XRBQgoP5zbwvLlGKVgpJS52oirZ4hwGB5VMTkP0EMLWsp4vn5+dZY2N/fj/X19bJDr9ogD5hAjpYhc7dg/dcqHV2jFwsqFMNxcHh4WHZoFj8Hg0G5NyJKX3ADOm2+53Mhor0HDYFp0xy9OqLX65UyBoNBCQdxN2bus0MwKnCiOmqcurBWX01OTpbkXebV6DoBVIESjete72inZpHm0tbWVkkipsdQ40lt1kZ6BLCql85rjHN8CNyyPFrj+k9vont6adRQvnDOkq/uufWkfj9GmcS3lXPcU3ZlACmTGZn8dDDhxzzkT7DM3LpsxSS9XxnAzoBMTe67oZDJ3GEghvygIab+zfqR5dXAp/OUz2BfZvd7P6k88qZL3jsxFYNjIbt+GJDWc8QjGtmj3NtrRrnqOqS/+Zu/iRe84AVf6mqMaUxjGtOYxjSmp0Gf/exn4znPeU7nNSfWE3P27NmIiPjMZz4Ty8vLX+LafGlobW0tbrnllvjsZz9b3jnzbKNnOw+e7e2PGPPg2d7+iDEPrrf2N00T6+vrcfHixaHXnlgQI1fX8vLyddFpX0xaWloa8+BZzoNne/sjxjx4trc/YsyD66n9ozofRn+ZxZjGNKYxjWlMYxrT3yIag5gxjWlMYxrTmMZ0XdKJBTEzMzPx8z//861t659tNObBmAfP9vZHjHnwbG9/xJgHJ7n9J3Z10pjGNKYxjWlMYzrZdGI9MWMa05jGNKYxjelk0xjEjGlMYxrTmMY0puuSxiBmTGMa05jGNKYxXZc0BjFjGtOYxjSmMY3puqQTC2J+7dd+LZ7//OfH7OxsvPjFL44/+7M/+1JX6RmhX/qlX4p/8A/+QSwuLsb58+fjH//jfxyf/OQnW9d8//d//zXvL3npS1/aumZnZyfe+MY3xg033BD9fj/uvvvueOSRR/5fNuVp0Zvf/OZr2nbhwoVyvmmaePOb3xwXL16Mubm5ePnLXx6f+MQnWmVcr20XffmXf/k1POj1evEjP/IjEXHy+v9P//RP4zu+4zvi4sWL0ev14l3velfr/DPV5ysrK3HPPffE8vJyLC8vxz333BNXrlz5IrduNOriwd7eXvzUT/1U3HbbbdHv9+PixYvxfd/3ffH5z3++VcbLX/7ya8bFa17zmtY11ysPIp65cf+3lQfD2p/JhF6vF//f//f/lWuu9zGQ0YkEMf/lv/yXuPfee+Nnf/Zn46Mf/Wh8wzd8Q9x5553xmc985ktdtS+Y3vve98aP/MiPxPvf//64//77Y39/P17xilfE5uZm67pXvepV8eijj5bPf/tv/611/t57743f//3fj3e+853x53/+57GxsRF33XVX602if1vpRS96UattH/vYx8q5X/7lX45f+ZVfibe+9a3xwQ9+MC5cuBDf/u3fHuvr6+Wa67ntEREf/OAHW+2///77IyLie77ne8o1J6n/Nzc34/bbb4+3vvWt6flnqs9f+9rXxoMPPhj33Xdf3HffffHggw/GPffc80Vv3yjUxYOtra34yEc+Ej/3cz8XH/nIR+L3fu/34v/8n/8Td9999zXXvuENb2iNi7e97W2t89crD0TPxLj/28qDYe1nux999NH4jd/4jej1evHd3/3dreuu5zGQUnMC6eu//uubH/7hH24d+6qv+qrmp3/6p79ENfri0aVLl5qIaN773veWY69//eub7/zO76zec+XKlWZqaqp55zvfWY597nOfayYmJpr77rvvi1ndL5h+/ud/vrn99tvTc4eHh82FCxeaf/tv/205tr293SwvLzf/8T/+x6Zpru+21+jHf/zHmxe84AXN4eFh0zQnu/8jovn93//98v+Z6vO//Mu/bCKief/731+ued/73tdERPO///f//iK36njkPMjoAx/4QBMRzac//ely7Ju+6ZuaH//xH6/ec73z4JkY99cLD0YZA9/5nd/ZfMu3fEvr2EkaA6IT54nZ3d2ND3/4w/GKV7yidfwVr3hFPPDAA1+iWn3xaHV1NSKOXngp+pM/+ZM4f/58fMVXfEW84Q1viEuXLpVzH/7wh2Nvb6/Fo4sXL8att956XfDooYceiosXL8bzn//8eM1rXhN/8zd/ExERDz/8cDz22GOtds3MzMQ3fdM3lXZd72132t3djXe84x3xz//5P49er1eOn+T+Jz1Tff6+970vlpeX4yUveUm55qUvfWksLy9fdzyJuCoXer1enD59unX8d3/3d+OGG26IF73oRfGTP/mTLW/VSeDBFzruTwIPIiIef/zx+KM/+qP4gR/4gWvOnbQxcOJeAPnkk0/GwcFB3HTTTa3jN910Uzz22GNfolp9cahpmviJn/iJ+If/8B/GrbfeWo7feeed8T3f8z3xvOc9Lx5++OH4uZ/7ufiWb/mW+PCHPxwzMzPx2GOPxfT0dJw5c6ZV3vXAo5e85CXxn/7Tf4qv+IqviMcffzz+zb/5N/Gyl70sPvGJT5S6Z33/6U9/OiLium57Ru9617viypUr8f3f//3l2Enuf6dnqs8fe+yxOH/+/DXlnz9//rrjyfb2dvz0T/90vPa1r2297O91r3tdPP/5z48LFy7Exz/+8fiZn/mZ+J//83+WcOT1zoNnYtxf7zwQ/fZv/3YsLi7Gd33Xd7WOn8QxcOJAjIhWacRVhe/Hrnf60R/90fhf/+t/xZ//+Z+3jn/v935v+X3rrbfG133d18Xznve8+KM/+qNrBjXpeuDRnXfeWX7fdtttcccdd8QLXvCC+O3f/u2SxPd0+v56aHtGb3/72+POO+9svbL+JPd/jZ6JPs+uv954sre3F695zWvi8PAwfu3Xfq117g1veEP5feutt8YLX/jC+Lqv+7r4yEc+El/7tV8bEdc3D56pcX8980D0G7/xG/G6170uZmdnW8dP4hg4ceGkG264ISYnJ69BjZcuXbrGWrue6Y1vfGP8wR/8QbznPe+J5zznOZ3X3nzzzfG85z0vHnrooYiIuHDhQuzu7sbKykrruuuRR/1+P2677bZ46KGHyiqlrr4/SW3/9Kc/He9+97vjX/yLf9F53Unu/2eqzy9cuBCPP/74NeU/8cQT1w1P9vb24tWvfnU8/PDDcf/997e8MBl97dd+bUxNTbXGxfXOA9LTGfcngQd/9md/Fp/85CeHyoWIkzEGThyImZ6ejhe/+MXFPSa6//7742Uve9mXqFbPHDVNEz/6oz8av/d7vxd//Md/HM9//vOH3nP58uX47Gc/GzfffHNERLz4xS+OqampFo8effTR+PjHP37d8WhnZyf+6q/+Km6++ebiJmW7dnd3473vfW9p10lq+2/+5m/G+fPn4x/9o3/Ued1J7v9nqs/vuOOOWF1djQ984APlmr/4i7+I1dXV64InAjAPPfRQvPvd745z584NvecTn/hE7O3tlXFxvfPA6emM+5PAg7e//e3x4he/OG6//fah156IMfClyCb+YtM73/nOZmpqqnn729/e/OVf/mVz7733Nv1+v/nUpz71pa7aF0z/8l/+y2Z5ebn5kz/5k+bRRx8tn62traZpmmZ9fb1505ve1DzwwAPNww8/3LznPe9p7rjjjubLvuzLmrW1tVLOD//wDzfPec5zmne/+93NRz7ykeZbvuVbmttvv73Z39//UjVtJHrTm97U/Mmf/EnzN3/zN8373//+5q677moWFxdL3/7bf/tvm+Xl5eb3fu/3mo997GPNP/2n/7S5+eabT0TbSQcHB81zn/vc5qd+6qdax09i/6+vrzcf/ehHm49+9KNNRDS/8iu/0nz0ox8tK2+eqT5/1ate1fy9v/f3mve9733N+973vua2225r7rrrrv/n7c2oiwd7e3vN3Xff3TznOc9pHnzwwZZc2NnZaZqmaf76r/+6+YVf+IXmgx/8YPPwww83f/RHf9R81Vd9VfM1X/M1J4IHz+S4/9vKg2HzoGmaZnV1tZmfn2/+w3/4D9fcfxLGQEYnEsQ0TdP8+3//75vnPe95zfT0dPO1X/u1rSXI1zNFRPr5zd/8zaZpmmZra6t5xSte0dx4443N1NRU89znPrd5/etf33zmM59plTMYDJof/dEfbc6ePdvMzc01d9111zXX/G2k7/3e721uvvnmZmpqqrl48WLzXd/1Xc0nPvGJcv7w8LD5+Z//+ebChQvNzMxM843f+I3Nxz72sVYZ12vbSf/9v//3JiKaT37yk63jJ7H/3/Oe96Rj/vWvf33TNM9cn1++fLl53ete1ywuLjaLi4vN6173umZlZeX/USu7qYsHDz/8cFUuvOc972mapmk+85nPNN/4jd/YnD17tpmenm5e8IIXND/2Yz/WXL58ufWc65UHz+S4/9vKg2HzoGma5m1ve1szNzfXXLly5Zr7T8IYyKjXNE3zRXX1jGlMYxrTmMY0pjF9EejE5cSMaUxjGtOYxjSmZweNQcyYxjSmMY1pTGO6LmkMYsY0pjGNaUxjGtN1SWMQM6YxjWlMYxrTmK5LGoOYMY1pTGMa05jGdF3SGMSMaUxjGtOYxjSm65LGIGZMYxrTmMY0pjFdlzQGMWMa05jGNKYxjem6pDGIGdOYxjSmMY1pTNcljUHMmMY0pjGNaUxjui5pDGLGNKYxjWlMYxrTdUljEDOmMY1pTGMa05iuS/r/ATKx06k8dKmaAAAAAElFTkSuQmCC", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.imshow(W @ C + m, cmap=\"gray\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ - "# savez saves numpy arrays into .npz format\n", + "# saves numpy arrays into .npz format\n", "# use wb to write in binary format\n", "with open(\"img1.npz\", \"wb\") as f: \n", " np.savez(f, img)" @@ -715,7 +2121,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -725,7 +2131,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -735,22 +2141,65 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x777e51ec7190>" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.imshow(W @ C + m, cmap=\"gray\")" ] }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 22M\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 932K Apr 26 05:03 24-pca.ipynb\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 18K Apr 25 18:32 24-pca_001.ipynb\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 18K Apr 25 18:32 24-pca_002.ipynb\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 285K Apr 25 18:32 bug.jpg\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 19M Apr 26 05:04 img1.npz\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 943K Apr 26 05:04 img2.npz\n", + "-rw-rw-r-- 1 gurmail.singh gurmail.singh 156K Apr 25 18:33 starter.ipynb\n" + ] + } + ], + "source": [ + "# original plot size vs the compressed plot size\n", + "!ls -lh" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# original plot is 33M vs. the compressed plot is 876K\n", - "!ls -lh" - ] + "source": [] } ], "metadata": { @@ -769,7 +2218,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.10.12" } }, "nbformat": 4,