{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

Data Visualization: Matplotlib and Mayavi

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Bikash Santra

\n", "

Research Scholar, Indian Statistical Institute, Kolkata

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting with Matplotlib" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "# OR, from matplotlib import pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# The inline is important for the notebook, so that plots are displayed in the notebook and not in a new window.\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1D Plotting" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x = np.arange(-100,100,0.5) # Return evenly spaced values within a given interval\n", "y = x**2\n", "# print(x)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x,y)\n", "plt.xlabel('X-axis')\n", "plt.ylabel('Y-label')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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og5YRsbyrD0tSS8x6AeIik/ca8C/AC4BvAV8EXpGZt8xyh5Kk+U1cNsnMByLi9cC1/Oip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\nS1IDOXlLUgP9PwbEBh/Kho4lAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 3, 20)\n", "y = np.linspace(0, 9, 20)\n", "plt.plot(x, y)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y, 'o') # dot plot " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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JzFp+eDktSrcgX1ZbLxkx4v4OmjbrgRXJkIKfAl2f6srXP33N5ZjLpqN4xPz5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\n2mvyOkgvaeHbVNSlKBrPb0z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Using default setting\n", "X = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n", "C, S = np.cos(X), np.sin(X)\n", "\n", "plt.plot(X, C)\n", "plt.plot(X, S)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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Rb9XkiEZW6JFQBPsEw9nJPhphv376reAZGdJJjKu5R3MUyVcEK46vkI5iGCwj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\nczLBDOROyh2M3zkeX7b+UjoKkU0aMQKIiwM2bJB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Customized\n", "\n", "X = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n", "C, S = np.cos(X), np.sin(X)\n", "\n", "\n", "#------ Setting figure size -------------\n", "# Create a figure of size 8x6 inches, 80 dots per inch\n", "plt.figure(figsize=(8, 6), dpi=80)\n", "\n", "\n", "#----- Changing colors and line widths -------\n", "# Plot cosine with a blue continuous line of width 1 (pixels)\n", "plt.plot(X, C, color=\"blue\", linewidth=1.0, linestyle=\"-\")\n", "# Plot sine with a green continuous line of width 1 (pixels)\n", "plt.plot(X, S, color=\"green\", linewidth=1.0, linestyle=\"-\")\n", "\n", "\n", "#------- Setting limits -------\n", "# Set x limits\n", "plt.xlim(-4.0, 4.0)\n", "# Set y limits\n", "plt.ylim(-1.0, 1.0)\n", "\n", "\n", "#-------- Setting ticks --------\n", "# Set x ticks\n", "plt.xticks(np.linspace(-4, 4, 9, endpoint=True))\n", "# Set y ticks\n", "plt.yticks(np.linspace(-1, 1, 5, endpoint=True))\n", "\n", "\n", "#------- Saving figure in drive -------\n", "# Save figure using 72 dots per inch\n", "plt.savefig(\"exercise_2.png\", dpi=72)\n", "\n", "\n", "# Show result on screen\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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IWMPKIyvJ65mXxqUb2+2cd7JYzI28ZszQcnrHsX497N9v3mrwzCPP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# More Customized\n", "\n", "X = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n", "C, S = np.cos(X), np.sin(X)\n", "\n", "\n", "#------ Setting figure size -------------\n", "# Create a figure of size 8x6 inches, 80 dots per inch\n", "plt.figure(figsize=(8, 6), dpi=80)\n", "\n", "\n", "#----- Changing colors and line widths ------- Adding a legend ---------\n", "# Plot cosine with a blue continuous line of width 1 (pixels)\n", "plt.plot(X, C, color=\"blue\", linewidth=1.0, linestyle=\"-\", label = \"Cosine\")\n", "# Plot sine with a green continuous line of width 1 (pixels)\n", "plt.plot(X, S, color=\"green\", linewidth=1.0, linestyle=\"-\", label = \"Sine\")\n", "\n", "plt.legend(loc='upper left')\n", "\n", "#------- Setting limits -------\n", "# Set x limits\n", "plt.xlim(-4.0, 4.0)\n", "# Set y limits\n", "plt.ylim(-1.0, 1.0)\n", "\n", "\n", "#-------- Setting ticks --------\n", "# Set x ticks\n", "plt.xticks(np.linspace(-4, 4, 9, endpoint=True))\n", "# Set y ticks\n", "plt.yticks(np.linspace(-1, 1, 5, endpoint=True))\n", "\n", "\n", "#-------- Moving spines ----------------\n", "ax = plt.gca() # gca stands for 'get current axis'\n", "ax.spines['right'].set_color('none')\n", "ax.spines['top'].set_color('none')\n", "ax.xaxis.set_ticks_position('bottom')\n", "ax.spines['bottom'].set_position(('data',0))\n", "ax.yaxis.set_ticks_position('left')\n", "ax.spines['left'].set_position(('data',0))\n", "\n", "\n", "#-------- Annotate some points -------------\n", "t = 2 * np.pi / 3\n", "plt.plot([t, t], [0, np.cos(t)], color='blue', linewidth=2.5, linestyle=\"--\")\n", "plt.scatter([t, ], [np.cos(t), ], 50, color='blue')\n", "\n", "plt.annotate(r'$cos(\\frac{2\\pi}{3})=-\\frac{1}{2}$',\n", " xy=(t, np.cos(t)), xycoords='data',\n", " xytext=(-90, -50), textcoords='offset points', fontsize=16,\n", " arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3,rad=.2\"))\n", "\n", "plt.plot([t, t],[0, np.sin(t)], color='red', linewidth=2.5, linestyle=\"--\")\n", "plt.scatter([t, ],[np.sin(t), ], 50, color='red')\n", "\n", "plt.annotate(r'$sin(\\frac{2\\pi}{3})=\\frac{\\sqrt{3}}{2}$',\n", " xy=(t, np.sin(t)), xycoords='data',\n", " xytext=(+10, +30), textcoords='offset points', fontsize=16,\n", " arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3,rad=.2\"))\n", "\n", "\n", "#--------- Devil is in the details ------------\n", "for label in ax.get_xticklabels() + ax.get_yticklabels():\n", " label.set_fontsize(16)\n", " label.set_bbox(dict(facecolor='white', edgecolor='None', alpha=0.65))\n", " \n", " \n", "# Show result on screen\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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YHkKIPUKI2UKIsvYSs22bUWIkox2uj8NqJ7yPjxGyWr5ctRLr8sfBPwiuGkwe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\nY38C/QOpUKiCJQogasOheSylvUozuu1ong9/Xml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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add label, title, legends\n", "\n", "# Compute the x and y coordinates for points on sine and cosine curves\n", "x = np.arange(0, 3 * np.pi, 0.1)\n", "y_sin = np.sin(x)\n", "y_cos = np.cos(x)\n", "\n", "# Plot the points using matplotlib\n", "plt.plot(x, y_sin)\n", "plt.plot(x, y_cos)\n", "plt.xlabel('x axis label')\n", "plt.ylabel('y axis label')\n", "plt.title('Sine and Cosine')\n", "plt.legend(['Sine', 'Cosine'])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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273TCsKucbdOS6jLot8B4G3ub29vbXDdJ06n1jtxaBRf0jtzZ551tua1s06z7cPH7bbHL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\noC9JBfl/OADo5I0oKFgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(1,101)\n", "marks = np.random.randint(1,100,100)\n", "marks1 = np.random.randint(1,100,100)\n", "\n", "width = 0.5\n", "plt.bar(x,marks)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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CIxlmR0LBRvMWTIdskvikHTZKLZ2QaPgSMl0Nhb4FVIfSzZxzJQ6+MCOxsNGK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\nO0RqrFZB2AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x,marks,'*') # displaying points\n", "plt.plot(x,marks1,'+')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Subplot" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEfCAYAAAAUfVINAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "fig.subplots_adjust(bottom=0.025, left=0.025, top = 0.975, right=0.975)\n", "\n", "plt.subplot(2, 1, 1)\n", "plt.xticks(()), plt.yticks(())\n", "\n", "plt.subplot(2, 3, 4)\n", "plt.xticks(())\n", "plt.yticks(())\n", "\n", "plt.subplot(2, 3, 5)\n", "plt.xticks(())\n", "plt.yticks(())\n", "\n", "plt.subplot(2, 3, 6)\n", "plt.xticks(())\n", "plt.yticks(())\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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31vv3ikgp4FXgJGAZcJWq/pTLcVRVadLEyg336FHk0FwcPPCAzVgYOtS7f5LJmDG2EbvP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\n/33LfqWXXho6mtSxcCGcdBJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute the x and y coordinates for points on sine and cosine curves\n", "x = np.arange(0, 3 * np.pi, 0.1)\n", "y_sin = np.sin(x)\n", "y_cos = np.cos(x)\n", "\n", "# Set up a subplot grid that has height 2 and width 1,\n", "# and set the first such subplot as active.\n", "plt.subplot(2, 1, 1)\n", "\n", "# Make the first plot\n", "plt.plot(x, y_sin)\n", "plt.title('Sine')\n", "\n", "# Set the second subplot as active, and make the second plot.\n", "plt.subplot(2, 1, 2)\n", "plt.plot(x, y_cos)\n", "plt.title('Cosine')\n", "\n", "# Show the figure.\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2D Plotting" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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rdFZoq2jE0ImmE82QNUE0UTRJNFoLg0u0NuFcRJuE5ERcIj5mlNVgLMpqlDH1\nusxqb2FnUVsLGwuDhd6W7qb2cmsNzzvG82zbSNN4WufprGfQno1S7KoqMGiIFXhP6xqIXG1ht4HN\nIAy90HWZps3YJpX0wyVck2maTNsIvROGRlibuoleNj2p60tQU/c9MSC1h0NeHHyhl6KctTM4VxSI\nyZQAKfvyXDVZaKTK6XMxLTUqMhpnNc4aWqNJViNWExVoqWmQZFSdtSS0EswgiBVCFual6HfCnWLp\nFGMQTu8jyyGQp4AOno7AznliH7lWsNOwUZUU1TU1qenMxbm0ld4ZKKmVcorulWC2kWw9a1o5jxP6\n7kzsWubDzP23Zw7vR84PE/NhwZ9X0uwRH38QJn8U4F9/9tyX2+RImwJd8nQp0KZAmzxtEqxOpC34\nrgA/hSJwSLqERA2WLnV0qaXTHV3X0jUd3bZDmx7ZbJBmg0iDzEJ+mBH/iBwD6f4R3t+jzwdcPNOa\nhTwE1G1GLHShqEe7UBRvrp4LYHLZkdMKcYZ4guRK41AUUFbRzJomGJw2NIPGKUPTG/S1RovDiqMV\nRy+WKA4RhxKHksQmr3Sy4GRFywqyECOswaM7W7rFXIPuHKpr0F2D6hxcGXgF5emqTGJDVb0Iz/7U\n/N5a4zHMNMx0zAxodgieiKgKKAup2sv19ZXwZivcDpl9mxlsotGX3F1hakdhpzMbm0lOkEbQXc3h\ncyHvROpcr81FKNUWTkdtQO2LsSsEoO5K96ZrSiQglQjOay3/5do2X82o0jrvnCF1ltRZpLOozqI7\ni+0s0YLOES0RdZklln8jol8JapuJJpNDxJ8U+q3CpKKHOLwLrIdyoEFH5qrNyA62Ad4Ar6WcDrQD\nBnnuT8sarIXWQG8VoX6+GEXbKNrbhNsHxC0s8Qwnh3+rOcXMclw5ffXA8d2R88NY+kCWgIr5BwP6\nRwe+i54mzjRhoQ0LTVxogtCEhJZEasC3JQddIixjIb2XCXpr2NqWnd2ytVu2zRZltzizwdoeMZZs\nDJItecrkdSYfA2JO5PMJTo+Y8xEbCvDZBEzOSFuaV5ql6NnbuZb1KgklqagP1wnWppB2ayWvVKvo\ns6ETS28s/WCR3mKyxWWLlg5HSystUTpEWpS0aOlQMdKtI916pllHzHpGVog+skaFsaYowlyH6Xv0\nrkftOtj2cKXgOsNVgl0ulHiTy5P+1AzRfM+KlEexYjnT4OgwDBX0Af/0UIornvfJ2jLvr+BmK9z2\nmX2bGFzhJ9ujAAAgAElEQVQJy41U4EvCqUSvE8lkxAmqKRWbQN1Ea3ibKJtnorL1tgq6elDbCvp6\njpaawTTFXFNATw33s3tOt2ysa1XWJlNk271Fdi1q16C3LWbbYHdN4RWyR+UVnT0qrTXSyyiBNEDe\nZKJJJK/IR0VKkEbBR2E5RtZjRK2RTjLXjdDuhaDhNsOrDDe53qIaVaoqTisKVUXfQWoV0oJpVdFE\ndBnVe8TNrNHij6XpSR0D/uSZ3h2Z352YH0aW80JaAirlp4amPzZ+dODbMOP8iFtHnNc4L6V11nsk\nFmIjqMKCnyIcIxznkspve8vN0LFutsTmGtVd0wzX9JtrsB0SEhIiKUbyHMlhJoVIDpEURvBndDjj\nwojSM2YINDZDD26sZqvMNpfuS0PJ6S+n1kymKNqmWDrbVA/bRrN1htQ66By6aWgaB02DkQHLQCsD\nIgOKASMDTgZYA+70iD11uJMtaX5IhLjADLYzGNUgbkCGLXa/Qd9skZtt9YQetr64l8GXuqi+qNgv\nRxx1FEXQwKX/WTNjaXCYGmJGIp7MXJpkXsio6UvufZk3e2G3y+wHxa7NDBYaLWgRlFSPr3IBvRW0\ny9hWaLvCD/gAPpZ77CkkYqgUhzEF+C89PjfAK1BT+T97AX0lB42u3Zv++fQmo2qik6sIy2lkcKh9\ng7rpMTc97qanuenIDag8o5JDp7nqNQSVIiRYjbBoIerMEhLrEZZRWHQmJkF8QtZCy3eSaNvMfl/K\nRFex2D7BPpa92V1EYA3YjaIdIG8UbBR6A25QdD14yQQCQRZC1ISTEE71+hwIDxPhYSQ8joTzQlr8\nn5/Hv/n1M/CNHzFLg10MdqY01KweM2viCvjycIweHjzcvbCrvWWWjthsQd/g+o8Yrj8i37xGXIec\nzuTTmexH0hRIp5l0OpNOI1nNoGe0nnF6wdgF1wRklyGALbqP8tCk+gAtBT4Xj79Mpep2DHBcyglS\naqtYd5q4t0jv0JsWt2tJ+xZ2LZodTrYIO5TsMGxp2NHJjjyu6Lse1Ti0UqiQkHElRkueIe0sjhbc\nAMMOvd+TP7rCvL6CvUA/F+tm6HX1+IHvdkFd2h8vR3Hu0ExYDA1CRySyIkwodJHnmsKs60t5dfNs\n3RUMW2EYMpsWBie0poiEyGAl0yhBdEZbwTZC0whDV0krXbjLhUuUUIVSL0J91VN0/VegLsDvS8OW\nuKrpMEUZaRWIrvfKlI1A1xxfx6oFcBo1WPS+xbwacK83pDcb4usNuRdUdKhkilgy5tKynXSRL3th\n9Zm4wuyFkxdOPnPyCcnQqERLplGZTmWaRmhboaUcGzfU4+OGas7XKLIFu4d2X2qkZq9wV9DtFeug\nOE+J8+Txk2KdM+cpcJ4WxmkkniNyXuC81nlBloBK6c8L+C89vl5O6MkUTfYU0dOKnmf0pFETyBn8\nGcYAjxHeTfD1Gb4d4TYZUtOid1ucvmboPmK9+inp9U+g6UDfIasmSyDPJ9LDTHz3SHp3B61HDaXH\nWQ0B5cpML6XEVPsFdK5a8fogXYAf1xLej7Eoax9GeGhAzYqkNPQWYxzN0NLfdqTXHbzuMexwco3i\nCsMVTq7ouCJyTTosSONKp1mI5HFB1JkUDDIrcigKJuV6VL9F768xt7fwk9vS4dacoHGl4N1UCaFZ\neA71HfVIE57PnL1CMdVtIdHhyUwUrZimq57XOrAd2AHMtign7Q7cldBuoekzTSu0VtHojBZVc3yh\nUYLWgjVC44S+hdjVpqCqkLyAPqdSORBVP++Lx9++8PgfgR6Lp7cXNr9WSdxFbFVLe0pKVVTF53uK\nM+jeYfYt7rYnf7whfbIjf7JDBiAaVFQQMipEiB4VNeJhPQrqmIkR5iAcj5n7o+b+oFAC+07Yd5m2\nK0TnvhX2PeyaokJs1u/NtqoXe3C1HV3fgruB9lYRbxXrRiF3mfUuIEFYToHjceH+3vJwZ0ljKmdN\nrAGzBOwSsGvAxswPE+z+WB7/BfCZG9RZUGNEjSvqPKNGhxp16XjUpa45Ts/A/+oRPn+AEQvbjiZs\n6fU1++4j1qufkF7/HLoW8Zp88OXsskmI9zPxq0fiF9+gdxF7kzE3GeMSZpsxQ7m+NORc5KPMoMYq\nGqECXwrnMGo4arg38E6DWhXSa/S1odGOfmjwtx3pkwE+HdDssVxjuMVxg3BL5hbhlng/E5Qi+EAY\nF+LDmaA7YrTEGSRalGpQbkAPO8z+Gnn1Cvn4dWlp1e7ZxelQqe8LuXfJ8TuKp7+iHFD+Cs0ZS6Rh\nraDv0TX0D5QO2saVbkjXQ7Mp9Wt3BfYK9FaqlFowDrRWTwpHQwGbNUJjQZyQG8hdOejD8ZyN5FQI\nP1/LuuZljn8h9y4ev56FoXXx8ELte6iKK3UpC9dyH+G59q+dRnqL7FvkVY98vEE+3SO/uEJ2RRFY\n2gzryaTBgjeIh/NbQSeI58TsFccT3L1VfPtt2bzkGtqrsvt0nXDVwpu98Gpb+lH0UvtS5nq76mYk\nA9i9Qt8o3EcKea3IbxT5tSbsFKvNnIJHToE1Ko4nxftv4ZsvFTIKXcpP1qdc8vs/txy/2bw4FUQ1\nKGlKyU0MKpeajMoK44tQQkx5EEKGNZaTYKcJpkWxBMOaLQFHNC3JdUjXl24s68iiiSETZo8/zoT7\nE+HbR6zPZF2IITUUDkzXJhB9iYodz1Uw/VxiSrkAP6Sap1LmtbwdvDcEsUTbkLqWvOuQmx718QbF\nFv0UZu9f2BXRONbTI/p+gL4juwalLJIUyUNOuijsTYM0HTIMyG4L1/sC/Kcq9aWhpwiDRTIiLTm3\nSG7JcpkbJDfE0RFmVzoXo8FmTYfCVDbfvTT3bI17VtBppIAsgFqlNN4YMBcUK1Pi8Lbkr+wV2oKs\nQm6EvEBqhOiE4ITUgNsWXYLdCmZbNhh1OZ0JaihOFRQ8m1zaGS4fw6WQUctmyqjnQwkGA1sLVxZu\nHWoHeAfeFrWkN083Oa/QHMCY8l5lFdIZwiMs74rkPGuNahVup+m1YtdprneKj25UlW3mEpbY/Bzm\nIIUz6Ut0w3AxBRsIA3RNxqny4MVFWM+Z8UE4vhVkrlFSfYsX/dtL1ekfGz8K8E+/e/u01ssRPT+g\n5yNmntDzgpkCes7oEZoJNr60t77ShUWPGyDAq23kp83CR+rMdXxkuwy0pwZzr8A1pPuvCYd3rOcH\n1vnE4mfWFFipjUC+HDPtzqXf39ly84wG7in1+TOFYax940L1SJVI6jRsa01bNOhB8arXXLeWbePo\nXUtjOoweKCF2y/OpcbUvtYbWMKE4o5kwLFg8mUhGUHx/L5ICtqfePsUzebehVskBh8iW4Ld43+O9\nwfuI9yPeK8IayO/PqG/fo+4f4HxChQmUxzQZsyleN5tKvIVaSjvXh6xqHJ7Yc19O1LIrGKvg4Mox\n1bnuFFtb6p/WoZaMWRPOJ9o1EX0irYUcyy6zeZ3p32TaG8HtMrbLaJNRLxVWFzmC4lmXdKlWvpD8\ncvlSAXJCxerN1xm1uMLSnmt0tB5hrUcOr2vxNlVGZx+gPcJmhP1SKjmx8hLWGD6yjtumYd82DL2j\n2TSYXQN7WxnHizbZX0KLYq6+GU95HZYSwqzllqrPM/obwd4JzUHKAbQe+vpRNDzvbUIVKT2/9T86\nfnTgG3/G+gN2PWLXEbuWT1OtGVWPgh4q8BcNqZ7S4wSuN4mP24XX+sx1emQzO9qTwtwnxDjSw1vC\n8S3r+MC8nJj8zJwiE6Xl9OnU2bHkWg2VD1M8n6hdjtIvre+pvOZVFyDoWnfdmhf55qC47jRXrWHr\nHL1taHSHUd8HPvUHXoCvUEwoxhfAD/VYkPyUoT+DvnjZ8nxfQvnLKRYbeDrVogNWfHBMU8M0GaYx\nMo0T0xSYxjPq/kzz/gH38Egznmj8TIPHtQk7QGrLRpek6CfyUmOLWFjp9uUJWmspgeqlKPpYLMwd\nSA+ug02V4w0d2ieMD7gQaH0ghYD4InzJJtJfJ/rbRHedaLYJ06XSvpvT85E7l3EB+IuzSUQ/A/9J\nriSgUkZiLOq+dYZZo0bqkUNSasbLWID/9IcGMsxgHqA9wOYMV0vRlkiqQYXW3NqWm2Zg3w0M/UA7\n9NjtAPuOcq7gVEoST4e3AsRCRFyUmmd5bow4AVZQ3wjmG8G+F9wB2qloTPoqL/9DwH8hkv1Hx48O\nfBtnmnguFkaICzqEcjSVLyTIsMJVLsId1RYlVm9ht43cNiuv1Jnr1LBdFO0xo+2KKEt+eCAc71nP\nD8zziTEsjClwppTn2urx23rGfJvLZmA1cCrE4vc9PtRuOlNy0LYyy9ZC78AMil2v2baWXePobUtj\nLgcfbng+WRSeRbsT5U6P6BcevxyT+Qz8y0k9L8H/D3v8l6W7LSKe4DPzJJwOwuEQOR4Ch8fM8SDY\n48hwPLI5HticT2zChFGerkm4oWxqwdTkIRTPv0bwS6kYDr7co+jLpqBmcBNFnpZdSejzBtwWzAaG\nLcgWFQM2rLi4ksOCxBUdVkxcyNrTbSPtNtJuA26rsC1ok59B//Ktw3fUyN8H/RMHQK3JV4+vFoPM\nwJRR51KyY57qOeMzzL78kYE5o+Znjz+URxUpZ4OWQ4OM4cq2XDUbdu2eYdjTbvaY7b7IG3X9Ow3q\nWHJYVMlL8oud6dIUsYJU0KMU+r2g7wVzB+4gNJPQeaGX57OYLnHkBfgvHtk/On4U4B9/+wz8Rla6\nPJPzjKQJlRdMDuUwhSqZHVIJp5SBpilp2VVHOeSyXdjrM/uo2C6R7rRi5IxgSPcnwuHIej4V4PuZ\nY4qcpPzc1hdxTltB7+u1VRSwv7QXn2LSL4Bfa8l9UzyjHRRDb+hby9A0DPb7of7l6CzFs8d/9vyK\nE4YJYam/NKLI9a/EXHrppTq274f6l597AX3J90UiISxM08LxsHB/57l7t3B3t3D3fqY5T1yvIzfL\nSF4mjJ/o8Og206jamadKFWMK9QTeBUZV/rbEzpcqhyzFobmxdFfSq5o/9QX07qraNbgrdPaYNONi\nOXNKpRkTJ1yyZLXQtJ6m9bhW0bRg24w2+rvAv4yLx38Z6l94mWqZ6vFzRscIfq0nAKVSNjqv5c3O\nl6OG17qOMCUYS5m3O0IaywZnQ2kwGxRordm4hm2zYdNdMfS3NJtXmN0tXO1B31cRxAX0sZwyk3X9\nkOWJLJJLOlMbwtRBMEfBHsEdhfZFqB++9/aFi7uo5zz8gPGje/xOBTIewaOUx7CWI6RV8XKNgqHm\na07D0BZF6q2Cto30zUKvFENK9MtKIyPGP0LWpIeZcJxZx5l5nhn9zCkFDjXU70LVRV8I3KX8WSmr\nKDi8EEZ1LRX4unJVuuhzUP8vc2+uJFmWpOl9Z72bLe4eS1ZVd88MPwyoYQCIgMJzDV4DoEE3DYAF\nhRcACAgGPV1VmZER4YstdzkrCD0W7lGV05OCFmTDRFTOuS4e4WbXrh7dfv21E/ioauWurtd0vcV7\nR+c8nXnr6r+Num7JuIC4+tfvYnxFQJHQTdG/B9u+xvjqO4v/No8rf6vWTAwvLPMLp1Pg8Wvi06cr\nn3564dOPLwzrwlZWStkwdaMvK1kFjM/SqJPFuw5ZdOCUX2VY5L7VFXSz9P1N8UcFOwe7HmxT/N07\nkekBxYYpF3y+ossFUy64bEhFPpnVGquV1Od1weqMNul7a/9LMf5bpW8Z/2//pMX4JUV0RGL3JaHm\nAJe1cYwlOQhuMkfpRb6CPUN3lh4Nc/N4siAjlDH0tqN3E113pB/e000fMbsfYH8v2Ttse89Jblo5\ny6k6v3nOttaZs9HWKoClGexccQv4udIFcfXNX9yO2+f9tUoP/wKKn0yh6owyCWsyziSyzlRT0LZl\njp1k30cnDTvRy2pMxpkVpzMub7jligsOPVtyUuTnRHyJbJfIskSuIXLOiRfE1Q9BTuub0kcjfBcW\nXpPj+S/2tIEURoyZ95IY9D34UZBWZtDYzmCdw9gOa/o3rv5fZt/Lm2tx9cXFEMXXZAzltVPwm7xV\n+rcW3/z1WisxKuY5cnq58Pg18/NPV/78j0/88Y+f2YWZ4hLGJgabONhEsQndFZySOnPeBGE3Jzhv\n8LTB1w0m/0bpR+gHyUKXC5L1zI0ra5xE8acHePgIDx/ResHWE7qcMNXhqiVXLcQbtaKzarRaBV0y\nOid0Vv95i99c/Zvyv2XnrUiMr1OihILeEmoN1FmjLkbOzUtuUmS9lraXML1rYwC6VUA4qUgZUhmN\ntR3WT9j+iB3eYacfMPu/gcMHULbFG7Ep/aU1eujXPG+oEl62/u16RoY5RckL2lhxseVUBHbyzXe8\nSfmL/a95/TaK/8bVzw6Uk/qvlIiklFOdlMZEmeSdVY306N/QpkgjBXmT0k5RjQhTCaHHuRJbgnZZ\nKpcA51x5Rpo3wptyXERgo4k3NvPtg/UXD5m9Jfe85KumAcYR/KRgMKiunVq2Q93YRISOA/mLt6/n\n1aVQbUSX5tqmvYRvyb2bar8q++v194rf/ZVUFCFElvnC6WT4+iXx6acrf/zjI//wf/3IvizoEfqp\nsh/h3QTZVYyXj6CRXvFQxQC+LPB1hp+vsLfi7bgBhqvch9hDGRB0jrEw9lDfWPx3H+H3f0CZGcOA\n+Ub7ebNdWWqmK7AW1JpbHVeL3FhB3ir/L2T1/8rNR7xpXQql5ZDqqqgNpyGJtLbelO9c2ypyq1jU\nt3ynt0BaG4n7/ITq7mB4h5p+B/u/g8MP7Tlqlr5eoDxD8nJqbPIGa2h/+xHqlwpfoT7zrT3cIolt\nj3A93Dh0b23SNzf/9mT9/8rVH93rOTR4mR7je43rNKY36F6jOo3qNQxKPKRBNeHbmlIhhUy6lYJi\n/na9rJWnKzwu8LjBY0P+nYokTQfTRh5ZTbXm276zBq9ox3imJkkw1FujdCo402rZPdhJEGzmJncV\nppbmVqsEg8sJTp5qDbkEUg2kEsh/sfJ0xXy+YE6LjPcqAWMTZiroIzBkihG2krpc4flE/dmDN5Rx\npdA18ZQ2Za/QEQJ8/fELp5+fWL6eyC8X1GXBL4EpJnYa4fR3hm4wuJ3B7g36YFCdxpwyzia8yvQ5\nM4bMTmWWktmhGK2h9xo/aNxOYyaD2mk4DHC/h+Mo7v7kpP7pAZMoJHKKTQI5bd/WmjZMCjL3ICdM\nyjIjoVaMQeK+riVb0A00oMFpilWEmom5cf2vhegyQRci5Runo1vBzRV3EvyGa3kbWoLyRqWGkXCO\nKp2KWbUKR5HKRtZN9+stB5MxKokQMGrD6K3VkJWcpv0AaQ/5HupMjVfqnCnXTHWZYjJFtbbsXL4Z\np29nDK9tvDeeiJuS30zKDeLwa16/ieLv31B9971mHC396PCTw40OM7o2kthKZrjXLRj/fp/XyHoN\nrATWtLGVwBoC67xxnTMvs1inlw1egij+i3hsYA1+8OTeweAxg8f3UnvtlIIlUJdAXWNbg/wsFRlG\ncVP8EfQe9B2oO6T8sItSjlCzxCXXBs9KiZgjW46sObImWeU6oE4r3ecL3fNMt2x0JdC5RD8VzH2l\njJliAiUtlOuF8uQoVlNSJfVXEl6ATG0V0gbHFhVf/vyJl5++sH55oryccfPKFCL3tXLQmoP37HrP\nMHV0B4+979D3HtVbjNtwJtDXjSltbFsg2o2sCqPRHLxlNziGvcMfHfZoUUcHdyO8O8L9BIdOOAJ6\nwAjLZo4rYV3ZlpWwLoRlYVtmwrpQ4kynNrwOdCrgVcKrQqeKKKfT0HuJA7XgAujkuywOQoksKTJv\nkWUOzC6y6MhMoc+t5XqF/gK9ldaGvjZAV2uc0Tciz8Ynrjppld1089OK9JFsLfGpa8WXTFcTvga6\nuuCZ6bjIVJub8nsDfQ95D+VBoIXxQrkG8mUjd4HsAtlsZB2IFFZeaVZvZvMWzNn281ti7205L/xK\nnfzNFd+Pmn7v6Hc93b7D7XvMrpN209G3kS/6zfiXV0nXlZWFS5q5LDOXunAJVRoYLpnLCudVYtJL\nhHP+FqphrGYYHHk/oPYDdj/Q7QeGfc+oFOW8UM+rzHw/LxInpkJdo5T/fMOuT2BuUNIHYF+lsO03\n8R+jkcRNLrBspJhYYuLS5Jrit72aN3YvC9NpZresTCWATbidBHJ1zPIwpIV8tSSjybmS5kR0fYP8\nODYs25t1SXD6/Mjp8yPr1yfyyxl7Fb63XCsHbTg6z24YGacRfxyx9yPq/Qijw+gZz0yfZsZVuOqK\nFZjeYDQH79iNHeOho7vvsQ8d+qGHh1Gy2XdN8SfTYAwS0Oa0ENaV5bwwv5HlPJPDwugDYxcYfWTw\nidpljK94gyiPavkD20PXS4wRe6pThLQyh5XTsnK6GM5OCeUXkamdzdMKu6ukIkrzkWsnZ7RpiUHd\nkFO6a5Ar3eovWXJ+8wazFlCeLpWxZsYaGetGbsRZtl6Bi4AbbJH3nnsEH5zAaGqYyOeZNCykfia6\nmWQqSSUhYeK1sHSDZn2P7XhNG7+1+L+J4iul/m8E+lKAWGv9d7/0e28V3+0M3cHhjx3+bsIdR8xx\nRN2NEjw780b0694asr2ypTOX1fNsDM8FnrbI89VwOkeZ+iqGWr6kJIjJGfDOEIaOsh/gYYd52NE9\n7Bjvd0xaUx7P1KcrxdtvSl/WSKHV/Z3EtXYniq/vQL1HqHV1Ejcf89p0vki9PoXMGjLnLfG8ZZ5D\n5nlLPIeM3iJ328rduhG3jZoD1iWGXUF5qH2imEBKs0zHTUUm0z6urNqzYJixLBgWLPNtzbA9nVif\nRcrLGTsvTCFiilj8o/Ps+oFht6c/HnAPe/SHA2rnMZxx+cSwOeKsKJeCstKr3xvN3lt2Y8ewH+nu\nRtz7Ef1xgncj7Hawm2DfCTNQjyi+WslpZVtE2c+PC+enhdPXmfPTTN4W9rvIfoqkXaJOSVp8bRXC\nDa2lPc/10E2QX6V4RQhX5uXK6WL42sOTyzyayCPSFnsMcFwkx5Ob0ttN8hWmcQ6YDvCSa7rBJhNi\n6a8RTgHOC5y1YL10rRxqZl8jqQZqXTH1SsdFSj56e1X8Oki5xGhwPTWcKdOZNJyInSF4CDYT9Pad\n4t+gufC9q7/xqvi3OP8W9/+a1z/X4hfgv6m1Pv1Tv/RW8e1O444Oe9/hHkbsww5zv0c97OUXrW3t\nYX+9Jk6sq+dy1jzrypeS+BxWPs+al0tDWkYBXm0RtvxKYDhYQ+ibxX/YYT/e4T8eGH84iuIPnuJs\n65TLlCWSz0bgkc3iu17wKPpN8whjFdbQuLW7n+U6LdR4Ia6FZS2cl8zTWviyFr6smc9rwabESiQ1\nwLkjMrhEtgU1VarKFAIpKWKqMjSBjcDMjOWC4YL+i9UwF6iXK+UyUy8z5Trj5gUTIkMtHIzh4Dy7\nfmSc9vjDHfbhHv3hHrXvManHb5Z+1uRTBh8w1mKVwmvN5B3jIIrv7/fY9zvU7/aSJRx6GAYZRjrY\n7y1+Fld/Pq+cnxaefl54+rTw/PNCWhfW+0S6zxATuma8K4zjram+cXLVHuoE9SAWtB4oThFmx/Vi\nOJ3gsc/87CM/65WfgYd2Dodm6VVT+m4GM4oXV0fk77RJ03oCBiEN2RJcV+GFeLbwpOCxgimVrWZy\nTVA3DCsdC5mL/Ec6iOLXG6GgRtg3dtRtpEyePBhiB5vLbGZjU+ZbVe8VzvVq8W+u/r+oxX/zfv7J\n11vFNzuNPljMfY95P2Le7zHvj+j3d3DYSercWInjtH0VY8mpZz0bLr7yrBOfy8qPwfHTrHm6NJ0r\nbc2yxiI3ZGcNcfDkwwD3O8wPR7o/PDD8zQOT0RRnhPwzZfISyOdFfkZzPN4k98wtxn+HgAKWhnDJ\nrVY4r7BYmB1pLqxz5TIXnufK57nw01z5cS5YCqnL0CWsz/RdZuczuZM2thoyeQukrRBDYts21m1m\nDY5LNrygOKGbKF7aeq3gtoBbA24L2G2TfYi4tzH+MDDsdnSHO9z9e/T793AcMZvDzZr+XKjjhu4W\nnHF0KJzR9N7Sjx39fqS722HfH9E/HOHD7rWbx9vW5ofEuWqlpJXwzeKvPP+88OVPC1//PBOXmTQX\niAVTiyj9VEil3vCx4uqrXrRS7eX0VXcUpwkXw3xSvIyFxz7ys9v4szH8GSEWDbFl+JvS94s4JP5W\ncdXyXyslFaY6ytmSosD35xlOV3i08EXD5wqmVnIpqBoxNdDVlanObxS/NiSekRDFdZB3kCt1m8iT\nIQ0Qu0RwG6u9smrzTel/Kcb/iz4y4FXxf0uLX4H/SSlVgf++1vo//NIvHabXvdpp1NGh7jvU+xH1\ncY/6eIf63TuJD5Vt8MZW0H8jae1Yn+DSRZ7Mypdy5cfg+cer5vEiX+wvCnCwhjB4cfXf7bA/HOn+\n9oHxX39gZ0XpcyrktRF4PHlyU3xrxB18G+Pr++bq+wIvjRx9jlIjnDU8a3hWxCssl8r5Co+Xyucr\n/Hip/McLOFPhULCHSn+o7G1lc5W8q6gJOCVKKuQUCdeN7aRYTprlpLlExQl4QvEEPKO+7S/ALhem\nUphyZsoFd9uXNzF+PzJOB7rjPfbhPfrj71B3O+ys8eeCeg7occF3F3priQqMMbjO4cce983iH9G/\ne4CPewmSvxNE28ji6q8r83nh9CjW/sufZj79w0xYFmoQJh9vYRgq+2MlFXH1JQXvwQ7idpkDmHsw\n7yheE04wPxVOU+Rrv/DJOf5kDP8ArK2tmtgsvZaGwb2WhB+tbKx38paLF6eCO4Elr6sM6Tl5Ufyf\nNfwE2FKhZkyNeAJjXdmYSVyQRIGV59k0gsBq26liqevYhpxmQh8IfmY1nkUZFr4bpfJdF94vxfi3\n5N5vafH/y1rrj0qpD8D/opT632ut/+tf/lL/hh2gGqhGiWhNMZpqDFUbqjEyWVRZlLav+3ZdnSUb\nQ1SGrRqWorlGJfX6rdW529247W3zSbwFZxXWaaw1GNfEW7Q11M5Ab1CDRo0aPSr0pKQ9dJQDW3dy\nBpJMZ28AACAASURBVFUrqMsEbSJMgSBNRlyBBtEuT1BmRZ71N0mzJq6aGDQ4YW9NqlBMofhC7QtM\nVbp4U4VNyj3fetAzlCjMsgLaUG9KOeqNlZCJufbWjYpij+aAZn9w7A+e6dDRHzr8occeBvR+RO1H\n9GHA7jvYe9TOYncGt9OkRg9ld1pkbzEHizl41LGDg4daeGXSbGuWtS5XkXmhLAt5WcnLRloCaYnE\nRQhN403m17V0oNrsbOU0qhHuKSVrNYbqDMVrcq9JoyJNinQQLzDXN4IYhJqalDfP5lvukj3SsDUr\nyhXyrMgLpEURZ2DQpBFyXyg+UtxKNTOoTsDWVVqiSymNWNRQiqIUS0iOtUh+ZtOa4LQMIx2lzaG0\n/qG3a26foyo5VLVWGCVoR68VndbkmwIAnOf/pOL+sxS/1vpjWz8rpf4e+HfAXyn+v/8/Xvf/9d8E\n/qsxkt1GNjOpenK0pFVRnwLWWoxzElPatjqLsQ51fcKsj9jtBR/OdGlhKIGxFmm91ZKd/aX1g858\nyJHjsjCeLtgvHdkbVqVwTlN/foTzMzVewC7UXUC/z6LY78XtK06grOoK6qt8HqVBv7RejOc3+9bi\nq5PD0zF6z1F75qEjHj01dThf+f1u48M+cLfb2O0C/T5g+g3lo9BNJTm8vH3tfeEo9eTU2nY0Cqs0\nHsWIZkaxQzUWANnv31xPHwbGP3j6j5ruHtwuY/qAMnPDBc2ofkXvNsxdpL5LmLnAVtH3FfM+o+8z\n+hDQY0D5BuWr+nui+IaDuMVd5ulMdz0z5Ct7s7COG/E+UddKWOHhHvaDVHFNgHKCzQmYznYF7QLG\nrWh3RXuPcQbtFHrTdKcnxnDiqK+8Hxa2+0gJ0t33IcHHLPJQhJ90yoLidKPgjMyx4TJ2CAlIA42Z\nnabbFFPWHJRms5rUaRg0ph94/zeW+4+K/UNm3Af8cMVYAxRi9ITgCcERNk8MnrDJz9LThfzlC/ny\nTE5nip1R+4D/kNFKclRECTVyFNTpFmGNsBpN7hzaW3ovZU3vLWvMPK1vbP7/F4qvlBoBXWu9KKUm\n4L8F/rtf+t1//4fXfZw04RQJeiPWmRANYYFwKZTdiu8svjf4zuLaXnUW01nULL38dnvGxQtdWuhz\nZKyFSJt9Z1oV0LSKYFvvTeEhB47rwnC6YDrJ3q+xYLxGnZ7R5xdUvKDMgt4HoVnuBIRWd9IiXLPg\ntisCyKJKr7o5g34j5gLqAko7vB6YuonjMBH1BGbC6gnrCx+GK++HK3f9ld1wpRuu2F56iPVI44wT\npa+Ny0MvUItqSm+wStOhGTDslGZFM7ZDQFbF9GY/3g8MP3iGD0YUf58x/Ya2C6iKck3xp0A9Rsyc\nxaPJoI4V86Fg7hNqH1HDhupWlF5aevmGukstu5q+XZvnK36+MCZR/DQE6l3ClELYJMWzHwS6YYLA\n2rcClxlpGfYR61asv2K9BS+TknVW+NOJaTtxVFfWYSXfB7TK+AHuAzwkeBfhIcIxCg9eF1ul5g7s\noYVw+5ZCaIpv94ouG0YsR2PI3sBoMHuL6ToefnDcf4TDfWbcb3SDxlikQzI6ltkxXx3zbGW9OObZ\nUc4z5uURc3nC5DPaLph9wNeC74Dm/ahV+nrCIsDua4JoNKVzmKmnn3r8NDBNPfdTz7/t/Tdd+z//\n/q9s8D9f8YEfgL9v8b0F/sda6//8i7+5vW6LLiSdCGVlCUZaoE+F5SmRp5lhMvSjoZ8M/ahRo8FM\nhjoa1HzFLCfsdsaHy3cWPysBZQxaksmjhcHIfrCwM5ldCeyWhfFksEqy9+s1gFfYeMHEMyZesHZG\n7QK6y5i7xi3f2GlyhnyBvEJ6FiyGmcFcZbUN112uoqBqcPh+YPIH4nAHwxE33DH2d5guc++eubcv\n3Llnds4wuIJ1m6DHGgLW9lB2fBvUaSKootBKY9H0yjJi2CnDrAwblgFFj/5lOYx0D57+wdA9VNw+\nYfutWfyEsjN6WKi7DX0XISZUmyyr9hX9oaAfEuYQXy2+mcW1T7ENzYuvNdXW+GKuC/46M+aZZBcY\nN3RNdL5KH4WVsPCbxX+RNnkseF/wPuC7Fe9Nq7Vnqg9oFN12ZQoXjupKHle0DnRDZnqAwwbHra2r\n7KcN+k16Lszdq8XXzeIzivLbInPsJmuFRXmy2KOju3cY7zg8WA7vFPt3memw0fUVYyOwkKJhmS3n\nk+H0bHl5sZyeZc+yMoQTfTgxpDO9m7H7gO8y7gD5DNtZjEdupChLkr6iYg2295j9iD9OmLsd5m7C\nHHeYXf+rlPf/teLXWv8D8F/8ql9+q/i1kEpkCxvLorieC3MfuQ4bafCEgybuNeVgUHuN3Wtc0lA0\nal4x64zdrrg406WVvojFr8BOCUnGbbjM3glqdGehM5kuB/y60CmwqVDmwPa8UDqFNzPOLDi7oOyC\n7gLKZqkiJXG3SmqVu7VNOG1QKbs22eRAsCu4DcymUMbhh5GxO8D+AXd8z3h4z+HuA8Yndmpirzr2\nSrNThU5tGCV0N7rh4m3Dqd/YY22rcDml6TCMyjApy6ac0Hko26atGjwa/21t+3HAHzzuYPCHN66+\nFSYe3Kurr0JAlYxSBe0qjBX9IK6+2kfUuKH8dnNDmuI3QMW5yUlWEzZ83BjTSjUbZgw4lxh3hRgl\nrDGNo8IECWe2BClB5zO5i5RukZJbVzBdxHYr2ii8WphYyHpFDQt+iExkDsC0/LJ0bSqPPr5ae7P7\n3uIbNJ0xTJ0VcNPB0y2ecfFoaxkPmumgmA6ZcV/wQ8RYTa2aGA3LojmfDI+Pmscvhq+fZTUxcNBX\nDnqmmBljZwa/4U1mqLA9SeUPKzF+TLCsQtajjWboPW430N/vGT4cGd4fGN4f6Y7TLyjgX79+E+Te\nd4qfCjFGtkWxuMLVJs5u42wX4mBJd4pyp1GzwqwalxR9g1TpOaKXDbtt+LDRpY0hS21aKZnketQy\nZObg4OhFDq2zjxxQK6iYUXOk2IXVXIkdlF2g7gJqt2G6ALsNPWXMDtJFeizyWZQ+XOU03i5QF8GB\n+0adXCLfjbXXg8UzgD/gdu8YHn4gfPw94cPv0V1kyB1D0fQ5M+SNPl+w2UKR/IHRLY/Q9lbg6Xil\n6JRiUJqIJSr3TZJyWAwOg/0l6Xrs4LGDkTr2mMTVN0Kop+wM/YLebdQcUSqhXaH0oPqKOhbUIaHe\nWHxlLK90xK2//bzBc2vte94wNdLpSNURbSLeRQad2XQlZmleKxfxlnKQfWrXyRdqHyX73hVMH8n9\nSu1mdA++D4xdRPUB3wemPnDsMksP3VWkb/L22hpRfN2m9uj99zG+tYquM9TRYoKnix1T6NiHHm00\n3VjohkI3ZvpB9sZKi1CMimXWnF8UT181nz8pPv1Z8+knhSuJ99NGGTfMtDGMG2oK+DEzerh6eW+q\nygEYVlicKL4zBt97zG6gv99x+HDk+Pt3HH73wPRu/6tU8rdXfApJRTZVWFTkwsZJGZ6VJnSG8g64\nKMyq8FHRF8hKUZ1CzRmzJtyW8THRxUxfElOVQQJHDQ8G7i08OHjwcN/Jmmsm5kCMmVgCsSzEYonF\noDqoHzLUjO4y1ibqLqM+ZMx7UF8AJWwzKTd6tq+wfJYDwZcWAuSWzG49kqqCOjo8A7Y7MBweqO9/\nR/3931L+9l+h+4jbDHbLuLA1KrJn7GYhNsy4F0iD8a3M5GQtBrLSFGXIylCUJStPaaIxSCDwuhqs\n7I2M5VLOiFfhMtoFVOP1UO4Kw4oqG1VFcIk6FHGDfYUpo8YE083iW+lUq1FoarZVsAznFZ5W+LLC\n1xXtEr4v6CHTDYU0ZPJQSH0RYtWvwni1Neq79SQ/275A9gK4V33G9BE3rJTeUHuDmqC7y+i7LO79\nkIl3mXTMxDvpqbdnycPY0+u17eRAlZ6LBg3YNWnuvi0assEUR18cKXekMpDLAAqsi1gXMC5hXcDa\ngLGRWiMpwjIrTid4+go//6T48x/hT/8InS6UdwnzLtN3iYPLsE/4d5lxkpDHIqFk2YRy/qb4vdVM\nvcfsB4b7PceP97z/wzve/91H7n64+1Uq+dsrfinSfZSTkJw0gofnrNi8ZMzNJm20fRVuh9wIZtQM\nZgG7VVwQiPyQpfrilEyVujfwwcB7Cx88vPfwvoc1FK4xCNHKKkq8rYp1EzCYAkxXcUeJ5etOsvnm\n76S2W1eJOVMWi79+gflPUF9e8dTfdYxWsdAmOBwjpjtgdu+w7z5ifv83mH/zb9BdaEwvG2q+wvUZ\n5qHVf5Gs/usAnLfDcCTV3xhC6g37oJycFurG8/e9qO+qwE3UDfApq6qF6mZUv4DaUC7KTb4Nb7dV\n6Iu61JhNAnQGZURBSIto7rxIVvl5ga8L/LwInflRUJAY+Ry1KV1E+irOs+Q20i2r/zOc/wzFFfRQ\nMEPE9eAHyAPQK/RRpvn4QW5+HRA+/h+avLyRSe7rbegpChk3cCM/3snv3O61UVIy65QF5amqa0if\nkRtjrrr10amNG4VTzgsxIvRnp8rT18rnT/DnP1b+43+oDF5u5dBVDkdh9FZ76D7AeA++StjDKjml\n0DfF11CNIfcOfbP4H+94/4d3/OFff+T9H979KpX8TRQ/5td9aWgEY6VE1Ve5z4lK8G0SayeJuRva\n06xIaWzmm8KPwN5A8NILHivcNdd+cvLvPXJzdZZYzTqL1QbvDWm0lGxEenDvMnqXqTaTUmKbM+pR\n2iXXR8121cTUWnp3GvdO0xcNe/C54FPBp4xPBZeKDDeoFaMr2hSMLhid0DqhdUTrACpQciSHSFky\n5VLIp0I5V8q1PV+9PKj6zV41Gr+iq7RyqkxRiao0RWmqktDG6IwxCa0txliMiRhtpfatWgzB9/ta\nCnm5kpeFssgE1jwn8lLIC2CquDg+o3z8Vj5RXqGqRT8HzEtGLxVTtMyZ3xUZcjFUmQB0QNY9qKnC\n0NpOdwp3VPhF0QVFzIqMohiFVwVlZTTXYgrVFkIpXEPFLxWzgY0Kk8FWhalglVCGKw908ne+zf6u\n0giVi1RrUjts0qVVIBdIL2BNFTYgk7AmYnXAGoM1Gq2RTKvJrye9tuKeIWjzfpD2heN95d0Zlqvk\nhnqn+fB7zcNHzfGdYbrTdHuNGaU9XfuIcUk8CZtwOuJUwpPwpQgKc1mxlyvm+YT52qF3Dq3eKNs/\n8frNFT838gRjpNQ2GgHDYITDbn+QmZCjk25cn6XXQTU2FLdJ/XVC2HNyJ4dvVkKVvm+JvW9t4AXJ\nhhuLcR7XdWQtUrW0YZVOYfcber9RXSDmDS4bmY2wZuJFky6OlCzVOcze4XCowaKu4NaIWxN+jbhN\n9naN2JDRpmJ0QeuE0gmlAqpZhloiKW7ENco8tFMiPhXiUyWdBDBkur9YG5ComkpWhUwhqURWqolU\nTrxLeGdw3uCdwTuL8wbtjDS8aP2q8G/2tVTS9Uq8zITrSrgEwiURL5lwgaorygk5onIJXEA5BQ6M\nMrg1NwFXDM47/EGhvRX6mF2Tqa1jhV7oxM1OY48aH2WUeNHSlalHhUoZXRIpJ0pJhJLQOaNDwq6V\nflN0UdElRZ8VXZvLZbRqh1Vtyt/gnAC6UpLQ6a+8IdidYTXy895WepfpbaK3kd5qeqdaiITQDvvc\n2DIatlsplLY4pxhG2B8U9w+KsEHOCm2gs5bffXC8/2C5e+/Y3Tu6vcMOFrxB+QXtFoxZsHrF6QWv\nFjoyXc74ELHzgj1dMI8dqtcCeA3rr9LJ30bx39CC5DaUwXphsymNecc28sppFBmdNHa5m8XXzeI3\nxU9InKs66ZEvRrL6ey3r8FbxKyhjML7DdhO+G6n9iOomTDeSvELZK8rNVDuT0pV8BrVk1HOgRkNN\nDlJHtR163+GHDnffo9eKu2zYy4Y9y+rMhq0ZU5rim/zN0islhB2KVUg64sa2BtZrZHvJrI+F7Usl\nPDWEqpfWc+u/vy6mElUlkolKkZQiKohUsi4Mg2boDX0va+01qje4vmUIdetB1W/2RlNzJV0WttPK\nclpZXgLLKUrJ9aVSqahGrK+cFoS1BWUrxhh6Kn2t9ECPoXai9PZQUX2FsYiyD20/VBhkMq3eGWyU\npGRvjCjAZLBHQ1oiaQnkNRDWQFpln0LGaNgFxRQUU9KkrKlVSUZeKXH7XBH3shRx0TXgqsTPjVvz\nvMEltXbuJGHozhd2LrP3iZ0PFA/aVbwvjS9C3r9wnbbG2Tb903rNMCj2R00IilqVJAR7hbeOd/c9\n7+477u46dvcd/b7HjB14i3IntD1j7Alrzjit6FSmYxUPcwu464J9OQuZja0olWC5/Cqd/E0UP7x1\n9S1i8Z3UUBkEft0NAsscvPAtDF7uq8tN8Yu0N7vGm1eQB852cuCWZlBGXp8rV8ULU4DuDMZ12Gmk\n7vawP6B3B+zuQHKKnE6UdCYnKywra6akQEmgrcZYh7Ydxo3oYcDYEW0HcTGfF8zzjO0EvGHI2GQw\nIcpACF3QOqOVKL7ie4u/rYHlmphPifkpM3+urF95nWTzC2vWEFRhoxBUFjIvVdlUIevEbtJMk2Y3\naeqoJTwZNXVqZQHTmtCbwt+ua67ka2A7bSxPgctT4PKUuDwXLo9Qa0XZgjIZZSLKVHnoTMZay9gr\npk6TO03tNbqzuO5GqNLyA3356xWFTgZbLb7FgWoUSLC7t6ynjeW0Ek6G5axYcmVZM0tUaOC4KY5R\nk1rp11YBNUk5pAi6qzRsrqa1yyrKUtlmGdn2ssHzDE+zrC8z3HWV+z4Tu0jpQXcV3xVqnyWenJT0\nZ+SGpjdKgEUNETqMhv1BU4vGGI3vNNNOY3XH3WHksB857kd2+4F+P2KGEeUcyn9Fuyes9VijcTrh\n1UanNF3O0oQ1L5iTkX42laSWfB1+lU7+9jE+gBarpVrTS96JqL5xbqjX9ab4Kkht96b4Cil3+E5C\nt+Kgy9+Lz83iZ1AYtO9w44i6O6Dv7zEPD7j7e6LVhEtHOFvyBdKaCOeNcJkJF/A7jd9Z/L5D9yNm\nP+F3O9x+h4ugvzh0r+WgrwUTpeyoLWgjSqF0QumIvrn6aqVkUfywBpZr5HrKnJ8K5y+V+VMb+tFC\nIt+kaz/LqrKoykpmVZWVykphVYZkNGGvSQdF3Sv0QeNXRdprapYHE9sU/7tV7lW6RMIpMj8nzl8j\nL18Tp6+Zly+VUmo7yJIovW7XJuG8IRwd+WDhTiy985bu4CQO66p8oa4097hIvsBlFApTLFZLd58e\nW0i1OLrFUb8ubF8MySqWUjktmRcipyBKt26QoqImjcmarhrGhufHFsFat2cP20jsOjEYIUn33csG\nX8/w+Qm+PMHXF5j7QhgKZUjoAfxQmIZMGaIARKJt1szKAeqtIL4wOGcYRkMpBmMMvjOMk+F4ZzB6\nYBp3jMOOadgxjju6YY8ddmA82o1iaKwSUlq94vWFDkVXCj6I4ltXMSqhy4oKrZPoV7x+c8VXty7F\n1mh1m+eojpK4slnEtNU2QAdZVpcbWq7h1wclsX5NYNtIJxdbHvum+EkU37gONY3ouwP24wP54wfK\nD++JxsBnS1aKsGVi2lgvM8tny/IZhveGUh2q73FuQO/3uA8Hxg9HXKmoQcpiqhZ0iqh1Q1+0zJkz\nohjohFIRpcO37G8tkRg3tiWwXCKXl8TLY+Hlc+X8kxjJvjXZ3NbY1qwqM4WZykxlUYUZzUwiGk26\nh3KnUPcKtyj6oEhJ3E0hx1DtJqnW8iXXNUO6ZrZTZn4qnL9knj9nnn4uPH6CkquAeTRoVVE6o5VG\nK40fLOljpebm3u8NnffkQ0f92LVU9Zsv17yKQqGNx3YePXpMdLjgydGTgydMjotV5CKW/uUU+YLh\nS1RSRdwUBIVJmr4YpmrImBZXvlV6JHvXK2j8eWGGa22Kf4JPX+DHn+DTz7CNlTxlzFTxY2EcNWGK\nlEnD6iQ+RYl777XwrxePUh3WGYZREqtdb5h2lrBZts2g1UTnj3h/xLsD3h/p/BHjjlA7lPNopzEm\nY82G02e88nQofE74LWCvFUvE5A21OdSl0df9itdvrvimJT/tjUWpdVjae+mC05vohVpbKCat3LDx\njXrIIEarGontq5IHVm9SCtLI4aBpFZcEGoPyHj2O1OMePtxT//Ce+re/IxgjVYU1UZ82UrqyXTqu\nnw3nf4RSNWpwuPuO6kb0fof/cGT4V/d4KsoANaNihHVFnV0rcd0+sJxaSjfMraSSKPV7V/9yypwe\nM0+fK6dP8mzeuEZD2+fmVSbgSuGCerPCBUW0UE8KfQG3QL8ppltrqkZc0xuVy03aAVAz5EtlO1WW\n58r5a+Xl58rXnyqff4QSK1oVNAWtpEFIum8V3WihNEt/hL5qQufIhx4+jKL4KsmXo/KbfQIU2neo\nQQZ8uuqpbehnLR2zM+hcyGthPSdOfuMrhh+DkrA9KGzUdEmxy5qtGJJq+ILbQ2FvXYO6rZLn255a\nU2Wz+J++wJ/+DH/+R6i7gt5Vun1h3MFxpwiTeFIEed+i9F5O58kKzRYDzlmMdnSdZSyWkh2lragd\nRj+g9f03MfoerR8osUd5hbYZYzesueD0U1N8TZcLfpMsv80bJmj0VaP65ir/itdvovhzfd07RGlV\ny+zrFrf6TngKvhGiNyv/bV6Qlu8P0zK1urmmbV+L/KGqASo1V2qo1FqpiVeNufEvo1r2VaOURlUt\nNZ2oYFXUq5KRWi+t1nyl0aIoVFKoKnGcbu9JWXGXlVNC39QBPVTbSm1lo8RF2lKvZ8rLM3PILJeZ\nbQlsWyEmQ64dRU8Uc6BSXqW+rjdqhtcRG5qq1Ld9KYqaCzVVaqpt7HCFtVBXKWO9jnFSLQlyuy8S\nx1OR6S61SqdtrtISnOWffGsGb6tSgtgtzavOWTyMlBQpK2JSFFXlnrc/qdpGtfegKt/AELXKPQb5\nfpWW74tvX6H6jkq71NYR3ABUNTUEZVBtqAbtM93+Qesa3gTT8U3mJm1ISDGaajXVa6pX1KjFTSha\nGIFKJ4iq7MTFT6Y9R/J5dAFVFaa070cpqm77Ks9kzTJGJbXvMwfNclWEVZM2RQ1KCESKQtjBKo6C\nqwpTK7oWdFXynm6sHf+Z12+i+C9v9r5KLmcQoJxwD0aEX/zGG3wz7bd32CFZuxtu1bTYzZjX6wTl\nXISmmELNmbIVCpmSi3SKXVv2ZjhTfS/ZwaxIWhP/9Jny8xP68YQ7z/TrRk3SIjmkQr8m3HlDP87U\nwZGcFmp0XdGfT6ivF/RlRocNRUT7gpoEcRbrRtxm0vlM/NqRjCFmxZor168nljmSq8Z0A/39PYek\ncd1EXwM9ga4G2de2Jwi1snJoZbE4vLJ0yjIoRzSGh33kuE/sD5Fhn/B9xJo2l6AgVu9WyrNaEFCd\nRqGwU8HvC+Nc2a2FGAslF1QtUo7S4torrWXfxPWWw4eOcW/xFnTMlFNg+0lzzRXrCvqW6NS5VTtE\nlIKcC6VkSkmUEsk5UMpGKZ7t05X68xX7vDDOG8cUCDpTu0qt8IOvPJjCsWqmVOi3jG3cCOREjVnI\nU1OhxtoORQFlmZ+gf4TdBe4bi27pwB3g9wfLDwfPw9FzOHjGY4c7eNSxTcQ9aKlJ+4aHyEivwjVT\nkiVHKwnjaMnJyBotpUYKBSEA3ygsFC4UTuTYcf7jHzn/9BPXL1/YXl7I84wKAV8rndG4zmAng52s\n0Js3+Y784n/76T+pk7+J4j+/2fdVXM7arLpusXkNSMLlRjB2A5ndIHEVsUrWSEnA2Na6JvsaFcUm\nMpGcEzkksolkKjkV6ppkVtrLFVxHVXJYsCSy1sRPj5Sfn1BfT9jTlX7Z0CmJh5IK3RLx5w3zOFOt\nJtXKFrPM1Hu5oJ8vmMuM2VYMEeUzaldJLrHVjXW7sp08q9asqbLOiVAN8RqI10CuGt0P9PcG40am\nuwd8nenKFV9nkTLT1YqvkYzCKIfTHV719Kpj0D2r6kjGcexXDv3Gvt8Y+5Wu37BmRd0mz37jprct\nSypZRKU1dsp0+8SwZfZRuN5VrdLRWBXKGLQxKGNQ1ra9xXrDODnGncUbhY6F/BLlzD0nrCtYW7A2\nY22hmoKxGWULKChJwFMpidKn5L7J9rhQv87Yp5nhunKMEVTG9+LBvPOVd6ZyR2GXpPPOzsCpUkOh\nbJm6FcpW2lqpm7T+6kfo3ih+URKGDnv4cLR8OA68uxs5Hiemu5HuOKHvRkGQjUlmavmWhCpZFF8V\nympIqyFslriaV9ksKQd5VllJzGTOZF7I7EjJs3z6xPrpE8tN8a9XdAj4UvBW473FjR5zcOijRx+d\nHEa7tyr9L6z4by1+RJReFQl9XZImhHKbW9cAPtg3+5sYLXAo694UtVuBOyqqCvLAbIE0K6IVdpuU\nod4svpsF4poRdpvrRlWa/PhCeTyjnk648xW9briUpUU0ZQHknDe00wJujQWWSLZglxm7LNR5gbCh\nSGhfoFn8wMayzVzPhmuuXOfM9TmQjIcs04BUUZh+wPqR4aDQpeLKCVde2mpxteJKxJWVgsJqh9M9\nnZ7Y9Ehoa9YdO3NlMjM7c2U0ms5UjEmoG3VPbTdZt/vprfDUW42dEt0WGWOipIiqYFTBm0ylMeBY\nK2Una1HWoRp5itMKbxROK3QolBwJl0w1CmcL3hecKxQvtXXlCtU3xY+JHCIxWmK0hCBrDJbtslHO\nC/a0Mlw3aoo4nRm7ijJVUJumcqxF5ptsYK8VTpq6FupcKDdZKnmWPvdyBXMRvv39VZ5Do6BrYLL7\ng+P+2HN/t+dwf2S8O+Dvj+j7o+DJuwX8IskUvTR2ThmCUq6GeNWEq2GbNdvVsF5NQ4EuRDYSM5EL\niZHESGQkZUf6+pX4+Eh6fCS9vFDmGR0CrlY6o3CdxU4ee+gwDz36XY961wsL0q94/eaKn5r11k3p\nfWt1/dbRdrP0lm8Ux2J2aZlnIw+qu5HgidRNU/JKXg1pVoQzRFMIJOI3xQ9UNUtcdbt+buDwXmTp\nagAAIABJREFU84w6X9HnGX2eccsm/aAKVC6wRtR5lZA2FtIcyeeNZCsub5S8UfMKWVx946V3NptE\nqBvzNnNOcFoyJxM4mZnsBrqux/u29j2dH/Bdj/cOmx+xpcNmK624JWLzgi2KojROOzrdE81E0nui\nORD1nqwHhnJiKE46/wr4krAlSLKztMzobRKo9XI/O2ncMVPAR82YFVSBrHZWMzpFUQrlNcpblHco\n51G+ibaoraBCRW0FvRXKtbBtlbiJwueuUlo9X/uK6Qq1qygNZTOkzRA3w/b/MPfuvrJtyZrXL8Zr\nPvKxHnufc6ou3GoJYfMPoBYYmEh4beCA+CcAizYBCwkbITCQUFtgY7TREhjYuHBbVTqPvfd6ZeZ8\njRdGjFxr7VO36h5al3MrS0Nj5Kyz9sqVc8aIGBFffN91bDqnVUVO3LoxrBs+RkbJ3PQV62AXKjtT\nFBSYoF8qbqoqiXUu1HOhnCv51ObrmLVM3G3KvW+iJlX3HcxWOBwd+9uBw92B/d0d4/09/u4Dcv9B\ns63muQ2jicoyw7pR1wv5xZBeDFvjSbyO6cWwRc/GzEbHRk9s80ZHKg5eXt7G6QTvQv1g7TuPP2Dv\nR+TbEb4dtSvtF7x+9VA/t4SHK1pr76+97lda0dYh9qr8fG1K6XnHs68adSrHPCh0bzWUzZIvQjpV\nYldYXWTFsF4NX1ZN9C3q6eknah8wIth5xS0rdl6xS1unjBPISem2C5BjoUyR/LJQvkyYAMVGqo2I\nTRgXsTZSQqZaSDmzplW7VHPiKS885AuPuYN+z/7mlsOdxYUR24/0N7cc7m7ZHXaYPGCzwxSwOWHy\nrGwtWTRKsZ5se5LZke2RbO/I9pZidoTFE1aLXyFsmbCsuHVGVmmGb3glgnRB0VR9hwSLS4auKGef\nNZXOZcaQ2HqoRvRI0Fuk89B1SNepwAWO/BTJT4mcI/mcyM+J/BjJz4ngCmVoEN2hYvuKGyq1r1Qj\nlMWQZuUkXGdhXgzLbJgXo5wANeFqwteE1ISYjPS1oUArvYWOQp8q3Sq4SwEv1OdKfa6Ul0p5qqTn\nSn6u5BdN7hka+YfoHAViB2mA/sbT32oXXH9/R//hW7r77zAff9OQY31rlWxGn4G4QbpQXoT4YFgf\nheVRuDwaLg/C+VFYtqsIyntBFB2xWtw04ecZN89v87bhSqGzyk7lxoC76TEfdphv98i/toePf0EA\nnvcev6KIuq7o0ShePf7V8Dvekns9CsrftxHkzfB9p3zXYQd+R50NdRLySyU+FbYusTrHgmHJUEuG\nvFJbeI9zVGfBWYwIXUqYlHE54VOmS4mQMp1ATIVticRUqFMkO0tyhuiMCl8MBRlz6x4rlDFr+NpD\nnhNbqsxr5jSvPM2WL7Pj02SxuxtyMi28vyb3bjn+1W+4/eYeyQ5JFckRk2Ykn5DkkayJuWI91fUU\nu6O4I9XeUdwHqhywJ4M9gz0n7GXDMmGTQ8oVZWbeefxWUul6pPe4LEgFJ4XOZmUb7g15RBOBvYHe\nIYNXmGWvXPqlONZgWHNlPSWWrZ3xf1xYv19JvsAIZqzYEfxYKSPKaW+gTKLR2iSsEyyTMLXhXSX4\nQucLwZW3dahKex6qpn9qxSVRscuLlvHqE5SHSnmE/FDJj5AeKulR+RNsp6fFrudr/dEe3NHhbnrc\n7QF3f4e7/wb/8beYj/+6hqyr1bLeOsP20nSsNljU8NOjsH6G+bMwfRJOn+H0SZhWw4xhweozimFu\n64hhiJE+RoaUGGLEpITE2Dy+IXQWvwu4Y4+9H9Xwf3sD3/0FEXG8N3y5ojazEh7Gdsav13D/fXLv\navhH4IbWtWN51au+9mf6HcyW/FLJh0waI7ELbHZhFWHJQslZz/RsX8msX3nDjGhi+zr3ovXzUWAp\nBbsWWJImJluCcq36GeWmsbjcKJjIo5Ue9hotrFNmWjdOJ3h6VkTYT0/gDhvWj4w3H8hVMP3A0Az/\n/q+/01+StkY9e4L0+Ka2Kg0McRX0cweUPO4jwhEeCzy2w66ZIXWwuFbDpoX67z1+B2FABo+rFfc+\nCdNZ/SJ26JczWuU2G4MKZ4w9jCMpaQ7jfE5Ut7LFQnmJrD8sXP7viewrsge7A7fXPTu3NthqGwHH\nGeKltT6fYbrA5awaHV7pChlGFevZdRqShwE9Cprauourll6l3eBHqF+gfNaR20ifgQz+oF+fP7YC\nR9/2wj2aub8Z4PYAd3dw/w18+C18/Gs9I1yScm/XZ9VyL7Ss/kR+0Vu2fYblR5h+hPMP8PyjtoZP\nVZt4J9osMFdNdV07hK9Fribnp6deY/BBPb499pi7EfnmAL89Uv/qL4iI433w0RtD5x2hd/hGWmhu\nLHLr4CjkIZNDItVEXjJZEjlm8iWBr0jrChO3gV8Q7xBvKIsh/jixPS3EeaOUDRMyfl+pH1stvxlt\nrW9rqvZc984QrMU7i3MW09R1sbb112urp6+Qq2hivAr4Qthlwi7j2jB91kYWxQq/lr2v4y1fqb3c\ngvJyX5ny9ZYLOX0mz0/k5YW0TuRlJc+JvCga0PYR2y3YbsJ1J2zfYTuLtS1dLWtDO3UwHLUltXit\nqY4NQCFOa9ArSpeVm2zMZWujdatMVQn7+6p6gdcdUNqXUgoVoRVQiVQilZXaFOX09YqWbf9EabV3\naZgOO2hQFzrod1A2gVVzj85XpJXL11bxyav+ekrDAb3DSEmzqnIWShSyMZRBqLeCWIMdBTKUTo+G\nqauI15KTrFU5D7uECzM2nLD+EWdHrA1Ya/Uer5+ap1/0D7EWOlXjsEdwayXkSk8lGkhejzZ+hQ5h\naASoC8Lc5gh0sdBFbfcmFmLKXGJRxehcSEsinzfy40L9NMHgEGf0SPsLXr+K4b8T0mEwlt53hL7D\n77q2Y3XwoaMeLNGsbGZhKyvbsrJtC+tpZbNZ4a8uY1xE3IpxBnGCcRWioXyZKE8zZV6oJSIh4Y8F\n29QHryXEKwbmOlsRus7TBY8PHtcFbPBIp4LxgmCq4Kr2h4eGHBEEbCaEFR82fNiw3YoJG+LfC6nz\nRxuAGn7BENstv6CxUWOJqJkUP7Mtj6znF7bzhe28sJ4i27kittCNkbBb6MYzYefpkiWUiu0aNaus\neof7DtIRCCiHdNYuplDVS5YWvpio6hPntY0Ip6j81lf10ZE3/WapLVnTkDsIhUqmKhKS+ioHdSV6\n9qjRx6q98FfgDbRTh4XQi/LHt0SkaXyDrgqUqg696rwu+rElvUN8dj8bm6iYqVhtrLFGu/7urYKN\nJJPIJMlkCrlmdTpbpfOJ4Gc6d6K7oudEMNL6DMoXyE+K+qlZy6PdCPYWsxVcrnRSSK5QukodC+ZQ\nCRsMGM1BYdhauL9h2CrIlDBzQuaIzIltisQ5MeXKmgtxyaSTGj69UxBZgXL+ZZIav77Ht5bOB0I/\n4nY73GGHud0hH3bUgyPFC2u6MMcL83phjjClzBzX1gyihm+swdrWF20LJhvMZdHM+7RiasT4jDso\nH99VmuRKi1WbTEnNYI0QBksYOsLY44YeO/TI0MPQIxj1+Bj8O6M31YBEvJnxZsbJhDWmdbq+Gb38\nLUav6/Lq8YUzwjPSqGEqiZw+s86PTKcX5qcL09PK9JSYnyrWFsZjZDgujIeJIVm1Q5M0tC+lGSbq\nPsdm9L6CXJsaVnWPeYNtfaupviPI5KX1qb5UBcMcUGu9evqutdeWoghKyqvhx2b8C5W5/d1dVcbY\nWF91Nl4DB+PAWcE7KFaRmWKVTEOVJCusQl4reRHWtWqkUsBsqObd0ubW7m0CWDEYY7HGYXqHHR3G\nOIw4pEDaEjEmli2xbol1g3UrbKky+sjgFnbuxGADoxGMZLxs2F5Arpzqc2sisa3dtGByxlPobCGH\nrLmgfcbeFvoobNg2DPF1bYlFiC8r6WXT+bRpwjFX0ppYU6WsiXre4HFBnNHvbyvw/BfUj98Ykaio\nx+98IHQjfjxiD0fM7Q3y4Ujde9LlhfXywrQ5lb2+ZM6XlfNFEGpjlolYKw20p8w2FsGnDR/bKBs+\nJLwp+J43OdErlDO9rY0V/N7h9spc6vY7zG6H2e9gv8NgsFXhsFRFt+k1A3XD5TMun3DZaNktZyRv\n10gfuEJU34z+6vGFiGFBuDSjdxpJ1JUUH1iXR6bzifPTxOnzyulT4vS54lzlcBc5LAs5Wi272UwX\nFKtAaVryLmhR2oSGJ/dQV+ACcta5VCW52zZIEzwneIk6Pyd4Lm28Ozu72uiTmhWXospI7X/q8fkq\n1DdV0zaxNpabd6E+NI/fQ+k1ySI92E7wvZAulXSC9ILOuZIWIS+VEtXwX6UW/ddrPwi+1yYiPwTM\n4DWXMQRS85LbOTKfVHfwshYuq2GaMgeXONqZZE8UMRgyoW7UOsHO0MombW6G70fEOSwJZzMhZOqY\nMYeMvc34SyYmIeJI2DbriFhiNly+zEwPM1OwJKNKyZclM4mw5EJZmuFbtQuzZewUkYe/oDr++1C/\nN5bOd4R+xO+OuOM99vYe+fCBeggkM7BGz+UML0vm+Xnj6eHC8wNILTiTsEZwpuIk44zSIXkjDDbS\nN45maxMmJMJQ6K06udfKQaPFbiK1GCvYG4e96bDHEXdzwN4ckOMRbg7a0ns1dG1LwValriQt2LXD\nLhazgl0zZlmR1X4V6cMfn/Xlq1D/DNi2UWRgIqdn1vmZ6fTCy+OFp08LT98nnn6oeFfZlkiOS6u1\nJ7qwkvtJ09P1AHJQwzcdhAOUNvKsWafsWgKxKf2mqNnppwRP+WejaF12RY2+qyoRfiiwFY3bXXkN\n9d/O+G+hvkWd9qvHb6E+pW2GTrCjEPaiVNcHwR+EdBDWRyU4TVZ/bp1hKZVlhTxphG2sDtvGdd3d\nCr2x1J1WIuxth9x12NtOsf0PlvjFMFc4bZXnmnleEy8vsJhINMur0fu6MtQLtTypzM9Y3x5wj36Q\n3kE3YFzCdwnGhFmTEsUuiX5NpGzIeDKuzW/rLRmeRo/p1OinXNiWxOW88STKRVCXBKcVKc3oLxH3\nvCC955e8/oHO+NdQ/4A93GFuv0E+fEvd96TNsZ5hqonTsvL0MvHlk+PhB0GyGrsX2pxwxuDF0jlI\nY4Fdxo1Kd2yGgh8Lw6iGr2wVOtd3a3EGc+cwdx3mbsDc7zF3N5i7W7i/bYZvda7KV1sxFCysM+Zi\nkTOYc8KcV0RmpNhX7/ink3vvQ/3m6SlApNYLKZ5Z5zPT6czp8cLTp5XP30e+/F4ZYEqOCqW1mc5v\n7AZH2XstQktVL+8OetA1NyAfQD6qGN3i1ArL1tgcKyxbY6QoaugPVasDDwUeKzygFtu3m3qs+m9E\nzRNcG4ryq8e/Jvc01Hftx7aW2MvvPL7U5vEHMEew94K7F8q9UO4E2QvJFiRX0gLLs7bSnhetAljz\nbsjX70drqDvVZXRDINx2yHc97rtek71BiBXmtXA6ZR5r4ssqPJ4gmUQxM1YynpW+TsQSKDlADFpl\noSFIa0ORdkr8aLqIGyKSEjZGfIrkGMkxUaqh4CmEd7OuY7QYb0gG5lSQJRFPG5dgeTTQJa0wSa2a\nR5gi/mUlBNWD/CWvf4Cs/juPPx6xx6vh/5a6H0hn1QqfysppnXh6OfHlk+On34NJBS+tMwnRsj6C\nRxg64L7i7iBIpfQV4yv+UBnumuEvbaw/WztB7hx8DMiHAflmDx9vkI/38OEeEaWnpm0AYKlXltp5\ngieQpwxhVSmpfEZW+1oyhD9l/PWd4QuaOtzQwLgjp5ltmZnOM6enhafPC19+SPzUDF9qxJpEFzbG\nXtgOQp6NPpCunekdrTZ1BPctuL9SfnBT1Oi3s2b6VzSL/zJrSP+IGvvnZvBfKnxB96Vdy+zfV60/\nxffJvesZv7QzPq+hvkdziBst3P9ZqG8dmEGoN0L9IPCdUL811O+E3FWWJDBDftas/rlUnldYL/pn\nvucTeT/XUZB7ixNHGDy1Gb793ahJxApxLUwvmVNIPGL4tBo+naBIQqQQ2OiLsC+GmA01G22/lb3W\nA4e91iSvWf3diKkbUlRCmxKpdaPWSC1b66xUwEAlUBszSKUjboYITLnytGQ4R+LDooYvQsgZWZqn\nNxHfINLBGOz1bPl3vH4dj//u2NF3euTs2tnN9QYzCDIY6mAowSiDDMKShGmF8yScTtrQ01PppFKb\nJ73+oSaD2QmmiFIie8EOBrcX3J1gWrutGvt1raWianvqYaSOPXUIFO+o1mi5+5rI4k+M0lqAYxtb\nG6uiwi5RmakTcKUc63rlFbRjYfCZIBGbDbJWyqWQnhNbv7A9rGyPK9vjxva0sj1HtufC9lLBw7ov\nrHtYdpllhHkH8wBTiOBnxC9IWBG/IV6rHPiCrAWmopyCc4Y5IUvTu1sSZYY6v7Wo1muL6gVkJ5jZ\nYFaDbBaTLCY7pCrrjLxy+DcWfxGC6CYdRPDW4LzBdjpkNMjOIHsDB4McBQ6iXW83ArcGbgV/yrhd\n0lKpb91dNVNToqRKaeqx9ZU/UFt5xQj0PTUEsvdk64hGQTJbha3U1wikULXKwLskbCmqhryiFOtK\nOUCukIj67zttVsIHJSANGfEVkfbsSKueGNr79vSU1jZetMPw/XtPxUsl2ErwldDAkf2oUAptza24\nqpQP5kpr8Atfv4rh7/Zvyb1uVxjGRNcvhDDh/AlrR0R6tNr5qK2JXEjMRDY2lFPOa0JdGY6MYkpG\no7Rnu144Dob9YBlHS7cz+L3FHqwycCar1DWDgdXAZhrqylAlkMcd2Y6k6MjnTC4zebLkh6xlIO0S\n+qO5LDP5+YH88kR+PpGfZ8rLRn5OpJe3kvhMK6GP+nEkKO7mZlcZrQqEyMmQPwuLBXspzH/Y2L6P\nlM8RecrYc6HbCkNR1iq3ARdNeM09nH3rbF7B+qgsre6E8Y8Y16u6rCuYNGHWH5D1M2Z5QlZtSpIt\nK/WWlo511DfvvFWwVfDV4HEo13CHp8czItjWYlEZJLOXSMJSWw/+3jluO89h7NgdPN0x4G8Ccgxw\n6+GjwJ1RSaSdUcCW1XSosGJZ8SwEVnoWBlY2Ks5kXOdwncV1VuGsnX291n/0hFuP6Rw5G9ZzhU+R\nVCsxF5YfFvKXFXOO9FviSKZ0BX+A+0E/2t5oO7nbdFOM0A58CakRSStmm5BZVaDkJWu/uYsoR3xb\nW31fiyGnqCN6clrJyZNjYF0N6w8nysMZd5nZ5ZU7F0n7jPmgGIDbCjdV5+v6iAZjr6/v/7RN/mqG\nf32FXaEbIqFf8WHCuRPGdoh4Kh2Vp3eGvxCJRDIbVbkijCZtgtHW471V53DoYddb9qNjGB3dzuN3\nDrP3yKHxoG1WOdLi+7WlFk82nmgDW7LEcyHOC9tjJtprIeptyDvjz+tKPD+Rzs/E85l4nojnjXjK\nxMurQrSyAnttN9h30O3BdZXdUNiZQogZOUeyVb04HgvLT5H4Y6R8TvCccVMhbJWxVNXQ24BJDX91\nKrZgMuS54lzEOTV8Zzucczin122ZsfkzJn/B5mdsvkBasTmr/F1u+hnX0Y7yc9WjVY+lr5ahenoC\nyqc7IDgshU4yI5HERmmbphMYnOXYdRzGkfEw0t2NuLsRcz/CXVDvfte8/dgM310Nf8JywXEmcGnq\nwJVE1MpNsLidVxjrPuD3Qd/vA3Yn2J0gnZCLsF0qmcg6JVLKzA8r+WHFnjeGmChScF1l3Kv82jG8\nM/yoz3FMYErB1ozJGyYu1MVgJsFeKjxH7UB7P/zbuhRDWjxx3UirJ66OuHri6llnw/J0oT5f8JeJ\nXVLDN7tMf6/Ucoeip619hWNbH4rCM15f/+CG/w5F6HeZMER892b41ngVeSBQ3hl+ZiY1j7+h57Ur\nJ3+wTQXXNa28TpRSenAMY6DbBfy+w+4DHBqPd/IKq0xfr2u05FSJEdaoffZLTKxxVp3yr1Jyb2tB\nSDGyTie2+cw6nVinmXXa2ObMOqnDujJYW40G6dt7HyB0lWAyISpVVo6wnCvJZ+aHRHxI5IeEPCfs\npdBtlaGFdm5FDd/rqcUU9fbrueJtItgFb0/azWXB26jCoGbFyhNOnqg8a1lPVhVjaB6/nQY4F7iU\nlkir0FVhVw276sgEau0w9CoThkevJgZWiqh4hxNDJ4rhGLue/bhjPBzpbw/4j0fMx6O61oNoOHRo\nhh+uHt9geMHyhCcQsPQUEpHMjDeCb9h1f9vj73r8bY+77fG3HdUUqilglJRlPWfqVKgmk2MiniP5\nvGGbx7dkhlC5OTTYdosqXz1+UqUwEyslZWyM2HWFSZBzpZ4y7Bor7JB0/tmoWciTI06ObbKsk2vD\nss6GdZ6py4Jf1OOLi/S7zMFWfNKCytjG+3Vf+UWvv9PwReS/A/594Mda67/Vrt0B/zPwj4D/B/gn\ntdbnP/VvvPf4bldwY8T1Cz5ccN5hrFEhFzyV5595/I3YQv2AenxrG9GmV0XcWwc3vRAGQzc6ul2g\n2/X4fY859BoO1Ebcn9uc3t7XVcinle28sU4b03llPr3NP4feyLv3MUWWdWZuY1lm5nVlXjPLBmPX\n4Oydft7+3XtntTYgIpiYkahtowsZqmF5yWynQnnJcMq4SyashbHoOfHV44sC7sqqGPdphM5EOjPR\nGe3Ff3v/QvER589Uf6aGM+IvGL9QvdYfU26ERaXhdqrm+54rDFU4VkvCQfUYOkLtKYwIHkeiY6NI\nQJp4ZyfCKIJ3lqHr6Mc9/fGG7vYO9/Ee85t7uN+phQ3N6N97fDEIjxg6HI6gKTAyMwVDfjV8j7/t\nCR9H/DdtfByJaySuq3rXZSPOSUVM1o28bkhMyJawMWG3xCAZ6Qpi3giBQwPqXVmbYwGWit2Uq6Fe\nBE4VGRNm3FQYYne1yvxmoe19TUJ+scSzZTkZlpNlPlnms2W5CLmu1Lrh2ZC60rnIcVfIu4rPb/0u\n/bXLtb335e/J8IH/Hvhvgf/x3bX/DPjfaq3/tYj8p8B/3q79ra/3hm93BTOoOqsNE9ZZlTmSAjgq\nZwqn1zP+m8evr01lpvXpDB72AW483PbgeosfPG4M+F2P243Y/QCHEehbC2XX5rdRp0ouJ+J8Zk2Z\n+Zy5fJk5fzlz+XzmykX3Pi8vreK+lcIUNy5x4xJXpqTrKWamBHd7uBWtqPUe/KiSSnf7RjC0FtIK\nZa3kxZDXQl4zaRHWuRCXQp4rMhfsrB6/VkUcmrYnpavRT2BewIbKYCK9LAym0kskmZkiJ6rpqV2i\nDiuMCzIsmHHBDit1TGC+9vin8lbRe6iwq8oPR1U93kBg4M3wrWwEFoSAw9GJVUVfAeccPnSEcYc/\n3ODvPuA/fIt8+w18OGoOJrRxXbcwTw8YBkclsJGZW1ZcDT8Eh99rqc5/MxJ+u8f/9oD/7Z75aYYn\nS3qCPCXWc2V+isyPM3XdCGSCFIJkgmQ6ikZiXYMDbw0ZmNp3vmnnbbUVt2aYI3KumD5RekftV4UG\n7+tbTH5oZ6aoyKUaIT8Z4pNhfTbMT4bLk3B5NixnwXYJGxKui3QhtfcZ2+lz41v/lM9v45VO/he8\n/k7Dr7X+CxH5Rz+7/B8A/05b/w/AP+cXGr7sCmaISLcgwSgttc2IRCoWJY2eKUxfefwN9Ww/9/j7\nppd32wtmMNjBYcaAGTvMflD03aHpHtehjffrAc6FPBmizaxpZj4Xzl8WTn944eUPD6+tfFdjv+Lx\nBFhr5Vwyp5I55cy56DjlzKVqDpGuibg4pQ/YH+HDHfhaWZ5hjYVlq5RzIT0L6zOsJyGmSoqVkiok\ncEkrB1I0s1xWZXpKa8s2O20Nx1Z2EhmlEokkmSniqDhEnHqfY4JDxhwTNiVKTeAy1avhL83wX1oJ\n/0uFnyrsq1Cr5uxDDQy1Y09PZmjGviKy4CQQxDU1XyEDxlps12HGHfZwg729x3z8FvPdb+Hj7Rt/\n4ldF+Wuo77EUPBuZicKJSkCw1Obxw84TbprH/82e8NdHwu+OyPeOTGWdEjkvrJfC5VPk9P0C88Ku\nq9g2hq6w6yr7rrILrcW+QkkNcBQV/5RnKLVSQ0JCwYSkdNjvN66blnWbGuJxu4IXKmUT0oMQH2B9\nEOYvwuVBOH0RljMMx0J/LHSHwmALgysM+0J/qHijRQ3bqOdt0vemsX/9kte/6hn/21rrjwC11h9E\n5Ns/9x+/N/w6lqayajRNbwtVIrUu1GKVXLGu5LqQWckSSZKJRh/2K01c8Kq2s+/gpoPbAQ0TB6s7\nwvjWLsq4p9qRNxlUnWubi02kzxvRTKzJMl8y0+PC+YcXTv/yy9c9vLzBcEHL3y9tPL9bv6CSxq6D\nca/irdVpy+eudXj6DJe1cn5R2Ol21p6P9SeYHriSwb52Kl/ZyDwty15gi4rzuzKXXftnIolIUpat\n9lmNNJ6TA5gJzKo9NtlA8aL7oNMGma0q6Obc/pYHgc8CmwgeQ49lh2Opnlg7SumhBGzpsLXpeb8q\n8+pRrrpGQz00JcnjHdx9hA/fUT9+4OdJVD3/GQSL1IJlwTER5ATyiJiANZZqDV3v8LtAuOnpPgz4\n7/aEvzoQfndDypXlHJGwULJhu1SmL5HT71XO27UyvDnq6WLfwZ2Hm93bd7wubb3p+X47g2StpYkr\nrxDhYvU+V48yM8/tIUnvbqRVAFl5gvilte1+gukTXD7B/ALmGw3hndU25BsLxwGOt3rtCjn/o/H/\ns+H//PVnUwr/9P96W//jfyPzjz9W0lLIp0QyhpyFPAuTMbz8sLE8brAkejLHrvDtbYXvKvcWvu3g\nQ6/GvuuUOMZ0NMKOovFP2VSf/aFxqm9QTCJVzRZkFlKdWgJxYD0nph+/MD09sS0nYMJ3K+NtRr7j\n7Qt9N6TNW9FoVHPbb7whR9H+6u+A+wT7BcIF6LSYcBb9qPMjrC+QLlomMlHPaR0a3VTb5p+tE3oO\n31pYfhUPsVk3hc425Kh9W/dt3R0M4c7ibx32zmLvHObWIncWetOQgImxzxyHxLbP5GPqFqkYAAAg\nAElEQVSG28TutnB3H9n3K12dsFOgfHZs3jD3HvOHJ+SnF+T5gkwLJm2Iyfrl2EQpK3W5UF+eqV9G\nah8oInC6KILSGm06cdo6K069vuTPGPOE6Rdtd/3YU9c7BcbEBffNiNuPWNsjq0GeInx/Uarw379g\nvj/hP010TwvDeWNbM6nVz11r2lpXODXjXUVzG/Gi7Qtx0fA+plapafXzHs2kp6IkPNB6MgxvvRrS\n9jCn7RN0Ldm7h7C+yb3nqvfWj9AflXsgh9bSvMJ60ufGmHfP5DuD/9//Bv6P3/8yg/1XNfwfReS7\nWuuPIvIb4Kc/9x//03/7bb31hq0UtjWzviS2LKyLsL3ALIaXh8j6FGFJdFUNv94UQoZbC990cN/D\nsSXIQlOSZajK7OGTdptNTr+hCJy0fLOxstWFjYm19spxVjtVxP3ySHx+Ii4nYMb3G7ubTMi8QX0b\n7FfeYf2vNIG9tFhCtIFtAmYDd7UZ/gph0hu/iWbJXYLtWdu50xlY9Azpr7t28x6vPITv5li1rLO+\nKxObpPgQW1RqqwsNMNX6dLqmS9gdDf4m4G8D7rbD3gbMTQe3ARkczq/0YWPsV47jSj5u1NsNc8r0\nQ+HmJrEbVvo6Y2dHfTBsGRbnMJ9O2E8nzPOEnRZqiliTka6qxkBZKcuF8vJC6YP2yOdCfT5hO4Pp\nDKaTthZMZ5BOkHRCzAu2X6kHqB8HKO14sG24G6dU09ZhVkGeErVOlGlDfjhjfzjjPk2Ep4X+shHX\nRCmFVHWjrUm9eXUK8zijG8I1rM+LPlaphfxZMVSMV/hx8+ZGNPR2gpKo1tadaUDavZOuRa47VPa9\nGX1pYZ0fUVXkXqkSlgpxhfNJ77MIf+SIyPC7Hfzu33yztf/m//zTNvlLDf+a1bq+/lfgPwb+K+A/\nAv6XP/vT/duyuMpWCvOambJhXoTpGWZflIroklgnRZB1zeOHm8rBKxnKXQf3XTP8a+NZh/aWu6JW\nUDa1uohmp3wm15WtdszMzDUw1cBcO+Ya2GJGLi8wvUDz+KFfCTdZv6GZN2KH66j6ZafaaP8F5mb0\ni7QIz6j3370zfETzO5eoBppPbfzM4xual7g+KE3r7dpjHouW89wKdtU9TuA149y5ZuyjarT3owqT\ndgN0R4u78bjjgLsZMLcj5jgiNwMMHhdmumFit5tIB0edBHPJhAm8Key6yBhWOibsJNRU2c4ZWx32\n6YJ71lHnBdc8vrmKi5SVvFzIp0CyhpwreY7U4w47Cm4n2NFQ21pGgWIgbRizYvoNexRq7jUS6Efq\nlrChYIPy9statI4+r9SHAp8nzOcZ/3kiPK0M50hZ1dq2dh9JSpyzGr23tei1svCKwiytlHdlKO94\ngx0DrxovV8XsqyiviCakse0+tsZJGxvBUW35Y6tQf7/TPzk33NlWlXCkRG1IqtfPXP6W+e8ruSci\n/xPw7wIfRORfAv8F8F8C/0xE/hPgb4B/8mf/kXdg/VwrsRbmpXCuiXOtnErhVAtzESiZWhKSM13N\nhL5wDJV6gL2HQ9dGaKF+az7D0uKtpJxyG21rVjbPXDxb9czVca6eUxvn6omlEPIFny86M+O7De8S\n4YBu/2ea7vabgRE17BtFvfjaxtZ+/Wb0R4LC+FVBKGvIeJlbImbSUdvmYja97puXMM3wzQDSgxlB\nBgUFubnh283Xn8lKC/Ob4Xd76A7Q76E/QDga7FFpm9xxjz0eMMcDcjxAH3DDmW45MS6OOgt2yXTL\nxjgLJhVCSYS8ErLBTpVyymx5g2jx00KZZsq04KcFSVG5CTqoNlPKQl4uxBdDSoU4baSnibrrcUeh\nHAXXYLuyCSYLiCDJaG9+bxTgYwdkGLE3hroWTJoxedGxLci0QZ4peUGeV+zTgnte6Z4WymWjbhlT\ntGV4y3qOb2Q/epZvEQA/H9ezetWE7RXrL1WPWdfGxdRwFbXqhoDRHEC9buSiEYVv4b147anygx4J\nlwRz1s+xJJjXV0S1Rhc/H5W/X8Ovtf6Hf+L/+vd+2a/ga48fK9taWdbMea08r5WntfC0ZuYsjUAx\n0/lCFwqhy3ShvibzXmnempR2aESJUBtFVFRPP1UVPZ8iXFZyccRqmYvlXB3P1fJUdE5S2fmF0S+I\nWwl+0VDfZ0ann1+a0V89/bX7pJjGyipvClzvZ+WAQ3UyCxBhmyGe1SPYldbOC3ZTj2+bpzAtkWmC\nGr7dgWkjttZvIwoDl2b01ejPdraF+YMafXcL3Y3O/miwB485DJjDHnu8QQ63yOEW+h63dXSbhQ3s\nlgnbxrjN7DdRjP85Ys4KVjGT9oXH80yZDSVt1BghrZi0YfNGNRn6Sm1n/LxeSLkQ543teWbzJ+oQ\nCHdQ7zR0kg1MVbkpHEgZMGbU0MUOSN9jjiMlDQopPL8g5xfFIk3KHlTPE5xf4LxhLhE3RcJ5gyli\n1oQrVWn6iqIlVxpgKcHZqQyDtIz56xwbLr62rtMGw7elYehb0jWh1+oV+N8oDmuL3IzVHIEXvW6C\nJoK7nUaGddLybJ5hjqrr9zLBadbjxquh179l/Qtevwpy773HLxXiXJjXyuVUeT4VHs7Cl5NhTnA8\nVA4HFSnsfOXQFY7HyuGgHiw0Cvj3swm88XbHpOs5waOFBwOPRrO5xTJX4VwMz8XwUA0PxSiIbx9h\nnwgHjb98FxkPmZv9nzD6Wa9Vw6ssXxENz17XzfPHpA9DjLohbG2zkHZOvyI5TRs+t9Zuo009tgPb\nDN8ewB4bZFSapy/KK1BW/Z0i7874o3r5/hb6e+g/gDsaZO8xhx7Z7zD7G+RwD/sP0A+4bOkS2JTx\naWPIMzE5Pd8+FvKnRM7q6fO0kR8c6ScLJ6M6gSYjkjCSsSZRTKZ2ULmG+pVUNrY6s9UTawmUzlJP\nqNFHMEVUCs7RMPu3iLnH9AYZRgXsyi1V7qizwKeg92daNV5/SvBpon56QtaE3TJ+VRdq1qzvS0Wq\nJkkrmiQ9t8fmUR8bTZi2pOlXc9V7K7wZfSeNaKTd+6v3vZ7xr/ma2qmx23fhveu1jyOvqtGxPcFF\nNGCdqxr+5zN8edLn6KteMfj/ZPTwaxn+O4+ft6qlokU4nwrPD/DwRfj0oO3gfKOhMb7SHeDYV765\ngW++0S/nGhKZ8PVaLSxr4blkTak/Aj8I/CDkBFsR5gLnIjwX4aHApyrkDuRjIeTK6CvsC76vjDeV\n24+o0cPXRn/htVfnVYfzun537dIgr+eoc2wYjss1XLyGg1XDxOvcwat2iOu0T93twB3B3aiHkrYR\n1djOobNuPMLXZ/xu3zz+B+i+BXe0sA/IrpXVdjfI/h5230C/w1XBlkKpkVpmaj1TqqMWYRsya46s\n58RaN9ZZSF+E7Q9CeRDoKvKuLu66Su30D6oxU1IhrZG0GuIq2pCyCsVpYkSicuw5UZR1bRUb6Rek\nMxBGvdb1EG6p3W9hMlpTn1bqw4m6CfU5Un+4UP/mEUppWg4VKRVbKr5USqlUNA1Ui4b6Z9Eu5B8F\nPoneC19bTrXdm6vGS0I3gCt5aI8e+64ET1cv/D65Z1pWX8JbNEcjibkyTcelZe+jVhSW2iS8T/D9\nF81FAH9s6H9xhv+OFEQ8iBdM0GGD6IPdCV6E0FW6rtL3laGrjB3s+squbyH91djePfSl8EaqcWV4\naF+4Zlva7y4N5NAuu5YPNALeGrw3hE7woyPsDeEohFtD3VRltlwKtS8UX6m2UEW3dGloQnGarTWN\n11GsJmRi0uYOibonxQhL1L/hT27UojkBbEsEBT3j27YB1Nb801UhCWQjWo93gl1guIf+rtLdQDhW\n/A7cWLE9SKhkU5UkKxXylimzgnhqTBhTlZXIOIzpMHYkmAPGaCOLdAWc/v0lZ/JWiFOBS1VizBa+\nCm8JSi3nKXOtSEakNAqzhoO0gNG22BQr21zhDKWvFA8y7jD9BeknpJ+RtGDyitQVVossG3XeYNqo\nl41y3igvK/Vl/ary9fN5a0ey0sqk0jBD/h1w0KMe3TcchG/XOnkTe7ryAVz7NsVCPkIZtZfiyvso\nC0rT1ylno61G2Z28xTqD7VXuOixFx1zwl0IYM74v+K68EpGW8sZncJ3rX1Sob94tvRBGw5Asewyb\nM+TBUA+WLcL9beH2rnC4LYyHTNcXnC1IKUqVRRvvjKYCbCDPIBc974oHDmrsBC2xhKQ9E/uWNMnt\n7pdOuP/ouPng2N95hhtHODrs3sPOUYZE6iIpJLJLJBtJkshVMz3WKu+FaxR3V1k/698ywrmNtGom\n+HoigbcTxJUkaKGFjaYN20LetgH4roWY1eCsEIKQR0M5CFwEvwnDTWW4KXQ3Skbi+oqxBSmVvBa2\nsrFtC9t0ZnMdq7dsTsjhQghnum5psNVA6PZKu98FhBVjNqzZGuXZRjEb1W4Um+kauMpfv4tOy1Ka\nJxFMb7BJcMngk6HqrkU2YBrENXeFjUqaC+tTYUoV22Vcv2K7M657xnY9trO4DmQxlD/8SPnxC+XL\nM/nlTJkWSspcfcK7CuzrOqKB4aX1bNmg2K9br89P79XwneFVUNiZt2s7aZQBKG5jj5Z1r71F6Qbi\nDaS+ldsXiI+ag7a9oXOBzgY653XtAp0PGG9xh41+iezXjZu4seVIqRtiNuapqtxCbOPdOv/Cnvxf\nx/DfsQHZIPjR0mPZO0ceHBws5s4Rs3Czy9zsEod9YtwZuj4parMU1Txv5ZSaFEZ5fU/UBJpZ1PCN\nbwi1AHLU0kmIzfCjdsHR6t8lGG4/Om7uO/Z3HeNtRzh22IOihMq4kvqVLaxsbmUzRjP3VQvuwejD\nHpq+R+hbMq7TbH2d1HCzvBn9Jryi6q5Gv/EWRnr0wYqmwXCdbiS+g9qDNOIJH4wa/Wqoi0VWg09C\nPxb6sdCNhTAWXJ8xVqBU8lZYt8gsMxNnJnFaXJBCtCPjbmPcb4y7wrj3jLs9YgK+2yOyYGTCyUwx\nE9XMGpWYTLGZ4BRO7dsGaK4lyB5tRkKUpKNeWYwMUpVbTiHDmewLqWZYUDnrc8X71GjML4TwjA+O\nEEBCwqyW8uNnyk8P5Icn8suFPC9KccXbZvrzeQEWA4uH2O7Z0Otn7XrV0bBGj1xXNLF7Nw+mNRS2\nsRPt5vPN8LcAawdz19qaZ5gLzBdwg2E/BHbD8DqqH7FhILiA28/068QuztyWmVxnRArORaZzZZsb\nmnBuIj6iuYr4C03y1/f4QQhiGLwjD9oaa6MnRE8qhn2I7ELk0BnGEOlCVY9/zVpfmVBWBVWU5lGJ\nGmJWaeWTdv6vRw2zbFQy1CEqEIPGMN1FDY8P947dfcf+bmC42dEdB+xBKZTyMBH7mbWbmJ1lsTBL\nZql62Bqseoehh7oDaYovfoR6bhh601hbWjkvvjsLKqnD23BtxJYsxGopyHtN2NVONzYb1HOGbCFZ\nJFtssqRi6Hwm+ExwGe/B+oq1ivPPKbOljUueeUmOlySccuYlbawycrwVDnfC8VbIOSDS4Tv9ckUu\nGDlhzQlnNEMlJmPtSrHg2uf076IfuXp8L40W3VKtA+cQ67DWkkRIKRHzVSob0lxJqZJyoXOZ3i10\n/kL2jupAfMS6GYmG8vBMfnwmPzyTXs6vhn/FX10Va6afraPRElvp9Z6Nexh2UPZ6L+21suLerdvc\nGeULGaUJDRk1/E407C9FqcYurefhNMPLRdd+sNzeBG6PI1s9UNweOx7pwx4ZBvz2Qp/O7MuJgkWk\nElxk6BYuLzCf23CKH5mLPs/rLzTJX9/jG0PwlqFqbcPW8NrskathMBu9GEYRDZtMwYoiJurWvOdF\nAS/XOV+A3LzsVWBz0Hr3VXTTbs3wGwrPrqouNWxQrTDcOYbbQH87MtzuCcc9br+H3YEynon9iTUY\nZl+52MwkGxcMVH14cjvHSlOzKlcNJNcy/7VBCjYFZUR5ywqbd/N17fi6N+Fq9Plq+L1SgLqq24VS\nXl074g2ehKsGj7SNRFuAKULZCusSmZaFl1V4WDKPy8bDMrMwMH3s2daOknuM6fFdz7DrqPSIXLDS\nq9S4qKc3dsVZS1Fb1kpEM3xzBVj1IL1ggsF1FjpV2zWdx3YOg1DPlnSJyv2ZKstcWC+F9Qy9TUS7\nku1Fjd4mrFso9oIkoZwulNOF3EaaV3JKCm3mLR97hWRc11naRnWVYTyCv4HQ5q/oun82e/t2HOuM\nhvl9yw9Y3kpylwmeJnhY4MsFHiYIg2GOgVgHqt9jxzsGuSOFW2QccXGgz4FcDWIqzkZ6v7DvhXMP\nl66VHFG9E7e2BOIvNMlf3+Nb5V2r1mGsJ9jAYHs211PEEpKh0ZYRUiHkhEuCJFEuuxnKCcqLki7m\nZ2WgIYO9Q7th2hmtHqDeAbcNEdfiPLtAWGBcYVvU8MONI9x0+ONAuNkTjjfYww3sbiiDJ3WGNcDs\nEhezcRLHqWq/XrYNmNG8RjgomrTeqNGX2rq7WoNHdG9gkT/7lclbqNk5bfG+Gr4MYJx+l8ZZrHU4\np5xy1VhsFOwm2FjbKJiopbK8FrYpKoX5OfNw3vh0nvl0DlxKz7bcUPIRMYHQeYbdnhiP1HqDkRNG\nLNaAmIQxK8VcyNa8RiamZavfh/r0GgmZ0cBokdFhR0/ZBcroMcWQv2ysXyDHynquTEthesxcvsAo\nmWwWqqmISTi74M2ZbDpMEeq8kueVvCzkeSUtKyn+seGf+LqRCgM7D/teAU7DEfZ3sL/XWVr16L1I\nx7WaZK0avzd/PAxQHmD9otiApwt8muHHR/jxAbrBkAga3o8HuuMtBz7+v8y9u49t2Zbm9Zuv9dyP\neJxzMu/NUnf/AQhhIyGBcNvCRAIHIQxMPJxWI3DLQcJBqCUM/gEcbEBYbeLxUKmoujczzyNiP9Zr\nPjHG3BFxzr23bqrVyqqQpubaOyNPRKy9xhxjfOMb3yA1jzDssamhq0bvbKCzC7vO4gfFpZGegh6h\n+xoPaq4p4S/8+vsB9zqDaS1N60hdS247UtdTtMUsCr2CWTJmjZhFJK1vGvhlgXKhTj6F+EX2UlFN\nak6fHeg9lHfAb6rHX8Cusqc6ZSqtgFLog8XsW8y+Rx920ja6u4fxgdQbQgdbk1is52pWzspyqoZf\nKsPOdlI+i9Xwua8gZKypySL6HzePv/E19+ItCUsh4aLTdWalBe8g3nL8Qb3htou+XNNacttQrEFP\nCjWDmgt6zqhZo7P80OQz2+SZT4nzc+DpeeXjs+b3z4ZL7MiJmtPvGXYN++OOGB4pvEcxCmqvEkVv\nFD1TTEM25oWkotyrsai3of6o0HuNOhj0wVL2jnJoKPsWlZXMw4syt96TWRbN5Vlx/hFClp+nVMSo\nTSTVlSErWw/WRI6RFBMx3tKF9AKYvjX8EzIi4JnXMlt3C/WPcPcAD+9kPuZXVOkb3fb2urImjfl6\n10Y+99wIK3Ca5Gd9WuB3T/A3v4e+l05FM/R0hz27eM+q3hHdd6jxiEOjtUildW4ltVfS4Eij4uLg\nSdX++yrGUpraZfkLTfLXMXz7avmmNZjB4gYnnNuxg7GHcaQYAxcolwznSFERoqcsWhDLVcL6eIH4\nDPEzpI8QP9YyRpWPz6GWZ3oEcn0vOb6ptFjh26uX64IRDa+xefl9Sj9Cu6e4I9lFot3wZmE1Lat2\nzMpwrSKSzkDrhFEYeog1R+SAHFgrlEWJYm2nRAukUaQkFOZI3QsiTV3R/kYJgDQa0dQLTg40GqAH\n3cs36MEI0DBYSm/BWdQpw9lI/TJr2BSqCLCQ10yYMus5Mj3B+RM8fYZPn+HsW1rXMnQ79rvEcq/Z\n5pbo95AeUcWiWEHPYC5ghxonu9r6hxS1b/0Tt72Rv51RofYajgZ1Zyj3Fu6cUHPnTPqS8CaxJs20\nKC4nxfPPkHJCk6qYp2Rzb9izok/wzZ6AZF+B09tgj7ee39THMPdCh253sNvD/R28f3gTrXRvDrDb\n/tp1/Fojrtcxy+ceTrA04vWfVvh4gh9/gn5QdDvLeGg5PA5M244tHYjqnmLv0c2GzgtOTSh7EcS4\ndzAaeq2xsaCr9Fo+F6ITGclfCOr/SoY/3r9ed1UjuB2EqmQHMAOogVIMMWrCBnHJxGsknDzxWROf\noXxBNOylj0aO8spi0gWRF66frrrI9zIiT0lREHVdlVFhKxpDJ7PmI+Q5UeJGnq+UZ0NxsP3tE+nn\nE+r5iptnurSxM5HSy/TWfQtjDb2aBG4Tu1AN6M3gsHSNYdxbQjZEaymDoVtgCxEf0svufSSGRMrp\nD6jYpf4ZqFq73bJ8n0/kayQ5RXaQVUZfA/oaUZeEvmb0JaOvBXWVPnB9gvYC4wyHTToIfRaVgvcp\ncB9WDtuVYT7RXVvs2cKzgusM4Sw3v1XSLfXuILWkQydaC32tm3ZRmqZKBB9JcyHoQiyJGCJh1cRJ\nE55llPnlbzznnwKXL4HLOXGdM0sorzoD1ZjzjTAFLy2wN/Ct2MqQqyipqp/LW5r9jd7RKDHiw1Hy\ne6xImJ0WUE/SHGNHcDtpGLJF9OutE86JUkgedyPsv10R9BewJ2gu0C2SWu6jzCFpU6bfPO46o54u\n5N0TvmuYjeG6rej8CZXO6LSgc5LZkKpDdwdUt6HahGky1iWczTQm05LofiGL59c3/KaTdrF2ENjb\nDrUDZaAUTUiw+syyBNarZz2trF8062eFfi7YE9gL2FnCdhsrCQdeJ6bOyJH+hBh9wys/UpnX3Vlo\njKj7Fie6ADGR5pVcjAByJeI/nskfT6jTFbcsdNFTTET3BZ1EuGF8k3NZD2aWu2s2Q1MauqZl2DVE\n21LGBn3f0i6FZd6Y5w09e1g20uyhbGLM1XsV9eZhr3vJhegL0WcCiYh6qRKknGWk0hwxc8RMCTsX\nzFQws6RK5gzNFYZq+L4SoXal8C5FHsLKYb0yzs+0V4s9KdRTFtqYn+RGt8ipFw9iffMoAIrd5MO5\nXecVfCLNha1k1phY18h6VSwnxdrBkhTz7z3TT4H5c2Q+J6Yls4T8or4U1Ssd+saU5AaAtoJ93NYt\nHNftm+igHhY3TleHRFB9LcGWm+HPcgheNugPii5ouqLpjKZ3iq7XMhxVIa79ZZXX661gboZ/hW6G\nwcOuGn6TMv3qcdcF/Xwhdw3eGpZSuM4Txp6w5owxC9YkjDFY06PcAboN3QaMi1gbRFhVB1pVCL9Q\niePXMfzdw+u1a2ux++bxKxSvBkoWualli1xmz3RZuZ4cl8+G60dwZ+iu0F+gm6DbxMGYXJlRt4Ru\nQuK4DvmENVXxxwiE27ypOTUOiiNvDSkowhaJ60rcilBL1xl/mkjnK/p0xS4zfdowRuby6VLFfkw1\n/Pjq8QFMsTgauqYnOSkPmtxjy0C7ZK6nBX2e4TSTzkbaRH0k+fDi3V48/hvjzxlSyPiQ8SFKk0kA\nHwrBa9yacEuUfU24JePWgq28AnOFdhLDP66Cn+gsQy4f3nj8cbZ0V7DniHraxLuF2q3SIR7fGlE6\nWr2UWsoEudYxixJkc9uIubCFzLQkri5ycXBt4Ooyc1BsnyPrp8D2ObKdI9uc2YK0zgaq4etq+G+Y\ndtpJWmeqwJIaJGzXg7x362lRlVnXIIHeWP9NXaOGosTw/SSlN32CnVfsimZvNDtnKL1BZ02rDKgi\nH0RIolW2JanfrQqWIh7/Gdrrq8e/Gb5LqRr+jPrSkLXG58K8BS6XC02/4PoF16/kPtH0Bu06TFdQ\n/YZuN0zjsW7DGU+r6zjuf1CG/9bjm1Z6D11fPX7/4vEzEGJk8RvXeeH52nI6WZ6+aE4f5QbuFtjN\nsudVmlqaXEGabz3+jeILtdhaUTJV6W9OWvwKjhwNMSnikgjnDX+OhMtCOBvSupCXBbUuuGXBpI3G\nRFIvFJSuFdS9o3r8rXIJEhhncK6lbQaK26HcHmv3NG5PsyT05yulcySj8aVgfIRp+zrMf2Pwt1Vy\nIW6FsGTWWbEukWUuLEvGL5p2SzQ+0WyJ1mfSlim+wFYoqxCdmgXGRYBHHUUHIFA45MgxrBw2y7Ao\n2mvCnjfUOImVBSM3vDVgOlHEPRoxgO0EvpVhJRtCkdxW8IrkC5vOTDpxUopnXXjShZNKXIMinhLx\nFGU/J0n3gmAg4a3Hr81RN3Uu3VQ8Z4ewNQ/UoZuVNsur0Tv1OvpvpwR8C0FacIMXKnUIch0j3BXF\nUStiI0ZvvKXNhqyt5Jc5SYlmTaKuMkvhXl0l1He3UH+G8Y3hm5TpturxjSGXgg+RZV64ngbaY6Q9\nJvIhQUloZzC6o7QO1W3odsE0q6QdViTaO/VL/f3fh+Hr9tXL33YjRfdSCiF6lm3lssw8Xxs+nSyf\nvmg+f1QMC9xtokZSPOitEnBukPjbHL+pUT31/aOWupuy0tJHK6BU3wGGPBVSysQl4Z8D2+eC/5TZ\nPhdU8qi8oZOM31Z5k1JWXwR5l4xB2jKTqKroyhXVo8HZhtL06HGPHY+04x39eIdbMqUTQYqtFGYf\nMbMHq7/SVXgxfr7O8dNW8NfMdob5nJnOmemc2C6aLma6kOliJodMiRkVCro2gtx4DcMGykuXYJ8h\nqsIuBcawMq4wzon2uuHOM/RnidJ0RcK6oRbqq3tNvBaYr0Va3dImUYAXHsOWM1OWuZyfc+ZTznzK\nmmtQlDlRpkyZ6r5kGUtW3hi+rsDtDUirvQy6B7UDdYR8L2XcfAf2/o2nV6/dczf67uLhehV1G59h\nXQXGuF6k/r5oRWg0DBqztzTeMmRLvjUj5NoGviCGfy5wVnB+k+O/9fhJDF/dQn2zoHMh+4CfV5bn\nK2bfkt4b8iZhjXIGM2qc7qHT1fANptFYW3Am1VBf/wM2fFWby19W5UreDD+trH7iunQ8XRs+nRw/\nPml++gT7VaLMUttXmyTqNuUbj8/MawnxVsi9AXrOSTO/6iTqGHpKMWTjSckT5og/ebafPdvvA+vv\nPNZEnE0YG3E2Ym3CmYhrs9A5eW3QMBFp3fSAUuLxxwbd9Lj9jvb+jnT/SHx4xKQ3S94AACAASURB\nVM2JZCXEW3ykmTbMeQZr/tDg+drr51Tz+6mwPhfmL4rrp8z1i2J5VoSUibmQksz2Ixd0KhhxIJgk\naYmuamV9ktQ0m0KXIl1Y6LZIv2x0k8OeHapxMB6gu5cqQjvUQQH1PRw8W8FWdDX6dZbkeVPELUuo\n7wunUPjiFT/5xE9BcfagfakrYzbZdShovvH4Nczn1hTVCK+h7KSqUx7reifLKMn4bu3TqV5HxLjV\nZzF61tcc//MTPD1BcIrSa8ze0M6GIVhCdhTtaqiPGP5aBLo/Kam1PYF++uM5/lag5ArulYLygTyv\nhNPE3FgYGrLvoHQS3g8dLjpS5RKL4StMA8YlnA00eqNV6h9YOe+t4VOJ2/R/sJeSCXFm2a5c5p7n\nS8unZ8uPnw1/+zPcVe+ui1SIhiLIa7514lUjV5oXEry61XCKErc8WJkmS005+pGCIptCSoG4RPzz\nyvbzzPL/zSx/NdMNBT0UmqFgB+iHQtcU+qFgDdIUlHkR4FR1UcCMFl1aSjtQdnvK4x18/0j5/gN2\njnjE01/njeY8Yz43YM3XHv8G6NVD4GuPX1ifM8vPiuuPcP4Jpk8V5KsAM4jgxK21VNfV1pbSt2C0\n0gWbAi5E3LphZ4W7aKxTKKOkRmWMSL92SpD84xHuvpNDvEdOlZvRXy7CbvIIuLcUrjOclsynBX6a\n4W8XxclLquFKocnye75c14/2rcfPN4z2xhuooX65Ax4RldPvoHzHKyDKm4ipXp/P4vmvK5TTq+H/\n9AQ//gi5F+5Be28YFsPeW3xyZNW8Gr4v1H5vOCX4rOCzAKj2LNWT/g2qHwrklKT7botovZKVwgtB\ngtwaKEe03aOHgr1zNNGQdU/p9tB7VAumyTgXcGajMZZW6V/cmfurGP6Xz/7lWmkwRgnf2RS0KWiT\nMEYedaUXjNuwbcD1iXaE7qDo7yx9nUrU5vpA5IJLMkdOGyqZRaO6ur6aytIJw4ZWoFyva3iWUEXJ\n5NggXYBaZ+G29wWzA1v136S0A26UNlc3Cl74MlUyUHd5XZJ40KxqeS5GsvekZSNPK8sq4FxBo5zD\n9T3dcc/+MZAT7N9nxofEcEy0+4QbMqZLqCZREoJol3rQBKnr6kUqCtoYtDEoo+tel9XoUlA5Qcmy\nZwkDVM4onTGN8PqtqtFLQPQGJwStd4sABOssMWxYpHHcFig1d6jDIWmSjH3pQWWFRmNROKVptaLT\nmt5ICbfJmSYXXJK9SZkmZ1wuwoM3gtFazcuU5FyB9JfGrZs2wcrLxF9UdQzI9cuuhLmZfI0alVCO\nm1aymKHKbncDNL3CtRrrDNoalJa8vCRDDtIklRdFvirKBeJJmnKClwPVaNFHGHf18IpgU8HkJFKR\nSW6XTkjJeWrh2qCum6yLh4uHc0BNAbMFTIoyssxlUpfJu4I+vjG8Pznb6lcy/L/9f59erl3jaNoW\n1za0nexN19K0LUplXPOFrn9mf7xy/7gRtkRKGq0d+1XzzmceQ+HoM/tQ6Hyh8RmrFXonQzL13qF3\nFrVzMmNr52BvhaTT1ELviggyFjm19XnDeBnAmAZFebCU1KLcq0hl09ee9uElOxHXGXKV2PlmjxC7\nSNAeH2b8dMF/cfho8AvMQXH5fGWZA6UYmm5gd5fJSWiyj4+eh3cbh4eN8cHTHTfcuKHagkqZ2udC\nY6rUlqrdWUrRN46ubem6hrZtaboW17XYtsWUhIq1Rzhs9dpD3ES/fqzttFZASpXElpmpT2gtW+hL\njdaMuFDXwfUjrJ+FS60n4UaPUbQAW03rLeNmOXrLtlmit7BZDl7hfPyT6zYxe6fk77QV14lINSMu\nkK6VGWlrxJPkz7oZ+7fGr5SosE8nObt0EcjneBRH3g7w4bfw/oPi7kGxPyj6QToildKUXAhJC/fE\nK+KqiFVWLVxFBGrJgoXS1yxzEByi1Ok8puIt2r/uFmhiwm0BO22Y84J+suhRQVdQS0Cfr9h1pikr\nyXnKmOChvG2L+Qdg+P/Pq+G3vWXYOfqdY9g1DDsHpcEah1aFxp3pxzP740TYNnKRdtK2axjnyHHJ\n3C+Z45LZLYlhybhFYVDovcUcWvSxQx1a1LFDHaoIf6sktnWIm1iQY3cJqJJRl4jZIlZnmkHBg0E1\nDeaopRe9E0/gOjBdeekxhyzQ8Ja+2YGQSF1iVZ7FL8zXC0vULFNhfops2bAtET/L9FTX9ezuHU23\nJ74L3B1n7o4Tx+PEeJzpjhN2LKg2iDyVq91w1RP2WnJXraB3jn7o6fYj7U5Wsxtx+xGdA2qbYJuk\ndrVN9XVEpSCwSyeGr3hj+AuvAIaeQZ0FZctFrKxpYHqC9Ulcnr5CWw2fgg2GNjp2sWGLLSk2EFts\nbFg2jV027Oyx84Zd6j4XrI6MRRSMb3wsW299rCCqX8BfhL3mVRXLrGPFULzo279s9TokGWUeN8Fo\n+hbu7uSQ3z/A43eKh+8UD4+K/VEzDKJ/oLUmx0LMii0oNq9YV8U2K7ZJsV0q90ALe1A5ARe1ks+K\nyq9XS11zJSMl0KnQxPxq+CeDHrUc+DahQsCcZ+w64/JKdgIeqJCxzRvD+7/+tE3+6h5/2BsOd5b9\nnSUF0S4x1tL1DusKzs30w8LuMJHThjaJplH0u4b+otlfE7tLZH+F/bXQX4sopRSN2ln0sUXf9ej7\nEXU/oO5GuB946etVQWLCtcrgEKRcEgo2FJmqOiiUs+iDwYQG1xRc1fhzbZHmk8pDp6Sq1Fj/zQ0B\nerYMG0Sd2NTGFGYuSXOd4aIiF70RVFvhaYMqBtc1uNbAnUErxW53Yj+e2I8N487QjRk3ekljfJIu\nuGr4Te0Oy/Kv0TWOrvLA2/sjzf0d7u6IvT+i84ZaTlRd89qrGlHLKpWIWxfazePf1CwKch91fWqx\n8gNTEstpnUx98GdIF1CTyAuPEVzBZE2XLWNuiVnGl5nc0+We1WvMZcGcF+zFYC4K4zJGRUyWikOX\nZXxCl8FUj5+KhPfLAqupJfQE6wbrAuu1PnhvjP/F8df7dSMHacTju14qg0nD4RGOD3B88fiaptFo\nrSmlEJNmi5p5U8wrzAvMV/m56sbrr/uLRmRb7+cZuFamIXDrIVaxevw1YmePuWj0EyibQAV0iehp\nxW4ruazgPGoXMaoQh19mk7+K4f/ujeHv7zXbbIhBHnhrLW1rSHuDa8A2gb735KNHG0/TJvpRs793\ntCdF/6zoTzA8i8pupwtNyZikxPAPrRj8ww71eIDHvaywvaoWbEudiySStypFtNUYoyhGGqy1MRij\ncFZjbMFWI7NOrrUF5WoddwmvYvorQuaovQAxJLbomcPCOcBzjDyHjacwk81A2w+03UDbO9quf/O6\npW8Hhq6h7wx9W+i6gG0XGTDhXj1+Y96UuRQYpeicox162sOe9vGe5v073PtH7IdHdFpR1/61r/MS\nBd2ajHifWgC5iXnewEshgicpnRRTjT7WlGESMkOZJbHOs0QFTaVXDmDqvNtBSXuhZUenRnZqh980\n5rlBPxn0k8K4glYRk7x0VlYRUpuq1FUFT2OqAdxSefgJ5ipfPl9h6r829G+vlZVq8q2lu6/Rzq3K\nPB5hPCjGIwxvQ32tpb8iabagmL3muiqus+IywXQVGnBb+WJNB81O3mt29Ra2leOEPEa53lbgjcdX\nmHNBO5kvSd5QJmGCp0TpXNMuYMYksly/sJ73q3v8u3eK6KUeY62m7TTDTpOjRimFc4V+yGhdaNrM\nMBb2q2LbGuyTotkpIf65QmMKTVG4CCaK4atDg7rrUY971Psj6v0dvL+Tus3lLE/JGkS69BLhsqKS\nR++s8G5Hhx4seTTY0ZJHh7ZFOq8MaFNk5r0pEhumKMM7ZuTfnLO8bhVlhjRFtskzBThfI0/Txqdp\n5tPUQLNjf585PjhcW0P9uzsODw/s7nY0tqGxmsYWGutpzIK1TsZLNXL43EL9bMTolUK0C6vhN8c9\nzcM9zffvcb/9Dvub79FpgrNFnYBzgn4VSqQz0tKcv1lflRiq+8/wMrEzzCI30xledMJve7PVGmfB\nGk1rHMW0ODPQmZHRHPDmQPQG9cmiO4WqRq/yhvYatSi0qnp9hZcJNWQh2QQl5+yUBP+6LHBphBV4\nqaHvSyX0rfFTK7r3UoxwnYT6/Z2s4R7aQdGM0A2KdlC0Y/X4ShNLDfWjYvGK66o4LdKCe73Wx2mQ\nkmPTg9vD8ADjnXBQ0i1gygIwpqm2eJdSc3yFnaVkp1VApQ28lSGdOsqEIhPRTcR2kaTzCy35z339\nSjn+l5frZVKUrDAG2l4x7BT+XpGiIL6N0xhtaDrDkAwpGWLSpGTRnxVmUJhG9OMMGR0VZlPooGBv\nUcdWQvvHHerDHXz3CB8e4fkkQN5ae3tX4DnApxmSR1cgT+8N5QbuvWspj61wBG4Pnr4JRhYpG4ZY\nhduq0XcJZiOYgoOYEtu8MfnI+ar58mT4+Yvmpy8G3W3k5GjaPbs7g+sGdg/3PP7wPQ/fP2AwGAqa\niGFBc8VIwyblJnZhX5lsqgpARFVB1KHHHfc07x5w33/A/cUPuH/8Aypeq350gqcN1V3qgIJKSqgZ\n0a075pYlSadMglxpbXGTpHozEmf3qpZdUh3WXhH9LkELptG0zmKbluR6UrMjuSPJ3ZG9RQ0aXEbp\niMoewoJaDOrKy6SonOVXSFSDSZJVLQmumzQknjSc3uzwxvC/Wf1BfIFtpf++7yTHv/sN3H0vmgKm\nisK+XYLqZ0LSbEEze8VlVTzPii9XxfkCsa9lUytAcHOE8RHuPsi5GJVgFMFLUSS2AgRmbqF+wdqE\nQWGyfjkE1QCmy6g+U7qCbUUEtvRFFIh/wdevYvjPv7u8/sAibZC7AeY9LEfJh/wCwSuUajC6wZoG\n2galZKGMGFqupbObROqqYNEUbym7jrLvYT9Q9mNdO8p+h9oCyk6oYsFr1JxR54j6vKHSiuoU7GtL\nVwPsNDwY+N69uog/ImJePJIDVFndctPWzoocIOrMljPLFrlOcH6G50/w+SepEHTDnv29J8aC0hbX\ndQyHPYfHe1S6ovIZ0oBKHSo5VDKQRQdA17DeGcAqyc1bRWodrm+wY4fbD9jjDnd/wD0eMe8e0MkJ\nWV+fQN8mCHcSe2JfReluJKjEa2tbRKoWL3W+ek9qdUQ+ZIDKaGpVHSpoMJ3FtFVKqG2lxNrWhi1v\ngapUEqtCylKlZi4NXmc2XfAUfC4ibFKvb1NnZiXrqkRd56Jk1d/mm1W1FJAe/ByFKNQ4GHo4HODh\ngar+y2tv1w3zuJUNt9dfd9uE+TevAhh2teMxKcnjdSsl4O4ghZFwlRZzM4ggZ6hRXNbCYXApYX16\nGZyiotwiFeR30JbaEoqUO/aI8N/L15+u6v8qhv+bN9eHJAy85grlGdaf4dxIlLlNYI1o7FmTsToJ\na84oGQ18UjIMM1pJynoFR5CBEo5w2BOaHSH3hFnhv3hCOhOmgvtywv38jPt4wX2acU8b7hJwSxag\naKluY46SJM5aJhpMvBp+eWv4dd8i+bJRLoF8CZRrIl8y+VLIF6ls+Sf5gPMs/JeXaTkpkzePv87M\nTyfOu4G2bbDWksKGzb/H5Z+x+QmbL9i8YFPA5gxnhTpZtDdobTCDoTwYSjboQ4v9fsTeOUybMWVB\nz8/wpRVoucxw/SwKET7KE9SOcHgQCdmtvA4K3d6uIq2QTRTaX5O+3tss4gFVZeel+H6TCm5G4VIY\n84oYlqkCFFYwgTbL/3sYJHVKDagd+RKI18A2BdYpsqjAkgKrD8w6M4t8IzSSV49VCKR1cDNzhUKp\nN9douhF27zPtrqBMIfjCdC7Ynwo5FawumPosGhOxOmC0qBvrU8H+6Gm/eIZrZNsSsWSSE6LXvvZv\n6DrzbjnDqRVClg3y/DOJ8yhFeE5mlMzIdhKFmE5Kqy96AFUM5FWGWYkdDEqM/ivDX/+kTf4qhv/b\nN9d9hHEVNlP5AlsjIVnKMu2os4XWZTqb6KyicxWAcQW1NDA7EbgzdYbWUbSsc3T41jE3jiU7llkz\nZ88yXVg+r7SnM8PnE/3Thf7LxPC80V8iei4YVQSQWyMsphp+Dd+nmxsrbw7Q23WhrIl89qSzJ50j\n+ZRI50Q6Z+IJ1meZihLPQlm/oba2gMqZvHq268T8fObctpiKFm/zRJc/0pWPtPkLXTnT5pmuBEwu\nsGrUxaK3Bq0dZmjgXYNqG9LWYu9GzNGi24wuC2p+Rn1B8kTlpac+TLXTzkA3gn2oaiLljQ71N9c6\nSPuh87Lb23UWOmUVBKF3ddXrtkoE25pS6MKL4edUDb8eIoOF4yBFeb0HF0nPK+G0sDULs164poXJ\nL0xLYtWZUEVQVG36VLWVYN8DSoxcKV2V/F+vXQPdLtPuMspmgs9Mp0xOmfVaaHSh1YlGR1qtaY2i\n0WB0QV0L9qOn/RwYLoG4RUoR2mHb16Em9ZbFWYooCcGCXRRmn7lWSIQqTjoKOcneJNpvuoW3KlKD\nHN5tFfvr6yE7aDlod2/krv6+Df+txzdRtO/czeNrydMWD80zjE1h1xTGJpEaBfUGtE2ucioG4iAh\nalflbIeRnBp8ycwkGcK5JM6z58LCuWTGy8ThdGF/vnI4z5TThrkE2qU286/V4y+xIkXUEThZPP7N\n21eDvx0CZUnkcyA9B+JzkO6y50w8FfyzDN/1lzeGf/P4BUiJvG3468z0dBb12ZIJIbJcLozliV35\nwlieiVwoZcEWTykZnTQqWlRsMKqHoYOmQx16dO4w3SBClk1G50Vyw+wFbjaVy6xvw+FsbbgxwO4N\nA5HKQnyzq1WogaZSBE1l05gg0UCvRXK4a+UQ6Rq57lpJiV70qbJA27nSe4sReltjJGpIDaBfFC1z\nNxHchU1dmNOFaVOcl8RFe1YdpWQ2AgfJpduDXKsDKKUQYzeoqsVw20UyqzJHTSKERD7DNmUun6HX\nmUFlep1IOorMmi40OqPXgn0OtM+R/hrJW0KVhHGFrpeqi0LO2ThLyL9GuYUuy6isdoXWi7SBdpUN\nWvGb27oJfN4kzV4MvzUSSfWmRlh1/YKvP2v4Sqn/AfinwE+llH+zvvfPgP8U+Ll+239ZSvlf/tS/\n8dbwcxI6Zb4KKLXV8kuewe4Kh7bgu0yq7FrbFbq2ULpU6XIVKdEH6O9huAN1T0kNfp2Z15nzsvBl\nnfmyrDytM1/WmeO0sEwzfl4o04KZVtopMi5FHtwXww9Ve7mCdVP6ytBf9/reksmnSHqOhKdIeEqE\np4x/Kvgn2GYBvWOtcJVqa6ZAfgn1J2ajoWSC9yzzyvVp4MiFjXM1+guGmZZApqCNRlmHdrXbcRhR\nbiTbkWJ7dBatQl0yOq/o2aOmi9z0m3ZVlZWiqx6/G4Ukn6DqgFU85c21qvJG2lXGSZY/SGl5mloj\n3v1lYudNeKWviWptFFAZSDVRRhJbXb8vVW0x24ti064nuzORJ7bkBEGfE2e38ay1TCVua6nsCM1j\nXQ+ylH41fJQV3WFlUcrKuRMiyUfRY/CFNWRSUGQPO13wOhN1AvVq9FklVAA3R9o5kueE2hI2Zxpb\n6PvKICzS5hvnWoFYxAk0wJhhqIxpXQRf0FoqDTcZ75uy0IvM1017rK3pU29lDXX96zJ84F8A/y3w\nP37z/l+WUv7yl/yQt4a/JRn5u1wlrV43GTCwnIAetr6QBuF2mx7aPjMOSTxJm2vje4+Mfn2E7jto\n35NzS3h+Yk5PnCf4Mi/8/Oz5+fnCx+cnHtaVsHrytmE2T7ttjGskbVlu5FqkQ2PhddLuFGGqoVN5\ns15eF8pcyOdEOmXiU8J/Tvgvme1LYf0s2hR+E8wq1VxZV9WgmDNp8/hpFjKIDyzTgjtdaPuWTS1E\nhNplWGjUwkigqCIknr1F70XYRA071GGP3h0o/YCeI2qJqDmK0dfXzBE6KwIah1YSyKF65EMrUr43\nOalcAbvbdSpQrvWx0by0ppVNXmtV+cOuWmIVXGlHscqvygNvhsUlLweSprZMG1Fm6o6wP4I/ks0T\nITmpmS+J63nj1Mw8aU3QsKsevz1C8w52H2D8Dna1SUe9GWCnXlynI26F5axYzrCcCyFklnNmPSvW\nM2y6kFSmaCHIOJ3plKGoiClgQ6KNGRUTJmaakulcYVQVJgJSEKOfF3lvVkK48pV/oY0ENn0jht9U\nuQNdgyOl635rRW7Vmxy/Gv9QgY3dLwvi/+x3lVL+d6XUP/4j/+kXVgy/zvEvEZ4XCe/nTRD9UwPP\nwt4kjoUyZOxYaMfMOCriqCijgn0WxMT20B+hfw+H38L+B0pp8bljngqnvPJ51vz0xfO735/53Y8f\nmYInx4hOiTZGxpTYYiSnXMt8udbhb0avZV3rn1n+yKJIinrKxKdC+JLxnwvrp8z6ubB+ktDOx0o0\niUB86/FrqJ8LYfMs04xyDt00GGcIOlBUwKhAowK9CvW9DAeNytJRYo4DZdyhH4+U93dwGFFfRMBd\nJY+aFtQyVVH3SdKCeKhRk6kJ8QjHAxzHitCX15a9r6772h5XKXN5q4QdzYvyqKuG7/ra1bSHZi8H\nRFlq2HfjA0yV9GMkimh3InDQD7Wx/gPk92QGgldsS2a5eC7DzNmdedJaOq6bqpt3B+072P0G7n+Q\nJZHGq8d/KwO8TXD6SQm9Yyo1x0+cf1KcfxZ9gqISWhecynRKE1WkaIVWYHVBqYzRggcklYmuEBrh\nLaUoz0CMkkU+R3hO4r9SJ8Gr6ySwyU7APNfW6sGbxZv9q1D/ZvRDU8Vi/zUZ/t/x9Z8rpf4j4F8C\n/0Up5U+2BLz1+G0UIG/xUvXalOgWfFQyyoh9wewK3V6mmqw7RdxTOZRF4p5hAHOA7h0cfgPv/hGZ\nDj8X5s8L53ziyyKG/7e/v/DXf/URn6JEohRGCneIiGO+ufAlV/Xd/Dpm5Ybq/zGjv60J8qmQniE+\ngf9c2D7B+hHmTwKE+xot3+xHI9lFSpm0eoIP5FmRlKysKqlbF6wqtLrQ68Jei1hl0QUeFaqtvAXV\ny816OFJ+uId3O2hAJS84RVlgfoYvT6LvvBsEbOkN3I2vOf7hAR7vvv4DyzfXuam6clX2OM4CtkYt\n32Z1ZRW9GfHr9mCPckCkXDXNS83tZ2noKRrMTlIHbRHdrDvQH0D/BSk2xDmyXjzz88S1P3FqGp60\nzN1ra4lY1VB//B7u/wI+/JMa6iv9UnIV2qXwaKdncULrVFAmE0JiPmueflJ8+WtAFekhUZlOKXaV\n3luUQllJRW3t5XiZClzx57yKsWsvf/K8ipDnx0UqmvooWGavZYRXcQJduVEeSQVfV+Ru12/Bva88\nfiOhzy/4+lc1/P8O+K9KKUUp9V8Dfwn8J3/qm/+bN9f/BvBPcuWCwIueHNQGhVZGQakirY/K1daz\nwVRK1a6CRkZI252HdoYSUXZC6wnDjE0LLqy4baNZPDoLq+nG8roo0UvoEWDbBETPfy5S4m6lkqBv\nkf6bZ//tdVwUYdIkr8lZekZ1rzEHjcsamzIuZVxM0m6aMi7Ke+JMpWz0FTkO+dA7Z2idwVmLcwbj\nDNpJXKgOg/BJu/GVfKMyKtdWtbyCWgSEa1boVimn7Nc692mRltp2BjcLUKcmoIb6t1Pqm+sSZ0pc\nIXhKCJQYIWSZcZehmEK2mWIT2USKDWTjKXYT5aIkSkaygrAmUxDUvY3QRFSboEkoVQRzaIC2UBwV\nSISXkeS35yfX56d2u9lVQORmvuXH5XWpLAeMSXgDjU44MjZnbKwDSLw8D9rKwJLbwmnRGLSGYovM\n+XOJZBPJJJLKpJQIKnPJEtZ7C7l9zYSGRvL5ZhAPj5OAyRfhl03bSyb5Ohy2Zl2lgG40xlt06DBp\nwOQBw8D/+n9s/G//8vkXGfC/kuGXUj6+efnfA//z3/X9//Gb6zMi0LLwoozNjYfglKa3DV3b0gwt\nbt9iji36oYWHFu4fhFa1b2Es8uDaJ9AalTSW39PwkZ4nRi4cWLmXLJkDgmUVxAufqY16yCyzxgvC\n2lzrh6KrJHyU/+etHbx8EAUBhBZLTI7ipCXYWku7c+hHR1oDaQ2EN8vXpW/jcv/Il1Hwzlnuh45D\n3zIMLW3fYocW1bdw38H7Fo6d5Oe6SD/C9SwGPJ+EPKAnuU9HL67NFBgyvAtwv8I4QXMSTxgRBsoN\n0Iu8uZZVwoXiv5DDieInclgpIZB9JudCNIlkAtGsRGNJRhMNRJMxZcWmKzbN2LziksfmJH3pBtSQ\nUWNCDQE1etS4ovSCaiYUM5oVjUcTMEQsWbRUs9TFzfKGl/SZ1za+pogwo0vygTaq6qQVGbTqPTYE\nmhTpUqLPmbEUNmB0lr6Te+/6Btu3mK5B9S3JFLbiWfPGVjbW4mUPG5vPTEhOv3SQOzm/9si55TQc\na7XT3gw/wmWu2RMS4KY3e667VZqmb2nHgXY90IQ9bTzw7/zbe/79fzq+PEP//J//33/y+fqlhn/L\nLuSFUt+XUn6sL/8D4P/8u/7nt6fETQdzgRfxf0uVOlaK3jq6pqfpR+xuxBxH9MMI70c47GTtW5Hf\naRdwX0B5FAXDTzR8ouOZkSsHFmYCm3olOFFqelFP0FWJ/tsQhLI+TBUgBUptRy1vbvwN73rFvzS5\nWFJpKa5D2xY7dOjSYnNLvG6E60q4rITLRjArPhe8T+iUvprHoHlxZlgU985x13fsDyPDfqQ7jNjD\nDnUY4eBkNvNeCYlDISji1csvNl8gXsXw+xWOQcp4PRIp3QU4LjBeK5pEjXnnWrsvlcTz7fVE9iey\nP5O3ieRXsg8kLw0iXmeCCXi94Y3Ba4U3BW8SLm80eabNM01eabMYW5sL1hX0IaOPEXUM6Lyh9Ypq\nZqn1s6BY0GwYfDX8hKWgSjX8VTqB9XMlvLj61PYFuiLU4T7WSgaQM8qDDlEMPybaLIY/FEkFB2vp\n+472MNDsR+x+QO8H2I9kndm2mWmbmLaZ6zYxbXCNickHUiMhf5LOc5pKuQV2WAAAIABJREFUPxmc\nnDt97Tq0GUqWBk/thRh5q6hGvrku0BojLe3zwLDtGf09pHtsuUeOlj//9UvKef8T8O8Cj0qpvwb+\nGfDvKaX+LcQG/gr4z/6uf+PTm+vbOKOVPzR8pRS9cXRtTzvscbsj5nhEPRxR74+Sv4y30sXN4wfQ\nFxQRy2daPtHzxI4re1ZWIr6Ul4O/VGJaUQLkn5GbfwgSBR+MpAOldp+65evTN35zChejUI19QbF1\nO6Jv0uFuID7NhKeJ0Dp8VdJtvTTu3Koz7o/sTsHBWY59z36/Z3g40j4csQ93qIejMLS6UIvAQU4o\n78XwNy+N6LHW2rtV/pg+wbF6vzFI6D/a2iheVSvWS50wVP5wX6BsC2W7kreJWA0/bYG0ZUIsrDqx\n6siqPatWbLqw6MSmA03x9Hmjzytd2YjZk3NClQyNQT9kjE/oHEB7VLtShgWFeHzFimb7yuNbyqvH\nX8FM4vFfjD4j0eGtdjYqaepPBRDDNz5iY8SlRJsSfSmMpRAVDM7S9S3tfod7OGDvD+j7A+rhQCLj\nr2emy4nTxcpYLp94DhvnpWYFbWXhjfJI2LGuIr/vbfxAWUWMOK1Cb/DwIit+u74JhHbOcDg0HJaB\nuO1R4R6b3tPld8joqD//9UtQ/f/wj7z9L37Rv16/3hp+BbZfijq3X6IHjNIM1tE2PU2/x+3uMcdH\n9MMjvHus4X2lh3axenxR3lSsGE40nOg5vYT6gSgCjbe/h9eWeZR48zbDfY18A7WuWo2+n171614i\nX95o2rUKc3AY02LcgN7tMPs95rBH73aEny+EzorRV0+/TRutFmHEqv4nacVXu2JnHWPfMe73jPf3\ntB9qW+13j+LBuIKqCw9hFQK4qgMv2ISk03kZC4zUooVl58XTNwjCpOpwv62pwGapJKa61/fK4snb\nIsMp15W4rcTVE9eMj4VFJWYdmJViVplZJ2YVmPVGVyJj8bKyJ5cghJdS0F1Bb5lSIkYHaDbUsKKi\nDL26Gb5iw3wV6hdS9fh2qR7ffc2pZ19qRah+cLnIvTCpevyEDVk8fg31fSkkFIO7efwR93DEvn/A\nfLhHfXgkl8T2pWNylmcUn33ik9r4GAzPS+1J0XXgyg7cPezuZOkE5Qz5VCPIqkK81unPa3ltmXiR\neKivx0azXRvS0sO6x4Z72viOVL5HBAf//Nevwtz7+M3rbzPbm6drlKo5fk8zHHD7B+zdB/Tjd/Dh\nO5mg4a51BbFMJw++4oplomGiZ2JkwrOQCahSpE2eOu8ACfdvN9NV5qAvUnJ7MfrK/34bcr0ltUWA\nUdMYSzO0aDegd3vcuzvc+zvc45HQNQRrqtFHtnmjay2rlsypyo3+weoUdM7S9yKm0T3c0354j/vh\ne9QP38mB5z9XuRlfywebiGDE58qdD3V/u4o0CqhQE7go0YKaITphR96Gy11K3es6F1giZQnkNZCW\nQFy9YBdLZguwqMRE4KIKVxW5qsBVrVyVpSexlUQokVyk88eUiC0iZ2ZTlkPcBdTg0Yeq51fk5NEv\nHt/XMD/9oce/1oLIW7mwuyLl2nADaTK1FofawHgB9VzMtDnT50IshQKM1tIPHe1hR/Nwh/3uEf3b\nD/AXH0gxsjWOqcDJJz5dN36vZn6Mlk+LyEC80wLg9QchEx2+g8cP8oytH2sLRIDtKvs6w/ZcC0y8\ndnvfXi/AvjXEqaXMA2Y70PkHxvSelH8DvP9FNvmrG779O1b7kuMPNP0eu7vHHN+j7n8D734Qgr82\nAt3qC+gF9BPoTyhOGDYaNjo2dmwk0dXGICF95vUEPZfXUckmC7sqV1S4WaXEstdSpXpDOXm9rsav\njgpGi04trhq+fXek/eGB7rf3eKPwpbBtkW32bKeFrbW01fAHJPL8w6VwzuEGkeV2D3e4D++xv/0N\n6h/9IH2dF2oD+qX+YhXcWz+Ll3uRrilwyK9eT9VyXExCnolL1YjSsFVtgWu9Qc98NV62zJm8ZNKS\nSbPMIQhLxi+ZzRdmMlcCF5U4ozgrzQnFGc1IIZLJpaDIaEREpSXT7IqgdE0F9w4bZd0oLx7/luP7\nF49vqsfPtxx/EVBU13ONBWnT24okzrnG/rqCe618mDqADYUmFbqEyJIXCQkl1O9qqH+UiOuHD6h/\n/FtyiGwoJh85TRufniZ+Umf+Jhh+XqR2b7Xwo8peyoz77+VR1uvrx5eu0tW8RZGNuJ5qsFXXXL5+\nfddrmBrMMtCte3bhDh/fV4///S+yyV/F8Bf3et0gHl8XcThSW5fVW8XgNF1nafsGN3TYsUfvd3DY\nU2yiFCeMuRIoZabEZyifiMsTubJldJCcrcmJviRRNFJg66DDrBReKRatuCgB03bAXAprLmwZQpFT\n/1Zeu+mx32SaIoIF6KBISZOVoRiHaht032H3PfZuoHmeaQ4tzb6h3Tna0dINhr7XqCjZy+6btS9S\ncdNGY5xFtw2m79BDj9qPlMOepBzFdzBbSlHgI2XeKOcJpouUrVthyCqroAO1B/UAiuoBVyTsueUu\nNynyK18Pkj+9rjJJOT7OVa5vrl5qrso35PqApq8e1gmxt7Y2k/laWo0a4S8UUJeMviby5MnTRppn\n9NyRl5ayXSEs6LRi8DgdaF2ia4Va0FqqBJtQFPQmnytZgLXSFlkNXy1f6bS5egQdqoxABXFbo6Wk\n2jnsUMeoH0e431NCIJ0Gwq5j61uW1jE5w0UrTsCdEX2SPAhFob177cdnEe5SPMNWmehZSWl53SqX\nDDH6azX8a5GPxsyaw2JZtpY1DPi4I+UDpdzzDyrU/+7d1z+wKd+s+l7XZ3b7wNjP9M2F1n7BqhZd\nLCoWcjwRw0dS+EQKT8RwIYWFFDa2c2T6m8T0Y2L6nJnOhWnOTKEwAavV5MZiG8PgDLmxuMYwNgaj\nFd+lyIeYeEyJYxJmX5cSNiaB2m/cD1P1Koyc5upQaB4jdtjQaiavF+KTZWsUxSf8z0/k5zPKT1iz\n0u0D6X2hZI2eLEMojKEwBOhioa3eR5eCVgHCQpkvpOcn8seO1DhUgcL/T927+1i2bGtevxER87ke\nmZVVu/Y591z6trAxsAEJBx+vHQwe/wASDg8h0S544CIhNVggnMZsYWCAhIMaBAIXpNt9zt67qjJz\nPeYzIgbGiJlrVd197t1It3dfphSKWFmVmSvnmiPGiDG+7xsT6fUPpNMn0usL6XQlvk6k14ROhqEJ\nGyGuU1NzWU2ySrbQ51vL3Mblbj1jFuCA2uCn8wpjgGuAq78xmAduEVUs31LIcbQYovShEh5q4VAL\nuwraWmhqIewD/qPAIVlzk2VEXy6k2uOysnw+k7+ccOOFWke6duHwmNDfZvTB9FQPjWFY2sZyra4k\nTOIO1p2dZNZc8PLPJoCxLrD8COsXOyWtVzsxpbidhCIsEzJekMsLvLbwJcBBcDnSXH5gt3zmwb3y\nob2yHGfSh0Qr8Cff27P//hGOB+P51/UNRxQKwLG1LvGkA/BggWxdtEy6kpO8JuvCMyQrTX9AeYdy\nINOj1GQchf/wC65fxfC/uzt2hFyaJXw7KzSt0u9W+m6kbc7UoSFIwGcgRnI8E8dnlvEzy/jMMp5Z\nxoFlXJhOkeEPmeGHzPVzZjhlhlEZVnt+1+DJXUXoa7q+Iuxqdn3N0tdUQXi/LLxfFp7WhYdlYb8s\ntAtUa3pDeLo7xlQoPTfpM9XRDF9kQKdAenEsScnnlfV8Jp9PuOVK5SeafUSz4lqHu3q6SelGpZ1s\n1KNSTYpfsfP3OpGvZ3hpDcoq5hYiC8v5R9bLJ9bLC8vlwnKeWS+JtBRSXNG5aHfQzkq7Cj5iz8aE\nJe7uPXsRf3yz3o2Tvxl+YwaxrpYTOQdTvDm7IpXADVCTsbB74wIdBPogHDphvxP2vWPXF/HKXgg7\njxyAfUL9QlxH5NXbmXyILOcr+fWMG69UOtK3C/oY8c7S3YcGDrWBY9oibOkLjTUGmANMoQhxDsah\nmCyIIH8p47UgiAtpUABJEVkKoeTyCqfKgCi7hCfRXD6xW7/wICfm5ko+zsiS2NXw8aMJQL1/sCr0\nZviu1G1DZe+z7SDtIB8MeegnS8+0K3Sr8cb2hTs2ltPae+AB5YDSkanI+Dedor/6+lUM/+Odx/el\nbvk20m1dN0q7X2m7kbY+UXtPEHDZaE1pHlmvr0ynV6bLifF8ZjqPjOeF8TUxfk4MnzLjFzP8cVCG\nVRkVNDikrfCHhv6hRR46KHMThIdp5GGabB4du0lpp0SYeGu37IooQmiNV5AaCyFdteKqzfAdMSn5\nElk/zcR1IMcrEgeCn2l3Ed9k6ncON3qaS6a9KM0l01xMSzCI4EXJrOg6osOF/FJZx5+Y0OvEwsp0\nfWYan5mGV+bhyjRMTENkjbBvYbd5khGYwa9KneTW8mnghqh6KfOZUrK4G3ceP6+wVCaLcCnyVl/E\nvrXo7r6VIyveFMgIYsnSvhP6g6N/cPRHR/vgqI+OsAtogBwSOSzoMpJfQa+R/HlhWUbycsUtV2od\n0XbGuUjTZ0TN0/dlNPXXhp+ikcOuydr5XUabr8mYk+4V5BXcCWsXUIhUDrVvXiZjlV2D7XB9hHbB\nuUR9fWG3vvAgr+T2ijvMVESOPTx9Zyo+T4/wsHn8qnh8Zw6kbgyzrztgD/7BZA7aGbqi6DO5m4br\nZLqlvCuw830x/JvHz/yS61c3fJeK8aei3lRe+wShUur9QtON1E2wbtYu4nRC4pk8zayXK/PrleH5\nyvX5yvV54Pq8cH2NTK+Z8TUzvirjSZlGZVyVEaiCo+kq6kNL89RTf9jTvN9Rv9/R1cL+emU3XNld\nHfsr7IdEe10J1wIb70wiKfXGU9nm7LPBVtOMRodOSrxENBkJO1czWs1INROqGd+s1JWSK4efPdWL\nUL9kqheoqkwtUjqsABJJ64gOwYK4NZKGmfRyYdLEMJ24zmeG6cwwXximmeucWLPpWMw7iIZ9wc9W\n8tdUspJbqH/GjP4T8Bk7y8vdcGUuoIMULRQeg3n8Fw+fnXEtBkpispTKm+Lx9+V1WwlNJ7RHR/PO\n0b73NB889ZPD9560gq6JFJciPhlJ60yMA0lmsptwbqJ2E75daPpIcorzJcKpbnNVW4RGbfdgHkxw\n6LTAi3Ul5+Vq/1ZdoL6fJwu1PZvHn5DxilzExEmbGaoBX2Wa6cJuvZDlgmsG6uNM3ySuEY7vjP5w\nuPP4VW3HRe5Cfe2MWegPBjFuF3u/c7Bc60xRa4+2blFMbsBC/a6E+n+jPb7LZTdNd3MqCZmQqfYr\noR8JNVRhJciIz6ZcmKeF9TwzPU8Mn2bOP02cfpo4/bRwfY5MgzINucxlrObcdsFTdRXh2NA/7Th8\nf2D//YHDb470rdCeAu3Z0Z6V9hxpTgtt46gqyHvbkfP+NrTMSZV0jqTLTDorcYqk80y6DKRLjTtG\n5JhwD5Gqjcgh4Y6KOzr84vGfxbgstelQhKyERfCLeXzWkXyFtETWYSK+XFirjlETl3XkvIxc1onz\nOnJeZy5rskh9B3EPerRsdzNbiK5bXXIz/M3jf8LUFV4pLhtLvnyzztESVmP1teH/UAx/65LYiBlO\nJ/Ag9vUmQNUL9dFRvfdU33uq33iq7wPSOfQkpFNCT0q6RpZXz3pyrCeHdLHAeBeq3UrdLkgfkZ3i\nW/OkVVXg1vVNzIIK4heYvsB1hdczfBmtKebnL7CeC2JzsrmbrMedL2f8m8cXuESkmSBcENfhmkzD\nxE4nnEzU7ciumTiSDC16hP5oc3cwblldm7ffDF8Lx8oXLlM7W4JvqUpzEEpjprLhLlK4/Ch9IZz1\nxeP7v2ln/HvDl1RKx4a7eVtLBPGK36+mcd6suDDi5ILLFcSKPCXiNTK/rAyfIpc/RF5/H3n5feT8\nnJhXZVpgXpV5UauPrlbD98Gx6yrCoaV76nn4uOf97x54+mce2XeO6sURXiC8JEK3UDUTofIEb6UY\nLYou+mDrbcSYWX6MrNnCe50W4otn/dGzfPZU31v+wrdKcFjfvQ9Q/cbjo+C6ZCKZDlxW3CrWpGYw\ndV3WybygzkQuLFSsVIyqXNLKqYzXtPKSVl5zNFWjI/BgwL1mtN7scTVE4s8a/mfM8J+xWLIrc88N\nR1zO+EtlHv/i4cWZ4f9YfpyUKtkRy+JvsojfCdSV4DuHPwj+yeE/etzvAv5PA9o60g8KOZGvkbgo\n6yvMPyjzD0p4TFTvE8Elqj5RNcm+9iET9neKNeFr5Roqq8jMi+nsv2b4MsCPz/DDDxBfrZHlYbVZ\nVzP6uuivbGd8mZKxZ8LV+Pwa8D001YrUkbpe6avIWq+sdSTW3PorbmM74xeP74MdI30HVW9n/FSA\nPKu76ZrGaJXa1VtFaWOZbqP9/0OoT3nwZEPAvKFiMDbW3jIaUgt4E0dE7VyaJ1gvyvwKwyfl/IPy\n+ufKlz+H0xc1SPkGLb+HmANt5UhtRTg09O96Hj8e+O53j/z2z5447BzyWZF9QvoFmhGpKmMHgnVg\n3ca721rfQZwUSSt6jawIOkF6Fubfw/znAtnjG4+8cwTvafee9jtP+7c8IYvtCqJIUpNkHcQ6U9UQ\nlxXWSF4m0irERVhXYV4syXNFOSs8ozyr8qXMQ2XvL5wtdO1HKxHFe48/cyNOvHAz/C9Q4sgbg6rh\nltX/GY//SczjX7kl8lIpk7aYx/8o5uGkE9MSePLwvUd+5+HPAqkR1hzhktBPpoizvkbmPyTG/zvS\nfK94p7geqiela6F7p7S/MUQcRZuxiOt89Tou1uDnGoyQ9WWEH1/g938wrNOkhu1RtT2uKTyMLbnH\nkmAUK4sK9jwmwe2h3iuVFFnrVtF9GTveBDJlaxDdFjZwIWaEguGvunLGX8wONJc0y8Z+ngu2yt+q\nJfan6RtsOfxNDPWrx5vl65LRKdkoHVs12WsAGo+03vTksgf1iJj+UHaZRCJqZM2JJUammBiXxLjo\nWzl6o7U6LEoVoElKtSb8FHHXBTlN8DKQPjfkySGvIzJMyLLgtBBamgw7cDt/xxHYxCQDtIEs4PuM\n32fCQyY8KuGSqa6ZPGfcg6C9EINjViHPwnKG8Uu23MZV8KvHi+Brhz8o/ilbR9sCwfdvQwiLeYUq\nWn+1OmaapLQx08XMlOwc35a3X6uwqTYJgrg7rkFW06iPkFY1b7PhQjc4ZTCq/MYi+jTAaYCxdJn1\nq1EAjmrh/WOAYyXsKqEPdq6vgxAqCN95ePBoV9R6IuhV4TlbG6kvCXlNyDnhrgk/Jqo5kmJ80/as\nJmMRV1cIF9vcwj0YZNukNnnvcta3jkNKJ4adOGYrjcVkXKejmLr6Tkywtivcp7qzpHMVrJGKh7eu\nQrpCLI0xkrvBuFOysqcUoUypwX2zlrkkFU+FTXgq64uV83ypiQoFs1YZwy/sQLqE9ws+j/jpjD8/\nI593JrCS/wZ5fI43NJEOKzkv5HVFdSbHlTwu5MtibKmqwjUtbtfgorHcRIz1RljRMJP8RHQzq5tY\nZWZhYimSGgWC/yYOVWMbQRczzbjizxM8D8SuYg6OMYPfCX56xU9n3HTFTxM+r/gqmYBjV5XaWGtP\nQigtt32LBDt/+sNKeBeppoimFSQiTUSeMvqgLLWyJEUuGT4p5ExQowE3Z0e9eppgXVuaD4LrxBpj\nruBXq8HriqFeVljnTDdFljESp0SeInk0uZdWlYciGtGL0DqhcoL3FkUlryxOmQVm1IbCnJU1ld8z\n201UX26o2jHhPMHLGcYBGC1h+FDEVaLA97XwvnM8dsK+c3SdUHXOPP2jQ985tDHRDr0q+jmjyfgU\n+vuE/Jjwz5lwydSzQWzFFf5CNFRldQX/alUW8Zin3GEW22NImO0hQAiitAI7EY6iLA6SV8Sb0R4K\nSvPoy9obxr7zN7nAaisRBjNEEfubl9V69M25QG+n0ieiVBVCdTffr5eyaV3AfzO7C2ipxFgkXBKV\nvX0W0iV8mHHpgoyvyEuH1MGAWZfhF5nkr2T4Nw0elYm8juRpJDEYAGe0BJlGxTc1vuvw8x6f9qju\n8G4PYYeGieyvJHchugtRPIsos6wsxL+QiL5f9zFRTyvhPMOXgRSMKTcsCdkJVb4Q8oWQB6o8g65I\nyLie4t07aA6Wgan2loJ1ByRYRxy/nwnvZsvmuxmpZ9xusTbZXbRzX4qslzKfE0GEPnp2q6ePnhg8\nuveE1lM9epPoimK91De4YASJQhwi/XkhnlfSeSFfnG16MdOumQfgIEIvjlaE2gneOcQJ2SmzU66i\nDJKNh6MwZGUsRzGdAW9RLfl2RNg0EqfSI6BZrFdCpXazv6sd73vHw9GxPzjaoyccHBwd2oqNBjSL\n6RXmjF6y9bf/lJBPCfecqC4Z5oxkA0tVavSEyo7ZZvjb07tQ3DZ2xpDtIGzrgNKI6eAtDrJTxAmV\nU1IJ5rag7n7dB1PW2UbYDL+Is+RsNIkhw3WxMuHVW0vCMRjsoq5srkJJPpa5Wu0YVhcdlLpEMVsH\n3e0ILAVP4Gp7kCWA9AnnJ1y64sYX5CVYInJZbVf+BdevY/iHO/xwHtDxQvJnojo7w4yJeJ7JqxL6\nirDv0eUI8QH0EeceoXpEw5UcXsi+IXnP6mCVlYWRpfwxJW/yhv/f1l3M1JvH99bwcF4S47AgO6EO\nI1UYqP0IYULCig/JvrmvboZfP9mhMrwD9w5CwHUj/jASkgljSjXiuhF3HBl1ZmFh1ZkxLQwXZbwk\nRs0EB4fgmYMjhgr1FaGpaYt7kIS1CEti2gBJLCmahHxZiV8m0vOEVs4eijXhR8e0Ujy+FI/vqEoT\nCPHOPH4xekPkZk4Kr1m4JjWPX4xe74xeZ6vjaxH4oRh+FY0GUInwrhYed47HB8/+nad98oQnb2d6\nR4FbK1nVpPauht3Pc0ZfM7xm3EsmnDMyKz6bcQYgRAv1w6UkxjDDsJbkFCz+hsMvMTuGiWhE2Tkl\nFfHKyimtN6m/LlgJcGsFsK3bggfYxua17z3+nEu1gNt4wRSeGl+0Ycvc3M/R2NLtZAIwWu6nnyzM\nv+/dImIAMgml9FcnJMxm+EOwI9wcrWlg809Qgef/8/Vw5/HjhXw2wzXp4UScZtazI8+ZvK/RsYP5\nCPE9ou9R+Q7Ce7Q6k31r3+tgdZFFhiLNYNdNyOJrqmu3llDfC2QlLZHlujC8jOheiP1M28/Qz0g/\n4/1Cropwxebx20KxCh9t+I+Ir3DtBX+4onJB6iuuv+AfroTLhXUY0XFkGYTroJyGyGmA1yFTeZj2\nEA8e9hW+aWn2DfHQQt/gsqBJjEyXBZfEmGhZ0NeF1AW0smajLmb8EKn8wow5v4MIO+donaN2Dm8i\n8iSnzC4xiD2oXxQ+58SXbGVqXb82el3M6LUyI6+X22iWEoKrPeCHWjj0juODZ/8h0H4MhO8D8jGY\nRNeQ0WtCByP55CGRr+XrQ0YGxQ8ZN6jp1ic1OT4s2x6mkrmnVIU22uV2tPXlcN6XDCNCKPtALsFA\n5ZTOWTiv4VYCrBsD/9RNeb0Ze6kUhHDn8aV4/Gi5gtcInxN8SvApmqBm543sdT/32zqVnnmLbaYs\nhRW6WMl081oS7DijW9LSg/iE+NlarI2KLCtyHhB3tvPPL7h+JY9/Z/jTC7kxrxM1EtfZYLcXRx4F\nfajQoYflgMR3eP2Iut9C+A0antHgST4T3UqUkUVOLOJYsIehRJyGGuNGc21iMo+vCksiDivzaUKa\nQN4J+d0KDxF5ND54aiM5WHLPtv/N47+H6nvwfwLud+AqXHsGOSHVK74/k48deW5IU2D4HNDPwhIz\n13Pi9bLw+TN8/pwIQYgfADyhqahDQ7/vSR96eNchKrjSh8+pGb1XazrK84wGizklZtwY8aeFOti9\n2N17fHFUzuO9Q7w3yaiCrz8JfEH5SYUfVXhOSpai9bYZfTnrqzfVrmO0USeTRTjEQv4L0NVC3zu6\no6N/72l/E6h+V8GfVOgloZ8jOSn5quRByZ8y6XNET0ablW0slmqXbB+so+A+prv1zI1PIMKbhe/E\nCt7JlH+DKI1knEki0jqxGrlXtNTTQ81NNKO9rTeJa+dvQyzAIpdz/XWG0wyfZ/hxhj/M8GktQCZ3\nN9+tl2xJ1Zxupe2qJFo1YxWAllt4X91VBjRBmgujekXiZGpL6cXkfn7B9esn9641uYHsrTa9rgPL\nWDGfPfma0HcVjB1uPuLjE1k/ou5PoPpTCD3Zq5E43MjqzqzSvHn8ipvhbx5/o71WMRPGFb8k8Iud\n8b0jeyHtBMZsXtNnQmd0UQ251LK3M37x+NX3EH4H/s8Q30D3gq9fcP0OTS9oatAUyNERKkGjspwj\nQ1p4vXg+/QR/+PNMVVmpMnSO5rGi9w3zviN92MNvd2b4CKLmuVRtgCCfJlQVWTN+jITTQt16muBY\nKRueCJ04mjeP7xHvyc4SXIPACeVLMfp/nM1jbUafxTL6Ze9BHbyzvCRV0bZoFB4yfFR4dFarr3uh\nfvBU7wP194HwpxXyZzX6KVoUcVFyTuSrkj5l0j9K6JfIlkd0KE7LjBmeaMF6cAvv5WoG8VaF2Bp0\nPmyHeftpviT3Ksm0Tkklz5EKkGYT3XXF2FxnQzpuEte2h3Avc522M/5oSMAvV/hhgH80wA+jlTUP\n3Oa9mNRbqdqZgRf2dFCrwkS1+y2Jm9EXGTHpQPYgMZlk77zC4JHhYh2aB2f83l9w/TqG39+ogtoq\nWk0kNxD1xJpqlqViHoU0AJPHLQEfa0JuyNqhskP93s7edY/UHa5t8V2D7yvCLlCNbhNjpUXN4FXZ\nYTRXp4rThKRkD9Bo/I9V7QGqCoWyao3NFScryaQMkp2VFXOAXCO5KXjdHvEt4qMdQDeQuxiQIqvi\nrxl5TuQws+aJafIMJ8f5p0xVC4ejMg4wR2F1jlR7dB+QRytEypuY+rcjkl8DPHvYeaRzuMrhi35A\nnaFJQijCIjoLcRKWQQz/PQtThCkLowijt9r82GylvjLHMpcBZluC2tvAAAAgAElEQVSbwFOFbayP\nwHsp7MUguEpwtSCtI3WOuRe0ETO6bIKS6ark10z+KaFf8htrbetOuzEhnTfDf+MQrPZ/tGxGRN6E\nDOQgcAI5Yj0RBsGPpppbxbKDoTfvsJ0FNx2+b8FLW6mIn5kz5CzEJMQoLEmYI4yrMC5CUKXKap1v\nVakzLKqsWY2SLJDcJqkO2Yn9TUEQp29UVmnUmkf1iuxA1vLhLNl2w1QinNH+3l9y/TqGT/3VOlOR\nCMQiqbAiLAiRrRf8TLAueCReyOyBBh+eadoT/WHg+LQwDZl1dqjWjMeOXc42VL+es1qL4Q28EjEA\nUVl75U24IV9M5n2tDSftFNx+RfYjbndG9p9xa4fkCofYBrClYt1gP8gB0gD7IhwxU9HSUNMS6HHs\nsWxzp6mITs6EGPDRI0uJBd9cDHzlakTKzlTI8TqVrFuE0u4rr7AMSj4p8XNm7pOdV4HzoEyfrKtv\nWDM7n3nXK/nJNs55Lbjw+PU6rrzJoWt5WyL255ZKIRqVOGX0bF5cO7EavaqFE/94hZ/KIfiSkcmI\n76JFEasAaXLZfNz2e7R4SMfXQA3hTUDInRV5VvPcleLEqgL8oZRQX7MR3GNB52y95L+VP+rv1t/q\nnhdEHxmcCnUV2PWeYwg8dZ7l4ElLoFkduyWxX2OZE7slljmxd3CoHLva0VWepnZUlSPUDlc7Uxzu\nEtLlsi783DpbCJRLXbEumJKjt1LCfOfx/7d/9Ect8lc3fKUqhm8aKrEIJlvJUouW2kzFQOJC5gWl\nAwI+nKjbV/rDlcO7mXVJaHb4UDM9tHQp0aVEn/PbuktKlwzCp9Nt5OmWwPLZ6uVMWNfmV4NM+hJe\n+mPEjyNuPuHjFzTXeAR1EdHewD4ulrkAkZxBtEwjbqSioaaiJdDh2CEEzfQ50eZInWaq6PGrIKta\n1kjurOt+jRh6Jl8hj0ieQBdEN/iSAXLyoMTXXEJF6wcvK0ZcekmkSyasJdu9g/Ck9MF6u1/n28xU\ngFGxKFfdBR73hu8EYlTimImnTGwTKYhVIVeQ54T/YcX/FPHPCXfJ+Dnjk4X0KG/duiTfYps3nu+9\n0W/DmeG7QfEnwTdq9GlRK4UtuWQvtUiHqRmvUzN8z9eG/u2I34xt50vgcDQh0Puah7ZmoSJrjWhN\nnyu6caEfbHy11mw9LntP3wW6PtB0gaoP+M4jnUfqiFQRqWPJqJYMaqWWqHDBspB9bZzktbYR7874\nf7MMvy7s4UDCs+JYEObi8QORioVYPH6mQbEipg9X6u6V/jAQ19I11jnqtmZ5amlipFkjbYo3Pc5o\nqLZ8NTtJ1+LVS1Y2L+X8WAw/X0wVxhWj1wnCuBLmEb+e0VwTEMRFXDWB9BBKTKplFs+G03QMBDoq\nWuo3j+/ZwZvHb/NKnRxVFPyquLUgQ4Ti8r5xryLlHFLqanlG1MQ0RbMZ0AJ5UPSk5ErJYk0v8qCG\n2J0yeTKP33vF98rOwbGD16udWcPVNsJVjceuW9Lv3ujL8AWMp8kMfz4llrBpyinzVfHnRP05UX2O\nVC+J6pKoZ32rVas9IObZbw8MuqGy7oz+fvNxM4QB/FktUedAcsZt4e9ZbWyGf+/xK/6il38TPqTo\nq5X3sv3+YvgeoQ6BXVWzhJYUOlxoqULH3tW054n2NNKeJtqzt+a2mmnjShuErve0h0B7rGkOFdWx\nxh8r3C6AWxC3IrIgzhnMV9QcizorReRC7cvd3byFMX/59SsZ/u3NKDVaZBIj4c7wzeNXRGomIgOR\n0yagDGS8H2naC7ujpXK9zzStY3esWa8t1bpSL456FQNIrEq1CvUC6WyePIZytspWSonljOi2UN+Z\n11nvQv9qjqRlpEonKEYvYUSbE/g9pK4ArsvT47qCuDDD91yoaL4K9c3jK30xfDuPKz4mZFmNEbbF\nuffzm+EbFZi0lNT78hbqq5rHj4OyhlzKpkochPiq5LDF1AXn7TO7nUJvsPTuBNUJKNjwyfKhFu3K\nLdSnJL2c2zYARaOSiuEPCuOiXK+Z8TlRDUp7SrSvieaUaUuov3n8t/Z8lFKi2ufxZvjld99CAXsf\nzhkAJlT6lhiT2U5e/qw3ibFtRH0jHRm6i6/P9fcbwfT24N704DeP7x1NFdj1DbnrcV1P0+3o+x3X\nuqP+cqX+UlG33kqGJOq4Uk1CUwl176kfKuqnmvpdQ/2+xb9rkIeApNk29OTKjc9ISqUmWcj8rjWu\nuNvb8Ht79n7B9U8x1L8/45vxryg1kfXN44ciyWh33YeFpptQHXF+oW4S3d5xeFcTRyUsjjAbnj0s\nSpiT4dtniJ2xm1YgZmM7ucFsKN95fDOachy4muBGjis5jQCIj7hqxDdn6L9AOED9iHHQcqn5dODt\njC+c8V95/IoOzx7Bo3R58/hKlRJ+jbh1MU7mZuiOv7hOCcnRDvM5Qo6Ixq88/jIUKO6amUdhOglz\np/hOqRulbm1u2ttrFStt4Yqnj0bp9cGeuaw3nAzuZvibxycqcVIWEuOqnK+O80vm3ArNrPRDJg5K\nHjMyZMJcUHvwdaOSkodLd7/vzegpG0+5nICOav3skuIWcKOiFzG2Yab8oDInzHtuof4fC/M3GyqG\n/lZ22M74zjx+39XIsaM+7ukfDhyOR+a+J+wqQuOs4xaJsK6EcSJUQqiFaucIx0B4qgkfW6qPHf5j\nh7yrkNnD4kwpeMnInCwKXLCbXRcyf9NDfYD6wapO4dZJ5y+7/qkn9+JdqL+iNERW5mL4QkZRIsqM\nD5m6XXE+UjcrcZ+JqyOuNXkRq/FO4GbFTQk3e9wkuNmOP+Uesixm9FQWNeVcDL8kxXSyTH8qoAnN\nERjN6OsJ35zJfY3uK6iPmJxrsv/su5LlqhEOOE54OgINTTnj9yWn4XVL7il1SoS44qNDFvvQv2qt\n87YuG0DKNnK2YrDmEiMXw1+VZYBpVYZRGM4wVMJQWUPa/SOEByU4pe/h0Cv7R8OSqzOnOCY4z9Ze\nz4VS1uPrUH8rdXl3l9wbM/MiDFfl7BMvXnjxQhct8tBSo/erUq9KzpYm31pEmfA2b70M0rdGvz1K\n5et+iwiSEZv8CPlsFSQTBtDbffR6u5dbzfePhfqd3U4i9vAUqO5bqB8cdRWQvqF+6Ojf74jvj6wf\nHonHPa71OK94Mi6uuHHGncJbxcP3HvdQ4Z5q3McG/7sO99sd7kP91mNbhmytzYfVvobYWWYXTL63\n76E/QP8A/Tto/5o66fz1XPehfvUzZ3xXUJfKQmRhYkVIZJOfKuRxHwRf8NMleV3qOQ0avWGcRy19\n7gMyrjA6GIuSSYKwgBtBzpjSannItWT58zcexc61K5TwPjRiR6m9GDyufcDKBN7CrvBQrGPL6u8I\n9CW5V9MRWMpm5ymhfkrUiXLGL5vQ9qD5u5Hv1iXbLBkkWxup+4YFaTEjG4GrqEk5i0nq9e8sdO8F\nQmfY9Hc7+PAE9e4W3l8WeB5M1dyHvyLUL0OjEhdTKh4ynDM8Z/iSrfnR5mydmjvottCem0OOWLRx\nV4T5C5W0+7UvFVRZwA8Qg1IFrJoQ9Faqux8/Z/TfzltybyMtbcSPLdRXoQmBuqvhoUM/7OE3R/S3\n7+DpaIAiTSbYOU5wrqH3SCXWvaj3cAzwvka+b+F3PfytHXxsiwZigVKeVgjlDURMTnhXwbGF4850\nvY6PcHxvjVR/wfUrGf4NPyyccVxwjHgmAis1kaac5GvNVCkRYsQvC24WZBRkULJz5ugSpCRfrTVl\nfEz4qPjo8DHgafC1GHClz6Yv32SoMhoUdZks+auOvbcN5e5hK1RXjfZga6Fk6gp5XolpIq1X4ngi\nVTtS6ImhIXrH+ONnhtMr4zqQ/ILsMvX7wH5qCUHZ/cbTf3S0T476wRN2Dtd429XfvNQ2y+11lZE2\n4nYR/xDxT5HqGtEloS6VjdNqxIoNEcFhqjCH98ruQel3SttYb/eQlVCSortsaLwnNXDcJHZUenTw\nMcBTZe37dgGagmEXZ7DarTdlm0ye7pBMTKJzwt55eu/onKPxvnAInFVJ8vaBWjQjKVmSrnQW/vbz\n2dZebkQYX4bcQVzvGYZs7MPivd8aAidLkeTVEr55Ai0VWjeWsWnxbWVGsW+UdYVxNpbO6wBNY7vY\n6QrzCCwGc9wrPDlYSwnuYwfvd/B4gMPRvHZ9tN04VJQzgt3QajFqYi1kr6hG8rqQh4ksA7peyGON\n/jLE7q9l+F/eVsIzjhOBCxUjNTMNkbak8ZqsNClTrZGwONzkkFHgqiQVliJEMS925JkXYVkgJ6Vx\nidppQapVb7NvW2jsadQqmqCjj2SXyKKkr/zI7brfDP5CLbfEo3nOLMvCzMgsZyZaZqmKSO1KfP5M\nfP1CnC9EP8M+03zn8b6lqgK77yq6jxXNdxXVY4U/VLi+0Li2sH4z+LuzvlQrrptwhwn/OFHNE7qO\nIBO0yQxeHCIOjyOIoxFHK462Vx4OmcMx0x8yTZOpnCEXZVKqxZqIHiM8ZQs+tiTaUeA3DXxo4LGx\nNlFNYykNCcbPr6Opw65rgaBawEQbPPuqYl9V7OqKrgo0dU1VBYI4g58uK64MX0ZY8xvK7c3g7147\nsc3nzfirm/Hfs7XemIblWKfFyN/ELqbSW6S5iamG2aLEqsxhxZSiHUaDjdEkey+j0e7E2zNyXeDl\nYkJ/sfR43Ku11gmVleG+7+DDDh6PsHs04f3wDujt5zgsnPGltVPloRZUMzFF4jiT4kAca2LlTRcg\nbKyVv/z6p2D4L+XceyUwUrOUc70SFZpsPcyqNRHmiJ8ENyhcMykJ82gQyWEUhmlbG4Kqb0yLoG8c\nfeugrSzH1gLtijYLuV5Lz3axDD6pMPl//tochRbj1/tD6Ap5ySxxYUgD13jimkJRc40MccRNZ9x8\nwi1nnJtx+0wdPO2+o26U7l1L/9TQvmup37WEQ4N0bRGGl5uxv2X1bS31jHRn/OGMzhc0XUAVCaZN\npyJm9C4QxFOLpxVP5zxNreybxKFN9G2kbRKVgIuKRKWaoS902zmbR/RYhLkPZvQfOnjsYd8Zmtn3\nZmhhNfJOt5Qk6WIVk2qBunb0XaBvG/q2Le2nW6q2JThBxhkZJtw44ceZNEIYM2k05NCWwtg24u21\nk5vmXihkGlck0Qm8lf+U2/dpydCnUPT1K0Nu3o+1Kv4ifT1LKaUjBXC/Gf6mcjJnA+9PowkXxKkY\nfrbwf19B18KHHp72FqrvH6B5Av8E7Mvnnezm+clqq1WASsgxk+LKGo3nsqpnUWXRVJrC/9XXX2n4\nIvKnwH8JfF9u+3+uqv+ZiLwD/mvgz7COuX9HVV9//qd8vjOk52L4N48fiSQyEWizUqdMvUTCDH5U\nS3AUvfjlKgwXOF3gXObTRUhZOB48x6NnPXhUPS4E6t6jrUfbGW1M8VYrR/ZKcpksjlRAL/L2Hr++\ndPMy98ZfAB15zizTwjAPnKbA6wyvc+RlmjjNZ1qZaN1EJxOtn2n3mebgaaWj6TzNoac97mgOPfWx\nJxx2uL63bO1b7f4uk7ZtAvWA659xx2d8qmwzCCuuHfEP4Ao2v3KeRgKdq5hdYJFA5ZTerfQu0jmh\nccZYc2tGEtTzzePnVI7JYrmALpinf+jgcQf7vSUL/d4MzS/2/V1h9LnFvGYzQ9U52l1Fu2tpdj3t\nvqfZ7ah2PcE53GXAXQb8OZAvQr5k8jkapn7bcDeDv0PUOSkGX91RZyuQTSz07v/qXR5Uk/F41gBz\n0RGcK9PfnypTue3kawCfSCGDCbYDxGgiBZvRTxkuK7QDt/62qxHwq2xKH1qZh3ro4WEPxyPs30H7\nHvwHrOVRsmTPZvSmPgs1aM7EZWVdJubFMc0wLZF5WVjWvz52XgT+HVX9X0VkD/wvIvIPgH8T+O9V\n9T8RkX8X+PeBf+/nf8Tnu/UJ/02on1jJZJIq7ZvHB78obsrImOAarZnrCYZXOL8Kz6+8jZgd8/uG\nuDhUHb6qqHc10dfQ1Uaurj1aCzko2SeyRGvfxFel4a/W26X34f6d109zZhlWxuvI6SJ8uSY+X2Y+\nX698GV459oljn0i7hOsT7S5T94H9rqPra6ruQNXbqLsDoT/guqNl2eTO4KVklpy9O6lPSNfik4kw\nSIi4ZiTtAn4A74TgHI0LrL4iuprVVURX4XOmiY4mCk2CJmZCzLhoFZBqtlA9R0M1Nhir7LFUkXaN\nefrdHnZHqyL5I9AYbbYuKEkpUlnNZJFt2DmqY0V9bKiOPfXxQFWG9578WuNePPoK+SVZZCaOrMKt\nP/ltbNGXE97Ubd7munj8+paP0cUMPq+3ryW13MXszeAHX0aA0cMSIG60WE+R8CqJQzaPPxdPn8yz\nV5MR+JsEbbZkR5ttNBaJ0jfW+KDf2U3sH6B5B+EDcCxAhNL325+MLlgFO+MvmZQiyzgzX2G8JIbL\nwnCdmO/71f0l119p+Kr6B+APZX0Rkf8L+FPgXwX+5fLf/h7wP/BHDf8+1D//hVA/E1GUBHdnfCXM\nGT8l3ODg6khXWJ5h+ALnL/D8BX76Ap++wKqBODuUgA9C3Vf0qSW6Eou2I9oIWoGGjPpIdoslwLhV\natzdu96MX+9Cy69C/QhZM+uwMLzC6TXy5WXip9crP7zW/HSqef/Bkd47fOXpDg7ZO+r3nsOHin7X\n4+sHfP1Yhq1d/VjKhMXgv6KF2WvJL7g+gCjiV6QZ0d0J/+DR2cgwtfck50m+IvuK5BqSr3FLohqE\nMCphUKoxEVIyfvtYDHexRF2TTaNuFquMhGCc9aaHZmdM5eYR/CMmEz1aDsqNEEY7/3e1Rbvu4AmP\nFf6pxT/2hHcH/NMj4fEBCQH32aM9aJvREFGZUfV2Jr+HzaavZxFuunbfjAL6tM9Pyme44TQmyyWu\nzv620R4zLmUM3s75WvTyfGMSXI0rxaTN42/hvdxplvlg0I5HMWGQILfd89GZ4de9hUt1uYnNk3l8\nHjDywRXcqVSLGkv21YK6TEwr66RMp8TwvHB9nrg8B8bzPwF2noj8beCfB/5n4HtV/cEMQ/8gIh//\n+Hfeh/pXHOc3j2+KbxEhk97O+Ia4C0vCT4IMYnX1V5ifYfgJTj/B8yf46UfhDz+Z4WsOuKql7h3d\nY+CYWpLfod0ebUNpmpjIVST7mew8WeTt2Pitx3/bBPQbjx95U6XJMTNfF4ZT5PR54stnzw+fHP/4\ns+P3z564Njjf0h1bHnwL+4bmu5r932rZHw6Ie0DcE+LeI/7pbY17d3sXm8HfM1Pqz7YKEW0n/HK2\nJpprsKqDd2UEG6FGfYP6Brkm6xzzqriQkRwtiboKMtl53K/msHK+gWhSEX10RRLalc4v7hH8ewy9\nXLLgYUtujxbZ5grkwSHvK9yHFvmwQ94fkO8ece+fbEfZC7QZrY1sr1qZu534So35q7HdlhpDSRe2\nnZTXm+iixq8NPxeAVlpNxnDGiG1XsbLnCWsNlguaz+8MJt86o7yrgzePH5NlCKMYFDSWz2kN5e8q\niYdDgO8CfB8s1N9uonuwndNthv8IcgF3Bv9iWf6qtoRvEtTbGX8ZE/NpYfzkuPzoOP8gXJ+/jVV/\n/vrFhl/C/P8W+LeL5/82I/ZHM2R/9z/6H9/W/9I/98C/8NsW5wdCNZGbBe0i0mdyhKoVqkYIlYlD\nOicIDrLx2tOsrKNhv8dTZnhRLl+UJcPhQRnfC/MYWNeGmDuy20P1gNQeqbPJFjUr0tYGsOjEREvK\nOT5/kz1GbWPfvIsakpI0Gu5/EOV6TQzXxDgU4cXJELfrDCn2FssExbVC2AXqB6V9EtpD0X7ScDdX\nllXSirenWu+MXm2WXEEOSCrf67x5FmdRjZWxLDmohTqnTlDvDMXkys9KAquYlNZIqd2VnFLhG4kv\nYXNrxk1p92Rkc4z//ogloytw1R1g5j6E6jGvdxA4Fs/3zsF7jwYPq0fHwivvxMA3QezP92VD3tbB\njsHUZV/c6LX1Xxx6B8BRSo6gfC0v9tEu3BTHtwZDJwzvE7DEZuOgDabLEqOBlmTNRS4+3WTj1/LM\nzDWk2ryG17vafdEeLIgoVbXcwwqookmRRYyluQYk1wgt4juod+QgJMnEpCxLZh4S02nlH/6Y+T9O\nf8wKv75+keGLSMCM/r9S1b9fvvyDiHyvqj+IyG8wVfafvf7uf/i339bxx4n1zwd8O5H3C+Exou8z\nDEreC9X7QPjg8R8C/ikgjwE5Bth7E1/sIq6J+DoSQiK4SCURRQh4AjWeFkePsMfirXeI87g6EbqV\nejeTHgb0ycNFmJ3t/DGWyO2buU5FamqE5lpkmbw9V4s3AYZrNI9Y91b/jhVUR/jNnyjffZ94eooc\njit9P1PVDufEXMdaFSyxwpoMVriOsJ54U8HYiOdvawF9Af096E9lfbb4taSrM0qWVEYky4pu0c2Q\n0JcZXld4jehrgteMvhiwyZVMvFdD7Lm2QHJrDLT0Tuy2vulSY96641YC2ZA4Ua3BQcDqYH4tBfGh\nZOBCsdxAzi+kdCLHK3mZyNNKnhJ5MEPaGICuKqH8luv03Dr+hJ9Zb4ComZuU1baXckvbbP9t5NYt\nvM4lm79aa6t2tETniO3TLtsQeFPncQXTQL/hRtKGbrJoYAbNI2m9kNcX8tqQoievkNYVjS84/QGv\nrzgmnAqeDidP+CZCe0WbFa1XclhIfiW6lX+2Xvn4RiiAf/CX2PQv9fj/BfB/qup/eve1/w74N4D/\nGPjXgb//M99nV7rcvZhxYcK1E36/oI8rjAlZFR0E/84Tnhr8U417anAPNXK0/scyRqSdkWbBVTM+\nLIZxkPRm+J4KR4Ojx3FAOAKPBqyrFkI3U+1H8rGGdwEZBOdgnq2Wm2drVTTP1pRjihCSJWXDCOFi\n5dQg9vVUFTRlNMdb9XCoLMt9SPDhN8r7j4l3xfC73lPXpnZLdgbNHcsvGmcr/4wXE+PbAOubBM79\naz2B/AjyE/BsoaHM9giLoppJmkkaSeqIKtbuSw0nz3lBzwt6iXBO6DmjZ0UGbg1N1SLU4CxsdjvM\nyB8xb/2wGb6UMJ2ChlEz+FXNmirsh/li+H6y86v4YvQZVU/OZ1I6E9eBtEzEaSGOiTQUSPB95r7o\n4bnNwP3d/O16M/qqJOXu5LPghsrdTugTN8/f5CKMuVp7q1ZsTGqbyMZT8M6Imc4Vow8YLLEpN1MK\nvTECs6LrRJ7OrGNNnDxxUuIYidNIWg6E6kSoTlTVbCpOVUeo3uFqjzZXtJ7I1UgKI9EPRDcSJbH+\nQoP+JeW8fxH414D/XUT+Iban/weYwf83IvJvAf8P8Hf+6A9JN8lfYTWF0G7GH2Z74GNCUHQE/xjw\nDzXhscM/9rjHDjl2sO9hnE29thnwtccHsZZKst4Z/tceXzaP7xVfz4R2QvdXeKiR0eMXh/OQB1iG\nMjvTa7hG+/BdwVC4yTygL19zixlEdmWEItDoTMiRAA8fMo8fMo9PkeNxpe/F2ihJKZAvarvGZYbz\nAJcznF/h0pWDtdzN3F7LFdwXcM/gn+086Ea2pm85KSknYnKsaWVNsOZMTEbH1euKDhEdVosAhowO\nCrOFtbUveBGPNaUoCDg5iHn8R4GHgug5ODP8RniT7lmzGf6SC4ecm+G7iTepWrKZnHpSvhLjlXW9\nsi4Ty7yyjon1qoQSZVUOcuk+IwU/wHYq+mNjxlx0Ke9JAfPIz3j8e8PfPH6zefyyt7XZyEtS321G\ntW0qb5tRg2VFGzUP4bY/VWHOqI6ky4V48SwXZbmsLJeR5XIhTjvq3UK9W0m7hXoH7HpcEyyb2l7R\n5kyuz+RwJnkhuswqy1+f4avq/4Q96z93/Su/6Lfkm8cXYqk3L9YuazVwqfOWOnZHjzvU+GOHO+6Q\nwx45HGC/Q64T0l5wjcdVgg+Z4Fcqme9C/eqbUP8IvMO5hKtHQneFXYscK9wcCEkQD8vZPEJ2N1s8\nz3bO2w6BUrARsj0lk+Vd6jKa+m7dWdi/f1T2j4nDY2J3XOl6qGrFuQJNXWNpNj/Acwsvjc2vtRl5\nklK+KuuNteImCCesK0PpxBBmCNGIR1FJa2aN0Uhdq7LEzLIm0pzR2boX5TmWzkYZnU2paEOtZVe8\nWhGefGuK97gZfjmrH8pOV0tJcOUbI6restrFALZQX6TEyHYjFUfOEzFNrOvEvEzM02IJrMH2jtQU\nLkVluQZ/AD1wo9fyR+bRNmjdJKqLx7/H/28e/z7Uv1Kk3FLpVY+hvrtkhu+iSbVpyWOItyOIvuH9\nN49f3oeq3Zs5odGTTmfWV2V+WZlfJ6aXC9PrK+vQ075zpEdPfmfJEld3BNmjtUPbK9q05KoiVUIK\niegWVhne1Kb/quvXQe7deXwk40IBcu8jookcEr5RdHW4fUB2NW7fIfs9bveA7B9KrXNAOm9Z5Trj\nw4p3EwFrJvF1qN8VgasjwiP4FV9foO35f5l7k57Zki1N61lmthvvvuacExE3b2ZCNX+g5lX8AiQG\nDEGMEGLAAAlmNaGEGKKUEBIDkBjAtCYlBiAxR0ICgQQqJqiqKPLeGxHnfJ27797MFoNl293Picib\np0QqbrpkMttf4812W7a6d71Ldi3uviYkT0Kg5G2dK0q4QK9PvlR1JktvZW7ywIOleeo93D8Ybj2s\nPv7DdbR7pd1nNvtIu4d2q9R1RlwqbVEngx4eK3gJ8Kmy8RyKjyw3UexbwS9Bh2q4ma/9nXXOpFmI\nE8yz9RAYp8Q0O9Ks5CWjSypzJs9KXozkMu3LZi4NJMIG8hrQu8ME/n7V+N6Efu+LPy1X1TmVgNbF\nHM9mkfjxKvRiITVVIeeFFGeWZWGeFsZpYRwSY29c9FoAF1JZQDwfQB+5iS3cDG7W66FV2/tYffyv\n0fhNttqFDbDJRegXy/H7Uh6vtb2O85by0225VxcfH9P4movgOwsQH5XlJTI/jYxPZ/qnlv6pZT63\npH5HXnYgO1y9Ixw2JNlZDrU9k+uKXDsTej8RXc8i/q9O48urOXEAACAASURBVP+VPNKtxjefx7Vq\nteMho5uM7hWSIFsPmwbZbpHNHtncIdtH2LxDtidkI7g246pICCPBV1TlGwyEL4J7hxtTf8ZXR2Sz\nxe9bcjJCkOyNE670pLj0f++Hq+DHXIJ/6+wtkJe8QVuX4tPvi49/9wjf/gq+/Q5CkwltKpTNmapN\nhDrixF19/N5ZDunFwUcH3zv4Ua5qaLlZx3LtixpqotmhzbJSDkEFeVTSkFjGzDIK4+gYx8gwCrGU\nwuakaJlzsp+tb4u6pOeCabW0Ctka0LtzRfBX4S+BjyWZ2lzJL2otGp+b4F6Boq7smgXfnnMiJrNK\npjkxjol+yPQdxNrkRpz599UW0h3oOyzLcIPOu6zXuS2f5wsff4Xxrn+6RvZvffw2279vFDalBmHr\nYHT2cTSYy+Eoh+Qq+Aeugh8UJNspEQUmQbtIOkbi88D0MTD8EOh/CJx/DEzHBl0+AO9xtcfv99TL\nlizv0OY92pzRxpGrXIJ7PdGdCr/F1z1+eY2PfQGyvnrLdVOrWL6kqc1WbvfQGKJJ2vfItjKhrxd8\nPeFDT3BW4KEG3cHfmPqrxreo/ojUL7jNDlJbUBnmNGowNKUsJbjXwVBfBX9Otp/XVPLMVbEdIoQ9\n7G+i+odH+OY7+NN/iZIPSkgoYemQruHphPkVgxot1IsaKeTvMnyvF7Tn9UVv1oGbunH9vIa8htwr\nqVdiiV1MvcUN+97SzrdycjukQF3druDzA8TWtCuPUHpzleGuY+/tc82YwA9l0/9E4+drqu+SchYT\nwKzWEjpaEdZYajG63vLprty6UJk7ddH4B36a378BWd1qfKnM1Of3BPduo/qrad8n+9m2/H7A5JlN\neV+YxZfqG8FvKD6+Fo1fXmgC7SGdRpYXmD8K4/fQ/xa638L4Whm1W+0J+z31O4hxQ3aP0Pwa2hNa\nZ3I9k6qe5N+IrvlrqPFvcrlri+BL94ub7H/OSsyJOC/EOBLHjugaoq9YnOf88czb25lu6llkwm0j\nm3fKw+TIi/L4XebuYWa37Wj9G1V8wncNvHhk/BG6T9C/QHcyCRhmw1ZPXNBhGgtoJV9RopS3K+WG\nNZTgNVbI8rjA/QT7ATad1a9XbyDP9lnVQRYt64yKs3vQgXxSOBWr1wNbQd4525SLN0DI4kvDdH9d\nhzXSVEZT0mkN5hAfkx0yEs1GXpLtUI1mlq7fB1dYUAac2lOvkWq3FrwYk5gJTVYz4yWjUYzX7i2Z\n7XxKcMrIMRvP3aCXgvoLRfaXqrWyxhmuN8hvVapYV69GgwFnGrXKv2oC31s8UzaYxN4K+hfIPvry\nRF5gI8hDiew19jx1VCsfjsrjokxRidHiHXfYWbct372Wt34uNy87IEjpcy9UO8hrH7+VD8BT/HtK\nT+6Cz+kM6RhKRWR1AU1l/DSj/chyPDM8HZH9M6mpmXxgPHWcv39i+vRKfj3jzgPNNLNP6279yx+/\nuOB/JvBfDEWZU2RcJoY0MOaaMQWGLIwpMx57ppcj09ixyIjbLmw/qHWIyfDwIXH3OLHbntn4V+rY\n4HvgOcL0BMMP0D/B8GaC389GMzNiwj/bAaClOGVlhFkF/jZQvArLncL7CA8THHrYnqF+K9Hmxr7v\n1ZxcP2ouZGJMZQOcQaJlF2Rvt0m2YmCAWJhTL6Nce1e0mPBZi+haClhksmCfTJBnZJqs+k1Sqc7n\nUnm4KiMwQ6QSc328L+Wtq+DX5ftLio4WsddOCkgIULG6iiGjQ0YGhdE64wCfO9Or0K83NhVBKILf\nlPtPAQ81znzsZrn2z3OlFHglQPqcvuc6ZBA7QL0z9hHnrI/VvcOPSjMo2zFzN2TmQUljRoZMnfQz\ng2rlkVowNwABvCC14Buh2gj1XtBDiYF8ucHX9CZq2ddV8Ker0McC6AlLhH4gvp0Zt6+kpmISoUuZ\nuRvof/eR8cdn0ssb/tzTjhM5Jb4Oqf+HEPx1p315AABZlWVO9OPMceo5j57TCKcpcxoX8jSazTp2\nICN+G9l6ZXtwVMD+kLm7G9lvz2xCRR0F3y2W5ppfYXiC8RnGt9LydTKNPxTsS+ljlovWz9n2zooH\nqb+YKwys8yHC4yr4J/NSfOFz06yX58olg5ezkkuKziWx4pgkaBDcXvAbMURbam3E9rpOG7v2BUFU\nyfVNrWa1KIQOcT2Se2TpTCsXf0aKHXOxtG8evjxlcGa6fqbxG8AbskznXAplpBCVYDGaJSGxBLFi\nRmLZ7Ovpd6vx++vekGQHYBhNCFYevpVXsioav1kshhm6cihJeV9fFPB8VkylRTV7h+y8NbFTO638\nCM0psTtl5mMin5IdflHZjmpQACmQgHKIz+tTCxAEXzmqVmi2jrQT8l3BOES93IfrGlufzMJZBb8u\nALJULCOZF+hH4tuZVFdMTpCYkHEiDhPx4wvLpxfS8xF36mjHCR/ThSbwL3v8YQTffzGvv0owp0g/\nzRxPAy8n4eWUeT4tvJxHPAutTDRupHEj7Xah2Wca56whYZPY1hPbpmPjhTomfDcgy8nyddMRpjeY\nj9bneZot5XSr8VdtX9LRt4Lf8lNKtjuFd6vGH2BzslJ6X2GStboPUY1cpiACczElfCX4VdIqQTbO\nut+GUiGSd5C2Zd5dZxcKMm0NnK2+tIBmhCPkI8wVjIKcMhLmCwsPXM382/Wt4K8afxV8aTCBmk2T\n66AlFVjWs3nrIplLBUThBJP1u18Ff+RqOikXjR8Gg9GSyvtxpc7elThhvNH4WMyMip8P6q2CX5sJ\nI7VH64BUHsrsZ2ieE9uXSKrsIKmS0o7CoYRhVstvJf9cBT+KwcrrSqgbR7txxL1DDyXwOWajLlIp\nuAaM02zEEJJF41cTxNXKySCqpGUh9iPxeLZuOymTxpl07tFpRl5P1hL79YQ/9/hxpk35q0XyDyP4\nq9Cv1+syKnNK9OPE21F4esl8fF744Xnk40vPps7c7Rbud0Y5td1GtjvlbufYN9BoptGJBqHRSJ1G\nfHeC8zMso0Xtls6iXXNnDAxzMm1/Y+rnv8DUb7EszS1M/S7DXfHxD70VXTXFEievVoSSZyEtSloZ\nX2YMR37ATMODwMbj9g49eGO8yK1FtfIB8p39cb6zIdVVFYVVJRU/NiezDpbKNP05Gd40DIjIZ379\nl2uPadefaPwVlDKraflRDe13FPLR+Puth10JZlUZqdSu15Pzy7wZXKwA+cLUd8k0bOWvnk3IGAPO\nWD5ywf4Q+Gm08vZ6L8hBUO+RrUf3FbK3opkwQ72JbEvAOURox8y+ygxS4pRlHjEtP5d1FKi80NZC\n2ziWjSftHPngLdvhC1qvmPdEsYPgXFy8LzR+TuYaCso4RxN8EaaUmaaZ8dwzvR5xS6Q+D1Rdb/O5\npx4nqvjX2dS/fdweAGDNHFOkG+B4yjw9zXz/48hvvq/47Y+B+wPM3yjeK5u94rbK5oPy+MFxvxXC\nmKnGiTBGwjRQjR4/emskGBermolz6U+8rs3UXzV+XszyuFSlYRti1fh7DLH6WOY7hV2E/QS73vpr\n1jebcj1U0qSkUYiTEidYRkW2Dv3GPrtsHBIcee/x3wR4X4G2oDvQO9CHMh5LKHsFq3MFra8kHSld\nND3njLxZ2a4Es41XQb+Ns96uLz5++Fzj05j1svr4+ibkJ0GfhPwxQy/IVnEbha0WIIsiW7Wddmvq\nw2d5tFXwQykQSqn8izNYtHOldmCxj+lX5OTqLqxCrvDTVIXAxiHe2Rf0GOBDBe9rKz2uDbZdJdiM\nmfnsWCrr9XASS7i8iSmCsbz9M1bKW3thUxnj07x1xJ0n3wWDNFPSm4OaRC/lFDkLctJrcG/i0gFN\nshlJcVmY+oGYEsM40Z07znVN19RUKbGbZrbTgp9n2mmmnRZ2KfGVlHt/IMH/UusXtaNF8Psx83Za\neHp2/PCD8Od/7vjnvxE+fHA479jtPQ/icDvH9oPn8U8d7/aCvCXcW0SOudBIZVyX7ZtbSqj+hszx\nMv4FNf4D8B74gAl+GwuOu79Gn8Oathkgl5EGS68tgw25Kx9/K8ij4IJD9x79xsOvA8bUW3JDevOq\n+h6rPZUrCuWyLputvwo92wGaExKq0oTzKuTrWK+DfO7j/yS4N4ImtbjISU3ofwf6W9AzuDs7p7gD\nvSsm/npqFpOemc8PgWBr11k4RmdLSCjmilPcpkvH3MwFSSnr3rqNoH45b9bgnjeW28cKvqvhj4vg\nYz59O2TyyZNfErky7f6kdtBELVa7XgW/EmETYFcJU9H4ce/RO2/YhgUT+uC5oPaKxud8PejUKKbt\n8FMz9cc5QsrEcWb0jpNzvDnHm3c0quSU8TnT5oxPNu9T5uvItX8hwZ9vSwV/xgeTsl46WE7KfExM\nbyUG9wLjCwzPMNWBZajIEUQcofLU24rNfcXuzmGUOIudrGM06XN2lGouQallZcnVC2PuPMI8FINg\nKX54CcZZgEnwTqid0Dph64S9c9w54b7G2kKv0N1ajPOtHGqaC3R2VGtwcc7Mnc2SleZBSd31y7d0\nmhRffT0Rf2b+jIrrZhaBkJGtHYxu5/AHR7jzhHtP9RDIVSwNfRXNkAp4J+dVQUqh7hKCF3JwaC0W\nWq+0AHFW/71ELJMFrlZmG1kZbybIY4GyZlhLan9SWJNAijqVNbWauHEFBQp5qJXAlei8L5pVsZv3\nZQpFFakbY2DaNrCv4a6BhxoeG2vAcRrhFODo4SjwBrxl8jEzJaVPRhAT1oxoUuuijJDEiE5SqMhV\nhdY12lSGR6kWM0t0geSuGIfODi23GIDRO6yUelNuaYA6Z0LO1tcxcen7sJKMrlZbpdeK5LUR0Nc8\nfhHBP//Tm4vM2kX6KvRljD3M30P+CO4FqhNsRoP03yvc4TgQ2NKU3rMNgRahsSS4n81ZapcCqSu7\nTxbykEnryGVMmTRmzr3S9QYWGUeD7KZoN1kAFxy+CVYY1ARCE6hqT90E6tYiuqEVfCu4VpAyaIT0\ntrDUC6OLDCwMMdLPC4NbcBk2i7IZM6nL6DHhnoVwKGp3beejNVavX+xNXUySVmaX28BeJaAJyZ/w\n4ZWw7ageZtI3GV08SEM8QZozabJ67jSVMZuG3klg6wLRV+QQkKoiVMECY5uM7Bf0Plq15LLgkpX9\nyjFfwDLaAt4sJxnKhq1vrIcSN1jpsS58B+XwoJi+lIOEKiC+QpoaGpulqY0LLPiLkF/zpzfrX9Xw\nbQ3varirjQesrq+nUTOYn3bfmwsweYvkeUUmxU2KHzNhUqpJqadMPSoBoaKiKvvQs8HRIutNyAOk\n0eiHlsFaWY9q5ZyT9UKQCsvktKB3AtHM/maG7azEucSD5tLqezZc1D1mba7I4LaEUvxNzOz3PX4Z\nwf8nNxer4OtV6KWMcYT5E+RPIKvgD4aKe1C4x7GnKoK/oWaLZ4tb6YjDDdNjumF79DP5HIkSWXJi\nmRNLisau2mVOnZGkDoOV4y5zEfz1ZK08blPhdzVhX1PtGupdTbOvqTeBUIu1SmocvhZc4wxQUwmp\nnpj9yKgjXRo5TyPnHs6ScDmzX0pb6bOx4oS90VoZXdQIqTehT5TAw4LRz1bXGtGGMosJnss4fcOF\nI2F7pr6f0CUjziNtw3QUpi6xnBNzl5i6xCTClBJZlVECi2vIvkV8QwgtTdVA3SKbBd1PyDjBPOLy\nRJYRV2X0ZCfl6nGoFK1duojTWGbAlZmm7AOxfXDpV3BjOayD4HGhRdoNst/Czih+Zbc1eOFF6Iuq\nv73+UF98ehP86ir4RGjOsGvhsTKChezMCmkTcs7W1fecCF2mOmfTsnMi4KgIReh3eHYFLboDNqCl\nQ2vsDJo9qVX3DGKtvZ3Y2eOMbMQ7C85WCk2vbHoh9wo9+A6qXi8gpgPG1r3XG8HXL6rpfs8h8Mtr\nfL0GMNaZMs8TLK+QX68avx1M4z9gGn9PYEtNy4aKHYGDVeFJAD9ZkrcthfVU5WeB7BZiWpjnhdlF\nxgzzpEydcDop5wn6yVL782Kw1lyyIxIcflPh7xrCw4bqYUN1v6F+aKl3Nb5y+NrhK2eHRO2QEhpP\nvmOhY4gd3eQ59nCsEm8iuAxxsUCZdJlwFJoN5BrbsGmyTRMppvRSNEihWt6J4dS3Zd5Z/klqRXJv\nkOZtjz5MIBnXOPy+hVdHfIvoa2R+jfQidDHSTZklQpSAugZxG6qwowlbYrVD662BgfY9LL1hlEVw\nVTJiiNONtv6Z2VkDYTNpk5m5UPx0LQIfr4GulRQzL+DagPoG1+6R/QH3cICHO+ThAJuGS5dNynx7\n/VDDfQUP1Y3gr/WzEerWXIDJFYSfWs3DbkFeI+414V8EHxJBoV6Uphc8jpqKQEtgh+OuQMTvS1D2\nDVIo6MsM02IbrHdWit6C1GYl0opdt4IEoXlT8lHhCO6oBAeNCttFCcA2m8Bv1dZr49/PBPqvk+CL\n3oz8+fWywHyGdLY8Z3W+Cv6it4K/avwdfiXbkNpyQXVpHS2jJdPrABtPzjNx8iydYxQYcmaYEkMn\nnM7GiNzP9t1cGkGspv6q8Q8t4d2W8GFH9c2e+sOOet/ggscHV2aPlIF3JD0yx5px9HQ9nE6J1zDz\nLILPFmtwYyZ00BxhWyspFJ95GS0FtGR7U3EygVtO0PpCYYXNa3K59LJ2uuDDjG7N4ZY64/ee8NgQ\nXxzDp5lcC4tAH5XjmHk7wxQFFY+4huC3tP7AtjqQqoMRgMpor1/YfQnZUoVbZ3xVpbU25yJ7o1m8\n2lms0i1ANnc8Y7EQXYE48XPhv4yZQpfeQrvD7e/Rx0fkm0f0wyOyK03uLr0Dbw+BbJx3+8J9d6i+\nEPzZ8q+7YlV5tYT6znK08tFZxyIvVlm8KFWfqR143MXU92zxHHA8ILwDDpCNI8/KlBczJ8dgkX21\nQ9DVwE6Qu5vRCs2TwnPGNQW8lGG7KFNvGaNGCmmvXjkC/tqZ+qcbU3/tmya363KdSqAtl+aX1Wg+\nfjR4Ofef+fgbavYE7nA8muCHwXaXDBhzQyjYdo8unngW5hpGl+lTppsjXSecTpbqHqLhK+Zowf9b\nH9+tGv/9jupXB+pf3VH/0YH6boP4gHMe5wPiPc7ZrOJJqWGePWMP3SlxbCdeqsCTc/hsTR6rUam7\nzKZWZpfJiGmfuQj92jZ76a7dHjbOcoolFWkwMi55Ocngg8IWXKP4g5KTJyXH/MnjGyE7YU5YFuWc\neArCMIFIILiGxm/ZhgP78ECsHtH6EUKP5FCwvVYhKPsBvXPoCfIL6DOG6htLdqQ3K07XdGDZnM6V\nHVii9p+1JisjlVnVND7tDg73yLsP6LffIH/0Ddxtb4T+JoG/rttglNa3c10ZSEEmaIL59O5G6B+t\nRFM2zrgfVqEfMvXRUTspPn74TOM7HhEKU646ywkv0SLHU184vI0DAgzu6/aCvhPkg+A+ONxeYJfx\njaPymUZLNrpXqwRN1/BOla8wiSobjONrHr+4xl+F3lEE/2bO2e5Rjpa2qaKVQmq0/7u7+PhXU9+v\n9fay9nGqr5o+uZIIFvIgpFeYa2V0iT5HzpPj1Fljji5bk8exZP5ivgq+VL6Y+i3h3Ybq2wPVn9xT\n/+kD9f0WXEAkIFIhl3VA8eTJs3RGg9ztJk5Nz2tV8SRXDdKOmU1n3H+LiqH6BjHK5mkpXGDOgk6T\nNz90Kyb0M1xo1gpbDrXYIVQFxBnLbvAV6gLZB8bdcmlwOY+Z/hQ5vjievXAGggQaqdm6LQd/YK4e\nSPU7tP6AhaRBQi4RqBGmGhlN8DXYoZNH0GMR/AHSawn4rT69s7CMFmCQei4BvdL1+yL0aQHNHkKL\ntDvkcE9+fI988y38+o+s99xnZPs3KSOS1RZfRnVduwA6mPq8CP2K8RiQuUG84BT8pPg+U71lqjrR\nfKbxVx9/Ffz3wLuS7VgsuDf3MDdXjV8XPEUl6B54FPQ7B78W9EFwtaNymUbF7kOv5KOQKr1gGW4x\nGF6vUI6vefwigt/9U1ihmbfgESn3e71WLPWZy/VaFLGuD+LYS2ArV1M/rDX3sjEtf60BLS9qdyKf\nIW4zc52YfGTIC93sOfXC8QxnsZTrJOZWrBkhB/jK47cV4a4xU/+7PfUf31H/y4/Ujzv0eubevH4F\n2ZM6ZTlGxpeJftdzak+8VoFnJ4RcXMlR2Xu1QyeVuOQZmGKpa+cCK76s99yY91yFvsX8xc0GqVtc\nu4HNxlyDjUPahm7r8UnJY2Y5J/pnz6l1PAfhJEorgZ1rOPgNg98z+3tieIdW34BvLcneLLAMSOwg\nBqsYPJeYzQi82SGgyWKR6WgJFsQEXoIJvbam4SX/jIlfhD4VjS++McHf3yOP79Bvv4Nf/xre3VvQ\nQG+rc65rveQNv8wjBpC+MGrGmxvc243MNZIVtyi+y4RjJuwTdWOpXS+OWioCDaGY+qIPiL5H9UP5\nAAMG3jjB1CBjQAcpu9I0PjsxOrPvBP7EwQchrPX7izON9CZWLXS7tW8fa3b1r5Pg7/7m37isHQlh\nwRERIo7lMqtaxLTSQtf2xbz7Vtm/U7b3mWafqTcJX0WcuzBW8HnN5zoGXJgI7UJ9SDSPyuZbiKMj\npwq5EwKOGkdTkjIWn3V0OL774zvef7vj4aFmvxM21UKlPW72aDehKaApQKwua02BvHjy755wzy/U\n3Ylt7LgLE9M2kt4pfrJYU9NYWmdx5nI8TWb9SCmuk/k6XAF6yFLy3h3I0Qwd8eWoiyB7xe0V2SXj\nzZfF4g6Nw5OoxVpoHXziMWSmKhMrtd54RO7miW03EF7P6MeGuQl03rHUHSLWBs1Jh2NEJOLISBCk\n9cjBGzvy4HFLwKs38EzI6CaxbCKxTYiLsCSkSyiZfC5uwWh+fV7xFEDAmptWKIrVAjiSUZezggZK\nyyote6Bc5+hJMZTZRo6BFD3ogPdPOP8J75/x7g3nz3g/4GTGzYmAUteO9hDYvRNSH8ixwfkd+/c1\n263QSKQae/zrK/yuRucFfvgIb6/IXPgQt4sxSidnlELvitAHsVhOBzwVfMlHRZ8UfTUSVO3VQGbF\nuhNfEJUGb7jttXJ93AbVv3j8IoJ/+Nt/67IWJoQBYcCVWXS0og7NLNkCGUs27Rfz1fTefAv798ru\nPrM5JOpNItRlA30m9OtYyeJ7XJgJ25n6LtK+y6RJ0OwQHwjvPA2BDRVbAnsCAxUDgZ6KD982fPiu\n5fGx5m4H22qm1g43JZAenTx5DuTJo1Mgz548BfLkyE8vuKcXmvMbu9ix+BHdLfj3ChPsnCljcZbx\nOWd764NlIc2sm0tWcsHaNBdckhutom2lc3ZafjeCf1DcVFqHE3FhwTcOr4KXVfAX7nxkCokcFFdB\nF5RHjTzME9tzT/VyJNfe4KsxU296Qv2Kr46EuiPUI76arWdBJbCpkIMxJGsqObvQQNuQdSG76WbM\npGUipwlN2QKAvVnf6yZf43QBqG8Km91PBL/0tdbh5kkMMplGzzI65tGzjL7MjmX0oBNV9UJdv1LV\nZa5OUPe4MOFmO2yaxjoh5ffGWiRBcWzYPTRsd0LrFhP8lzdEQd86a/f09mzFYa5HdjN8UBP6Kliq\naoc55hE4q9nsHegPSn5S8ouST2pZ3VHNDabUUJSMpF87B624iPXxhxb8/d/6m5e10CGcbOgRsc7o\nCBOaF1KyVFqMhSmmzDFB+17Zvs9sHzLtvtBYVRFxC2aU/5zGN74UCQu+jdSHQjaZQJzH1xV1By0N\nWxp21Iw0TDfzw6Pn4cHx8ODZbykaPyPTiEZrApF7R+o9ufeXOfaO3B1x5yNNd2KXejRMuF2k1kye\nS3Cm4BjmZBp/WoxHw0cT9rDYOix27RMXlmrfWWTcK5eOym6AMCshZQKJECKhdchWimuVaUrTzDuf\nSD4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nTeCbBpoW6saq4KoKlRFNQp6U3GdSFUun7lXj1ygNKltUSs9qaQt0rDLL6NLQyQ4A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\nd4C/W0T+DhFpgT8L/OVn+u6vFREZ6yqNiGyAfxT4Xz/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image = np.random.rand(30, 30)\n", "plt.imshow(image, cmap=plt.cm.hot)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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+4yM3f3bH/cfPEzNflX054BKRvwv8D/DYGviPvvD/3wX+F+AldQjef6SqH/+q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\nkOqkjJyB5zpRQf2c5+t1ZHSH1gutK3TO6lDlAvKpED5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(image, cmap=plt.cm.hot)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Yet Another Plots" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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lv/+ePVLCGD9eRpIQad2338q5sdq15cp7S5fczp6Vy++aN5eSuVYPiJI2WGWJ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\nrnfGkzz/BnSuZTcvFPVNxOQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Regular Plots\n", "n = 256\n", "X = np.linspace(-np.pi, np.pi, n, endpoint=True)\n", "Y = np.sin(2 * X)\n", "\n", "plt.axes([0.025, 0.025, 0.95, 0.95])\n", "\n", "plt.plot(X, Y + 1, color='blue', alpha=1.00)\n", "plt.fill_between(X, 1, Y + 1, color='blue', alpha=.25)\n", "\n", "plt.plot(X, Y - 1, color='blue', alpha=1.00)\n", "plt.fill_between(X, -1, Y - 1, (Y - 1) > -1, color='blue', alpha=.25)\n", "plt.fill_between(X, -1, Y - 1, (Y - 1) < -1, color='red', alpha=.25)\n", "\n", "plt.xlim(-np.pi, np.pi)\n", "plt.xticks(())\n", "plt.ylim(-2.5, 2.5)\n", "plt.yticks(())\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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S3smRCzt5r6SAh558dtQXrnRycmL+wiUoFCo6sj4iIqr/c59Zoic4asFtHt3Q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99K6urqcDgdzMoL5gf8ddL3/49q8VWUlxNttRI8SW+CWqFgtpcXxfv3T8naSUxM5DfvvstzP/sZ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\n/AsQuCXA9j3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Mzqgj5A9Rc6oWhVf5lbk+rxRX3bBQEORAJBHxJpoaGymYRjvq8Pm45TP9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ZJSqptbUchkTJmQQmZm5oiJWkVFBa98thlbTCItzS2ctVvp7WpBcvedaJNTcLhd+AQBn8mE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kLE0HePjhwTOAuro6duw4zLETpXh9AiFmHUuXTGL69KkjYucBPbV4jeI9nI52NNqBjCy9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\nPf0Xer+LKIo9dkUPr11OalERew+eoLJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scaller Plot\n", "n = 1024\n", "X = np.random.normal(0, 1, n)\n", "Y = np.random.normal(0, 1, n)\n", "T = np.arctan2(Y, X)\n", "\n", "plt.axes([0.025, 0.025, 0.95, 0.95])\n", "plt.scatter(X, Y, s=75, c=T, alpha=.5)\n", "\n", "plt.xlim(-1.5, 1.5)\n", "plt.xticks(())\n", "plt.ylim(-1.5, 1.5)\n", "plt.yticks(())\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bar plots\n", "n = 12\n", "X = np.arange(n)\n", "Y1 = (1 - X / float(n)) * np.random.uniform(0.5, 1.0, n)\n", "Y2 = (1 - X / float(n)) * np.random.uniform(0.5, 1.0, n)\n", "\n", "plt.axes([0.025, 0.025, 0.95, 0.95])\n", "plt.bar(X, +Y1, facecolor='#9999ff', edgecolor='white')\n", "plt.bar(X, -Y2, facecolor='#ff9999', edgecolor='white')\n", "\n", "for x, y in zip(X, Y1):\n", " plt.text(x + 0.4, y + 0.05, '%.2f' % y, ha='center', va= 'bottom')\n", "\n", "for x, y in zip(X, Y2):\n", " plt.text(x + 0.4, -y - 0.05, '%.2f' % y, ha='center', va= 'top')\n", "\n", "plt.xlim(-.5, n)\n", "plt.xticks(())\n", "plt.ylim(-1.25, 1.25)\n", "plt.yticks(())\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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J7c6dXRprSlQy39XbO3wFJ0nQmdj41ZGdnDtR67T9Qs0mB7Ou301khJ4PP7kc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\njkWzy8Wvt5TRpug887088mNC/TKOkazbrVDX62Kf3cm+Xhe7d9VS59b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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Contour plots\n", "def f(x,y):\n", " return (1 - x / 2 + x**5 + y**3) * np.exp(-x**2 -y**2)\n", "\n", "n = 256\n", "x = np.linspace(-3, 3, n)\n", "y = np.linspace(-3, 3, n)\n", "X,Y = np.meshgrid(x, y)\n", "\n", "plt.axes([0.025, 0.025, 0.95, 0.95])\n", "\n", "plt.contourf(X, Y, f(X, Y), 8, alpha=.75, cmap=plt.cm.hot)\n", "C = plt.contour(X, Y, f(X, Y), 8, colors='black', linewidth=.5)\n", "plt.clabel(C, inline=1, fontsize=10)\n", "\n", "plt.xticks(())\n", "plt.yticks(())\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Imshow\n", "def f(x, y):\n", " return (1 - x / 2 + x ** 5 + y ** 3 ) * np.exp(-x ** 2 - y ** 2)\n", "\n", "n = 10\n", "x = np.linspace(-3, 3, 3.5 * n)\n", "y = np.linspace(-3, 3, 3.0 * n)\n", "X, Y = np.meshgrid(x, y)\n", "Z = f(X, Y)\n", "\n", "plt.axes([0.025, 0.025, 0.95, 0.95])\n", "plt.imshow(Z, interpolation='nearest', cmap='bone', origin='lower')\n", "plt.colorbar(shrink=.92)\n", "\n", "plt.xticks(())\n", "plt.yticks(())\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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eTf/7VA0girE0E6ZPn16RRu3IkSOxfPlyv2EY92itD5qm+ZF169a1NzU1VeLy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\n0dHR8Un+H8yOdke8xJ34AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pie charts\n", "n = 20\n", "Z = np.ones(n)\n", "Z[-1] *= 2\n", "\n", "plt.axes([0.025, 0.025, 0.95, 0.95])\n", "\n", "plt.pie(Z, explode=Z*.05, colors = ['%f' % (i/float(n)) for i in range(n)])\n", "plt.axis('equal')\n", "plt.xticks(())\n", "plt.yticks()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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j5vRNbFilZf3qe2lGU/0HdsTXL/0DsHIZ8NsA1o/aQJXyVXAo44B7b/dcVVLj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\n1KyhzVsCpX0JRr6Kwfe3cHp27SNznk+jo6ODsco8fY7j5rm7NG3UTOZ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05w5GVaqw5cAB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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Quiver Plots\n", "n = 8\n", "X, Y = np.mgrid[0:n, 0:n]\n", "T = np.arctan2(Y - n / 2., X - n/2.)\n", "R = 10 + np.sqrt((Y - n / 2.0) ** 2 + (X - n / 2.0) ** 2)\n", "U, V = R * np.cos(T), R * np.sin(T)\n", "\n", "plt.axes([0.025, 0.025, 0.95, 0.95])\n", "plt.quiver(X, Y, U, V, R, alpha=.5)\n", "plt.quiver(X, Y, U, V, edgecolor='k', facecolor='None', linewidth=.5)\n", "\n", "plt.xlim(-1, n)\n", "plt.xticks(())\n", "plt.ylim(-1, n)\n", "plt.yticks(())\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grids\n", "ax = plt.axes([0.025, 0.025, 0.95, 0.95])\n", "\n", "ax.set_xlim(0,4)\n", "ax.set_ylim(0,3)\n", "ax.xaxis.set_major_locator(plt.MultipleLocator(1.0))\n", "ax.xaxis.set_minor_locator(plt.MultipleLocator(0.1))\n", "ax.yaxis.set_major_locator(plt.MultipleLocator(1.0))\n", "ax.yaxis.set_minor_locator(plt.MultipleLocator(0.1))\n", "ax.grid(which='major', axis='x', linewidth=0.75, linestyle='-', color='0.75')\n", "ax.grid(which='minor', axis='x', linewidth=0.25, linestyle='-', color='0.75')\n", "ax.grid(which='major', axis='y', linewidth=0.75, linestyle='-', color='0.75')\n", "ax.grid(which='minor', axis='y', linewidth=0.25, linestyle='-', color='0.75')\n", "ax.set_xticklabels([])\n", "ax.set_yticklabels([])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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PmQfaUN869Noyq43us/fv9yeAzR78/UmLY6G4qnnQ464G4uPjEe2nLyxvOXv2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y9JLU/8drkB9U134hU0TVB8qxlhAYNR3MCCXjwG8xbej8bGRhw69S1mP5hgs5vaEaUFDRjkQ8Dl\n2P5aKLVGCIO6ptnLGjp2LBwu1aO/yxoOm42oyEhUqdUIEgotgWcAGC2R4Obhw2hr65lh5HA4WPnE\nE8iiKEit6oLs0aBQdEnTyzQaxHhhOmdfESwSYWpcHB6NicGg4mKcffdd/HXLFvy8dy8aGxsdnuut\n5mwzO3bsUCiVyp1Mj3d1dSdzcnJ83NkCusu0adPAdtL41xcUFxejubkZqYnTcM0D41RomsaVM4U4\n/O8DWJCkxbyJtgW/rAkK4EKp7jC81/PaLS0VBEBZoRQiThS0dAButURgxcOPg6Zp/GfXF0ifY799\nwhGlV0qRFGg/w6bQGCEKsZ36Z9vp77ImPjoaFSYT+DweKK3W4koIuFwkEoLTR47YPC84OBiLHLRf\nWCPgcnGz9o6GVbBIhAFBnleNZMrxoiKUdAbYe4OlgDE+3mEBo5kaB5nCvqClpQW5ubk8ACeZnuOS\n8SGEaAQCweWDBw+6vLh7jalTpyIxMRHTp85BYZauV5kvhVyDPV+eRsOF89gw3xdDBjAzDCmJYviJ\nOupaZkwItej1VJe1gmgDERASj8M5wMrHnoNQKMTBI/shimhEUirz0cBmdFoDGm/VYFC4fZ0ihc4E\nUXBX4zMwosNFNMtqOCI6KAiNbDZ0NA0xh2MJPANAmkSCnGPH7MY2Ro4ahbhZs5BZ7TgJIObzMWXg\nQOzNzb0rCvkyYmMxyMPiYNYFjCl1dbjeWcC45/vvUd0ZHzt06JBHr+mMffv2QSAQXLan12wLl/dl\nMpls6w8//OC94T8A8vLyzPUDXkcsFmPC6AW4dLLCrfNLb9dj53v7MYRdg4fnhcDfl/lUgna5AVey\n20AIwbc/dXypGupkUEp9MHDAcPxwtg2LVz2L8PBw5BfkI7f0GKYuGupWDUtpYQPieSb4OJD4UNAU\nRHY0jZy5XUDHpFGJRIJqtRoBQiFa6upgrprnc7lIAnDy8GGb51IUhftWrEBjVBSKHbRfmBkukeBa\nTY3dSmlv4c/n91lNEYuiMDA4GIvi47E6KAjUsWP49o9/xAdvvIFhycl9XsBozZ49e5QymWyrK+e4\n4xT+fOzYMa5e773hakOHDkVERITXrmfNDz/8gLSR6Wgs9UFDLfOqZ6PRhFP7b+D8f45g+VhgUhrz\n2h0zTS06DBngC4qiMHFMMFpblGispDE8aQx2n2vA6BlrkZScDJlMhh8PMG+fsEVZVjmSxI7PVdAU\nfP27Gh9zzIfNhVO3CwDioqJQYTSCxWJBRAjqrbIxIyUS5B0/jpaWFpvn8vl8rHzqKWRqtQ7rdSiK\nwuCQECSEhqLZi0PyrFHqdKi1kcHrK8wKjOYCxtuffYZ3nnsO33/1VZ8VMJrR6XQ4fvw4F8DPrpzn\nsvEhhDTyeLyykycZu3a9hsvlIjradVfCE8yYMQN8Ph8LZq3CmZ+rGNVOtDQrsOPDIzAV38TjCwMQ\nI3GvK3vIAF+LqxXiz0JVkRapwzJw/Foj/AfMwpRpM0DTNHbu3oak8VxIol3XCAIAvd6IuuxKDI5w\nLA0rNxL4+tkOkHO4LOgdFBqaiQ0JQT1FwUDTCBQIUF1aarkx+BwOhlMUTvxs/zscHR2NaWvW9Gi/\nIITgvTNnuvxMzOf3W3r9VkODw9R6XyHX6dCmVt8pYLxwoc8KGM2cPHkSPj4+JYSQJlfOc+uvo1Qq\nt+/YscNrM9zNME0xepLg4GD4+voiNSUVAdxE5GTZjzmYa3d2f/ATxke0YtkMx7o7tmiXG/Dj4a61\nGVqtASV5Mgwfmo5b5Qp8cbgW9y1bCYqicDrzJNTsQoyeyLx9ojsVxU2IYZsg4Dleq8KIHgWG5pgP\nh8OGwejcxfHhchEWEYEajQZCHx/QKlWXLFeqRIKC06fR7MC1mjR1KnwzMnDZKqhKURSemzKlyyge\na37Ky/OqCzY2Ls4lEXtP0aZWI6RTkEzA5WJU9wLGLVuw7ZNPel3AaM3WrVt1CoXiP66e55bxMZlM\nPx04cMDo7YDeX/7yl34LIlZUVOD+hStx47QcclnP4LNWa8DB7ztqdx6dwceoJPdmOvG4LMyccEdr\n12AwoSinBYPjUiFTs3Ch3Bfbv/sRfD4flZWVOJu1GzOXuhfnMVOaVY5ksWPDYzTR0IGCUORo58Ps\neRQfHY2KThfNn81GTUWF5T0fDgfDWSyHux+KorB83ToU+vnhWGGh5ef2DA8ATBs8uMtMsF8q8UFB\niOwm2dGlgDEqChHZ2Tjy9tt4+8UX3S5gNEMIwfHjx00mk2mvq+e6uy/M1+l0ypwcp13zHuWPf/xj\nvzQEAh2pS7lcjqnjHsCp/cVdjGBtVUftTnBbIdYvCkYIA8EvewgFbIurZaIJivKaERkyFHxhEHZf\nUmH5o88jICAAGo0G3+/+DDSvFWy2+38Tg8GI6uvlTl0updYIoVjY4+9vqfNx0t9lTWxoKGopCkaa\nRqBIhKaaGljHEFMlEhSeOeOwjsXPzw+LN2zAqeZmp+0XQIcLJvDCCOJ9t255JLXeV/DYbAyPiMDy\nuDgs5nC6FDBmZ2c7zVh2Jzs7G3q9XgGgwNW1uGV8CCHEZDL9+H//939erf7rz5HNkydPxuDBgzF5\n4hSw1PHIvdYR/7l06jaOfLofC5O1mDsxGBw7BXqO0BtovP9VaZefEUJQWtAMMT8WkVHx+O5kvaV1\nghCCPft2QJKkwYIHR6M3m8Gq0mZEsowQ+TjWyFFoTRA5GBfkrL/LGgGPh6CwMNRqtWCzWBDSdJfA\nM4/Nxgg2G8cPHLB5vrk1Y8SIEVjxm984bb/ozkfnzkHfR4WrC5KS+i3O9G8XG7HNBYyPdRYwnnvv\nPfx1yxYc2LMHTU3Mwjeff/65yWg07iJuuCRuR8TUavV/fv75Z6233SCFQoGioiKvXtMaFouF5UvW\n4fzBVmz/5xE0XbqADfP9kBDvvvA3j8vC5kfu6MsQAJWlrWAbQzA0YRh2n6mytE4AQNa1q6huu4wJ\nsxIQHhlgcYXKixvRKnWtAL3kWgWSfJ0bdaXWCJGNwkVLzMeBpo8t4mNiUNG52+keeAY6dj+l586h\noVtbxfXr13H27J2m6TkLF8KQmIjc+nrG1944fnyfuWD9EWQ2s2rUKLfOY1sVMD7o5wf53r344p13\nnBp0mqaxc+dOvUajcTneA/TC+AC4oFarm7yZ9QI6BL8Krfx8b1NYWIjt27fD0NAKcUMhVs0Jdql2\nxxqT6c4/17rauaGmHZo2AUYMG4XT12thCEjHvIX3A+gQAz94crvN9omgEF9UFDNPOBiNJlRmlWGI\nxHlgVKExQminuhkwGx8DmG7D4kNDUUNRMBECEY8Hg0LRpbmUy2Yjhc3GsX37oNPpLDdCWloa5syZ\nc+e6ne0XV1ksRu0XALoYHpOHOr+PFhb22W6KKZ7o2Bfz+fDjcpGQkuLU0zh58iR0Ol0DALe0b9w2\nPoQQolAo/vbuu+8y+497CDabjcWLF3vzkhYMBgPKivOBtht49v5ITEtNRHWZ+8G6f3xR0sUAAR1p\nemkNhZEpGSgob8WtFglWPPw42OyOm/u7XZ9jzOwABNkwBOJAEdLGD7K8PnUwFyaT/ZurulyKMFoP\nP4FzWVKFnoYosOfOxxzzYbEogCKMb2ahjw/EwcGo02gAioI/i4Wayq5tLCmRkai4cAFvv/22w4K5\nkJAQLNy4EUcaGpy2X1hjoml8cJaR9IxTYgIC+i2g3aRUuvR7O4IQgltGIzIYaCW9++67KoVC8bY7\nLhfQu50PCCHfHj9+nOPtPpL+oLm5GZ9/9DZUJT/h6cVxiI0IQFLiMGjaBWhudK924uUnEroEi+Uy\nDaqLdRg5fCxa2vU4nE2w8rFnLWJQh44eAD+sEckjmdU8hUnEDrfOJTcqkeTH7CugAAVfJxNbOVzn\nLRbWxMfGorLT9QoSidBQWQmDwQClToeylhZwWCykcrmICw2FSOQ4ID4qLQ1xs2fjrAvfRTaL5bIg\nmT2SvCjQ3p1TxcUei4dWtrVBNHAgYmJiHB5XU1ODEydOsAkh37p7rd4aHwWXy/3m3//+t9cLcC5c\nuICrV6/2+XUIIbiWdRVfffAaxkqq8eD0ePA7g7MffZ+FEcmjUVuqg1LBrIZEpjDAaOy5O9Co9SjL\nl2NEUgYIxcWOsy24b/VzlqkDBbcLkF18BNNcaJ8YNirW4ppVl0ux6+sLlvdomkbllVIkSpjFqhQm\nqouCoRlzzAcAOBznzaXWxIWFoRIdYmBsNhsCmkZDQwOq2tosU0SHSySovnzZaaOkuf2iQSJxK9tk\npGmXVQ4JIbh2Fzx4Hxo1ymOxpmy5HBMWLnT6Hfv444+NXC53OyHE7RLyXq9YpVK9/+GHHxpcTdH1\nlrFjx2KwCxop7qDRaPDDd1/j6sEPsH6mGGmJki7/lDWLUuHr64vkIWNQcqsdOp1zG7z/REMPsTC9\n3oii3FYMGTAK/n4B2HGqBqNnrEViUhIAQCaTYdf+zzHrwYHw4bsXX4oZEIIH1t3R8j17NB9cmQJi\nIbPPkxtID+3m7rC5LKf9Xdb48fnwCwpCkUKBH2trEcjno7qkBEnh4RYZDA6LhZE8Ho799JPTz+Pz\n+XjoqadwRq122ZCo9XocKnAtW9yiVoPbjwFmT9OqVqPV3x8pKSkOj9Pr9fj4448NKpXqvd5cr9d/\nOULILUJIwc6djGU8PAKbzUZgoHvtBEyoqqrCv9//E/xkmXh84QCEBPYU0QrqdENCQ0IRHzkcxXlS\nGB3EWADgkSUxXYThTSYaRXlSxIQnIyJcggPnKyEe2NE6AcDSPpE4zv32CTPWhrO1thWR7DtrrZKq\noTPYjhsQQ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n7R6kCkngn+fD6WOVEBdMaOGzc8PgVDazQiU6nEsg0bnAqFAcDzzz+vNBgM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\nGgRxgBAuEMyhESTwQaBIgAAhHzKNDn5Bc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Polar Axis\n", "ax = plt.axes([0.025, 0.025, 0.95, 0.95], polar=True)\n", "\n", "N = 20\n", "theta = np.arange(0.0, 2 * np.pi, 2 * np.pi / N)\n", "radii = 10 * np.random.rand(N)\n", "width = np.pi / 4 * np.random.rand(N)\n", "bars = plt.bar(theta, radii, width=width, bottom=0.0)\n", "\n", "for r,bar in zip(radii, bars):\n", " bar.set_facecolor(plt.cm.jet(r/10.))\n", " bar.set_alpha(0.5)\n", "\n", "ax.set_xticklabels([])\n", "ax.set_yticklabels([])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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Ro0aux8mtAe3GjRu5ePEi58+fZ//+/QwePJh9+/bl6bd4giyXCajAr/4LOTJC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 3D Plots\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "\n", "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "X = np.arange(-4, 4, 0.25)\n", "Y = np.arange(-4, 4, 0.25)\n", "X, Y = np.meshgrid(X, Y)\n", "R = np.sqrt(X ** 2 + Y ** 2)\n", "Z = np.sin(R)\n", "\n", "ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=plt.cm.hot)\n", "ax.contourf(X, Y, Z, zdir='z', offset=-2, cmap=plt.cm.hot)\n", "ax.set_zlim(-2, 2)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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syurG8AMsTbjf+Kcol1rMecrqQqe5Hv2tJkST6ZrTwjkCYQDVtXhfi21ZqMvz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UyxCNJ9FneDw3PV8Fe/lKqYsA9Yd/3qvav/XbN27w+n2XP4xUphaCq/JysV0SwD7oFrcfek1L\nnqBtdiDuvz/yhaJQZuRJjoKT+g48yNSorFpcGNV3YtFkx3CPhtNKlk+7+SRJNMllBUW/QoBvf2Z3\nSftr7dwB1ubBkJEGOm6y90/F7CPMbj80LY2QisWIJ2m4/OGSiUR8+4grtXqmysFlbnj8Hntv1Fpk\nFx+MJtDVpoInGAFFUQcqahw3dRGg+AaVapKdNA6zcs3WakQTybwJZXLZBIm4IU+lHUCuJkQizj+K\nmFrdwXNnyt8pVQq7otXh9vwmptfNGOxWY2nbkZPrKQefdj9NSRJZ+PZndqzJ96lM31/ZhlwiLill\ndZRks8qyRoFZ1q1uROIJDGdOAzZsuwf6JGXh20dcqdUzVY7DzA0H2XqsWlyIxBMY1XfA6QuipVF+\nJMrklVCbcv46ZsflA0WhqGJyMZJ0Cu5ABN1tKkyvmZGkU2AYBtPrZlg9AbxxtdAiXK9pgbhBlPPV\nSafTuLdkRH93G28LhXKc1HeiSSGDPxzDp/eXMKLrgETMbSVby3YLFT79afcG0aSQYXbTmnttctkE\nuzeIN6+NlcySO0qsmePFjT21Q2tWF7ZdPsgkYojFooyliIdTITufPuKKEMfmYecGpUyKYV0HTE4v\nUhmF+3WrG/9b2QbA2go5fKGaFm/vRxhhskYwDIP/Lm5h076LC4O6Ay8yq4nR6QUFVs2YCw5fEAzD\nYKhHA01zI76YXgbDsKZp7988V7RAsaVRgdcvn8T91R2YnF6IRBTO9GmLnvlXG5FIhIsGHf6zsAlf\nKIo3r45x/t1atluoVNqfCZrGbjCCs/1atDYp8PG9edA0a+3w0+fO1uRoD2BtZoLROM70dUMkovDV\nzGrmzqkFL50bgs0TwOymBd/NbeDy8AlOR2d8xhxXhDg2K5kbXhgfxJ1FIz66MweZVIzejjZo25ux\nbnVDLhEjkaSP1aSzHHUdoCiKws3TA1izuPLucD68PYPXLo1yqgHi9DkAKIpN+/QGI+jr5L7qsnke\nnzF3tDThx9e4iX7qNa01y3o7daITs5tWjPV2HXolWkKm3gAABQJJREFUW8t2C5VK+tPhDYFhGHS1\nqWDQqquqlp0dz5WQ3T0NatVFU7O17c0HGpeWgs+Y48pRjE0+fVnJ3CBuaCjQzvvLN9NQq5RIptJQ\nKWVkByUknP5Qxk6Z/VJc/hBC0UTRi8RK6etsQ2drExZNDlAUcN7Afadm9wYgFTcI5tKSCyKRCL98\n8WKtm/HUUEl/Pk5EqP64yY7nSrDsBtAgElXdJfdJHXN8+rIac4MvxHqNDXa3Q69p4axsc1zUfYCy\nuP157r5mtx896mbeWTk7Lh++mlnFxLgBBq0acqkEc1s2KKQSnOZ4mc8wDJwlzoQXjDbce2RCLElj\npEeDibOGvJ3ZosmORzsOKKQSKGSsm2i93uXUG3ZvAAqZpMC2vhrIpZI8Q73DYPMEoG5W1kzNXmhU\n2pfl5ob9mN0+fPHDCi4N6/OkrWY3raAoqqgShxCouwDlCUawYLJDrVIimkjCsuuHoVuNTfsubJ4A\n1qxudDQ34u7SFkZ0HRWvTuaNNuy4fJha3YZBq8ajHQdc/hDeun6a8xFE1haip8hRyKMdB+h0Gr95\n/XrOqO/3/7iLD169Ak1zI/49uwYAePfGOEQiEehUCt8/Mh26vonw5JGgaTh9IcEpbwSjrLPtYPfR\n3/U+7ZSaG4qRTYzYu2CZXjdjxezES+eGoK6xJ91B1NUyxh0I47OpR7hg0OF0Xzf6u9ph3WWrwAe7\n1bh+sg9JOoVnTvXj2bEBXlvn/q42NIgoDPVo4PSF8PnUMgxa9aGEOUUiCl1tqlza7V784VhOyl+l\nkOEXL1xAk0KGP389hel1NqPn5fPDOQUBcUMDhnUduaMfwtPJ1OoOPrw9CzqVhtntx0d353JFubUm\nSaeglElh0HJLECIcTKm5oRhjvV3Qa1qwtO3AJ5ML+OjuHHyhKN67eQ4jmUJeIULtF/3Le5OimFLv\nP2n87c5DnOhow7XRXgDstvebh+v41cuXM3/34+uZVXzw6pWqfN7dpS1MLpuQSjMY7+/GK+dHiu6e\n5o02rJpLW1UAwMUhPQa625GgaWzZPQUKAZ5gBH/87Hs0iCj87t2JA20tznCQVyIQCITjgqIoMAxT\ncK9SN0d8Ln8ILn84r3DN7PbnZeWY3T70qA+fQXQQz44NcBJbHe/XctLky0Kn0ii2bGhXKXF2QIsH\n62bMbFhxZeREwc/EM06yBAKBIHTq5ogvEIlD3CDKO7Yzu33Qa1oQiMQQisVz0iAAG9DiSbpWzS2J\nUiaFPxwreN3pC8EfjuFMvxb/erBScJy34/KhQ6BnzQQCgbCfuglQ7SpFnrWA0eGBOxCBtr0ZW3YP\nFFIJPKEIOltVYBgGRodXMHIfxVBIxXBkvH4Atmjv8x+W8fYzp/HWtTHoNC3467cPYHaz9w/+cBSz\nmxb0clSwIBAIhFpTV3dQs5sWJOgUFFI2/dbs9kMqaUCzUo6T+s6c/bRcKsapE12CDlAAcH91G/5Q\nDOF4AuIGEV48O5TTLkun07izZGT9XygK3a1NeOPqWFltMwKBQDhuDrqDqqsARSAQCAThcVCAqpsj\nPgKBQCA8WZAARSAQCARBQgIUgUAgEAQJCVAEAoFAECQkQBEIBAJBkJAARSAQCARBQgIUgUAgEARJ\n2UpUvr5IBAKBQCBUQslCXQKBQCAQagU54iMQCASCICEBikAgEAiChAQoAoFAIAgSEqAIBAKBIEhI\ngCIQCASCIPk/1N0+bTZWpUAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Text printing\n", "eqs = []\n", "eqs.append((r\"$W^{3\\beta}_{\\delta_1 \\rho_1 \\sigma_2} = U^{3\\beta}_{\\delta_1 \\rho_1} + \\frac{1}{8 \\pi 2} \\int^{\\alpha_2}_{\\alpha_2} d \\alpha^\\prime_2 \\left[\\frac{ U^{2\\beta}_{\\delta_1 \\rho_1} - \\alpha^\\prime_2U^{1\\beta}_{\\rho_1 \\sigma_2} }{U^{0\\beta}_{\\rho_1 \\sigma_2}}\\right]$\"))\n", "eqs.append((r\"$\\frac{d\\rho}{d t} + \\rho \\vec{v}\\cdot\\nabla\\vec{v} = -\\nabla p + \\mu\\nabla^2 \\vec{v} + \\rho \\vec{g}$\"))\n", "eqs.append((r\"$\\int_{-\\infty}^\\infty e^{-x^2}dx=\\sqrt{\\pi}$\"))\n", "eqs.append((r\"$E = mc^2 = \\sqrt{{m_0}^2c^4 + p^2c^2}$\"))\n", "eqs.append((r\"$F_G = G\\frac{m_1m_2}{r^2}$\"))\n", "\n", "plt.axes([0.025, 0.025, 0.95, 0.95])\n", "\n", "for i in range(24):\n", " index = np.random.randint(0, len(eqs))\n", " eq = eqs[index]\n", " size = np.random.uniform(12, 32)\n", " x,y = np.random.uniform(0, 1, 2)\n", " alpha = np.random.uniform(0.25, .75)\n", " plt.text(x, y, eq, ha='center', va='center', color=\"#11557c\", alpha=alpha,\n", " transform=plt.gca().transAxes, fontsize=size, clip_on=True)\n", "plt.xticks(())\n", "plt.yticks(())\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### matplotlib: imporatnt plotting tutorials\n", "\n", "Pyplot - http://matplotlib.org/users/pyplot_tutorial.html
\n", "Image - http://matplotlib.org/users/image_tutorial.html
\n", "Text - http://matplotlib.org/users/index_text.html
\n", "Artist - http://matplotlib.org/users/artists.html
\n", "Path - http://matplotlib.org/users/path_tutorial.html
\n", "Transforms - http://matplotlib.org/users/transforms_tutorial.html
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3D Plotting with Mayavi\n", "\n", "Important tutorial - http://docs.enthought.com/mayavi/mayavi/mlab.html
\n", "Installation guide
\n", "-----------------------
\n", "i) pip install mayavi
\n", "ii) pip install PyQt5
\n", "iii) jupyter nbextension install --py mayavi --user
\n", "iv) jupyter nbextension enable --py mayavi --user" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "from mayavi import mlab\n", "# mlab.init_notebook() # for inline" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "# Points\n", "x, y, z, value = np.random.random((4, 40))\n", "mlab.points3d(x, y, z, value) \n", "mlab.show() #use this if inline is disabled" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Lines\n", "mlab.clf() # Clear the figure\n", "t = np.linspace(0, 20, 200)\n", "mlab.plot3d(np.sin(t), np.cos(t), 0.1*t, t)\n", "mlab.show() #use this if inline is disabled" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Elevation surface\n", "mlab.clf()\n", "x, y = np.mgrid[-10:10:100j, -10:10:100j]\n", "r = np.sqrt(x**2 + y**2)\n", "z = np.sin(r)/r\n", "mlab.surf(z, warp_scale='auto')\n", "mlab.show() #use this if inline is disabled" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Arbitrary regular mesh\n", "mlab.clf()\n", "phi, theta = np.mgrid[0:np.pi:11j, 0:2*np.pi:11j]\n", "x = np.sin(phi) * np.cos(theta)\n", "y = np.sin(phi) * np.sin(theta)\n", "z = np.cos(phi)\n", "mlab.mesh(x, y, z)\n", "mlab.mesh(x, y, z, representation='wireframe', color=(0, 0, 0))\n", "mlab.show() #use this if inline is disabled" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# References" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "a) https://www.scipy-lectures.org/intro/matplotlib/index.html
\n", "b) https://www.scipy-lectures.org/packages/3d_plotting/index.html
\n", "c) https://github.com/kuleshov/cs228-material/blob/master/tutorials/python/cs228-python-tutorial.ipynb
\n", "

" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }