diff --git a/02_activities/assignments/assignment_1.ipynb b/02_activities/assignments/assignment_1.ipynb new file mode 100644 index 000000000..01f4a663f --- /dev/null +++ b/02_activities/assignments/assignment_1.ipynb @@ -0,0 +1,4903 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "270859bc", + "metadata": {}, + "source": [ + "Visualization Session 1 01/15/2026" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "0758e0bf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b6bbda7a", + "metadata": {}, + "outputs": [], + "source": [ + "# random sample data for plotting\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "983a6e3c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# basic scatterplot\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3)) # width, height\n", + "ax.scatter(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8468d650", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modify graph - edit axis object\n", + "# axis is the area where we draw (figure)\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.bar(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dfa00e8c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# line plot\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f7e5ac2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ehwIDA2XgwIGSm5tb87jqf7VgwQIJDQ3Vj48ePVoKCgrEW6nh6dLS0iQiIkLXR79+/WTRokUOg7l6e50dPHhQxo0bp4ddUu/BrVu3OjzekPpRQ/jFx8frkTLUyEhvv/12zQDoDebUSIV4aGPGjLHWrVtn5eXlWadOnbJeeuklKzw83CovL69Z5t1337XCwsKsPXv2WLm5udZTTz1ljRgxwutr/9ixY1afPn2sQYMGWTNnzqS+7uPatWtW7969rbfeess6evSodeHCBeunn36yzp8/X7PM0qVLreDgYGvr1q3W6dOn9YDXERER1u3bt71yP1u8eLHVuXNna8eOHdbFixetb775xmrXrp31ySef1Czj7XW2c+dO68MPP7S+++47PdDtvQOnN6R+XnzxRWvw4MHWkSNHrJ9//tmKjIy0Xn/9dafKQWi5WXFxsd4BDhw4oO9fv37dat26tX7TVLPZbHqZw4cPW96qrKzMevTRR63du3dbzz77bE1oUV91zZ0713r66afvW5d2u93q3r27tXz58pp5qh79/f2tjRs3Wt4oLi7OmjJlisO8V1991YqPj9d/U2eO7g2thtTPb7/9ptfLycmpWWbXrl2Wj4+PdfnyZauhODzoZtXXF+vUqZO+PX78uFRWVuqmdbWoqCgJDw+Xw4cPi7dSh0vj4uIc6kWhvuravn27HrFm0qRJ+hD0kCFDZO3atTWPX7x4UQ8MULsu1cClaoAAb93HRowYoYejO3funL5/+vRpOXTokIwdO1bfp84erCH1o27VIUG1b1ZTy/v6+srRo0fFY0Z5x/2pcRvVuZmRI0dKTEyMnqdeeDXG470j4avLv6jHvNGmTZv0VbJzcnLqPEZ91XXhwgXJzMzUQ67Nnz9f19uMGTP0fqWGYKvej+q7xJC37mPqArbqkhrqC6IaFFyd41q8eLE+/6JQZw/WkPpRt+pLVG2tWrXSX9id2e8ILTe3HvLy8vQ3OtRPXZNn5syZsnv3bgkICKCaGvhlSH2bXbJkib6vWlpqP1NXGVehhbq2bNkiGzZskKysLBkwYICcOnVKf6FUnQ6oM8/C4UE3mT59uuzYsUP27dsnvXr1qpmvLvHyzz//yPXr1x2W99bLv6jDf8XFxRIbG6u/lanpwIEDerxL9bf6Jkd9OVK9t/r37+8wLzo6WgoLC/Xf1fsRlxj615w5c3Rra/Lkybqn5RtvvCGzZ8/WvX2ps//WkH1K3ar3cm13797VPQqd+WwjtJqZOoepAis7O1v27t2ru9jWpi790rp1a4fLv6gu8eoDxxsv/zJq1Cg5c+aM/uZbPalWhDpsU/039eVIHW6+92cU6lxN79699d9qn1MfErX3MXVoTJ1X8MZ9TLl165Y+t1KbOkyoWq0KdfZgDakfdau+jKsvotXUZ6CqY6cGXG9wlw00iffee093C92/f7915cqVmunWrVsOXd5VN/i9e/fqLu/Dhw/XE/5P7d6D1Ff9Pw1o1aqV7sZdUFBgbdiwwWrbtq21fv16h+7JHTp0sLZt22b9+uuv1vjx472q+/a9EhMTrZ49e9Z0eVfdukNCQqwPPvigZhlvr7OysjLr5MmTelLRsWLFCv33pUuXGlw/qsv7kCFD9E8xDh06pHsE0+Xdw6kXu75J/XarmnqRp02bZnXs2FF/2EycOFEHG+oPLeqrru+//96KiYnRXY6joqKsNWvWODyuuiinpaVZ3bp108uMGjXKys/P99pdrLS0VO9T6stiQECA1bdvX/2bpIqKipplvL3O9u3bV+9nlwr8htbPX3/9pUNK/Qauffv2VlJSkg5DZ3BpEgCAMTinBQAwBqEFADAGoQUAMAahBQAwBqEFADAGoQUAMAahBQAwBqEFADAGoQUAMAahBQAwBqEFABBT/A9RJ5jrhU1MmAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modify to get histogram\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.hist(y)\n", + "\n", + "ax.hist(y, edgecolor='black')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "875b07f0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding axis labels and titles\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time')\n", + "ax.set_ylabel('Total growth')\n", + "ax.set_xlabel('Years since start')\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f45541d6", + "metadata": {}, + "outputs": [], + "source": [ + "# We can modify our labels and titles’ appearance by using font dictionaries (‘fontdict’)\n", + "# First, make a dictionary with the properties we want for our labels\n", + "font1 = {'family':'sans-serif',\n", + "'color':'blue',\n", + "'size':20}\n", + "font2 = {'family':'monospace',\n", + "'color':'green',\n", + "'size':14}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7bcabf09", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modify font\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time', fontdict=font1)\n", + "ax.set_ylabel('Total growth', fontdict=font2)\n", + "ax.set_xlabel('Years since start', fontdict=font2)\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "03a3d4ea", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_3236/2747054893.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modify data points, add color + change markers\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,\n", + "y,\n", + "marker='*'\n", + ", # NEW ADDITIONS\n", + "color = \"indigo\") # NEW ADDITIONS\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a6322f2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_3236/2598701368.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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uv1x52WcSR36f2Zd2iRkNziLLOM1/H0UCxcOK6eLZuZr5KGLJH9SJfq6/Z1oLuhSFXfIc8otUWIRQpOINao8D23vIydPteA6YnN1LL73EDFa9evUoLCyMmjdvTiNHjqT+/fuz12HoADw5ETzmr9kzYcIEZhD5rVq1auTXuWp8RRvCc9V8EYuHR8KVPipWLxuUhs7pzD4y5tgqXT7SFtI8e6JAhk0LvD+Yz3y898X2No/OEW371JHnkB8QKy8jdfLsXM3+RIuDs95xf14rdTd2P/74I3377bf03Xff0ZYtW1he7v3332f3Whk7dixlZmbabidPniRfg5UM5qc5As/j9VDCFxVYUOvnxSixNYJXgBvHTqt8lR6jjy14eW8seYS+PD6cpu19RvPMR3gIvOYMU6cxA/LOoW3ow42DHP4OckWjZvWR55Afx/uAKU8uotd6z6Hf84tK9Jj9WbtlPPt+cY/Hj73VhT7c9GTAXSt1D2O+8MILNu8ONG7cmI4fP868swEDBlBcnFUINDU1lVVjcvC4WTOr6LI94eHh7CYJrbylKBOGoY/Bys4Vx2n9ggO6/92lX22nncuPs7aDvqPb2SZ21Gld2WsJvVseaUyLP93CHj//bV9KbBLLxLkz0nIUMwf5fVLryhSVXxEq8Z9nl3Y8k93wHXoLip9a9qpFJctGUHjJMPpg/SCm0OPqOPAnuhu7S5cuUdGiSoexWLFidOOG9ZOi+hIGb+nSpTbjhhzc+vXr6ZlntK00fQVWMhgpn3Xuki0kVLxE0ZCZYu4wt3RWv9ySPaJYcWyNsvTBgPl0fFca804mOVk5mpEV3+1yKPGEPKU3x9buf0/Y8mQ92PQO/bzjnPSCtoZoYdwSX+1XqFaG9aaiNP3cySzb58B92bhSdPHcZVbcgLBndMWSIXMO6QFSBzPH/E0DJ3ZXVbEr5uz0bCpH5OXvWdaCqg796lHXR5uoPg6Cwtj17t2b3nrrLUpISGCtB1u3bmXFKU88YQ0B4kKFHN6bb75JSUlJttaDypUrU9++gZ33wmpo0uZB9ER160W/Qaeq9NKP94bMuBmHFVhC3nLkLH1Li0VjV6lGNK35ZR8d3pLCcnfI5/lTVFZPEAKq37Eq/fbJZjqw/jQLEbbpnURDp9/h1bGlGO8Tra9XhUUOBwtA8Rz58thwKl6iGPt+MCSUr/b56zOPDacPBy6gld/vZoUsY76/RxdPI1TwtG3DoRB0Tp6uCj3246PcHQf+QPf/PHXqVGa8nn32WUpLS2NG7Omnn2ZN5JwxY8ZQTk4ODR48mDIyMqhTp060ePHigO6x45QuX3BiX8m5FjKGzl0FFmLxtVvEGzbHDp4d77XD4EkMoITWYzCAi0G3x5qylTHyYHoV4qC/jiOKAGenX6ZVc/dS8uELlNCgInUb4LlmIY9uhIUXK1ThJ54T+Gz25wgeN+tekxk77oE26VLD4/cQiimE9JSL9Ge+GL3aFII4/FhPBRVXxk7NceBrdP/vpUuXZn10uDkDH/z1119nN7OB2LSr8ICEjAljJhYYO4DerWAxduJ5oaezyhVU8DcVcmvZV+mjp39j223vquOVsUMIU4uH3axbgXHbvvQoPfRqZ4//RijhTQrhWq510oXeYUx3xi7QkNqYnu6wokVsK1lHK6Zgxz7mXqpsOIvNGxGL56N94D2UjY0KGn1M5FyebTSdFky1Ci0YrY2J/SZ6izFVyrB9qrXXDiFkbuzgUWgBXgjv+du39pRPh4maNYVQtJjdokJl69PEVY/Tr1dfpjnpL9haP/SYZycaO3EhGqhIY+eFoKqvxmQEEhgRM3hSD9vjcnFRLDZvRM7lnhfa031jO9Ltz7RiF2t7z86soOz7xO6zNGP4n/Re/3kuVSj0Gtwqgn3Jq1tTj6QrdGvVgIXGtbwbhfJ1ntK0WyK7x9/avcr37URmSyE0urm65nL+4mHFWDUsj0zpce0SF5xm8OxCJ+GkI0xyJy0nJD07XCjvGtGW/vpyGxvMCMkpV43E3oA8lkhJRSguz7RtG8u/2amoajy6PdWWc/nx7VWsNBw/hwIVPXJ2Yr6Og964U/vOs9znheRsismfc6eGzLPWsnJvjV2z7om0eIa1fWH730epZc9amv9WsJNyJJ12/nNM8ZyWcv6IUmHMI/NFzi7QkMZOA3XbVaGKCWVYeXio0um+BtSwUwJVrV+BeSZcjspIzOzZOcq5gE1/HGI3nnNZOWc3k0eDFqg3xi7v6nW6euWaYryPiP30A0+MHTPaOhi7xvlFKZWqR7NwuMQ58yettzXxx1QpTQ+Ou0lTOX94flQqFHN20thp4IVv76ZQ58FXbvL5/zTzmB9Xwrli2wYX6oXHdf36DSpWTFum4ZI43sdB24H9XLtGNyWo/tu1W8XT1ymj2LQDb7QWoyuUpJknrCHwYGkjMYKLFy7Tki+3se0SkcXZNIEyMSVVlfPjGJox4k8mE1a1XgW66f76lHX+si4N/pezBBkyaewkwca5U1nsgo3cXVgJ47y5sycz6cZ1C7sQ8qS6mQtU1LZtiNqFyKtoXjEXKULdH2/KKjId9WIpBaEvePSnYYDLxUaxm7dUrBa8MnB68cenm21hR9QLjGjxOfOqBk/uUSjUbw8KUTBeh4eN31zyCOlFtQYVqF2fOnTp4lUqFxv4ogDSs5N4xJw3/7XJRE3e8iTVaq5vbx1n7oTV9Pu0zawCDTJE0N1LahVPD/9fZ2b06rY1/xxBRzmXiKgCTwk5Ya3GDl6Tq/lhijDmIe8mlkuMA+HoRVM3sm04v72HtaZvx6+wzY/zaOJBlL4Vk7cObMZuZkEaO4lHnD910bZdPr40ZZ67ROdPZVHNZlbNU71IzW8oh3eHHAXA/9D7//gS5FZgvPGZIDOX2DS2UM5F9F6N7OOMSyzLLp7IA2lpPzCC7IwrUj/TjoMbz9jaPNrfXY9qtYhzmDNzxmUDxvuYFWnsNPDL/9ayijpUBP533n1Uo1ElCqUwJkBocfxt39GRbams2g89PHrmXXiPXYmI4mxgazCAkCxKvxGCReWlKJzLEcOYRoZq8T9RIBIeGUY1myvHbblj9c97mUg3ilOgiShWyWph8WdbWLTg8JZk+uLYcJtgtYSoQcdqbELFoo82Utu76lJerrXoyF4hxxlii0GEcGxBhQgE69gsR0hjp4GMlBx2kediqKHE+dNWzw7eFnrsiFJZP1d6Sjbz9PQAfV/c2EETM1iKF65cyrMZsPLxUQ4llOzDmEby9tJHNf3eP1/voHXzrVMamveo6bWxu3DmIh3anGxTUzFTaMwX4Lx67K2ubPvI9hQvPLsS9Nnov2jx9M2sAGrKtqeoZlPzRko8RTaVa0C8IIWSZBhK2XlIBV4Kqrs46NnSC4wHwcnINTFFI4iCC3iX588UhFPNAry4O55tRe3vruu0QVhcfXtzbC2cuoEeKPceDUqcamtt0AtF64EO7Te8uZwbO4lzxBwul4NzhdhPFxkVxoS3+bmVe6nAS9TCyFaf05O1PqKXu31tiq9MenZeKKiAUJI5On/aGsLknl3VejG2xyf3ntNNzFchAC3MsYMW4COxH7Dt1ncm0fiF1pmJZgHl3s98fJvLn1GEMb0wdihXh1wYbp4qpLiDL3jQCqKHuG+dNlVYPgkX5u1LjwXVRAtvFnxY+Njrv4ptJJeE0n9niAum8FIlFK0vuV5euxDKxnFmlq9KenYaUK6+zaXk4Q3nhOKUmKplWCk959S+cwaN9ikbFH12aqlSN4aJM9/8cCNbYY4WxEo9R312IjAuYi7IExFoPUALC/d0EQ4/secshTLQTh3WdAYNqPwhffPqcqcalGIvpRpjFwnjqVioa7924Zjhwg5maCgH0thpAOEATihJhvHiFFChamnDwpiKCeU1CooVUKzCxXDNpqCilta3J9G4+Q8w4QIo1GhFDHE5UydJOZpOw5rNoPvLTKRpQ/5Q9XfRpIzVvDci0O5DmUpZrFADLTcw+siFL5y6USHHB6UiqOuozdmJBi2iVJhiaos3YtB5uddt+qhmaCgH0thpgEvu6BEKMGNxCs/ZYcJ0VLkIWxjTaM8OoS1emm9Gz+5a3nXdQ4rqZtk59uyiykUyXU4s2FBhCY/CHdkXLttkq7yRCrOnqd3In1AD2qko0jm0JZlJxnHa9a1Dp/efZ6/bD+JVE8ZEdKDlbbWpUecEFo0JF9oPvPHslFJhgT/xAMicnQb0yquYDfTTcXDiwPgglLl3zSnm9V26mOt1ZR44eyJL0Q8mUrJ0CZaHMqOxm/LkIlr9016mPvPmkv6K4hu9UU4pD3eaQyxdPjI/v5eravI1D2HqbexqNI5lfw9/f+fy4yy3xJVzQgFn2qlLZ+1gN3Fe3RPvd2cNkmr2f7s+ddmNszw1W5d6A7PpYoLQOZp0JFRzdk9+0INmnRpB/1v3BCU2sfYWiqHMMwc8k51yxqsLH6BZJ0fQu/8OKHRC85yFGcOY6cnZLHSUfOiCw0kEesLzOWw0kgPlDO5JlI0ryLut/H4X8yzwvOhJiGTqJAJtD95n0641bBfS0e2+UOVpBgvQTnVm3O3n1UF6rssjTahlr9oe/58IMSrlRRjTjMZOenZe5uxCqRoTJ12FKmXYjcMrMnGxSjuRyWS9vP4/xYqyMKmjGXk8jIkQDBpjzdQUeyHZGgbG4FT7GXNiCPeV7t+wiAFW5EM/1Tb5IDu/QAX5FEeVjVonX4ueHcLYeoK83b8/7mHbhzenqPI0gwW12qneEi7m7HQLY0pjF7QgDPXom7ewVVKNfA8nVOnySGNqdXttqly7vC5l6O6w70Mzy4kGLpzJtjUJOyutLxZW1CbfJRoWrZ6dM3V7tVMYHF0sMeIKvXbeVIvaA08So34G/e9WpouKz75yzi7qNqAJm8jN5/2FFDhEdE7xRuiUs7ssjV1ogPEaD/zX9yNuAhFcuPVSTlGDovQaOUKTGDuU9vMqxnLxzqcF6CUXxnN2zvJ1Wj0JDFg1YsiqwtMsot7TDCagkQrBCp4aia9ZjkWO7OfVoQcPPa8oUKnVPM7lOTB18CLa/e8JtjB//c+HWdrhpbn92KIFC1StKNohTHIOyjCmRBUQfP7lvTUstJjUujLVa1fVkD23Z/VJWjd/PyveaNmrFsXVLFDnN3OvHUrJOZAKU5NT0Vr8hIrPl37sx9oPxL8XyCg8Te7NWNx7msEEzq32fevSP9/sYo9f+qkfJdSvWChi8sNbq2jhlA1s+/21A12ei2jj4W1BxcOKMcPY6d4GXr/Xeu2rsqkaMHqo9DQD0thJVIGiip8nrmXbGDNilLHbtfI4/fKe9f9gBWpv7B4e35nuHt2OGb2KJhIMvpAsGDsXU8FxYUc/IaTZtMqFIUQqVuA5Ax5D6ZhINoQVYLt4WFGPJl+bLWcV6PBpH6BKUozD1IBY3OSu104MVYbrOPUgvlZ5djMT0thpJDv9MhtaeD3vuum+dG8byu1zNXvXnqJtS44wFZXH3u7qVUm9sqG88N8x676G2LEazw7AkMPYGd3WAk/i451P02OVJ7HHCImNX/SgT3Kvvs5VmYW3lj7KRNBRqOTMKxfDlu4mH/AFU4mI4pqn3gcL0thp5JkG01loCt7FzOPDKZTm2KHHTmTT7wfphzdXse3ODzb0ytiJuphiQ7nZET07Vzk7XoSDfJUvRMYxuQIVn1jAxNcu59bQvXP/T6zQJrpSSXr55/t01bCER1kurhTLN17NFyvG//GHp+kvIJ1WpU4MuzmjpAbPLkLIBe9dc5K1HRQPL06NbjJHCFIPpLHzsqopVBRUlFJhSmMn9tqd3Hee2t7lvXoKCjX0UNQPpB471Z5d/oVJq7HLPJvDFG1wUaxYLZo1jjsDxqrX4Baq//bBTcm2WXZ6izXjuPry2HCa+eJSWjDZmpN6emovhy0ooYxy8oE6zy5CCGGO7fI1m8CB4cFTtw3W9B5OHzzPJMPwXrBQMoPXKI2dRvhKKVQUVOx1MUX0EoRG31za8UyXc+xQor5zxXFWnFK/Q1Wq1dwcuZxeT7eghp0TmNFzN22dF+FgFIsWJREokLxz/89s+4n3utM9z7cnveDtEHrqYorAs2zWPdFm7HavPEGd729oyP8yK4owplvP7mohzy6iVBhlX73uVVP5zDFLad2v+9n27DMjfVqRrRVp7DTCV0pY3YSCtJEijCk0lYOqdZWjfrxpusaK01UIE57FhwMWsO3H3+1mGmMHDws3j3sJc666nVqgRSpMa/sEr4DVUz3FnkadqzPB7xvXLbT979DRyVwzbx+b1l45qTy1viOJtTg5QlGg4sKzw+KRhzEjhWMKbQcYOq2fNqZsPQhqvL0gmdWzQ2gRyW4RJNKRuzx7IpOVOWudR6aYY+fE2ClbD8wnGaaGu4a3oZseaMiUerQUiygmHqgwdlnnL9GJPefo3MlMqtu2itMiILSfcIw0drh44n1Ac/XU/vN07nSWQrUnWIGntGy2VQdz6vbBTo1dpErP7uplx5WYETqkYHhTORSMRFWWQEZ6djqJQQezscMKkVcT2heniLJhMHYQaUbTa7lY13kpd9MOxKGtjuTCzNZn5wlY1XuDuNrnCvmuWPPzPvro6d/Y9pDptzs1dkaJQDuTDoOx41MQuj3WlEKhvYcTX0vZcqOl9UBMsUQqwpgldNPGxOLTLIN2gzv2ZiCKURlBnrdDwQOfXeWsWECP2XYouXY0x87sTeUIc//zzQ7atvQopRyxSoEZCRYcnnh2FaoVfKfnThbkZu2BRJhRupj2hOJ8uzMHL9j6MF2JAajN2eFvYPECCbZukF2zu3bhnMbYKS3w8UJmCWEC6dlpRFwpeRP7NgPIo7XpncTydtUaFBg1Z0UqyNs1zp887SlobMaw0TgnK1uM+DFbGDM9NZv+9+h8tt2uTx165dcHDP1/Ys7OmeC0U2MnFCL507Or164KG1KKIh14dlpD42YBoWe0mwDk7FwBA4PpI7h3ZRRxjbrt6ZaFno+wm1YeVbaYx++Xn3tmkQoD0thpRHHABLlnh8KKVxc86PJn+PQDbyoyM1JzmJrHLf0bU82mcUETxhTbDsqpqFrLzrjCtA/x+eJrl6doDw0LF4FW69lVFIzdWReeHb8YG1mNyUGussFNCbT1ryNsaDByd9WE6EGwkXyowOOvXNt5CBPA6HuTwwwvWVxRb+BMLNzVtHq+wJeeXQgAwVZOqLQfuAKeXcObEpjRa+SBV4dWAhYeK0K08gfrhGZXavdmDGNe8KDHDiydtZ0+G/UX237h+7vp5gcbeVGN6f5ChgsWvAAcx67DmL7z7ECPQc2Y7iJCmt6IFpsB9K1x3Hl23hLh5Uw78byTxi4EQCNuh3712UUCKhShDgpS3l05wHC1e4jZYh4cWj4w9cB8nl2U4cOBeYEK2mEQCnQH8xSqlWHhZxg7ZyHDFj1qsr+HxYnYbmIUN4VQfx3P1+lp7BAhyEzLYTm60uUjKTwyTJGzw/HBlWq0tx2YQ2gcyDCmSUbbBCta1O4RyszLvWQaz+68oIsZ40IE2lHUQEuInF+MEMJUm+fixg6anFnnLzsMndbvUI3dJMaGMRG6dseKObtYIRi+awgHOFIw2bjogC1X/PTUXtR7aGu2PXhST/rP1F5s4RgqPXaGVWOePn2aHnnkEYqJiaHIyEhq3Lgxbdq0yfY6Vo6vvvoqxcfHs9e7d+9OBw8epFDn4KYz9HLX2ew+kHiz7w/0bMNpNK7Ht6yxWG+1e6jaOwLP43V7KiaUYX19ZpGR8tSzKynkJbV4r58eGEI/Zo6hj3Y+rfp3xLzdeRdFKhLjPTs1xm7prB30/Wsraf6H650uiMTCuQihehx9sloNHUhoUJHmpL9AXx4fTo+8cQuFrGeXnp5OHTt2pC5dutAff/xBFStWZIasXLmCpOvEiRNpypQp9NVXX1FiYiKNGzeOevbsSXv27KGIiODtV3MHGkp3/HOcln29k5JaVaZAASv+0wcusOIFNU3OCJ9YblhcajJ6o3o/efNTZCagDONJzs5+GrunoNEXK25PVt1i/yS+Z3eSZr7s8Ty6PYW1H0BCTo9ZbIFIo5sTWHM2vu8IFU3aYvgQOVpHfb7O+uy8BccXilo8LWwJOmP37rvvUrVq1WjmzJm252DQRK9u0qRJ9Morr1CfPn3Yc7Nnz6bY2Fj69ddf6cEHXVf9BVI5+abfD7HVU2KTSkziSAu8QOPw1hT6fdpmtwUavgbf17l8qTB3nhQGr0649yc2DeLBcTfRI6+rW/VB1T4sojjlXblmWzlePH8paNTuuWeHi0S0is8U6WXOTgvw7CDRBSk4jK1yVkQRVS6SospF+Ez4N/nwBRrRwpq/bX5rzaA1do9P6ObRz6vptcs1aJadWdHd2C1YsIB5affddx+tWLGCqlSpQs8++yw99ZR1NX706FFKSUlhoUtOdHQ0tW3bltauXevQ2OXm5rIbJyvL/2GWlCMZNPmJhWz7rhFtNBs7RYFGPplpzgs0fA0alHnFljtjh0ZjPpHbk/YD/N1qdWPoyPZUZhA+3DiI3ft9rppOnD9j3ScwdGqMhJiz81URTpdHm1C3x5s6fX9Y9Axt/CkrDPJGLd9TUIUJQwxvc8+qEyyMHizHhTeIVbbO9DGdeXZHtqXQyjm72UK94731NffEmg3dl2dHjhyhadOmUVJSEv3555/0zDPP0PDhw1nIEsDQAXhyInjMX7NnwoQJzCDyGzxHfwPdQj367FCg4UxEGs/j9YAZ2mo37cAeTBXHpGsAr1dt7hF9O+ijApiphqqxYLmgwUggX4IKUjUhTG/DmCiG+Wz0X/Tdayto65IjHs1Rc2WIcWGEoeON/74CBTZcTQUN5hgULFGGMZ15duKxEyG0G5zcd45+encNLfpoIxOe9pRdK4/TnDf/pQVTNlDKUeMVgfRC9yvKjRs3qFWrVvT222+zx82bN6ddu3bR9OnTacAAz0vTwdixY2n06NEKz87fBk8pBK091IQCDPSoiZ6cWKBRu4V/Vf3R0OtsQrkj44yyaYgKY58snb1DVe4RMmGoAgTVGlR0+/N/fbmNNv12kFVjPjvttoCeXo6L9YwDQ5jRU9vT5E0YEyOSULTAIw4I/eklGcfxtMndW5p2q0F/z9rOtjEFocktNSiYgGSXpwUjasKYigKVqDDd+uy2LzvGimNAlTrlKS7RdRN80Hp2qLBs0EAZV69fvz6dOHGCbcfFWRPfqampip/BY/6aPeHh4VSmTBnFzd+IB4y3TeVcd9Ieb8bl6AXP17kLYyL3eGhzMpUVBKBXfLeLDm1JZs/jdWfAOHKqN3Rv7I7tSKU1v+xjnktGWkGjcyADo+dK2snZQsrTY8tT9RS1iLqYvmgoF2nStSDnD33RYGPyoIX0cIX36bl2X7qUa/M0jOnMswsXCmC0LNRF4yoqGoWcZ4dKzP37rUP9OAcOHKDq1avbilVg1JYuXUrNmjWzeWrr169nIU+z4G3FnEhRYcnB53ihPQqVaIE8odxd7hHSX2pyjyd2n7VtO9PeDKUxPwgnfnlsGDvGPL2YeKqLKTJ/8no6sP40U3x5a+mjLG/qWD3FtxPk0ZuY0KACWxQd3HiGXWzN1N+lpscOvY1Z509TlMoKZlVhTIVnV6Jgu5R3xo6P97F/HyFn7EaNGkUdOnRgYcz777+fNmzYQDNmzGA3vsIdOXIkvfnmmyyvx1sPKleuTH37+jc/5QlQkoBBsli8F4KunBRDT0/uweaFxdUsT2cOnac7nm1FMZX978GeV5mzUzSH2+GsOZxzYk+BsUMlpjvMqI/pKVorcD0d7yMCHUrkWnnYUhzT5GupMHuQt4Oxw0IQk+rb9q5DwdZjhzSBmrYDIBp7cX6hc88uzOG2lpl2Ui4sn9atW9O8efNYnu31119nxgytBv3797ftrDFjxlBOTg4NHjyYMjIyqFOnTrR48WJT9djxsBTCTN56duhX6T28LQUiasOY3uQeuWcHT6KKChkq5eSDwDZ2S2dvpw0LD7KxLXcObUVVkoyV2UKPo9Ywpjj9ABMunBo7g8f7ODN2C6duZNufPPs7K/YJpF5Ub74vvm89kQkrG1uKareMZ5PonS2M/jvvPubpQ+y5uJAT9DZnZ1YFFUNK3u688052c2UoYAhxMzMIDehh7AKZ+//biTr0q8cKVTQ3ibth3PwHmHcHXUau3xcsYcz9607T6p/2su1b+nsm6KwFb3J24mLm7MlMdjF1ZOx8XaACIC6OxRBC+zDEgSa8oMvAVg/ErjEVZNKmJ13+THTFUuzmchZnjszZSVTA4+BGzrND39qMkX9SzeZxtPXPwzRwYnefnuSNbkpgNzWgCbxcXCm6cimPLmO4YxHrhdFdczgusp5If5kpjOnpxAPOqp/20JkDF9hiCs35ztpTvJ144EwyzH76gT8LVLjwQv2OVenAhjOsBcKR8AJaXWaO+dvn50igCUC7I1ynAhX8HbXHZSAQHM1MfgIajZDFgqKEtyczcn8ITYieDZ4f1uwz1tiNUBhCDoG8ooXB+vLYcDq8LYWKFy9GCY0qMuUvvXvmRM8u0CcfiLqYYqWqO/76fBtt+fMw2773xQ4O5aDcTikvqz2MaT/Xzp85OzWTMb4//3zAyu0FsrHL1RTGvFroPDQD0th5wdtLH9XlS/jyhb9p1VxrqOuLo8MotoY1Bo/erOqNKtKeVSdtB2UgSYk5AoatXtuqhv4PPT07o70B7tlBXQaN25rmJV68qt7YidWYHnp2ypyd0tgN/6I3PfZ2F+ZhYVEWKJMxOA9XfN/WFB/o54jIGSGM6W5oqyfg2vHL+2tZfq5S9WhqfUeS7TXsJ+RAIQCRoKLVx5lnZ6Z8HZDGLgBITylo2BUvJIMSP/KrlBhCqKcPnGceGyrFjFA1WfH9LmbI0Uxep3VlVWERPQe4GukN4ILD5dPUTDtw1ljuSa9dzaaxTBMRHp53OTulsbMJ/9Yln+Oq+IljuUF07caNgJPb88Szi/NQHOG13nNYuBme9lt/P6J4DSINM8csteU7WwvGDtj/vCfUah5H2emXmRE1E9LYBQAZqdm2lZIYxvSmnF8PEEb78PEFbPvpKT2p97A2uv+PXz9YRwc3JbPig7nZL6oydvCSug9syjy8um09N1CeTkfXysULl+naVavElqezD7X2cT76ZhfSCo69MjGRrOfL1cRyf1KkqNWw8fseTzWnJV9sY+kEf5wj3pKcb+yw0FDbdsA5tiONzp7IdOhpi7k4PScegLeX6RPR8jXS2AWQZ4fijkCSElNIhXk4O+7ojlTWs3Vgw2kaMKErVa1buFkclXVcJSa2plUTUw1lYkrSyC+1X8Q8nY7u6+IUbzw7b0EoE8YO3z00S3013UBt8RPeX49BzemvL7Yyg/zwq53p9v+0DFi5PXee/9v/PEpnDqXbJn54Am/oFpu83fXYhTLS2HkB9PrW/bqPLmfn0X+m9qRq9T2Pf6NykcfAXRUw8AZ2DlZ0Rp/IatVTHLF58WH6auwytt2mdx2Hxg6fga9AoZARyNPRfTG01SiFHk/o0K8+m0YOAYEb16zGDsb2t483snAZws312xubk3VV/FS8RDHWutRrcAvmNSO0npFWkAYwE/gcNRrHspsWeE4WAtn2+prorXN0LIUy0th5wcm9Z2nd/ANsGxqN1eprD2E68uzsV7QoJYcQLvj5vbXUrk9ddsL4ZOKBGxFoe5B/40Di6daBVmk4p8opGhLlWvGVx3zhjDC0tbJn+0+Rl/ShsXvwlZsKPXf+dBbNesm6cOnySGO/GDsg5oxx3PPH/BxBpAD5OoAK6WCZh+iMSDsxaEQ8HAmIOzJ2Uwcvot3/nqDcS9doxoFng2bKiCuC/xMaiKhEoHX1nZFasCotFxflckULL+jZhtPo7Iks2rfmFG356wi17FmLjALNu1yv09MKPDQkc28UvVHuNDG1eHYIA6HnqkREcU2/azRQg+k9vA0zejUaV9IexlRZhIM2jGFNZ7DCFFTbDXr/VtIDf/bYqYGfI8u/22WbMXn38+09jkaYDbEAqZCxy3Edxjx3MotO7bOO1cJ1Ra2x27fuFE0fupjVFyBv3vXRJmQWpLHzAm/U6Tm8Ws+ZsQP8QMQF8Nlpt9PkgQvpqUk9qEUPfca3uMvZQYjX09wNTgZ4T9AzPLo9lVWH2Rulk8K0AzWjfURGtvqcDaFEkcoP6S+Qp2Sdv2TN1+XbPOxblPvr6Q3Ua1eV3bSgJYyJCszUo9bpEnG19CtjV6in+EEqTA04R5JaWT3yignRHrV5+Iv1C/az8wLKKYlNYj1u0FaM+bGbfCAeM44KVMIVKipXVasj4XqFKSagucHXH72Rxs4LFHPHNKqoOGs7cEbr25Po8yNDVY+L0QomQvNciKfFKZw6baowY4fcGAxe3bZVFK8fz/fs4AFWrVfBY88MosCQC8O2p+Hc4zvPKnq1KiSUoSlbngqYcA6OBUwExzGGCedG99gV/ltX2IUY+pj+FoFWCxZM36aNdiiRFYj8OGE1k5MDP+W85Lmxs/PsRMTrkWjYvNXHNKsuJgiMUiuTolgdGejZ2WNv6NAY/XLX2aong6udeM2p4GZCuTOShLwdqjJFYKBO5ufsYhPLeVx2zRvLYfD44FdP2L70WKFxRIFi6AAGlE7dNpgmrnqc5Rg9VU8RL4SeAE3M+8q8Sw+UfY8+HbbY7+N9PAHRB62GzohzyN3f9KbtoPDkA6Wxu+zOsyupTTKMq6dY/7+5Cl+ksfMC5URpbcbugf92oq9Oj6RJm5+k+h21TV+f8+a/tsZoI6YdxFTR6tmJxk55wqNp2VaJ2dDzfJ03jeV5V6/T7pXHCxk7vfN48I58kRt0FMrSOrgVYVy+P/kxEOg5Oz0QxQV88TfRlI0WD29kwlxNK8e1CXlwNH6Xjim8QNE60+6yiT27wFnKhmjODuXCyInh5mljNBLMv7y/hrb9fUz3xuiL5y+xsApCkK7m2LmiRpNYVliDEnFUZIqgr6j1nUmsSKV6I8+KNwqP+cn1KNcGL9P+BMfnxEVerxMYRu6x+A9ZhWCjztXpjb8KRlwZhTjXzNPBrRx4t9iXCGHzxnKzhDEDQVxA7d9Ebx0nXqNMWP0OVemRN25hx6w4oQLc/FAjdnNGhDjTTmMYU6wGNQPS2HmBtxN/vcHRZHA9ZZLa961H764aQF88t4TJA2kBRQI1m8Uyr+7U/vNsdheTnEKlYp0YGr/wQbatxfvxRh9z+1Jr+4ajohW9jB0uCuh/Ar6aOH9Jp5wd2lxg7FBFikUAGu7NYuzgMc0au4wOb0mhxCaVaPjnvT07h7wUF1B7Xp45aK2E9Mazg7ydVom7cDFn58EAV5mzC1H81fjLG6OdJbTxPF73lhXf7qK9q0/Zegm1Ninf+kQzGjL9diYJ5ggtvYLKyQee7ftt+b2KAN4lRwzX+VM9BeRezqOXu31No9t+QVOeWqRhvI92o80FoWGkLyRfVHh2Rs001AtcxP+euZ1FEvauOeX5OWTx7hxydV6ihYf/TX9MO9BjoW5mYyc9Oy9AuKfnU82Z0avXTllpqAZ4NN+MW85Wy1XrxVDLXrX93hitd2jn3jEdyAi0DnBFuJlXwKHkG17rxkUHbaFbvRAbyj1VTwEI/+5YZg1PF1XZ9qEY7+OFsbOfa1epRjT72/DyAn1+GaIJ6GlEefypfefY9+1MGxLnEI6dT575Q7dzyNV5icVeky412Pb+9ac1DW3Vi3DNBSpCGFOO+AktYzdshvOJ7O5A+O2Ht1axbTQBe2LsjMIXupEw8ohcOvP0jAxjQjWCC2s3657ILkxNutZgQ2ajdPRavPXsUFkYHlmchUJV99npFMYUW01QSPTinH5kJmq1iGPGDscYWl4auCj8svf+uMC0EbTrW9eWm0eYlROvsScS5xEWITBARYoWoYrVCqYQfDt+Oe1ff4Z5cENn3KFoOAdoA3ri/e6ssrtRZ3XDmQtXY0rPTqKh7UDLjDAYW3iFPMwUVT6CrWy9aYz2hW4kZMj+U28aMzS39G9EfUe181k15i6hCrNptxrU6d4GLhP5euhieioVJhp0GDu1n+/mhxqyCAFydxgsrBVXE8vNAIo1/vxsK9uG0XNl7EQPCxf/f3/YzT6zN+cQfjcsvBhT9wGYSZl6LIN6Dm5hbcgugjyetYcVRoqJoWuImiCv+mjch2y7Te8kenWBNQcOMEmED/+FsbMnoUFFdvMURLIa31KdHZNalIv8ibnebZCR7kYqzB3oz/l419O2Ax5hl/GLHvSqXwxhGOQQnmv7pa7hURSnHNp0hl2I0GiOCjCc+DA4Wmh+a0165df7mdHz5KTFCBwYuG1/H7GFlIzAW8/OlhNOy1Fd6YuqT9y8xdXEcjNQSzhGD2+xqn04Iu1EJp05YM2d1Wlbme55rj3dPbqdTWBaKzgvazSNpYP57TYfbhzE8tJ3R0wo9LMYTaQ1aqJsPbjqkYKKVtT2fAYi0tjpAMIJaGxWO6KGk6FoKNe2kkQTLcKBKCbITr+iS2N01tkcXUM7mJiMaezg5V/us0laAS2rS4Bp7nyiu6fhQRhc+1JtvUlP9i5nJ04r93XxU0UXE8vNAHJ2vG2GS1s5YvMfhxTKRICFPnekKYTMtXAhX2oPEZsSEWGGzKeEZ4Vp49fybhQa88PzcCiKQf5XIo2d1wyu8zElH7rAVnMzT4wwXD3FHhg65JoQysSwUD24mh9+AY271KAr2blehXbEPiL0uHFlei2amGZB6dlpC2OWzM9LYiHly+IQiAj83+8PMQ8PhTbPtf+Shcu7PdaEOt3XgAIdGAFM0UC+DvqrGKPlSKFENHYtb6tNCz/aSD+9s5ppwk7f94zDsVRqwQxHhC7FSmO9i8rwt+HdoTndXkGFL5Dg1Tmqdr5+/Qa7/mCqfVhEcaqUYK6p41qQnp0OYDWopanc25wdp3T5CKuxy1dk8JZrgrFrfXttuvs570I7omzYwY3JCkV2nPz+BBfCFzrMZPuuZvNYRd5Dj5wdwqxaw0j2ogW8R9HVyCmU3uPnvCkegFFtdZu1WOrU3nO26tXGN3sfIvVlkQqMHSIex3emFdJlhfYrl4yDuDU8fRQvcfHzFd/vpv7/d7Pm/+9uGoD9xHWtYOwXjJ0zbUyxn04Ei9dBidZitJseaKCqCIm3ouDYQmGLNwVm/kAaOy/hFzItoSZ3433U8trih1kIVa9qQsXQ1mplFLPDtFChShlWpAEvgWlk5he8QMpIqyHAxWrfutOsdLx0TElVM9Y+GDCfGVfk+3gYExWPUHGB56Snov8r8+9ncluetEU4C2Py48udsRvd5ktmFFGkMn3vs6QHZlVPQd4O/XYAoUx7Y4fQ30PjO9OmPw5RXGJZduHGRf/L55ewxevK73fRw+M76z4v0tnEda1RE65PeSlfmo6/X774jhSOIW/77FD5+XjVyTZP+LXfHyIzIY2dTmLQOHmguejJaBFx4oE3xi4uUb9xLvYVeHrNBINO5rpf9ysqC70Z2IqCl7G3zHZYieYIhJSgVcjDV++sGMC2cXGAdiAWHlyrUA8QAvMmDFZopp2bxRTCUvxnvJ14IKJUTwnshnKRZt1qUP/XbmaLmroOemCxb+95vj27cQUfLMoa3Vyddi4/TqcPXGDtAXrndl1NXNcC9+DZ9UeY7chVUZxNRwlXKKjkaWgoN5cINJDGzkvECxIOsLASkR6HMZFEdiTW6i/ECjyxMk8PYyeitThFS5+dKBGGnkaRMtzYCV5MIND2rjpsNhtCoe6US8QCBa26mCJnDl1gZfnfjl9hSs+uWv2K9NCr6o4v0Xu7+eFGzNiBFd/v0mTsUOWJamMU+jgyNs4mrmtBVMqBNmqJiCi26IbxczalHIhtA2q1Mc2sngICWw4hyMWgUTWGkwlzyzwdjmok3LNDaMdTgWpXs+3sqaZhOjkH4UeeM/DU2KGZXARhUH7SaxkXZBQd7qlPj7x+C/V7oYPbMJeyodz7C9G6+fvpf4/8qnjOTMZOKx371WcVjjxvB4/ZU+b9bx09U38a3Rv1Lu1dc5KMxNHkg1w3U8oBzh2uoiLm0IPZ2EnPzo9i0CNnet+gDTCxG3qPqMbs/GBDNvVYD2OHknm9KgAdrZC9CWNiRQyPBxd5d3kxhKm250tvwRMXC2aA6FVDDBrhLG9AocjKOXto3fx9NHBid2rRoxb5cuKBN7qYjtoPgs3YYb4cii0gomxfZAEPukWvWrRh4UGWY0bRCmYLesK5k5m27Zgq+iwWnSGGrC/n99oVLV6U7hvbkV2PqtaNcXntyr2Up/q6JY1diONPMWjOntUnbX1sKE7wxtjBMHS6vwE7YaPK6RdaRXEFTjxMPwDIo3gTxuShTKuxc73fMRGdFwMhJ4OxSs4u4qjK9NbYbfnzCH3/+krbKt8nxi5DvynloIIgPQWw6NHDY/QlKDo6secsy71VqVOe6newKqnMeeNfWr/gAPve0fBt36+JUCaMHVj5/W7PjV3+HEBER7Wq56il35j2dNt/WrCqTC5egJaVAW93dfu7EaVKsJystpyduY4FID07L/GkiMAoRM/E2/YDeEz/mdqL9ISLS8fVKmczdlB9P33gvFez97hkmDtjp8zXFb5wIWfH8SZvxz/n4a0FjcyoPj0EFQ8NnxPeB1t5Z19lISdXFxhU4xnp2cEw6F2ZaDR7156ilzp/xbZv+09LZuysLQfW4wFeHXKi9rTtXYftb+z7VXP30NNTe3lUeGaLjMRFFVpY6Y03MyvDSxb3KGfHPUczzrID0tjp6NmpXSHpjVi8oFdjuaHi0hbr+/RWXNpm7LKvMsPgrO9n9U97nRan6LlYcDTLDB6X1s+5+qc99O4Dv7DtJz+41aWGqCJnp0OBCi7UXJnHbJWYHMxShH1GsSVXUtm96qQtbIdwpaNjBh4PRJu3LD5MHe+rz8LkYXZCys5AcUhGarauxV1GEZ5fPIOcndi24AxZjRnidLqvPhsTA6OHghO1rPllL339ynJ2Ubnnhfa2Jl5vjV32hYIVfqBglLi0WJGJE5Yrjojgf3Kx3xKRxR1ORecFKsCb9gO95aAUxU9uvFe9C1TwfsvGRdlGFXVx0yQdiOB4wJBgRBOO7Uila3nXadPvomqK8/Dy4Ek9WGjQE48OnD+dxYyrP40dPic0N3l7g7t6A4uFVMkdyjBmiKO1nyr1WCZTO8et5+DmXr0H0dihwMIbsDJFNZqeISujZu/ZTz4QjR0PKR7dmUrX88uwcQFAMY99SLF+h6r09JSeLFSHFolA+ZyehMjFMKZeuTU0/XNj52pyQKArqcDYoQcN+TsuEQaPzlUuFZqzYkHLzDF/s2Ijd5PBxR5VceSOUUDRBDliFCihCKxhpwRaO28fiwigpempST2p99DWDn93xBe9WbUpPFk17Q/S2Ek0odDFjNXeUG4fhvPWs/t81F+09KvtrPn1v7/eT9Xq6SvnpZdMkmjsYBSuXs5zG1LEBc9RSBGfUa/PyRuUOd58Tk+Kn/qMakddHmnMPDwYKT1A3m7fWuv24hlbTGnwarWMZy0EYO0v+6zjdPILpNROXYcYwY5/jtOyr3e6N3Z26kNGA0M+aeACW7EKjN3lbOu5cOO6xaVnGlfTMzGK+1/uRN0fb8qMnrfFZf7A8Oaud955h3kJI0eOtD135coVGjJkCMXExFBUVBT169ePUlNTKZRQSoVp18UEKFzAKk6PnN3Zk5ksp4GTSM+KKy6ThNXnkOm3s3s89mZu2PDP7qQF11+huRdfpPha5QuFFJ21TeB5vG4E4lRxtFZ48zkjPQhjQugYnioqcb2txoRXjByXqJaP6kUU2uB5vG4WRG+aD0oGrW6vrWof4DNzY7lyzi63+0CpPmRsJaa9F8/H/Ih9dlzhSQ9wDNdsFsfGSMlqTDs2btxIn376KTVpooz3jxo1in777TeaO3cuRUdH09ChQ+mee+6h1atXk9nAKgdhDqy8K1aPpppN43w28YCDxQTaBPQQg+YnK8vZeCFObbRMEnD1u0aFTt1xQ8jXNehUjYZMu13z5/RGsMAbHBfaXNF1Wr2vqNm84HyEp8OBtqOn+wBl+u72wfkz2U7bNwxvKs8PZV82aJad2THMs8vOzqb+/fvTZ599RuXKFbjLmZmZ9MUXX9AHH3xAXbt2pZYtW9LMmTNpzZo1tG7dOjIbJ/edo/92+4be6PMjLflim+rf48YOF389qucw+UAPz44bOzTD6q3qggs+zwV6K5PkCQglivfOJJ6wat8PoWovOHuioKEYY1O8+ZxiTtJdGBMLrpe7zmb33uIvr9gI0N8ZX0sZrsMiDh6Kx/vA4n4foLDl27PP0eQtTzJlJKNBEY29ZyceK84UVAA81N+nbWLzJqEdG+wYZuwQprzjjjuoe/fuiuc3b95MeXl5iufr1atHCQkJtHZtfoLAjtzcXMrKylLczK6gwsOY5WJL6VIMgpMXyu7wJni5uKfkXs6zVSMGetm0GlCQElUugoX23IVOhzWdwVbt7/dXSmRpAQ3M0B6smODdPuRyTmo8u1kvLWN5pdn//Ye8BV4xvF9H4HmzTatGkYoIKp/djafRug9wLkdXKEm1msc7nKGnNyWFBRFX0RGvQ860McGGRQfok2f/YIIUKN5xx/LvdtKyr3fQxt+tDfdmw5Cl9Zw5c2jLli0sjGlPSkoKlShRgsqWVTZDxsbGstccMWHCBHrttdcoEInUoKCCCqisfDV5vUKFL/7gfh6VOxTJdZ2mHRgJmrdRNIB8VucHGlCz7jXtXk9h09txw0Xog/WDnIYUUYmJUN1FL6tZoWeJGwpVxLCZFuBZ8+ZmRzk7XnGK3sWdy61yaFuXHNHcxG50QZGv4funbGyUrd8uqnwEdR/YlHk1euwff4NjOSy8GCu+4tWSaj27CHHygYrG8lkvLmPXCKjCzD5dUIMRssbu5MmTNGLECFqyZAlFROgzamTs2LE0evRo22N4dtWqBUZlmJa8CnJr3PtCL1OgoEium8CzSz6cTvM/XG/zpuyN3dFtBUVPVerGuAwpQkUl+RAxw6jHVHD8r2LFi+iymOIqKmrySjByeuTW9J67FhBiBkivpF+hl262joZyt3/wWTHjkI85Qn4MqiOBtg9QkJSRlmNTOFHr2UUIhlCNIAY3pmYc72OIsUOYMi0tjVq0aGF77vr167Ry5Ur66KOP6M8//6SrV69SRkaGwrtDNWZcnOM4enh4OLsFvGenMoypZ3GKnih7hALf2Lkb84NJ1ZzEJpXUt2+kX1b0WfmTcQseoGJhjnUp9W5iN7qgyGxiBtgHM08Mp0fiPqRLmbnsIv/ZoaFO98H5Mxfpp3fXsHMHvZtci9NoIN0FY8fDmOKi29k8O/tKTXfXLizOueC6GSsxge5Hbrdu3Wjnzp2K5wYOHMjyci+++CLzyMLCwmjp0qWs5QDs37+fTpw4Qe3btyezgYsByv4RslIbxiwfX5qGfnoHpadmu02U+xJf9wjpma+wN3Y4OY/usBo79J25E7VWTj4IHGNnP2HblxWnes5d8wd67J8SEWFUo1ElJrYOgWeEC53tB2i9LpyygW3f/Vw7nxk7vhCC54XwuSKM6cKzCxdyiu7G/Fglxazb0tjlU7p0aWrUqJHyyyhVivXU8ecHDRrEwpLly5enMmXK0LBhw5iha9fOufZfoMJGzURZR82oNXYIg2ClrCdIGs99ezWrxsSE5k73NfBuaKsJcnZKBRXlmJ/Uo+k2A6imKq6MIBmmtX0DIsNjOs1iCwVMV+gzoq2mvyPRH29yj5i7CGMH0JTubAHirzQACqEQnoXnCe8bwtWZaTlWAfFI5wuUCMHrc+fZmV09Bfhlqfbhhx9S0aJFmWeHSsuePXvSJ598QmYlghs7PwlB84ORn5Cih+YJ973Ukdr3rcuMHjQFzRzGFEOYEAR2hyh0rLVIBfv94KZkdoPavS+MHRZOmHKAMBuIqVqa9foFWl7JX+iRexTVQjAuSo2x82Ua4L+/3K94DE9UDRFizs5NgcplwdiJi0wz4RNjt3z5csVjFK58/PHH7BYM8IPGXyN+9PJMMNfLfrZXICOedJfsjN0RoThFjWcnikFnosJRA2dPCBc7B6NjtHBg4xkWHsMq/eaHGhVaVcMDR8js21dX2KYjtLurrulCjkahR+5RHDIsDmZ1FRmJMUFkJLyk+gIV8fySnl0IA88OfTvF8iW73IGLV5GiRVjbAUKgevTZBfqYH+M9u1znxSmqwpjee3ZiQ7m3PXac3z7eSEu/2sG2G3VOoJJlCmsSns8fFgriEstJQ6dz7hE6msjxIf/naLKGWQu8IhQFKldVe3bS2IUw7699wqNJAR8/8zvtWGbti/oxc4wuBw/6h0LN2EHklvcYOQtjwvuLTXQveCsWqKDfTgviyl4vz07Z2uJ49S2qX1QykWduFmDg6rZxXijE4ekDXAvQ2+cvMHAWXhsW066EqyPLhLPiLf6zanN2ZhzcCmSsQwc8nXmVkd96gINMr/i3t2HMzLM5tHnxYZbbqFo3hlWMmsW7y8u9pDB2KBTh4thQT3GnlgHqta9Ks06OYEbP3VwvX3p2aiTDkFPKvnCZ9YOJHqrEtxRI7ZVRdczpWZz254wtTC7s3pc60Dv3/8yeR/vDe6sHOv29ClWsIV41IBKFBRyMHiTYzIg0dn4gPSVfKiwOyg5FdLso8hYILZ4d1EY+eGw+28YJ8/iEbmQGWvSsyYyAmCNBmOqjHU8zo5d5Tl1IEgYuvKp38k5izk4vEWA1M+2e+rCHLv9Lop0rl/Js552v23ZgZNfNP8C2295VR1WPnae071uP3cyMNHY+BsNR+Umh51QBGE3k7bC61zLTztdDJ/Xi+W/udvoajB5Wr76Ce3Yo99bLw1JOK1fmJSW+I+VIOq35ZR/TkOzYrz61viNJ8bpYuOJrYyemQdDYzomIMl6b00xIY6cDEFTduuQo8zDuG9uRKtdWzlYTQf+LXnPs7EEIDsZOy7RyszWUBxpo5uXGDuEe/Tz2ggvZFSc5O4nxnD54gQkm85SBvbFDmK/jvfXZorFGY3Wl/0YYOz5Z3l1DeSgijZ0OoL+NKydgWrQrY2ekVBivyET+6lreddbrpRZfD50MRP6etZ2t4FGa/vg7noVx0dTL+yz1Kk4BkcLq3J+tLaFOdaH9wNGEgCpJMTR27r3kD9BnybkgzNNTE8ac8uRCpgyDNIi/3r+vkMbOR3kVXxi7Hk82pza96zCjx6V9NKmnmCiMaQ+MPOShUCbevEdN1kislgWT17P+POgmDpjQ1SPvDPlS5M4wF69KkvPFjqeIq3NHBSo/v7eGFs/YSrE1ounxd7sZNpQ21MF8R3hQKNA4sdv9OJxA8OzUDG7d8c9xtsDD1A9XzH1nNZuViP/1xHvdFQVxZkEaO70vSG76VXhxit45O3DrwGaaf5d7dpjDZqaKvm/HL7eN+Xl35WN0/bqFju1MYzco3Xti7HhjOYSD8fc8aQmB8nyfkW19vpA6feACJR+y3iTGgYUPZMP2rztNaccz2XcRKFPARZFwMWcnCj07A1Mc1Cio7Fl1kjb+Zp1jN3CickYphfrw1lBCoTHnJq+SkRp4Ew+Qb+LGDvk6vfJNviA7I5dSj2Ju2SUm2XZ0W8FMRE9FtkXJMPy9QAAGF5PsoQQiKl5w0oQeOzOp35gRUTbs1L5zhc4hfyEuysQWHDXGOCL/2gVj52ros0IbU8qFhS5i1ZM7MWjRswsUY4cDmXsNZitOsZ98cHR7mkfKKSJiaAaTD+Jqum9GNxoY7B/SX3D6Ogw9QM4FU9klxiHKhiGUKTZsj2r9BcvbVk4qT68vftinX4OzJm9Xg1sdeX9XL+c5zfNxYwfZNbNK0ZnzXQf0TDvXxu6pST3owXE3sdxdvItCFi1gAjqbzH3hMrvwqR1TY7ZpB64mHxxReHaeGbvSXkiGIe+BCwcEhn3lGeP75hWg8OrM5JGbkYQGFZwWqSCMjMiCP74CTLSHYeMFUny6vZpqzHDFmB/nxo57jGaVCgPS2OmAeIC4K1DBgYkLohGq9Kt/2ksTH/yFbQ/6361092h1I5PgjeJief50lik0/VxNPuAyYZgw7annbD/TzhP+9+ivtHfNKZbz/CHjBZ+sftOTs+lannVeTWyiDGH61rMrCGNeupjLDJ0/IyM980eGVUqIZrljhCTVhFYjCuljlnIzpVwau5BGWTHnv14oUQwa3p1a6rWrSl8cHcZOEJTdm9Wzg8A2+gx5+M9TT0cszPE0Z8fVU/B+fBXmkZqYvgVRD3y/WFSJnp2/5tiJPPWBUkXHKlfm/viPUDnTrsDYBUZRjhakZ6dzL5TaAa5G4O3kA5wg8EzMaux2/2ud56clX2c/5scTfVG0O/CSbz177DifPPs7M754f0Om3V4oXwfQeiAxFiyeOtxTj0nyVW9UkXlOeE4hAG6yyEiEipl2kN3ji2Dp2YU4UeUjWU8Xcne1Wjrvc8q9nMfmjpWNK8UEipvfWlPX96HMOYXG5AMxjLln1QnbdqKH+Tpv9h8MHa9k00sAWgQyVRmpOUyhXkR6dr5n1Kw+hZ47r1AfMteiI1zFTLtgmHgAzLWMD1DKxUbRG3/2d/tzKEr55f21bPum+xvob+xCcqZdgWcnpii0eHbI8dVqEceqMqvUVT+pPc2Aoa0iWETB2NlHDdKOFegxxsmcnd84GyDqQ1hw/fLeGtZ7CVWVB1+5SXFNcET9jtWo97DWzOhhyr3btgNp7CRqUDSUG9B2gAs/1D/QFO2JsZv40C9kuWGhynXK06NvdCGzth4gtIRJ1Ed3pLExRZ6C5P7kzU95Odon2rCcsH3x051DW1GDTtVYODMQ2iRClUDI2U0b8gf9Pm2TYsF375gObn+vbe867OYKGMLew9uwAa4YZGtWpGfnQxRSYTqrp4iTDzLSclSH4ZB3WL/gAIvXV60XYzpjh9lhgyf3ZIa+ar0KVL99VZ+/B8XECAPCmNx7xZBaUfO0VvN4dpP4Z6QP5lJikREIE0PQ/2ZffKlGQUUNmG359OSeZHaksfMhCEUZ6dnxieXM2Kn07NCXxxPTZhrtI4ZV7hrexq/vwWjPTtHHmX2VosqZR84tGBnWbAYd25FKsYnl6PPDQ20TQ+AB+aux31GVpCPFnVBGGjud+G/3b1hjKS6+GBzqXgRaf89Oy+SDs8IcLmcxe4n6oa0IheqNYqadNHZ+h3tRqUfTmYc35NM7rNvZeX5r7LcvHMFMRfT0ejJnkywW06qjqCF4P5mPQUM2BGJFUVZ7ju20NjzzohYjUFQUXrjs9v+cM3HZtMiO5cdY60SNJrEUVVb76nrGyD9px7JjrKkcq3Y1rRjcsyseVpSiDRALsPfswIXki0yyqlKNssybDCuhfpyTxPtxPwc3nmEG7/T+c9TopgR28ycQIhdRO8tu29KjNL7XdyzP/9CrN1H/125xqNSDc8vsCj3S2OkEb87Eypv339hzdFuBsUP7gRFAOWXgu91YT5a7sR2Fk+vmC2Ny7/TNPj/aqsZ+zByjuWoMCxY2MYGpqFxSNen8f+ufYKGszLRL+c28xlWcXsqXbdq65Ah9OGCBTYKuzwj9Jy5IHIPpBxwsOAIhb2ofxlQzyw6EhRdjhs5VU/m899fS168sZ+fUc9/0pVa31SYzIo2dTvCVFBpOUUjAPYK041Dkv8zEDMRw1/nTFykjJYcp7Veqrp/UE4ZIhtqE8pe7fG0zdAgPe1MeLS4QUOSjxtiFR4ax/e7pvvdmpp2yoVxKhflNNmyPcvqBv7A/5kVxek+0MR2Bc4tXeCN6YVaksTNIDJobuydqTHX488+1/dK2vcgyjkK9R8gbuEQYKBHpXVLeG8kwo0hqFU/dBjRhRo/rfYo9dlIX03+jftb+so8a31KdpQBQsOIvBaKS9mFMlZ5dhAoFlUtZwtgg2WcnUQiqZl+1jYuB2z/p8QW2UIEIeuJGzrrLrzsvEMqmtcK9ZrHpFRWvh7YkE1lIk9cciCo0He6pz25O1VPslFUkxoIcKZ8scGr/eXq153fs+f/7/SG/hfgKhTFV5uwiFNqYjqUOZVO5xOnBJTb/dunfmKrVr0AjW37uMNdTu4W+8X6EJbf8eZiFHOq2q+o2cc6NHcIgZlNHcOQ14wIk7mtPvWZRH1PN5IOdK47Tjn+OsZV9i561fDYiiXt2KHW3L06QGAvyshj3c3BTsuJ5f6YB7M/deu2rGCIXVtJk1wgRGcb04eSDIkWJLDcK7o0AE5SnPLmIbT/w305ujd2dQ1uzWWxmxAivuYyHM+22LTlCP7y1im2/tvhhnxg7fF7eMiLzdf6hWoOKhYydP6uZMTJs3IIHWDV4+cqlqbLKWZkRihE/jq9b4vRzaewkDuZCKQ9EFE5g5ddjUHP664utzKMyYqYdRKk98Uww+8qsGOE1ezrTLk1oKK9kgHqKI/1DeO8ohAIyX+f/IhVeMetPDxv9ce5kv5z1DBYtVoQdT87CmGhz8WT6eaAiPTsDe6E4WO1P2vwkk91BSwL0GzEyw4gGTq0z7cyOXl6z0rNzv//EClujWjf2bzhN/3fb9yw8DrWYVncU5IXQZyfxPZ0faEANOlajMZ1mmbpHtUiRIixvh1ClswKV9DPZNsNo5l47aex0AvmaUmUj2MonsVmc4jXIdw2oMpmFnLo93oQeHn+zYUoF9k3lwY7eXrOnM+14QzlyZ+KCR09Q7s2/Sxg8OcfO/6DwSUxdiKOmzEZ4yTCrsRPCmGLLVE7WFVv43JviL38jjZ1O1G4Zz26OgNoCr6AT499GgAuubfKBm4s1v4DiQm3WFRu85i+PDbetOr31muEZ93/9ZuuYnzqu8x5QluCzzIzQxHRY/HQxlx1DKHG/euWa9OwCpJIZ34u/+Xb8cvr+9X/Z9vAvelOPJ5qp+r3nvu5TqH3BUfEXJqN4U/zlb6Sx8wEH8o0dSGpd2dD/pZh84Maz+3niGvrp3TVsZffGX/1ZWMaMiIYNn98brxkLhYfGdVb1s2hzuJZ3w7BpB5ySgtdwJT+UiRlk+P9m7nsyK9zr2fXvcdtzqccz/e71cEPnqfFt1r3wXM1Ab5nSgjR2PuDAhgJjV6eNscaOhzLVGLsj+fJliNWL4U9JYEw7cNzWkmcz6rzBXBIALS853rW8GGGQvaGLj1umfIF5tV8CjLzca5R8+AId2Z6iONCgk3lww2mbFJUvSsXFyQdMzVyFMLVZE+yhYOwUkk52xU8S3wOvB96NI/A8Xvc3Bzcq2yK8AUVf4r1Z0f3tT5gwgVq3bk2lS5emSpUqUd++fWn//v2Kn7ly5QoNGTKEYmJiKCoqivr160epqQUXXjMC8eCnan9Mw5t9Rj+/t9b2PIoJeAk7vDpf5MYw046Tna707mCID21OZiEXPjkdbwlKEHje2xVhMIAikJSj6XRw0xm2iFFTiWlkGBNNzLzkOxByQ6EOvB54N47A83jdl/BzWuTI1hR2jqs5p4/tSqONvx+kVT/tYSOLOEWLF2XFX6hFGDL9dnaPx0a0TJkyjLlixQpmyGDwrl27Ri+//DL16NGD9uzZQ6VKWXfSqFGj6LfffqO5c+dSdHQ0DR06lO655x5avXo1mRVHYr32+TpfhDABNPpQXIHKQhRriDhMPFsooEIw/uaTZ36nf77Zyban7X2GqtUrULkXKV85ipp1T2QeXlxiOcOPLzT9ntx7jt6650dWmIL/3fr2JEP/r8Q1vhCKcIejcxrHitpzeu7bq2jF97vZ9meHhlB8rfJ0ct85Gt3qc2rXty7dN7Yjm+xgZMuUL9D9XS9evFjxeNasWczD27x5M3Xu3JkyMzPpiy++oO+++466du3KfmbmzJlUv359WrduHbVr147MiNhsKcqFifk6o4tTOE9P7klEuFFIJJ71xn7ygTNuebgxu/kClLajIAULk7XzrJESDOeUxs4/+FIowh3entPhCn1Mq2c3/8P1rPhq1dy9VKdNFWbsvC3+8jeGv3MYN1C+vLWMG0YvLy+PunfvbvuZevXqUUJCAq1du9ahscvNzWU3TlZWQfgoUBB7rMR+lQP5+TpQx0fGLtQSz3qjFIMOjMkHkQ5GtlSqIQWgg6XlxZ/ndITd5IPMszm0bPYOmzJMz6eaUzBgaMrxxo0bNHLkSOrYsSM1atSIPZeSkkIlSpSgsmWVhRqxsbHsNWd5QIQ7+a1atcArkRdXR9yzg7TT8V1nbbJO0RUDM9Zt0hY7wxBVVDLRWBsADJjQlV7+5T6q27ZA4FfqYvoXGDaegw8Ur0dLMUmEnT7mb59sYj2coMeTzYNGaNzQbwe5u127dtGqVVahXK2MHTuWRo8erfDsAs3ghZUoxpQu4PrznB0KC75JGUVHtqcGlHQXQi1cDw/vsWbzODp/2j8hmEAkED27lr1q2+an7V9vjRZIz06iR1g1XKj2xfG+6KNNbBvXiD4j2gTNTjbM2KHoZNGiRbRy5UqqWrWq7fm4uDi6evUqZWRkKLw7VGPiNUeEh4ezW6CDIoLs9CsK9XCs9uq2UTduQy+O706jWS8tYwa20/0NqM+ItoUu5ljNYShjrRZx9MGGQaZOPPsjZ3dq/zl68aavWMtBl0ca+0xQW5xjJz07iR5h1QghKvXH9C22ocWd7mtgOkkwV+h+dUNf2bBhw2jevHm0fPlySkxMVLzesmVLCgsLo6VLl7KWA4DWhBMnTlD79u3JzOCgYcbOz71QebnXaeOig2y7RpPYQq+HR4bRnPQxdHr/OcrJzA2YEEygoGbyAdoOMCEdt2a3Ko9xX8yxi65YUvU0aklooFVJKFwIY2I2I+fu58xZLOiM4kaELlFpOX/+fNZrx/NwyLVFRkay+0GDBrGwJIpWypQpw4wjDJ1ZKzE5EflFBGI1pj9QM5MN4ctq9ZVjSiR8/5V0u//EhvJKBjaUczDWB72QuGf/U047kOhEhIOxPY06J1BSK/8X1AW0sZs2bRq7v+WWWxTPo73g8ccfZ9sffvghFS1alHl2qLLs2bMnffLJJ2R2eEUmqjExG+rDxxewdoMmXWr4tBJTnGl38YJVsVyiNWfn2LPbt+6UT9RTOCgamDuhoA81VlZiSnQiwkGE4O7nzR1l81kY0x0RERH08ccfs1swMfbn+6xqF1El6PDWFFr90152Q0WTL42dOPkgkApjzALCvEjaowzbWRhz7+oCY4eiAKOxHx8kh7ZK9CJcKFABVevGUOs7gk+sQCZqdEQMZ/GxPv7or2OTDyAGnZpT6GKNqcOTBi6kpNbx1Or2JKrfvqB4SFLApE2D2MgTMSQszvg6c+iC7XnkaSHLZKTavajQ40uBAknwkpZ/PGPEV3SlkpSZdondD57ck8mNmXFmnSuksQuSSQf2sDE/qTmFPDu8ry1/Hma363k3pLFzgqN8piNZJjD2ltmGS62huZcDncJO9zYw5P9IQocnxOM5v9cWBVev9vouKKUDTa5jHfjGLjyyOCU09H0hiG3yQbZy8oFC0cUPRtjM+FPtXgxj+rsAShKEx7OFFPeBMr1BT6RnpyN715ykfetOs0q9lCPp7Dk0bBcPK0b+LLKAd8dnnyk9Tt/2/5kdyDJhsbBwykafS62JYUxUZUok3tIlxKQDpbHTkY2/HaQf31ZObvCXQeGeHbiYb+wgX3Zwk3UUSPn4KIqpUtov780MQKUEixc02PZ8qoWtgRt5TtHY+UrtXgxjHs7/DiWSYJreYDTS2BlYRODPUGHL22qxZDPG/HDDl3zoAuVkXLEVOPhitp6ZFy5z3viXbTfsXN1m7Ko3rEhlY0tRqehw6ju6neFq97yIIOWwNVIADufPKkPIKdiKCCShO73BaKSxM7hfxV9Vczfd35DdRGS+TqOKSr58Epdlmnncd2r3zopi5PxBSbBNbzAaWaBioGeHkt74WsYO9fQEma9Tj9hyMHPM35Sd7xH7Wu3en0UxktAgLACnNxiBNHYGzhyDCHMghQoVg2RbBVfyWW8Q/uVcOJNNo1p9Tsd2pvqliADFAo7A83hdIpG4JzhNeACEMREOGDr9Dr++H6agko4m6CJUskw4Hdlm1SmtnFSeosoVeC6SwjkyMXQJkg+n06Y/DrP96K8cWSgUEUgkRiGNnUFhzIObCrwof3BkewoNb/YZ2+71dAsaPKknDfvsTubdoahB4lmODMx6cSm7+brRNpSKCCQSo5DGTkdvgCvSg5N7z/m1Yi6qbISiz65ERHHq+mgTdpM4BzmwSY8vYF6xoxzZyFl3+Xz3hVIRgURiFPJsMcgbuHr5ml8r5uTkg+BqtNU6q0wikViRBSpBWjEHeaniYUVdzmSTuAa5MfFeIpGYF3kaB2nFHFb/3LtDfmf9gv2UnpLt8/dhRniOrHbLeCa6jHs8ljkyicS8yFhIEFfM8ckHGPPzRp8f2XP9xrSnge929+8bC3BkjkwiCT6ksQviijlRBYRTtV4Fv7wXsyFzZBJJcCGNXRB7A6IYNEcO/ZRIJKGINHZB7A3YG7uIUmGs0lAikUhCDVmgEsTYhzFrt6pMxYrJr1wikYQe8soXxNz2n5Z0/8sdbY/r+GkCg0QikfgbaeyCmMq1y7NqTH/P1pNIJBJ/I41dkLN1yVHbtjR2EokkVJEFKkGs1WkhC507mcmew6ShzHOX2PNyurVEIgk1pLELEa1Oi4VoVKsv/KbVKZFIJP5EhjGDkEDU6pRIJBJ/Ij27ICRQlfslEonEX0jPLsiRyv0SiUQijV3QIpX7JRKJpIAiFgtKF8xFVlYWRUdHU2ZmJpUpU8bfbydgycu9ZtPqxNfsb61OiUQi8Zc9kFe+ICbQtDolEonEX8icnUQikUiCHmnsJBKJRBL0SGMnkUgkkqDHlEkcXlODxKREIpFIQpesfDvgrtbSlMbu4sWL7L5atWr+fisSiUQiCRC7gKrMoGo9uHHjBp05c4ZKly7Nqgy9WRHAYJ48eVK2MMj9I48dHZHnltw/vjp+YMJg6CpXrkxFixYNLs8OH6hq1aq6/T3sTNmvJ/ePPHb0R55bcv/44vhx5dFxZIGKRCKRSIIeaewkEolEEvSEtLELDw+n8ePHs3uJ3D/y2JHnlrz2BO+12ZQFKhKJRCKReEJIe3YSiUQiCQ2ksZNIJBJJ0CONnUQikUiCHmnsJBKJRBL0SGMnkUgkkqAnZI3dxx9/TDVq1KCIiAhq27YtbdiwgUKRlStXUu/evZnUDqTXfv31V8XrKNZ99dVXKT4+niIjI6l79+508OBBChUmTJhArVu3ZtJ0lSpVor59+9L+/fsVP3PlyhUaMmQIxcTEUFRUFPXr149SU1MpFJg2bRo1adLEpnTRvn17+uOPP2yvh/K+seedd95h59jIkSNtz4Xy/vm///s/tj/EW7169QzbNyFp7H744QcaPXo06+PYsmULNW3alHr27ElpaWkUauTk5LDPD+PviIkTJ9KUKVNo+vTptH79eipVqhTbVzgQQ4EVK1awE27dunW0ZMkSysvLox49erD9xhk1ahQtXLiQ5s6dy34euq333HMPhQKQ7cNFfPPmzbRp0ybq2rUr9enTh3bv3k2hvm9ENm7cSJ9++ilbGIiE+v5p2LAhJScn226rVq0ybt9YQpA2bdpYhgwZYnt8/fp1S+XKlS0TJkywhDI4HObNm2d7fOPGDUtcXJzlvffesz2XkZFhCQ8Pt3z//feWUCQtLY3tpxUrVtj2R1hYmGXu3Lm2n9m7dy/7mbVr11pCkXLlylk+//xzuW/yuXjxoiUpKcmyZMkSy80332wZMWIEez7Uj53x48dbmjZt6vA1I/ZNyHl2V69eZatQhONEYWk8Xrt2rV/fW6Bx9OhRSklJUewrCK4i7Buq+yozM5Pdly9fnt3jWIK3J+4jhGISEhJCbh9dv36d5syZw7xehDPlvrGCyMAdd9yhOEaA3D/EUiJIodSsWZP69+9PJ06cMGzfmHLqgTecO3eOnZSxsbGK5/F43759fntfgQgMHXC0r/hroQRGSyHf0rFjR2rUqBF7DvuhRIkSVLZs2ZDdRzt37mTGDaFt5FbmzZtHDRo0oG3btoX8voHxR6oEYUx7Qv3Yadu2Lc2aNYvq1q3LQpivvfYa3XTTTbRr1y5D9k3IGTuJxJsVOk5EMa8gIXaxgmGD1/vTTz/RgAEDWI4l1MEsthEjRrBcLwrhJEpuu+022zZymTB+1atXpx9//JEVw+lNyIUxK1SoQMWKFStU1YPHcXFxfntfgQjfH3JfEQ0dOpQWLVpE//zzj2KWIvYRQuMZGRkhezxhBV67dm1q2bIlq15FwdPkyZNDft8gFIeitxYtWlDx4sXZDYsAFHxhG15KqB87IvDi6tSpQ4cOHTLk2Ak5Y4cTEyfl0qVLFeEpPEYoRlJAYmIiO7DEfYUJwqjKDJV9hbodGDqE5pYtW8b2iQiOpbCwMMU+QmsCcg+hso/swfmUm5sb8vumW7duLMQLr5ffWrVqxXJTfFseOwVkZ2fT4cOHWZuTIeeVJQSZM2cOqyicNWuWZc+ePZbBgwdbypYta0lJSbGEGqgU27p1K7vhcPjggw/Y9vHjx9nr77zzDts38+fPt+zYscPSp08fS2JiouXy5cuWUOCZZ56xREdHW5YvX25JTk623S5dumT7mf/85z+WhIQEy7JlyyybNm2ytG/fnt1CgZdeeolVph49epQdH3hcpEgRy19//WUJ9X3jCLEaM9T3z3PPPcfOKxw7q1evtnTv3t1SoUIFVvFsxL4JSWMHpk6dynZkiRIlWCvCunXrLKHIP//8w4yc/W3AgAG29oNx48ZZYmNj2QKhW7dulv3791tCBUf7BreZM2fafgaG/9lnn2Ul9yVLlrTcfffdzCCGAk888YSlevXq7DyqWLEiOz64oQv1faPG2IXy/nnggQcs8fHx7NipUqUKe3zo0CHD9o2cZyeRSCSSoCfkcnYSiUQiCT2ksZNIJBJJ0CONnUQikUiCHmnsJBKJRBL0SGMnkUgkkqBHGjuJRCKRBD3S2EkkEokk6JHGTiKRSCRBjzR2EolEIgl6pLGTSCQSSdAjjZ1EIpFIKNj5f8LpE/gK2/QmAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adjust style and width connecting points\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y,\n", + "marker='*',\n", + "color = 'indigo',\n", + "linestyle = '--', # NEW ADDITIONS\n", + "linewidth = 2) # NEW ADDITIONS\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "17658df2", + "metadata": {}, + "source": [ + "Modifying data points: Colour\n", + "We can modify colour using named colors\n", + "https://matplotlib.org/stable/gallery/color/named_colors.html#sphx-glr-gallery-color-named-colors-py\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "af9a04e5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_3236/1361132522.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "# color being the new addition\n", + "ax.plot(x,y,marker='*', \n", + " color = '#7425b9',\n", + " linestyle = '--', linewidth = 2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "477dcc77", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "ax.plot(x,y,marker='*',\n", + "markersize = 12, # NEW ADDITIONS\n", + "color = '#7425b9',linestyle = '--',\n", + "linewidth = 2,\n", + "markeredgecolor = '#fa9359', # NEW ADDITIONS\n", + "markerfacecolor = '#000000' ) # NEW ADDITIONS\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "91c46816", + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid character '‘' (U+2018) (3729670131.py, line 4)", + "output_type": "error", + "traceback": [ + " \u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[52]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[31m \u001b[39m\u001b[31max.grid(axis = ‘y’, color = \"blue\", linewidth = 2, linestyle = '-.')\u001b[39m\n ^\n\u001b[31mSyntaxError\u001b[39m\u001b[31m:\u001b[39m invalid character '‘' (U+2018)\n" + ] + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "ax.grid(axis = 'y')\n", + "ax.grid(axis = ‘y’, color = \"blue\", linewidth = 2, linestyle = '-.')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "adb5dc29", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Activity\n", + "\n", + "# Libraries\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.stats import gaussian_kde\n", + "\n", + "# Create data: 200 points\n", + "data = np.random.multivariate_normal([0, 0], [[1, 0.5], [0.5, 3]], 200)\n", + "x, y = data.T\n", + " \n", + "# Create a figure with 6 plot areas\n", + "fig, axes = plt.subplots(ncols=7, nrows=1, figsize=(25, 5))\n", + " \n", + "# Everything starts with a Scatterplot\n", + "axes[0].set_title('Scatterplot')\n", + "axes[0].plot(x, y, 'ko')\n", + "# As you can see there is a lot of overlapping here!\n", + "\n", + "# Everything starts with a Scatterplot\n", + "axes[1].set_title('Scatterplot')\n", + "axes[1].scatter(x, y, color='green', edgecolor='black')\n", + " \n", + "# Thus we can cut the plotting window in several hexbins\n", + "nbins = 20\n", + "axes[2].set_title('Hexbin')\n", + "axes[2].hexbin(x, y, gridsize=nbins, cmap=plt.cm.BuGn_r)\n", + " \n", + "# 2D Histogram\n", + "axes[3].set_title('2D Histogram')\n", + "axes[3].hist2d(x, y, bins=nbins, cmap=plt.cm.BuGn_r)\n", + " \n", + "# Evaluate a gaussian kde on a regular grid of nbins x nbins over data extents\n", + "k = gaussian_kde(data.T)\n", + "xi, yi = np.mgrid[x.min():x.max():nbins*1j, y.min():y.max():nbins*1j]\n", + "zi = k(np.vstack([xi.flatten(), yi.flatten()]))\n", + " \n", + "# plot a density\n", + "axes[4].set_title('Calculate Gaussian KDE')\n", + "axes[4].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='auto', cmap=plt.cm.BuGn_r)\n", + " \n", + "# add shading\n", + "axes[5].set_title('2D Density with shading')\n", + "axes[5].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='gouraud', cmap=plt.cm.BuGn_r)\n", + " \n", + "# contour\n", + "axes[6].set_title('Contour')\n", + "axes[6].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='gouraud', cmap=plt.cm.BuGn_r)\n", + "axes[6].contour(xi, yi, zi.reshape(xi.shape) )" + ] + }, + { + "cell_type": "markdown", + "id": "3cf4a640", + "metadata": {}, + "source": [ + "Visualization Session 3 01/22/2026" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a715be51", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "e267a130", + "metadata": {}, + "outputs": [], + "source": [ + "# generate data\n", + "\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0, 100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "dc930af7", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_19627/2562241974.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Activity: create line plot with both y variables on same axes\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "39e600fb", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_19627/1460092542.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# add legend\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\" )\n", + "ax.plot(x,y2, label = \"Person 2\" )\n", + "ax.legend(loc='lower right')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "e15dbd1f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_19627/1891077116.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modify legend\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\")\n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right',\n", + " frameon = True, #add frame around the legend\n", + " fontsize = 12, #change font size\n", + " ncol = 2, #specify number of columns\n", + " shadow = True )\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "642a7591", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_19627/1587352524.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# legend outside plot area\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\")\n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='upper left',\n", + " bbox_to_anchor =(1, 1))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "c64d8e67", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_19627/89108980.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Annotate\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.text(10, 95, \"This value is important!\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "1dee80db", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_19627/3402029053.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + } + ], + "source": [ + "# Modify annotations\n", + "\n", + "ax.text(10, 95, \"This value is important!\",\n", + " ha='center', ##alignment of text\n", + " color = 'red', ##modify font colour\n", + " size = 20) ##modify font size\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "061aaa7e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.2, 0.2, '. Figure:(0.2, 0.2)')" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Positioning annotations\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.axis([0, 10, 0, 10])\n", + "\n", + "ax.text(1, 5, \". Data:(1, 5)\", transform=ax.transData )\n", + "ax.text(0.5, 0.1, \". Axes:(0.5, 0.1)\", transform=ax.transAxes )\n", + "ax.text(0.2, 0.2, \". Figure:(0.2, 0.2)\", transform=fig.transFigure )\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "3e105e3c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_19627/880694984.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Annotate with arrows\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94),\n", + " arrowprops=dict(facecolor='black'))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "9da41ecc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_19627/3967401363.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + } + ], + "source": [ + "# Modify arrow\n", + "\n", + "ax.annotate('This is important!',\n", + " xy=(10, 95), xytext=(20, 94),\n", + " arrowprops = dict(arrowstyle = \"wedge\",\n", + " color = \"hotpink\"))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "eada004e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Remove labels & ticks\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.yaxis.set_major_locator(plt.NullLocator())\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "adfdcf3d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Limit ticks\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(3))" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "bc5e3216", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Tick mark intervals\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5))" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "08df7357", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-10., 0., 10., 20., 30., 40., 50., 60.]),\n", + " [Text(-10.0, 0, '−10'),\n", + " Text(0.0, 0, '0'),\n", + " Text(10.0, 0, '10'),\n", + " Text(20.0, 0, '20'),\n", + " Text(30.0, 0, '30'),\n", + " Text(40.0, 0, '40'),\n", + " Text(50.0, 0, '50'),\n", + " Text(60.0, 0, '60')])" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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OCwq9ZvMeSEQ5J51+HBvkZhmpws7vW1bQzT9NU9+seGzb1RqdBcYANDsAbIg/s1lUbmZoH8ABC1pomuE0JLVwhZ3uETvopi0jtTErXjyj6xhQC2h2ANiMQGazTIrXrfWL4QI0DFJhJ4JKaGr0sgBmRYfTrMhlv5SIlKxizfY/0OwAsBmBzGY7SpLplFSD/CtU6rR+MVyAhoEq7LSLOEhJjvN+93uYFZWgvjXb/0DYAWAzApnNSiiCUguHlT5C/dR7Ubj1S1gBGjassFOTsrQ1K0aUtv/xe0bmbP8DYQeAzQhmNvuypB2NKEyhgkq1NGn9ghZIgSvsPNKtrfZmxcbWa/8Dnx0ANkM2m7GJ0JeuxHP3X6reTlFjJhOdSFe9egZaIAWpsEMlRHuSnMEo/n4xFkJKmxUbW6v9D4QdADYj5M7XUVGahJajBVKwCjs6dhWPsE77H5gxAbAhRipMjRZI9jQrao1DkiTTeX1zcnKoWrVqlJ2dTXFxcXqfDgCmxSiFh+VoTPKjaWotgA2LhQozay0PIOwAAIbArnl2QBthB58dAMAQmK4FEjAVEHYAAMNgmhZIwHQgQAUAAIDlgWYHDIFRAiUAANYEwg7oDgITAABqAzMm0BU7FwAGAGgHhB3QDbsXAAYAmFzYnTx5kh555BFKSEigihUrUtOmTenHH3907ec89ilTplDt2rXF/m7dutFvv/1GdsaOTStRABgAYFqf3V9//UWdOnWiLl260BdffEHXXnutEGTVq1d3HTNr1iyaN28eLV26lBo0aECTJ0+m7t270/79+yk2NnBFditiV58VCgADAEwr7GbOnEn16tWjd955x7WNBZq7VjdnzhyaNGkS3X///WLbsmXLqFatWrR27VoaOHAg2dFn5a3HyT4rK5dJci8AzN2YuUkl9+7ibtncRJR7q3kfBwAAhjBjrlu3jtq0aUMPPvgg1axZk1q2bElLlixx7T969ChlZGQI06UMl3pp3749paenk52wu89KLgDcI2IHba3wLK2KmUbzYt4QS17n7byfjwMAAENpdv/9739p4cKFNGbMGPrHP/5BO3fupGeffZZiYmJo+PDhQtAxrMm5w+vyPm/y8/PFy70Wmt18VmapKhEwX86riG1k/VtpQas/qPm2OVd9TiKdpwXRc+jnVn9Dvp0RQUFiYHdhV1JSIjS76dOni3XW7Pbt20eLFi0Swq4szJgxg1JTU8lqWM1nFdD3GLGTKG08Uc6pK2+oWptaFuWT5LhS3V6G5aNEDmr560yiux+xfWV3Q7F/3dW/Jbea4Z5raDUD7GLG5AjLxo0be2xr1KgRHT9+XPydmJgolmfOnPE4htflfd5MnDhRVLSWXydOnCArYKWmlYHy5dauWEQSN550fzgyF04TXT5/laCTcbBum3PSqQ0C4wg6X78ld9Hm7bwfADsIO47EPHTokMe2w4cPU/369V3BKizUNm3a5GGW/OGHH6hjx44+P7NChQqidYP7ywpYpWllIN+jg0poSvQyknzuDRE2ewJjmC5ZowvkZU6b4DwOAKsLu9GjR9P27duFGfP333+nFStW0OLFi2nkyJFiv8PhoJSUFJo2bZoIZtm7dy8NGzaMkpKSqG/fvmQn2JfFJj7GW+DJ67zf6DUiA/keOcIyyXG+fAONm1QC/WEN21uj80BdTdyOuajAwD67tm3b0po1a4Tp8aWXXhKaHKcaDBkyxHXMCy+8QLm5ufTkk09SVlYWde7cmdLS0myZY8dpBZxe4O3rSjRRnl0gnyKnEpQdh9MXxN2Ygf6EqmGroInbNRcVKAc6lRsEM1f951n2oCXbfe7rELFfpBKET+l3f2gZgh6MwtHviZb2Dn7c8A1EDW5TPRdVvjusnIsKgoNO5SYLqw7UtNLoglD2PXIwivcDiZPDT0k1KNGvKdNBVLE6UXSsj+i+l40p6Owads/fk38XDkbx46FVWhMPlovKdwHv75pci3Yd+8uw9wjQ/x5Cix+Dh1WbwXwj+x559s2PF/cHk0QR9FLhMFoYM9e15QqlD6M+c4mSe5lDgBhsfGgK/x78PTnq8qpfuvS35AmKgr9bqLmoHWZsovO5BYa9R4D+9xC6Hhg4rNpM7W9k3yP7Gt3h9b6D/y852BwZ5/Xg4QEumyn5Acmmr6YDnEsNBF3YAQ8GGx+6wL9VsN9SQULNMXUXdEa9RwDpeg/BZ+euVs9pEiDarNREk7JXswdx55mb/c5qHaWCZOv4roYy14RTQUVP7S1sjdlg40N3NPotA/mDg2HUe8S2lKhzD8Fnp2ZYtYLOd6uVEgvke3Rpbzo/lNP2Z4ZffNtg40N3NPotA/mDg2HUe8S2HNP3HoLPzgBh1XYoJWYU34AUl0TfXnqEJGoRMODh7saJntqAwcaHXQjkDw4V3CMGQed7CD67cBOXNUpwtlIpMaP5BqYXzqLuETuCagNGHh92wp8/uEbl6JDej3vEIOh8D0Gz0zGsujzmG9kfYfRSYkYra8X1Nnnr1Oj3aGN+G1fPvKDagMHGhx0FHmvb7v7g1vWr0x2vfIN7xCzU1/cegmbnHVYtX3TvH0GFsGo7lBIzom+AL1mS45woZRayNmCw8WFHZH/w/S3qiGVMVIRx7xGecHES/t6PnEvUCyW97yEIOx3DqssTzo+qEeW3+fsqZRaw+LbBxgcw6D3CJnSOOuRqMx8/7lzyuh1SU4Kh4z2E1ANfGChEPlg4v2rVVQx2DdQoazWwYBJtL2kcfvkpM18bi1Ke+0DRe6jUV8zGcvdP4DWxjkmR4vdQqKkHEHYmRrXqKmavEuLK5/HvG7hcsRZ1K36dTuYUurai6ob9UPQeKh13Us4pn227hMCzUy6mRkDYWRzViuNaZWYqR2MKfJS1emgZFSf3MXTNUWCye0inQtl2JydEzQ4+OxMSrDguw/vD7vdVGsXoLejcoxhN05wzBN+Ad8ADBJ19UOMeKrmQoehxQFmQemBCVKuuUhrF6L9zusmqhLDAM0uBaWD6e+jAhUp0i4LHAWWBsDMhalVX4RlnhILHGQI9SpQBW95Dv1dqStW5nRWdF+kt3rCSmEEJdDi2CeUcOQfzucZA2JkQtaqrYGYK7IIa91DNuMqUyu2soucIweYu8GRraGrhUNr5+WG0I9IB00zQwdXVVfybGwPkigWZmXKjVX9uCt5+SkoQxwFgZtS4h/jYX6reTk8XplAGeb6PNboRhSn0ZUk7tCPSCQg7E6JWdRV5Zsp4Czz3mSkfB4CZUeMekj+TBdpt+fNEHuezBc+IZef8uWI7KR1UBkIGws6kqFE5ItjMlLfzftTjBFZAjXtI/sya1SqJggXrSm4Vy/jKFQK+z28BcqAYSCo3OUpXUJFzjyKohNpGHBQltTIpnnaWJIuiyShTBqyGGlWIvD8zIyePRn+wJ+j75g5sIVJhQOigeatNCNgstQzIM1M2qWzPvlJKC9VFgFVR+h7y9ZnccT0U0I5IPRCNCUJqp4LqIgCUHbTs0h8IO6DZbBcAuxKo47ru7YhsAgJUAADAru2IbAQ0O6AZqrUjMhh2+Z6qYPH2SXAR6AeEHTB3OyKDYZfvqQpmby0VInAR6ANSD4B52xEZTMvS83uaXpNytWTyc/XM0lpKT4zyW2oMUg+AKVqp8KOM93P0p9JCSEstS8/vaXpNqrS1FAW6etxaijtY2ODhberf0sAgQAUYppWKGlqW9//OyM4T23m/Fb5nuTUp94cjw93deTvv14rS1lL+cWstBYz9WxoYCDtgynZEujS3Ndj3DEtz4i7aez9yLosKgmhSzia9xUVFIhn60z0nxVK1uo1sdlPyOAXh76zJNVBNKzZRw2WVQYAKMGU7Il2a2xrse5bZvFUpgejSuaCa1KiZ8+nzCzeqH2jD/iUlj7NTsFE4WnEDe/d1VF2ze/nll8nhcFBKSoprW15eHo0cOZISEhKoSpUq1L9/fzpzRvtZGzBvOyKjaVl6fM8ym7cCCrorROVmamICFoEU7F8KdPXi6jiP0witzeBW1IptJex27txJb775JjVr1sxj++jRo2n9+vW0evVq2rJlC506dYoeeOABNU8FWKwdkdG0LD2+Z9nNW6HBBcA1aUXDQSccSBHo6vV4WbPgFD3M4FbTim0l7C5evEhDhgyhJUuWUPXq1V3bs7Oz6e2336bXXnuNunbtSq1bt6Z33nmHtm3bRtu3b1frdICNKkfopWXpVSHDp18pqHnLP3KT3h0lydoF2nDEIKcXxHldI9b4ypl2EK7fzVTBRgbUim3ns2MzZa9evahbt240bdo01/Zdu3ZRYWGh2C6TnJxM1113HaWnp1OHDh3UOiVgk8oRetYh1LpChj+/0qLm/6XmZfg8qfSKcZNebumkaaANCzROL1AwV6wsfjdDBxv504pFjqKf0a6hVmw7Ybdq1SravXu3MGN6k5GRQTExMRQf72kiqVWrltjni/z8fPFyTyIE5kPLyhHurYrcH3SJGgQYaPU9/SWxs19pxtYsWhUTwodUuobo0p+u1YJKifRs1sN+u2qrHmjDD2WFAikCXR/e7k/bNmywUTCt2Gee3cvIs1NL2J04cYKee+452rhxI8XGKjMYZsyYQampqYp8FrAPVq5DGMyvxM12z1AC1aTz5PB5FJu3koie3UN04geXJhVVryP98soWcmTn+XuXmDAYvVt9eZL8TdmORwWt2Goo7rNjM2VmZia1atWKoqKixIuDUObNmyf+Zg2uoKCAsrKyPN7H0ZiJiYk+P3PixInC1ye/WKCaDu9cJ+S9aIKsZXH3Z15aQdCF4lcqpgiaUjA0eNBHVIxTk2o6QCwjo6KMFWhTRsrjdzNcsFG4WnHpb6mJoCsxz3NNcc3urrvuor1793pse+yxx4Rfbvz48VSvXj2Kjo6mTZs2iZQD5tChQ3T8+HHq2LGjz8+sUKGCeJkWlPIBChOKv4hNkTvbzaF2B2eGZd7S0wSsFOX1u1nhGqjOfnOVKFNc2FWtWpWaNGnisa1y5coip07e/vjjj9OYMWOoRo0aFBcXR6NGjRKCzhTBKeEWW/VX4FYu5YMCt6AMhOovKr65D1GPoWGbt8xuAlbC72b2a6Aq+833XNOlgsq///1vioiIEJodB550796dFixYQJabyaDALVCJsPxK/HAuQ9CHmVvRKOV3M/M1UI0Scxbu1qQ25rfffktz5sxxrXPgyvz58+n8+fOUm5tLn3zyiV9/namLraLALVAJ0/qVNALXR0WOmbNwNwpBq1lsFaV8gIrolcRuFnB9VOKiOUuUoRC0msVWUcoHqAz8Srg+mlPFnCXKIOzUnMnIpXzY1Bko1wmlfEA5gF9Jp+tj087gFOpzrV57ZzqCQa4PhJ2aMxmU8gHAmpgs7F5RQnmuNelPNK+5oa4PfHZqF1tVscAtAEAH0BmcAj7Xbh1FtO11w3VOd0iSZIA+FeHBtTGrVasmqqlwnp62eSXkeyYTTHDZ1eQBgJXg+3hOkwA+/FITXspee9zfJV7PNTZdemt0Kl+fUOUBzJhaFVtVsMCt7kBwA7uCzuCBn2vsozNo53QIu3BAsVV7+yoAMGnYvWYY+PpA2IWLlTQ0G5QIAkBRTBp2rxkGvj4IUAHqJtYDYCXQGdy01wfCDli6RBAAqoTdB2udZIfgFJNdHwg7YHpbPACagnQiU14f+OyA6W3xAGgOgtVMd30g7EBooPQZAJ7YOVjNhNcHZkxgels8AKaCg7g4H23vR84lgro0AZod0C6xHgC7gzxV3UC5MBA+qKACgHJ5qqGWHAQ+QbkwYBtbvGWEr1W+ByhDnqrDmafKQR34zVUBZkxgbqxiFrLK9wC+QU1N3UGAikYUl0iUfuQcfbrnpFjyOignVmm1YpXvYVa0CBhBnqruQLPTgLR9pyl1/X46nZ3n2la7WixN7dOYejTxSrwE9jILWeV7mBWtNGrkqeoONDsNBN2I93d7CDomIztPbOf9wMbly6zyPcyIlhq1gWtG2gUIOxVhUyVrdAFKJ4v9MGna2Cxkle9hNrQubI48Vd2BsFORHUfPX6XRed9SvJ+PAzY1C1nle5gNPTRqg9aMtAvw2alI5oU8RY8DVyiu15H+pAS6VjpHET4sQxz/k+lIoGvrdSRDe7pQhs1eGrUBa0baBWh2KlKzaqyix4Er7DiWTVMKhoq/vQNb5fWpBUPFcYYG5i37adRynmrTAc6lgQVdsYWiyKHZqUi7BjVE1CUHo/gaIqyQJFaLFceB8GBt+MuSdjSiMIWmRi+jJLpiCs6gBEotHCr29zSD1owybNoDjdp2UeQQdioSGeEQA4OjLlmwuQs82fLG+/m4gKCyhl9tmAXaxvw21C7iINWkLMqkeNpRkkwlpUYL02jNMG/po1GL8l1+7s4ghc1Zy2F/O0+8eJzxpDXovWyyKHLJa7scRb7wkVamE3iojWn0GRIqa/h90HSeuTmo1rx1fFfLPICACvi8v+oELWxuNa3H173lL7jOaPdWqLUxIew0okyzQBULx1phVirPPsmP1mzG2SfQgTAtJ/60Hr3HnVL3dPqRczRoyfagx618ogN1vCGB9AaFoA0GD7qwBoaKlTWsMivlc+UHi/d3STThdwHmKGweLHeWRQvvv7txoqaTRyXv6UyLRpHDZ2ezwrFWs8XzufKDxexaKrBe7qxWWo/S93RNi0aRK556MGPGDGrbti1VrVqVatasSX379qVDhw55HJOXl0cjR46khIQEqlKlCvXv35/OnLFAhQglC8qqkAdk1YoustZ8f4s6YglBB9TCaFqPGvd0u9Io8gCFzcR+s0WRKy7stmzZIgTZ9u3baePGjVRYWEj33HMP5ebmuo4ZPXo0rV+/nlavXi2OP3XqFD3wwANkati/NqcJ0dLeRB8/7lzyelnr66mQB4SKLgCUD6NpPWrc05GlUeSMt8ALK4rc6mbMtLQ0j/V3331XaHi7du2i22+/XUTMvP3227RixQrq2rWrOOadd96hRo0aCQHZoUMHMh3+AknkgrJlCSRRIQ/IaLNSAMyG0XJn1bqne1jQH666z46FG1OjhvPHZ6HH2l63bt1cxyQnJ9N1111H6enp5hN2agWSKJAHZPRZKQC2zZ1VCDXv6R4W84erKuxKSkooJSWFOnXqRE2aNBHbMjIyKCYmhuLj4z2OrVWrltjni/z8fPFyDzW1RQdihStrGG1WCoCeFBcXi4l3uNx5Y3VaPLgpzf/mCJ29eOW5dG2VCjSyyw10243VRVyCFjSrXYla1K7kcR7e8Hk1q12pzOfUsk5lIuIXUWFBPoV/xcpHdHQ0RUZGGlvYse9u3759tHXr1nIHvaSmppItC8oqWFnDaLNSAPRAkiQxsc7KyirzZ9SNJpp+dyIVFBVTsSRRpMNBMVGR5HDk0tGjR0lLptx5LZ3PLRB/+7qna1SOoePH/kdmhpWjxMREcjgcxhN2zzzzDG3YsIG+++47qlu3rms7n3BBQYEYaO7aHUdj8j5fTJw4kcaMGeOh2dWrV49sU1A2jDygYMmyVrTFAxAOsqDjWIJKlSqV6wFqFC7kFVBmTgEVlZS4tkVFRFDNuBiqGhtDZp6YXLp0iTIzM8V67dq1jSPs+ORGjRpFa9asoW+//ZYaNGjgsb9169ZCLd20aZNIOWA4NeH48ePUsWNHn59ZoUIF8TIkRi0oG6DMWI8m91nKFg9AOKZLWdBx6pNViI2NpWuqSZSbXywEHgu6yhVY0zT/PV2xYkWxZIHHv1tZTZpRapguOdLy008/Fbl2sh+Oa5fxSfPy8ccfF5oaB61wLTMWjizoTBecolIgiRbRoZGN7zNEqR8zYoVSa3ZF9tGxRmc1WLBViY0qk4KSa3AhKf9e/PsZRtgtXLhQLO+8806P7Zxe8Oijj4q///3vf1NERITQ7DjwpHv37rRgwQIyLUZq0aJimTFgnVJrdsdoD3O9yL5cQKey8qiw+Ir5MzoygpLiY6laxRhL/V4oBK0kRmjFw5VbOKE9GMM3lM0PaONra9QCwCB0OCKRA0jYvcKmP7sLumPnLvndXz+hkmEEXqDfDYWg9aCsgSRmig7VAwO0OTJqAWAAyoIkSUKjCwTvj4uNtowWrHi5MGCD6FAtkf2P3rmMsv+xrOXYwqxzuuPIWcXLMoUrbLn1yqd7Toql2eqXgvLBLiAWOvziPOUbb7yRXnrpJSoqKirT5+XmF3uYLn3B+/k4pfnkk09ECUkOEOLvs2fPHtICdD2wGkaNDjWT/9GHJtkithZ1jxgkOqNrXWoNfkLjoUeQUo8ePUTsA8c5fP755yIYkCPbOTUrXPILC0XRD46dCIR7KoNScJ3kzp0700MPPURPPPEEaQU0O6shR4cGKuOqdXSoFtVpVNYkY/MyaWH0HOoesUPTUmuyn9Bbq5Tbt/B+oC18zbmTNzc4fW7VHrHkdbV/C06/4lzk+vXr04gRI0TJxXXrnJYNFoBjx46lOnXqUOXKlal9+/Yi9cu9RnF8fLw4vnHjxlSrelU6ffIP2pm+lQb3vova31SHOt9Sn4b3606n/jh+5X1vLaYbbrhBaJM333wzvffeex7nxJrZW2+9Rf369RMRkw0bNnSdkz+GDh1KU6ZM8SgZqQUQdlZsKyRHh8Z5BUuwRleO7uaW9z8G0CQdvM1BNDX6PYqgEk3anli1JZOZMdLkg1O5uECHXMSDawuvWrWKfvnlF3rwwQeFJvjbb7+5jr906RLNnDlTCCeubHVNQg0a/X+GUJsOt9JHX22lZWu/ov6DneZSZstXn9ELY8fQ888/L45/6qmn6LHHHqNvvvnG4zy4uhVrafx/e/bsSUOGDKHz59Ux55cHmDHNTLDADYXKjNnG/xhEk+SZYZLjHLWLOEjbS5wtUNQstWbERqF2xihBShxcwkU5vvzyS5GjzAU52LzJy6SkJHEMa3ncgYa3T58+3ZWjxilezZs3F+v/O5lBF3Jy6Pa7elC9653FP/7W8GbX/1m+ZL7wFT799NNinXOjuTPN7NmzqUuXLq7j+JhBgwaJv/l/zZs3j3bs2CGErZGAsDMrobYV0js61Ez+xxA1xJsq5dL2i6R6qTW0ZFIhbaViIpFUw5STDy6/yM2uC0v9bYMHD6YXX3xRmCu5MsxNN93kcTybNt2rxMTExFCzZs1c69fXSaTBjwyjEUP7U4fb7qQOne+ke3r3FQKT8+wOHzpII/7vUx6fyUX9586d67HN/TPZhMqFQuTyXkYCws6M2CVxXOvqNCFqiFMHd6V7pVtUD05ASyYVrB9V6hHdNpco7xqusWWqyQdrU1y0g4UWC6SoKOfj++LFi6KqCLdP864uwsLR3ezp8EojWP7eUnp+9HO07rMv6PPPPqUFs/9FX331FTXyU7rRFxwk4w7/DxbGRgM+OzOGh+sRuKEXWvof699Klysmkr+fjbfz/sjrO4mZ+/0t6oilWiYruSWTv09Xw09oKfylrZQUEeX8QXQ5y1STD9aaOOWAe3/Kgo5p2bKl0OxYm+L97i9/xfXdadWqFb04+f/Rju3pohXbypUrxXZuqP2f//zH41he5wAXMwLNTiE0DQ+3YuJ4IDTyPxZTBKUWDqPpNEsINncZJgtA3v8viiAt9GW0ZFLL+lFK9h9EsdVYFTF1P0g2X3JQyLBhw+jVV18Vwu/s2bPCr8cmxl69evl8H1ckWbx4Md13331CU+SC/BzQwp/DjBs3TgSe8Odx5OT69etFjtzXX39drvPl4BX2L5465ZyE8P9lWDCHIpzLCjQ7M0ZoWS1xPJzqNE0HOJcqmGfZ17LqYgsaUZhCGeT5wMqgBLGd96uVOO4LuSUTP0Td4XWUJyuP9YMFYiFRgZvzNcTJR4CkHt36QXIgCgspjpzkFIG+ffvSzp07hRboj0qVKtHBgwdFjWIWmE8++aTI3eOoS4Y/g/1zHJByyy230Jtvvin+j3fd43Dh1AQWoLIQHjhwoFhftGgRqQlqY5YTNlVyjo0/x7U829s6vqtyNwHPWuc0CR64kbLX3D47jWHzM+dNMZxewFGXNSmLMimedpQkU0np3HDuwBbChKkl6LQQJpyK8/HjV23Oq1KPjnZ6lRrUuZZioxxE8fWJKoWniSHJX3tQG9MA6BKhZcS2QhbA3dfCgs09vcDfcVrBEyWkF4RBqFaNSM/gilC1bfSDNB8wY5YT3SK0rJI4biAQEGIh5LQVv+E9/PSLJoq5Eq1YlsmH2kFKQDkQoFJOdI3QskLiuIFAQIiFCGj9KKVa3ZCDU4D5gWZndm1Ag8ANO4GAEAvhz/oREUUUV5eoYrxeZwZ0AJpdOYE2YD0M6ZMxQPNaU+Jt/eAKKgU1iGLj9D4zoDEQdgpqA955dmqVkQI2CwgxQPNayzRVzsvjBDO9zwjoAISdlbUBYJ8aqACAgEDYWVUbQG6W+bFLDVQjI0nOxPPiQmeaAkdvIqjFlEDYWRQkvlqAcGqgmrm7hVHh2plcUowrrbinK3AUJ4JbTAeiMS2IkRpMgnJgtxqoRhN0fx31FHQMr/P2MItIA/2BsLMY6G5tIexYA9UopkvW6ALB+/k4jeAGqdw6h1/c4oc7Grz00ktUVFREZqKwsJDGjx9PTZs2FV0cuAA11/SUi0KrCYSdjcuX2R72iR393llHkZe8bqoqIFwDtY5yzWuBE/bReWt03hTlEf32lfJjhwVo/gWiS+edSzeByp2/T58+LToTcMFnbtz6yiuvlOnfFBcX69Jz7tKlS7R7926aPHmyWHIXBe56wJ0X1AbCzmLo3WDSVFGOXEx7aW9nwWBe8jpvN1oVkEB19lEDVXk4GCUQR78jWjmQaMVDyo4dNo2e+ZXo3O9EWcecS14vNZlWqFBBtMCpX78+jRgxQrTd4Q4CclfysWPHUp06dYTG1L59e9HBXObdd9+l+Ph4cTz3o+PP4jY7fEy7du3Ee3g/dyI/duyY633cLPaGG24Q2iR3U3jvvfc8Tpk1zbfeeov69esnuig0bNjQdU6+qFatGm3cuFG0DuLP69ChA73xxhui8Syfj5pA2FkMvRtMmrqppxzObySBhxqo2hOoODQLuo1TiHLPKjt2gvkIiwuuegt3Hi8ocG5/5plnKD09nVatWkW//PILPfjgg0ITZC3QXauaOXOmEE6//vor1ahRQ7TxueOOO8R7+P3c5kfuZr5mzRp67rnnhBa5b98+0frnscceo2+++cbjPFJTU4Xw4s/o2bOn6K3HPetCJTs7W/xPFrZqghY/FkNuORSswaSiLYfMhKs9kj8fgUHbI6GCiuqtYlyw6ZA1qqsET7FTo/MWdOUdO/7+nxuPjn6RsvIdtHbtWpIkSTRm7d27N40aNUq8/va3vwnNiH1gMqz5sdY2ffp0odmxoNqzZw81b95c7GeBlJCQILQ7FnjesJbHfey4wasMC7Xc3Fz67LPPnN/Y4aBJkybRP//5T7HO+6pUqUJffPGFELah/B78f5KTk2n58uVl+t1ycnKExshCMy7Of2UcaHYWw8gNJk0Xzm8kUANVO1iz4fQCbzJ+CSDoyjF2QvERShJt2LBBCBJ+2N9777308MMPC7/d3r17hQ+OG7Dyfvm1ZcsWOnLkiOsjYmJiROdyGdbsOPCle/fu1KdPH9GolX2CMgcOHBCCyB1e5+3uuH8mm0NZ4GRmZoYUrMLCk4U3m0vVBnl2FgTlywKAcH4QCiKProFnnh0HjaiRChLMR1hKl9s708LFbwmhxRpcVJTz8X3x4kWKjIwUfi9eusNCz93s6fBKiOfO488++yylpaXRBx98ILQ09qmxLy1UoqM9zb78P4IFv8iCjv2DmzdvDqiRKQWEnUVB+TI/IJwfhCPwYqtdqaCS2FSdVJAQG8hWrlJFpBx407JlS6HZsTZ1223hFxdo2bKleE2cOJE6duxIK1asEMKuUaNG9J///IeGDx/uOpbXOcClPMiCjv2J7P9jU6oWQNhZGKOVLzNUOD8HFPjzavJ+hPMDMRwcRBWqOq/Fjd3UGTtcgowrswQyZfJ5cGsiH7D5koNCOF/t1VdfFYLr7Nmzwq/HJsZevXr5fB/7wNgfx2H/rClyCgALIP4cZty4cUIo8eex/2/9+vUiVeDrr78ul6AbMGCASDtgsywL6YyMDJdZlbVWtbCvsIPD357XNWBTT4Tz22IMGG3syD5Cjrr0R0xlovxLfnezOXLatGkicvLkyZN0zTXXCO2Mg1j8UalSJTp48CAtXbqUzp07R7Vr16aRI0eKqEuGIzXZjzd79mwRlcnBIfx/7rzzTiorfG5yakKLFi089rGWV57PNmw05vz580VCJEt1jg56/fXXReRQKIQafeMXtExRBzNdV5/nWsf5sDLauZoJg4+BkKIx9Ro7qMWpajSmLsKOHaGsKi9atEgkP86ZM4dWr14t1OiaNWuqK+z8tUyRZ2ZomVI2zHhdraqB6IUJxoAiwk7NsYMuC9YSdizg2rZtKzLnGY7cqVevnsgXmTBhgnrCzqw5VkYH1xWYZAwoJuyAppgyz44z/jlElh2erpOIiBDrnMHvCy6Fw1/I/WWrHCujg+sKMAaAwdFc2P35558iAqdWLc/wXF6Xo3K8mTFjhpDc8ou1wDKBHCt1wHUFGAPA4Jiiggrnf7CKKr9OnDhRtg9CjpU64LoCk40BneLygI6/l+apBxwSy1n+Z854Vhngda7o7Quu0M2vcoMcK3XAdQUmGQNytQ8uiswVRYA54N/LV7UWQws7Thps3bq1SHjkPA45QIXXuXK3qiDHCtcV2HoM8ESbq+vLtRs518y7hBYwlkbHgo5/L/7dvMuhhYNuqQdcgubNN98UuXWcevDhhx+KBEdvX552eXbIsSo3uK7ABGOAH3kcH5CV5ewTB4wPCzq2/PmamBg69YDhtAM5qZwz6efNmydSEkKh3MKOQY6VOuC6ApOMAQ6U4/JVwNiw6TKQRmd4YVceFBF2AAAATI9h8+wAAAAArYGwAwAAYHkg7AAAAFgeU7b4kd2MZS4bBgAAwBLIciBY+Ikphd2FCxfEssxlwwAAAFgKlgscqGKpaExOQj916hRVrVq1XAmhPCNggcnlxxDVieuDsaMcuLdwfbQaPyzCWNBxt3VuKmApzY6/UN26dRX7PL6YEHa4Phg7yoN7C9dHi/ETSKOTQYAKAAAAywNhBwAAwPLYWthxJ4WpU6cq01HBguD64Npg7ODessqzx5QBKgAAAEA42FqzAwAAYA8g7AAAAFgeCDsAAACWB8IOAACA5YGwAwAAYHksJ+y4lBh3IAagvCBQGWDsWAdTlgvzx/79+2n69OmUkZFBDRs2pKFDh9Ktt96q92mZ4qFenhqjVuH06dOiFt9ff/1F3bp1o8jISL1PyfBg7DjB2DH++LFMnt2hQ4eoffv2dO+999L1119PX3zxBUVHRwuB9+yzz+p9eobg8OHD9Pbbb1NmZia1aNGCevbsKSYFjN0fWr/88gvdd999Ion1zJkzVLt2bZoyZQp1796datSoQXbn999/p48++oiys7OpWbNm1KdPH6pSpYrYh7GDsWOK8SNZgJKSEukf//iH9NBDD7m25eTkSNOmTZNatGghzZw5U7I7v/76q1StWjWpR48eUv/+/cXf3bp1k5YsWeJxHe1IZmamlJycLMbQkSNHpJMnT0oPP/yw1KhRI2nq1Kliv53Zt2+fFB8fL91xxx3S7bffLkVFRYkxlJaW5joGYwdjx+jjxxLCjnn00UfFhXSHBd7s2bOlNm3aSO+//75kV/Lz86VHHnlEeuKJJ1zbfvvtN/FA79ChgzR37lzJ7hOB66+/Xvrxxx89to8fP15q2rSpNGvWLCk3N1eyI5cuXZJ69+4tjRw50rVt165d4p7iydInn3wi2RmMHfOMH9MHqMhW2FatWonAFDZnynC/u7///e/UsmVLWrBgAV26dInsSExMjDDNyaYCvmY33ngjzZo1i5KTk4V5Yf369WRXCgsLqaioyDU+Ll++LJYvv/wydenShRYuXCjMMIxFrP4hU7FiRTp//jxdc801rgAwvtfee+89cc0WL15MP//8M9mV/Px8jB2TjB/TCzv5Ac7+JxZ0/AC/ePGi68FUvXp1mjx5MqWnp9N3331HdoMnAPww5/5/POj45pQH3XXXXSeuDQ+65cuXk11p3ry58NFx4Vn5BpWv09y5cykhIYFmzJgh1u3m1+R7SfZjyvcUjxeeJM2fP5/27dtH77zzDtktGIWD4RieSCcmJmLseMHPF4abqvL44TgB3cePZCE2b94sVahQQajMZ8+edW0/ffq01Lx5c2nbtm2SXSgqKvJY//bbb6XIyEgPk6V8DO+LiIgQtnU7cPHiRWHizs7Odm3bvXu3VLNmTWnQoEGubYWFhWI5ZswYqU+fPpJdOHfunHTgwAHp0KFDYn39+vWSw+GQPv74Y7FeXFwsFRQUiL9XrFghVa9eXTp27JhkB/744w8pISFB6tevn5Seni62/fTTT9I111yDsVMKXw82XfJ9xqxevdoQ48f0mp07bHJavXo1vfXWW/TUU0/RBx98QAcOHBCzc55ZcJt3u0RdzpkzR8xAZe644w6aOXMmjR49WlwfRg6tZ3PvzTffTJUrVyarwzPyBx54QFyPRo0auTRa/pvHycaNG+nBBx8U2nBEhPP24LHD14ZnpFY3Y/JMm9MuHnroIWrSpAm99NJLdPfdd9MzzzxDgwcPpg0bNojrwpHOTHx8vNBs7DB2mN9++01EFPKLzds//fSTiGx+4403KC0tjfr162fbscOwSZLTvW655RbXmOjbty+NHDlSjB92l+g2fiQLwg5QjvypX7++dMMNN0g33XSTmLnbAQ48qVGjhphJTZw40UPD5SCL1NRUsW/SpEnimvAsfsKECdKNN95o+ahDDibgWfno0aOl5cuXC40tOjraNTb4+qxbt06qW7euiM7s27eviPCtXLmytHfvXsnqyNdn7Nix4m8O7uKxwtGp/OIAJ75eCxcuFNaSy5cvi7HDVpPz589LdoDvl/vuu0968803pVatWkmDBw+WDh8+LPatXbtWaty4sXTzzTfbbuwwP//8s/i+48aNk9xhC9Kff/4pLG56jh/L5Nl5k5OTI3xUbDNmf4zsILUyubm5IqeQ7eVt27YVs/GxY8fSuHHj6NprrxXH8L7333+fxo8fLzQ71ur4WvGMix3HVoXHwqBBg4SvgDU4d2tA06ZNad68ea5tPGamTZsm3hMbG0sjRoygxo0bk5X5888/qX///sIHxVYBhh8NnLeamppKlSpVory8PPrxxx8pJSWF6tSpI8YOWw++/PJL8T47+L95THTu3Jk2b95MO3bsEL5czhvjAKZatWoJqwlrw1lZWbYZOwwX8uAxwP5v1nD5WvGzh+Mojh07Jq4DWwr27t0rtusxfixVQcWduLg48bITbB5o3bq1CKh4+OGHhYAfOHCg2CcLPD5m2LBhdPvtt9Px48dFBCI/7HnwWRk2LfEDaMCAAS6hz9eiQYMG4gHGlKbiiJuQTb7ux1kdDrzp0aOH6/owLPC/+uor8UDia8cP7ddee00k4LO5iq9Vhw4dqH79+mQHeBzwPcQTSTb3ssmSgy+GDx8uJgI8SeCx88orr9hq7Mh07NhRVCD69NNPadGiReKeYxMv32N8bXhiyUt2IRw8eFD78aO67gg0RXYKy6xatUqYotg0JZs0OfDCLgEF7sjmJkZ2kLM5d+jQoR7HuQeu2ClZmoN2ZFauXCnGzQcffCBMdxzExLlRU6ZMkezOsGHDhPmNefzxx0WABZsv//73v7uCVuw2dphTp06Ja1OxYkXp7rvvFqZLGc5z5kIWHOykF5bV7OyK7OhlMwLPKlnD4xkUO4d59s4mqNmzZwvTwrJly4R5yi7h9HJpNJ5xyw5yvjZyWDTDZimerbM5OCoqyjbXhmGtxH2WziZL2bTNs3E20+3evZvsilzWqmvXrnT06FF6+umn6fPPP6ddu3bRnj17hPWEc1rZJMdjyE5jh2F3Ed8/bCXiICe2MMnXbMiQIfTiiy/Sli1bqHfv3qQHEHYWhf1xPND4wc6mTB5wXCd03bp1dOTIEdq5c6dtIui84UmAez0+2dTEtTDZdMcRdizo7AyblmTzEo+hgoICUcuQ/VN2RR4vbJZ77LHHhPDn6FRe5xfvZ58VCzq7kpSURBMmTBD+SoavCd9r7CpgE7Cevl3LBqgAJ/LPy4PurrvuEjPQb7/9Vvjp7IzsT+HZJvukWOubNGkSbdu2zdKBOmWFJwJLly6lr7/+2qUh2xX2RXEFkDZt2gjhb/dC2KHABRtWrlwpUnv08vHae/pqA/gmZJMmm1i++eYbIezsLujctTk2Zy5ZskQEM23duhWCzgvOW2XT06pVq8SDyu6CTh4zjz76qGsMQdD5h8cNP3d4HG3atEnXYCb7hArZHE7yZH+Lnc1QvuAWPgxrdDxTB55wBObZs2fp+++/t0V6QajYKcqyvOPn5MmThhg/MGPaBJhaAucn2tV/GarZTg7oASBc2N/LgTt6A2EHAADA8kAXBwAAYHkg7AAAAFgeCDsAAACWB8IOAACA5YGwAwAAYHkg7AAAAFgeCDsAAACWB8IOAACA5YGwAwAAYHkg7AAAAJDV+f+W40vzxD08yAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Rotate labels\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xticks(rotation=45, ha='right')" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "d7b1f36e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis!')" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Activity: Modify axis title font\n", + "\n", + "font1 = {'family':'serif','color':'indigo'}\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xlabel('Shiny New X Axis!', fontsize = 18, fontdict = font1)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "2d737754", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Solarize_Light2',\n", + " '_classic_test_patch',\n", + " '_mpl-gallery',\n", + " '_mpl-gallery-nogrid',\n", + " 'bmh',\n", + " 'classic',\n", + " 'dark_background',\n", + " 'fast',\n", + " 'fivethirtyeight',\n", + " 'ggplot',\n", + " 'grayscale',\n", + " 'petroff10',\n", + " 'seaborn-v0_8',\n", + " 'seaborn-v0_8-bright',\n", + " 'seaborn-v0_8-colorblind',\n", + " 'seaborn-v0_8-dark',\n", + " 'seaborn-v0_8-dark-palette',\n", + " 'seaborn-v0_8-darkgrid',\n", + " 'seaborn-v0_8-deep',\n", + " 'seaborn-v0_8-muted',\n", + " 'seaborn-v0_8-notebook',\n", + " 'seaborn-v0_8-paper',\n", + " 'seaborn-v0_8-pastel',\n", + " 'seaborn-v0_8-poster',\n", + " 'seaborn-v0_8-talk',\n", + " 'seaborn-v0_8-ticks',\n", + " 'seaborn-v0_8-white',\n", + " 'seaborn-v0_8-whitegrid',\n", + " 'tableau-colorblind10']" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# View styles\n", + "\n", + "plt.style.available" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "47f89c41", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_19627/2028136543.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# testing style\n", + "\n", + "plt.style.use('fivethirtyeight')\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0, 100,50)\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "ab5ac9e1", + "metadata": {}, + "outputs": [], + "source": [ + "# import libs\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "\n", + "\n", + "# generate sample data\n", + "\n", + "np.random.seed(613)\n", + "x1 = np.arange(50)\n", + "y1 = np.random.randint(0, 75,50)\n", + "x2 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y2 = np.array([110, 180, 240, 99, 220])" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "aed1698a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# single plot\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "\n", + "# subplots\n", + "fig,(ax1, ax2) = plt.subplots(ncols=2,\n", + " nrows=1,\n", + " figsize=(7, 3))" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "64cb96d9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_19627/3583454055.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Activity custom plot\n", + "\n", + "plt.style.use('fivethirtyeight')\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.bar(x2,y2, color='skyblue')\n", + "ax.set_title('One Piece Favorites', fontsize=14)\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "8146ff9a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# without grid\n", + "\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7, 4))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "48910238", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],figsize=(7, 4))\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "5ea1894d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# large x axis\n", + "\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7, 4))\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label',fontsize=18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label',fontsize=18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious',fontsize=18 )" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "a38367c6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# constrained\n", + "\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7, 4),\n", + " layout = \"constrained\")\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label', fontsize=18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label', fontsize=18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious', fontsize=18)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "4256f8c8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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G8EhUlLIGD1ZW//5KeOghxU2dKl9WVsDicfPmKfaVV5R+ww3KvPxyKT6eQwUAQAQpd1O7NbGXVHtZEV566SXt3LlTw4cPzw+dxr6+7LLLtH37dr1iU/YgtNSqpfS771bq2rXKOvHEoEV9qalKvPNOJXftqpj//MezXQQAABEyuGjt2rWaNGmSJk+e7IJjampqieVWr17t7q1Ws6g+ffq4+zUs1Riyctu21Z4FC5Q2b55yWrUKWjZ640YlnXeeapx/vqI2bvRsHwEAQDVqat8XNsioaN/O8ePH5/fh9Nv4RwBp06ZNsefwb/OXKU06K+kElJmZWei+wh1/vFv7vcaMGUqaOFFRe/YELBq7dKliVqzQnuHDlfaPfygvObly9gkhh3M0vHA8PX6fBULovExISAiN4NmhQwc99thj6t69u5o0aaKtW7dq6dKluu+++3TllVe6AGqj1/127drl7mvVqlXsufz9Ov1lSrNlyxbl5ORU2N8Sjux4VKozz1Rs165q9thjqv/qqwGLWb/QpMcfdwOVfhg5UjtOOcX1H0V4K8vARFQfHM8qep8Fqvi8jI6OdmN/QiJ4nn766YW+b9mypeu/ecghh7hR6jZCvmDwrEhNmzatlOcNB3YFbm+GNitBXCnrse+35s2V/dRT2vHuu6p5222K/eSTgEXjtm9X6zvvVLNFi7R73Dhl/+UvlbtvqFI2VRrCB8ezCt9ngWp0XnrS1F5Ur1691KpVK33xxReuBtNfw+m/t2316tUr9DO7d+8uVKYiq30jlb0ZevY69eypPW+8odh//UsJd9+tqO3bA+/X+vWqd+qpyrrwQqXfcYfyGjb0Zh/hKc7R8MLxDIH3WaCIUPzfq7L2TJsyyezdu7dM/TiD9f9ENREdraxhw9zqRxmXX6686OiARX15eYqbM0c1jzpKcVOmSEGmaQIAANVDlQTPtLQ0bdiwQUlJSfkB1HTr1s3dr1ixosTVjAqWQTVWp47Sx49X6urVyu7VK2hR365dSrzlFiV3766YN97wbBcBAEA1Cp7WNP71118X2241nKNGjXKPWz/PmJg/W/vPOuss15Q+Y8YM/fjjj/nb7esnnnjChVRbPhPhIfeww5T20ktKmz1buaXMDRv95ZdKOuss1RgyRL7vvvNsHwEAQBX28Zw9e7befvtt97X10TRz5szJn4OzS5cuuuiii7Rjxw517txZnTp1Urt27VwH619++cWtSGRBsn379rrnnnsKPbet3z5hwgS3ZKb1A7Ug6l8y057vqaeeYtWicOPzKfuMM7T7pJMU/+ijip84Ub4C3S+Kil28WDGvv66Ma65Rxj/+ISUlebq7AADAw+BpofO5554rtO2dd95xNz8LnnXr1tWll16q999/X8uWLXPLYSYmJroQasHSViKy74s6//zzXc3mww8/rGeffVY+n08dO3bUDTfc4FZNQphKTFTGmDHKvOACJdxxh+IWLgxY1JeR8fsSnc89p/R77lGWXaD4fJ7uLgAAKD9fSkpK3j78HKr5hLI2t5dNsxCKI95M9KpVSrzxRkX/UaseTHbXrtr7wAPKPeKI/fqdQ+pM3q+fR/nMTRlZaS8ZxzK8jmd1VB3eZ6sC56a3QvG8ZJZuhKScHj2UunKl9k6YoNw6dYKWjVm7Vsm9einhuuvk27HDs30EAADlQ/BE6IqJUeZllyn1gw+UccklyguympEvN1fxs2YpuVMnxc2cKWVne7qrAACgdARPhLy8evWU/vDDbv337C5dgpaNsr7E11/vakCj/xjwBgAAQgPBE9VG7pFHKm3JEu158knlHnhg0LLRn3+u5P79lXjxxfKxJjgAACGB4InqxedT1tlna/e77yr9+uuVFx8ftLiNjq95zDGKf/BBm0TWs90EAADFETxRPSUlKeO227R73Tpl9esXtKjNC5pw332qeeyxilm0SMpjIgcAAKoCwRPVWt5BB2nP3LlKe/FF5bRrF7Rs1PffK2noUNU46yxFbdjg2T4CAIDfETwRFrJ791bqmjXae999yqtVK2jZ2DffVHK3bkq46SYpJcWzfQQAINIRPBE+YmOVeeWV2v3++8ocOlR5QVYz8uXkKH7aNNU86ijFzp4t5eR4uqsAAEQigifCTl7Dhtr76KNKW75c2Z07By0btX27aowcqaQ+fXSovvdsHwEAiEQET4StnE6dlLZ0qfZMm6bcxo2Dlo356CM9pJkarRdUT7s820cAACIJwRPhLSpKWYMGaff69coYNUp5sbFBi/fWx5quyTpHqxQjVj8CAKAiETwRGWrWVPpddyn17beV1bdv0KKJytTFWqYpekxH60vPdhEAgHBH8EREyT34YO3597+VNn++clq3Dlq2qXZorOZqrOaoqX71bB8BAAhXBE9EpOyTT3a1n3vvukt5yclByx6tr/S4HtfFWqpEpXu2jwAAhBuCJyJXfLwyR43S7vfeU+b55wctGqscnaM1rv9nb30kn3I9200AAMIFwRMRL++AA7R3+nRdr0v1lZoGfT3qKVWj9aImaKba6seIf+0AACgPgifwhw1qodEarkc0QClKCvq6HKofNFHTNVIvqY5SeQ0B5PP9+KPiXn9dSZ9+KuXSOgIUFFPoOyDC5SlKy3SU1qq9LtCbOl3rFB2kWb2vPlA3fa5ndYJe0bHKUbSn+wug6vm2bFHM6tXuFr1qlaK//dZtryspq0MHZUyYoJwuXap6N4GQQPAESpCmRM3UqVqqozRcS/RXfRPwdUpShi7TazpF6zVDp+lDHcxrCoR70FyzRjEWMi1sfhP4/SH2s88Ue+qpyhw40E3pltc0eHceINwRPIEgNquRbtcwHacNulSvqolSApZtrl91j2brbR2qmTpFW1WP1xYIA76ffvqzRtNuGzeW+zniFixQ7JIlyhg9WhlXXSUlJFTKvgKhjuAJlMqnd3SYPtDBOktrNFCrlKCsgKW7aIOO0td6UV21QD2VoTheY6Aa8f38c37IdPdff10xz5uWpoR77lHsnDlKv+8+ZZ96quTzVchzA9UFwRMoo0zFar6O13L9VX/XUvXUZwHLxilbg7RSJ+ojPamTtVIdXIAFEKJBc82aP4PmV19V6u+L/u47JQ0erKw+fZR+//3KbdeuUn8fEEoInkA5/araelDnaYk6a4SWqJW2BizbQLs0Rgt0mt7VdJ2mb3UArzdQxXxbtxYOmv/7X4U9d27Llsru3l2ZDRooceZMRaelBSwbu3y5Yrp2VeaIEUofM0aqXbvC9gMIVQRPYB99plYapct1st7XUC1XLe0NWLaDNmmSpmmpjta/1Fu7SpmuCUDF8f3yy+9Bc9Wqig+azZsru0cPFzazu3VTXsuWbnt6erq+PuUUHfL000qcPz/wvmVnK/7xxxX7738r/c47lTV4sBTFTIcIXwRPYD/kKlqv6hitVgcN0QqdqvcUrbwSy9r20/SeeugzFz5f1dHu5wFULN+2bYr+Y9S5C5pffllhz53brNmfQbN79/ygWZLsBg2065FHlHPZZUoYM0YxH3wQsGzUtm2qcfXVyn7ySaU/+KByjj66wvYZCCUET6AC7FYNTVN/vaajXfP7EfouYNma2qsrtDh/+qVP1YpjAFRE0PQ3nW/YULFB84+QaYEzWNAMxEJk2uuvK/bZZ5Vw110uZAZi4TT5xBOVOXiwqwHNa9x4P/8CILQQPIEK9J2a6GZdrO763A1AaqSdActa39D79ZRW6XA3AGmb6nAsgDLw/fpr4aD53/9W2OuWe+CBxYNmRYw8j4pS1oUXKuv005UwYYLipk1zzeyBxD37rGIXLXJ9P60PqOKYHQPhgeAJVDifa3p/T+10rlbpHK1xo9wD6aHP1Vn/0/PqrhfV3Y2eB1DgjNq+PX8gkOur+cUXFfby5DZtmh8yKzRoBlK7ttLHjVPmRRcp4eab3QCjQHy7dyvx9tsV98wzSh8/Xtknnlh5+wV4hOAJVBKbv3Ou+uh1ddIlek1dFbhWxuYFvVBv6CR9qFk62S3ZyfRLiOigWbBGszKCZvfuyunRQ7kHHVQlc2naFEp7nn9eMa+95gKoTbEUiM0jmnTuuco65RQ3/2du69ae7itQkQie+2lInckVcyRQJnNTRla7V2qr6uo+XaCO2uiW32ypwP27GitFt2i+PlYr1/9zk+jfhfDn27Gj8GCgigyaBxyQPxgop3t35bZqFTqTtvt8bhL51BNOUPyUKYp/6CH59uwJWDz2tdcUs2KFW/ko47rrpORkT3cXqAgET8AjH6uNRupK9dO7Gqw3lKz0gGU76ltN1lQt1jGaqxPc2vFAuPD99lvhoPn55xX23LlNmhQOmlY7GCpBM5CEBLeUZub55yth7Fi3vGYgvsxMJUycqLh589za71kDB4b+3wcUQPAEPJSjaL2sLnpLR+giLddJ+kBRAadfytUZeke99Ilm60QtUyflivn9UI2D5h9N51Gffy5fXsn/9/sUNAs2nVeHoBlA3oEHau8TTyjz739X4pgxiv7004Blo376STWGD1f2rFna+8ADyv3LXzzdV2BfETyBKrBTyXpUA9zqR5drsQ7T5oBla2uPrtHLbo5QW/3ovyr/dC6Ap1JS3CCg/KD52WcVFzQbN84fDORqNNu0qbZBM5CcLl2U+uabips9W/H33KOoHTsClo1Zt07JJ5ygrIsuUvrttyuvQQNP9xUor3JXn8yfP1/XXnutjj/+eDVq1Eh16tTR3LlzA5bftWuXbrnlFnXo0MGVP+KII3T77bcrNTW1xPK5ubmaPn26unbtqiZNmqhNmza65JJL9F2QjtdAdbVRTXWDLtVDOkfbVTNo2YP1kyZolq7T86qvXZ7tI1CaJO1VzJIlSrjlFiX37KlarVopacgQxU+d6mrt9id05jZqpMyzz9beiRO1+733tHvDBu2dNUtZf/ubcg8+OOxCZ77oaGVefLF2f/CBMoYPV1504MUm7PW1ke81O3Vy0zQpK8vTXQUqtcZz3Lhx2rx5s+rXr6/GjRu7rwNJS0tTv3799Omnn6p3794699xz9cknn+jRRx/VmjVrtMTeqBISCv2MhdrZs2frsMMO04gRI/TTTz/ppZde0ooVK/T666+7IAqEF5/eVEet06E6Tyt1ptYqVjkBS5+gT3ScNujf6qmF6qpsGi5QBUHzcG1yCyUcoW/VWj8ranAF1Wg2apTfP9Puc9u2Dd9wWRZ16riVjDKHDVPiTTe5frGB+HbtcmUshO4dP145vXp5uqtApQRPC42tW7dWixYtNHHiRN11110Byz7yyCMudFqYHDt2bP52+3rSpEmaMmWKRo8enb995cqVLnRabaeFzbg/JswdOHCgu91www168cUXy7vLQLWwV/F6Rie5vpyXuoU4A68nnahMDdPrro/oTJ2id3UI0y+h0tRQuguaR+rbP4NmgL7J5ZXbsGHhoNmuXWQHzQByDz9caS+/rJiXX1birbcq6ocfApa1CfWTBwxwk9XvHTdun1ZbAkImeFoTe1nk5eVpzpw5Sk5OdoGxIPt+5syZLmQWDJ72vbn11lvzQ6c56aST1L17d1fraTWszZs3L+9uA9XGFtXX3bpQR+t/ukyv6kBtD1i2qXboDj2rDMVop5L+uNXQLiUpJf/7P7db31K7T5edX3y4I3jQtJBptZqt9ZOiKypoNmjwZ9C0wUAEzfJNvzRggHafdJLiJ09W/KRJ8qUHnh3DVj6KWbZMGSNHKuPaa6UaNSrkGAIhObho48aNrpm8T58+SkpKKvSYfX/sscdq+fLl+uGHH9SsWTO3ffXq1e6x4447rtjz2fPY49ZEP2jQoMrabSBkrFc7faTWbmT7IL2pGsoMWDZe2W55zmBLdBaUrljtckH0z2BqQdW/7fev/wyvNhk+wldiftD8vem8TUUGzfr182szXdA85BBqNPdXjRrKuOkmt567rWwU+3//F7CoBdOEBx90S3Ba7acFV2qUEbbB01izfElsuwVPK2fB0/qD/vzzz2rfvr2iS+hE7X8e//OWJj3IVSCqr0g7rtZ/05bRfEMdNUzLdKI+qpDntZWSEsoZVP+sNS1ak1q0VrVsQTXSjmXoBc3v82s022hLxQXNevWU2aWLMrt1U2bXrsopGjQzMhQJMjMzC91XikaNtHf6dMUOHaqat92m2A0bAha1pvmkv/3NHZPd996r7MMOq7z9QshI9+h9tuh4nSoJnjaa3dSuXbvEx2vVqlWonP/ev7208qXZsmWLcnICD9BA9RRsMFs4+001NUln61V11ggtVjtt8fT3/x5UU9zKSmUNqv5aUwujKUp2tan+GlTbvn3pUmXXrausunWVV443LZRfojLUvkCNps2QYPPEVgQ7vp/pIDW7oZ92d+qkdKskiCowYUqQvoiRYOvWrZX/S6wP51NPqeGLL+rAadMUs3t3wKJxa9eqXp8+2nbOOfpxxAjlBPiMRnjY7MFnplUWBqpkjKh5PJs2bVrVu4BKEOn9e79Uc12n4a7m8yItU12lKRRZUG2iFHcLaNi/8r/MrVFDefXru/5/uQXvA2xTIis5lRY0D/ujRvPICg6au5SoT9VKn+ogd/+9GipPUZp13XBV1uXDJU1mVNIzh5uaqqUrNVTLdbLeDzgAzJebq0YLFihhwSuaoxO1VEcVWpxi1s/DPdxnRNpnZqUFT38N5c6dJTflFa3hLK1Gs7Qa0f2p9kX1wXGV+5C3ke+rdbg660sdpK2qrTQ30XwdpaqW9rjvrcG7uoiy9an37FF0Ga/O85KTfw+qDRu6e5s0O//rhg3VSV8Vav7PUqzCWYKr0fw+v0azrWs6r7igaTWa/rC5SY3c/2CxfeA9NyRYa8LjOiO/dcS6VARSS3t1lRblL07xuQ5y2zmW4SMhBM/LSgue/vk2v/nmmxIf92/3l7NBRTZh/KZNm1wTedF+nkXLA5HOpl9aqSO1MsDjscpyIbSOC6Vpf3yd6gLq70G14G2PalSjoOpLTXW3qE2bSnz87iLf71F8gP6pxQdY2X2oz41amUFzd37QPEifqFXAoInQ9o0O0I26RD31qf6u/6hBkEUnbHqsB/SkW8r3KfX1dD8ReSo1eB5wwAFat26dGzhUcGS7fW/bW7ZsmT+i3XTr1k0vvPCC3nnnHfd1QTYQydgcnwBKZ7V821Xb3crCgmrRUGqhtdYf93+G19+3BRtlH2osVNvtAP1WpvIWVP2j/K1/avApqio/qMYr84+g+ftgoLb6UTEVFDRTlZDfbG637wiaYcTnLk5tnt+BWqWztSbo4hS99KmO1QbpoURlXH21VZd5ureIDJX2bunz+TR06FA9+OCDmjBhQqEJ5O17WzKz4ByeZtiwYS543nvvvYUmkF+2bJmbSslWP7KJ6wFUTlD9VbXdrSziXFAtWpMauEbVJr2vbkHV5kktizRXo1o8lP45wOrPKapse2lB1YLmYQVqNNtVcNC0Gs1P/gibm9S4UP8+hJ90xbu+nNZF5xK9pi4WLoP0z9a4cYqbM0d7bfR7v35Mv4SqDZ42yfvbb7/tvv7iiy/cvU0Ub8HQdOnSRRdddJH7etSoUW5ZTFulyJbK7Nixoz7++GM3EXynTp10xRVXFHrunj17up+139GrVy/17dvXTbG0cOFC1a1b14VYAKEhU7HapjruVhYWpvz9T63WdMyUrvJt366obdvk+/XX/Jv7fvt2+azfZzVh/WmTyhFULfwVHOXvv9lgEBt9bkEzWM3UvgRNf63mdwTNiPWz6uleDXZ9oG1xiub6NWBZ68aSdOGFyjrhBKWPH//7/KtAVQRPC53PPfdcoW3WNG43P3/wtOb1xYsXa/z48Vq0aJFWrVrl1ne/+uqrdeONNyqxhJGpFlJtLs9nnnlG06ZNc8/Rv39/3X777WrVqtW+/ZUAqpzN7bnN3X4PqlmDBwf/gbS034OohVB/OC0pqPq/3rtX1UWy0t2trEG1vEHzc7XMD5rfqgk1mijkA7XVNWql/lqnwW5xisD9u2PfeEMxNifr8OFKv/FGmyORVxP7xZeSklIxswZHqCF1Jlf1LkSUuSkjK+25OZbV/FhaUN22zQXVh/o8md8v1d/UX7T531Z7Cgf2l/weNFu5wUBVFTQ5N6sn6yZzkV5XX31QalmbOSL9jjuUNWRI4blay4H32fA5L/dVaA/dBICySkpSXlKScg46SOu1ppTCeUpQZqF+qcUHUvkHV/3+WFyIBFUb+PTZHzWan6g1NZrYLzZ4brLO1Gs6WsO1RIcq8IT/1tpQ45prlP3kk0p/4AHlHHMMrz7KjeAJIAL53IALu21V3TKUz3ODowoG02C1qbatooKqBc3P1cLVZlqt5jeuRrP4ssLA/vifmukGXaoT9LGubbRGUb/8ErBszIcfKrlvX2UOGqT0sWOV16QJLz7KjOAJAKXyuXlT7bZV9coYVDOKTepfNLQWnGfVP5jIHzT90xttJGjCIzZf6wr9VZesf0QJDz2kuKlT5cvKClg+bt48xb7yitLHjFHm5ZdLf8xEAwRD8ASASgmqCe5mI4lLl+cGeMQry023RI0mqlStWkq/+25lDh2qhJtvVuzrrwcsags5JN5xh+Jmz1b6ffcpuy8T0CM4Jm8DgCrn0x4l6DfVJHQiZOS2bas9CxYobd485ZQyq0z0118r6bzzVOP88xW1caNn+4jqh+AJAABK5vMp+5RTlPrOO0q/8043gC+Y2KVLlXzccYq3RWN27+ZVRTEETwAAEFx8vDL+8Q/tfu89ZZ53XtCi1i80YdIk1ezcWbHz50t5zNqIPxE8AQBAmeQ1baq9M2Yo9bXXlNOxY9CyUT//rBojRijp5JMV/eGHvMJwCJ4AAKBcco47TqkrVmjPI48ot379oGVj3n1XSb17K3HkSDdvLiIbwRMAAJRfdLSyhg3T7vffV8bllysvOvD8sr68PDfyfbom6wy9reg/pg9D5CF4AgCAfVenjtLHj1fq6tXK7tUraNFkpWu4XtVkTVFHMfo9EhE8AQDAfss97DClvfSS0mbPVm6LFkHLttQ23atndIueU2P9xqsfQQieAACg4qZfOuMM7V63Tum33KK8xMSgxbvqv5qqRzVEyxWvTI5CBCB4AgCAipWYqIwxY7T73XeVedZZQYvGKVsX6C1N02T10KduJS+EL4InAACoFHnNm2vvU08pddEi5bRvH7RsQ+3SjVqg+/WkWulnjkiYIngCAIBKldOjh1JXrtQU9dduBW9+P0KbNElTdbleUU3t4ciEGYInAACofDExWqJjNFyjtFidlSNfwKLRylN/vavpekSn6V1FMf1S2CB4AgAAz+xWDU3V6bpWl+sztQxatpb26kq9okc0TR30rWf7iMpD8AQAAJ77VgfoJv1dD2igtqlW0LKttFXj9ZTG6N9qoJ2e7SMqHsETAABUEZ9W6QhdrpGap17KVEzQ0j31mRv9PkhvKk5Znu0lKg7BEwAAVKkMxelf6qMrdLXe1mFByyYoSxdqhaboUXXRF0y/VM0QPAEAQEjYqnq6VxfoNl2k79UwaNkmStGtmqd79Iya6xfP9hH7h+AJAABCykc6WNfoSs3QKUpTfNCyf9U3ekxTdKleVZL2eraP2DcETwAAEHJyFK2X1dVNv7RUnZQbdPqlXJ2ptzVdk9VX7ytKuZ7uK8qO4AkAAELWTiXrUZ2p0RquDWoWtGwdpWmk/k8Pa4YO1fee7SPKjuAJAABC3tc6UDfoUj2ss7VDyUHLttUWPaSZGq0XVE+7PNtHlI7gCQAAqoU8RekN/UUjNErPq7uyFB20fG997KZfOkerFKNsz/YTgRE8AQBAtbJX8XpafXWVrtJ7ahu0bA1l6mIt0xQ9pqP1pWf7iJIRPAEAQLW0RQ10l4ZqrIboR9UPWrapdmis5upOzVFT/erZPqKw4EsEAAAAhLj1OkQfqY0G6G2dr7dcLWcgnfWV/qJv9LKOc6sl7VWCp/sa6ajxBAAA1V62YvSCerjlN1eoY9CyscrROVrjpl/qrY/kY/olzxA8AQBA2NihWvqnztH1ulRfqWnQsvWUqtF6URM0U231o2f7GMkIngAAIOxsUAs39+cjGqAUJQUte6h+cHN/jtRLqqNUz/YxEnkSPI844gjVqVOnxFu/fv2Klc/IyNADDzygTp06qXHjxjr00EM1atQobdu2zYvdBQAAYTL90jIdpREuUnZRTpDYE6U89dUHmu6i6lpFK8fTfY0Ung0uqlWrlq644opi21u0aFHo+9zcXA0ePFjLly9X586ddcYZZ2jjxo2aPXu23nrrLb3++utq0KCBV7sNAACquTQlaqZO1VIdpeFa4tZ3DyRJGbpMr+lkva8ZOtWtG49qGDxr166tm2++udRyzz77rAud5557rp544gn5fL+vzfrkk09q9OjRGjdunCZNmuTBHgMAgHCyWY10u4bpOG3QpXpVTZQSsGwLbdM4zdbbOkwzdbK2qp6n+xquQq6Pp9VsmjvuuCM/dJqLL75YBx10kBYsWKC9e/dW4R4CAIDqy6d3dJiu1DWao95KV2zQ0l30X03VYzpGGzzbw3DmWfDMzMzU3Llz9fDDD2vGjBlav359sTLp6elue9u2bYs1wVsIPeGEE5SWlqYPP/zQq90GAABhKFOxmq/j3fRLb+mIoGUzFKv/qnAuQYg3tW/dulVXXXVVoW02eGjWrFlq1aqV+/7bb791fTxbt25d4nP4t1ufz65duwb9fRZiEX44ruGDYxleOJ7hI9KO5a+qrQkaqCXqrMu1WK20tViZOeqj3aqh6ibdo2OZkJAQWsFzyJAh6tKli9q3b6+kpCR9/fXXevzxxzV//nw3eGjt2rWqWbOmdu3ald8fNNAAJeMvF8yWLVuUk8OItHCzefPmqt4FVBCOZXjheIaPSD2Wn+sgjdLlblDRUC1XLf3ere9bNdZrOkrV0WYPjmV0dHTACsMqC5433XRToe+PPPJITZ8+3X1t4fOZZ57R1VdfXaG/s2nT4JPGonpq3rx5Ve8CKgjHMrxwPMNHJB/LXEXrVR2jVeqgC7VCp2q9pus0t706ah6Cx7JK12q3AUMWPNetW+eCp79Gc+fOnSWW99d0+stVVLUvqg+Oa/jgWIYXjmf44FhKqaqhaeqvF9Rd21RH1VVCCGahKh3VXr9+fXe/Z88ed2+j1qOiovTNNyXPr+Xf3qZNGw/3EgAARKLqHDpDVZUGT//Idv8I9sTERB111FH66quv9P333xcqm5eXpzfeeMP1Ef3rX/9aJfsLAACAEA6e//vf//JrNItuHzt2rPvaJov3GzZsmLu/++67Xdj0e+qpp/Tdd99p4MCBLqACAACgeqn0Pp4vvPCCpkyZ4qY/sk6uNWrUcKPaly1bpqysLLcaUbdu3fLL23KZCxcu1PPPP69Nmza5x6yJfdGiRWrZsqVuu+22yt5lAAAAVMfg2aNHD1e7+cknn+jtt992tZ/Wt/Okk07SpZdeqt69excqb308bdnMiRMnuoFHFlrr1q2roUOHutDJOu0AAADVU6UHz+7du7tbecTHx7spmIpOwwQAAIDqK+TWagcAAEB4IngCAADAEwRPAAAAeILgCQAAAE8QPAEAAOAJgicAAAA8QfAEAACAJwieAAAA8ATBEwAAAJ4geAIAAMATBE8AAAB4guAJAAAATxA8AQAA4AmCJwAAADxB8AQAAIAnCJ4AAADwBMETAAAAniB4AgAAwBMETwAAAHiC4AkAAABPEDwBAADgCYInAAAAPEHwBAAAgCcIngAAAPAEwRMAAACeIHgCAADAEwRPAAAAeILgCQAAAE8QPAEAAOAJgicAAAA8QfAEAACAJwieAAAA8ATBEwAAAJEdPD/44AMNHDhQLVq0UNOmTXXiiSdq4cKFVb1bAAAA2EcxCkErV67UOeeco4SEBJ199tlKTk7Wyy+/rIsvvlg//PCDrrnmmqreRQAAAFT34Jmdna1Ro0YpKipKixcv1pFHHum2jxkzRn369NE999yjAQMGuJpQAAAAVB8xoVjb+e2332rIkCH5odPUrl1bo0eP1pVXXqnnnntON954o0JBzfqJVb0LqCAcy/DBsQwvHM/wwbGELyUlJS+UXoa7775b//znPzVr1izX3F7Q1q1bdcghh6hnz56u6R0AAADVR8gNLtq4caO7b9OmTbHHGjdu7Pp7fvPNN1WwZwAAAAir4Llr1y53X6tWrRIfr1mzZn4ZAAAAVB8hFzwBAAAQnkIuePprOgPVau7evTtgbSgAAABCV8gFT3/fTn9fz6KDi1JTU9W6desq2DMAAACEVfDs1q2bu1+xYkWxx5YvX16oDAAAAKqPkAuevXr10kEHHaTnn39en3zySf72nTt3ummW4uLiNGjQoCrdx3BhNciXX365Dj/8cNWrV0916tRRSkpKqY8BqF6OOOIIdwPgrSuuuMJ9fm7atCl/26ZNm9w2eywShVzwjImJ0eTJk5Wbm6t+/fq5VYxuvfVWde/eXV9//bVuv/12tWzZUpHC/w9adE7TimCT8c+fP19du3bV9ddf7yblt2VKS3sM+84+/O14luW2atUqXuoQPiftZkv6luS9996L6A+WUGTnU2nHpCxlEPrS0tL08MMPuzm/DzzwQDVq1Ejt27fXqaeeqrvuusstUoOqE3IrFxn7Z3nttdd0//33a+HChcrKynL/NPYPE+iNHuWTmZmpN954Q8cff7yeeOKJMj+G/WMfaFZ7H8h///tftzhCUlKSmjdvzssd4qxL0FtvveVaakIZC24gUtgA5FNOOUWff/65Gw9y3nnnuVa77du36/3339fEiRPVqlUrd/PCnXfeqX/84x9q2rRp/ramTZvq3XffjdiB0iEZPM1RRx3lmttROawp3WqVmzRpUq7HsH+sJjmQHTt2uLBvHn/8cdflBKGrRYsW+uGHHzR27FgXQH0+n0KVVx+yQFWbOnWqC50XXXSRHnnkkWLn5XfffecqV7xin6NFP0tjY2PVrl07RaqQa2pHxffhsi4L1nxU8Ht/WVv33t9saLVxgR4bMWKEOnTo4D7AMjIySvw91oxRv359/fjjjxzGcsrOztbf/vY3ff/99+7q+Mwzzyz0+BdffOEeP/jgg12z0ZFHHqmbbrrJhdVA/wvWJ/eGG25w/XTtuMydOze/zKuvvqr+/fu78GRvijZg77HHHnP7gbJp27atzj//fH344YeuZaY0H330kTseXbp0yX/drSuL1cBYq06g42g15KNHj3bLBVtNiZ1n9lzmp59+0vDhw93/hT3fWWedVeKMIPTx3Hf2etoFo51zdu7ZBaGdL3b+5eUVXnHazt+rr75ahx12mBo2bOha6uz7zZs3B3xfTk9Pdxcv9v5qq/Mdc8wxmj59erHntvPXytv94sWL1bt3bx1wwAFuJpirrrpKv/zyy378leHDurmYSy+9tMSLQTt+BUPfypUr3et39NFHu2Z5u1kFwNNPP13i89sxsGNnr7eNg7BaVTv3TjzxxBK7R9HHsxrVeKLyDB482H0QTZs2zb3Z2Ulk/B9ygR6zN7j77rvPNdsNHDiw0HN+9dVXevvtt3XyySe7Exflc9ttt7k3QHvzsn7MBdnran187Sp9wIABLrRYM40do6VLl+r11193wbIgK3vGGWe4vk4WVKKjo92HprGAab+vbt26Ovfcc1WjRg0XRG2b/a5//etfIV17F0puueUWvfjiixo3bpxOP/10V5MRyDPPPOO6EFnYPOmkk7R3716tXr3adSH64IMPNGfOnGI/Y4HUwqSFE7vftm2bC7l2YfKf//zHdT2yDz1rTrSlhO357Wv7/7Bjjv1jwd4C3p49e9S3b1/3ets5Za/1rFmz3HG3cQnGxiBYE++vv/7q7i182gWjnU92XOxmFwhF2QXlp59+6v5/zKJFi1yfegux9957b7Hy9v5rNez2XmAByYKWhVE7d217wUqGSGTva/4LBrtYKI3Vitrx7Ny5s7uws89Ae0+99tpr3edaScfAytgxtqZyu/i0Y27vA/Y+/eabb7oLDgRG8IxAQ4YMcQMkLLhYoLz55psLPR7oMev+8OCDD7oP0KLBc/bs2e7emjdQPlazbK+3XTnPnDlTUVF/NkRYlwerbbEPvhdeeEF9+vTJf+yOO+5wA/GsD5GFyaLdJezCwYJpYmJi/nbrVG+1K1YbY/14mzVr5rZb2LUwYzUpNqiMmSPKxvrhWo3jo48+qqeeesp9HYjVWj700EOFAqHVal1zzTUunLzzzjs67rjjCv3Mzz//7LbZ/4U/4NiHqR1zC692LtsHo/9C4brrrnOByI6jXXhg/1jIs5Bh4w2KDjj67bff8o+JsZYKCyCTJk1yYdLPjp0N0LTjX1JfWwtIa9euVe3atd339p5rF6BTpkxxF4Z//etfC5W3c7roe4FdvFjNuf0vTJgwIaIPu72P/fvf/9bIkSNdn067cPjLX/7i+nmWxAYhFe3WZC0/9hln78tWq1m0v/1nn33malTt89D/ft2jRw/3O21chB0LBEZTO8rMmnXsKm/NmjXuCrFgrcy8efNczYvVeKLsrJnWPrCSk5Pzm9IKsjBiYdFCRsEPGjNmzBh3dW99oUvqs2QfRgVDp1mwYIF7U7XmP3/oNPHx8S6QmmeffZZDWA4W9iw02Ae+LXARiH14Fa2FtMBoH2DGakpKcs899xQKOP4ZLnJyclwtdcHaaf9j9sGIilP0PCpYs2asKd2aWQ899FANGzasULm///3vrmnXWjSsT3BR1v3CHzqNfW1B1S5KSjoXrZaz6HuB/3/QLhrtYjWSnXbaaa4m2l4/uyC3Wmq7qLcAb6910a4oJfWlt/Pt4osvdudYSc3nNvjT3i8LVhJYS6L9nLVeIDiCJ8rFTkY7of01nGbJkiWuCdBqXwp+QCI46yN04YUXuj6z1iHemuaK8s9la9OJFWVh1d5MrRnWmoQKsqmvrG9neZ7P+pbZz1mzH8rOLhbs4sHOAav5DMQuDuyD0GpgLIRacLGf9Q8os9rNkp67aG2Lf6CCfZhaN4mSHivpuVB+dqFtIcOCoL33Wc20DU4pyn/OWN/Pot1ULJxY94qC5QqyPr+BtpW1vL0XWAuVLTVd0v5FGruwthlCrJ+m1VTba2ah32oj7RjZZ1bBUfDWhcy2Wzcx/7gGf+tdSeeSdTuz17wg++yz7kzBZi3B70gJKBf70LR5VK152Gpb7GSzvmn2Zjt06FBezTKyWmKrGbGBWHYV7u/fVZS9KRprGi+JDUYoWM6vQYMGJfbTDPZ8Vt62W782lI8NvrMPNZuNwF+DWZR9kPn7+Vl/TXut7fyxDypr0itp0F7NmjWLbfNf3JX0mL9GtaTBSpHOXzsVrEbQ/5i/rL3XLVu2TOPHj3f3/kFkVoNp/Xv9gwD39Tw1/r7XJW2zIFmW8qX9TCSy88OOj/8Y2XlmrQfW9cG6t1h3BmODLD/++GPXhcX6a1qTvJ1H1sfWPufKel4a+zmrJUVwBM8wYW+UgT5sKvKNyMKJ9V+yZlwbkGI1btah3b/iFMrGmsn9g7HsAywQ/xuc1aaVxD+StegbYaDBQQWfzwYpFWQ12bY90JsqgjfF2ihn+0B74IEH3AdYQdb8ZqHTmkit/1nBJncbHGLBE5XLP2ei9c0MxD9LRMH5FW2giLXw2PurzSZgAdRGnVsNqNUwWx/cfT1P/Y8VrdX2ly9pnsdAo9eD/QyU3x3G+sha1wgb+GW1wxY6rdKkaGuF9aO14ImKR1N7mLCmAXvTKzodjn8EZkWyJnUbvWs1ndb0ZLUERfs1ITBr/rGBKDYdj9WSBRtB7h+VaaOfi7Jja31ELfTYc5VFsOdbv369a7ZnacV9Y328rLuEDb4res75V0qxkdFF+3naBQgqn50jtuSyXQQEmjbMZgMwJXVTsfc8G/lsF4p2cWEXahZijP+csUFCRadBsu9te8FypR1//7aylre+xdYsb6GTCoDA7L3Wuk4UPS+tX2hZXmdUDIJnmOjUqZO7IrfalIJveFYzaQGlIlmTjk2zZFNOPPnkk24qH/+0Swhu3bp1rrbTPiBsMFFptRNWm2Jzp1otS9HBJzZC2mpobECJfaCWhY3UtKZaaxIu2KRu/Q9tpLQ/QKH8LFDa7AB2HlrTbEH+Gi0bLFaQ9UP75z//ycvtAeu/bM2uNvK8pJHfNum4XUxbraQ1vxqr4Sypxchfs2mD8vzH10Y12/EsOi2WXWh++eWXbkW+ggP6/GxfCvYLtK/t3LaQVNK5aO8Dy5cvLzYy237OatoLDniJRHZRH2iAzyuvvOKOhdV+2kVioPPSLsztAhKVg6b2asKaBQKtH2z9jS677DIXZGw6B3tjsjBoV2z2ZmTT6lT0KFdrZnrppZdc84515C5r8Ilk1r/L+vlZyLOBPNaUE4wNALIPM5tWxcKlhUb74LQ3S6uZsTdHC6X+0ehl4S9v/XOtM731NbQBKtYMbAOU7Mq/aDMxys5ePxvIULS2xKYis5v1EbTBClZzZoMdrLuK1YL+3//9Hy+zB2y6IZtix2osrbbSzgELpDYHpx0Lu1i3Vgj/7BI2W4cFRxscZOeOhdINGza4C0EbHGatP352AWGDkUaNGuXOJxvhbkHUntf6XAe6wLCBKvb8BefxtL7fNql50amUjHXPsenO/HP6WlcNG3lt+3frrbcq0tmxscF+Nvju2GOPdbOxWOWLDay089KCuQV1u2iw42Wvoc3lacfKwqi9D9r/hl18cF5WDoJnNWG1U4H6m9ibp51oNq3O3Xff7U4Wa06wKXhsWomCc8pVFP/Vu314Mndn2VjtpM2vaSw0ltTcXZQFTwsy9mZqc8ZZf1qrgbG+ZTa/nA1MKjp5fGnsQsHelK3W02rILQjbh5/9r9hzMnn8/rFgX3RaMasNtalu7DGrrbIuEnYMbLCDDXLgA84bNvjHziG7mLO5Ti1U2v+/Df6xIGfnRseOHfPL2zyaNrjEWiossFpZm2Tcpkiyi/yCfTOtKd/mxrVQa8fYJvi3wGnh1CaEL9qn2s/2weYJtQtRu5C3AU32HIHmhLX5We0918KT/Q3W1cZqRq3FItInjzfWymctRXYsrIuD/z3XAugFF1zgBgLavJ7GRqbb3Ko2J7KVtfdku2Cwiw/7X+G8rBy+lJSUwh1SgDKwWhurSbWaG7uiBwCUnXVPsjmRbWnbsrAWLasFtQvGgjWtCG12kWKrGllNedE12yNVZHcGwT6zeSetg/4ll1zCqwgAQAlsoKF1RbPab/yOpnaUmfUXtcFENhWFTS9iTRLWRxAAABTuQmHN/TZAzbpxsLjKnwieKDNrErL+M9YZ3/rQ2Hq0RaeGAQAg0s2aNcv12bWBYEVnuYh09PEEAACAJ+jjCQAAAE8QPAEAAOAJgicAAAA8QfAEAACAJwieAAAA8ATBEwAAAJ4geAIAAMATBE8AAAB4guAJAAAAeeH/AWr/3vcCyZpeAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Multiple viz, same axes\n", + "\n", + "# first make our sample data\n", + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "# define our figure and axes (just one this time)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "# now call both bar and plot elements to the same axes (ax)\n", + "ax.bar(x, y1,\n", + "color = \"indigo\")\n", + "ax.plot(x, y2,\n", + "color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "4fc7a60d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Error Info\n", + "\n", + "# calculate\n", + "\n", + "y2_sd = np.std(y2)\n", + "\n", + "# add to plot\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "3930721d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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WmekwU1JSTBCqgaXORKS/Bxo0aJCp2XzggQfk2WefFZvNJm3btpWxY8eaxPOIAKdTCq6/XgoHDZKk++4T57x55SegP+88KRg0SFx33ileEtADAICjYMvJyaEdtZIm9lkim9fsKrWseYf6MmnZQIlF9i1bJHniREmswHSk3pQUyR81SvJHjxYJMvtUPB8ToejMIppPTVNaBEuHomL12EHk6OwzmghcczJGU+oTRI+adu1BfJ5TLJm5CNHN06yZHHr6aXF8+qmkjB8vji++CFnWlpcnyVpLunChuCZMkMIrriABvUiZiwEAAIiidEqIPu5u3ST3gw/k0L/+JZ4GDcKWte/eLal/+5uk9+wpjo8+smwbAQBA7CLwRPAE9GvXkoAeAABEFIEngiMBPQAAiDD6eKJCCejzR4ww/T8TDqfNCpeA3rl4sbjGjpWCESPMCPp4oB38A2Vv2iv5B0tnC0hKS5TMlkcmTQAAIJ4QeKLiCeiXLpWEt9+W5KwscQSZ1jQwAb1z/nxxTZokRRddZHKI1mTBRpUGG4GqQScjUAEA8YqmdlQ+Af3KlZI3Y4Z46tQJW9yXgD6tb1+xb9jAJw0AQJwj8MRRJ6DPXb9e8m+8Ubx+054Gk/DZZ5Jx7rmScv31YvObChUAAMQXAk8cNW/dumYqzdzVq6WwX79yyzuff14yzj5bkqZPF8nN5ZMHACDO0MfzKGak0UEjwZYFKxsP/flKEtB/8klxAvqNG8MnoL/33iMJ6C+/nAT0AADECQLPCM1Io6OX4332Gnf37pL74YeS+Pzzkjxlith37gxZ1r5rl6SOGiXuuXMlb+pUcffsaem2AtE7teo6plYFUGMReCLyCeivuEIKBwyQpFmzJOnhh8V26FDI4o4vv5T0AQOk8IILxDV5snhatGCPoMaK95tTAKCPJ6ouAf1tt5kZkAquuEK85aRTSnz7bUnv3FmSx40T22+/sVcAAKiBCDxRpbwNG0re7NlmDviibt3CljUJ6OfOlYx27cT56KMiBQXsHQAAahCa2o9iRpqyfbKcIftk4fBndeaZxQno33pLku+8s/wE9OPHH0lAryPma3gCegAA4gGBZznCjUp3uVySnZ0tmZmZkpycHOl9UzMT0PftK7l9+ojziSckacYMsefkhCzu+PFHSbvqKinq0kXypk83wSsQy5haFUC8I/BEtSWgLxw0SJLuu0+cjz1mmtnLS0BfMHiwuLKyxHvSSZZuLhApTK0KIN7RPoxqQwJ6AADiC4EnoiYBfe7SpeJu0yZsWV8Cep0BKfHpp0Xcbsu2EwAAHBsCT0RdAvpDs2eLp0GDsGV9CejTzz1XHB99ZNk2AgCAo0fgiahMQK/5P1233Sbe1NSwxX0J6FMvv1zsP/xg2WYCAIDKI/BEdCIBPQCI7NsnCcuWSdLkyeL45psyn4gtN5dPCTGFwBNRjQT0AOKJ7ddfJeH11yX5ttskvWdPqdWkiaRddpkk//OfIkGCTPs330jK8OFiy86ulu0FKovAEzGVgP7gM8+Iu1mzsGV9CejTO3WShKVLRbxey7YTACrDtn27JC5ZIsljxkh6x45Sq3lzSRs6VJLmzBHHF1+IzeMpdx3OF16QjA4dJGnKFJEDB9gBiGoEnoi9BPQrV0re3XeLp06dsMV9CejT+vYV+4YNlm0mAATl9Yp982ZJXLhQUkaOlIzWraVWq1aSOmKEJD31lDi+++6oPzibyyXJDzwgGe3bS+KCBWT8QNQi8ERsJqC/4QbJXb9e8m+4QbwJ4edB8CWgT7n+erH997+WbSaAOOd2i33jRnHOnSupw4ZJxqmnmlRwqTffLM7Fi8VeBc3j9l9+kdTRoyW9e3dJ+OCDiK8fOFYEnojtBPR33y25q1ZJYd++5ZZ3Pv+8OeknTZ8etK8UAByTggJx/Oc/4nzoIUkdNMj0z8zo0UNSxo2TxNdeM0HhMXE4Kl500yZJu+QSSR04UOzffnts7wtEEFNmIuZ5mjeXQ888I45PPjF9Ox0bN5abgN65cKG4JkyQwssvr9TJHABKHDokjjVrJGHlStOyoj/rOSZSPCecIO4uXaSoc2cp6tJF3P/4VmTt7kqtI/Hf/5aE5cul4K9/lXxNUXfCCexAVCsCT9S4BPSJzz8vyVOmiH3nznIT0LvnzpW8adPE3aOHpdsKIAbl5EjC6tXFQebKleJYv15shYURW72nUSMTYBZ17Sruzp3F06KF6dtewla2D6jnjDOk6ISekhBmIg2b2y1Jjz8uziVLxPV//ycFI0eKJCVFbLuByiDwRI1MQF84YIAkzZolSQ8/LLZDh8InoO/fXwovuEBcU6aY2lMAULY9e0yAmbBihanVtH/1ldgimCXD3aJFcY3m4VpNb+PGlV6HTrJx8NVXJeHf/5bkrCxxfP99yLK2/fsl5c47JWn+fMmbNEmKBgwoHdgCFiDwRI1OQF8wdKgkT50qic89F/aCkfj22yZJc8G110r+uHHiPe44SzcXQPWz/fyzqc00NZr62Lw5Yuv22mziad36SLO5Bpr16kUu48cf/yi5vXqJ86mnJOnuu8X+228hi9u3bZO0q6+Woo4dxTV9urjPOisy2wFUAIEn4iIBff6IEab/p9ZchGIrKpKkuXMlcfFiyb/1Vim47jozgh5ADU1t9MMPJsD0BZv27dsjt/rERHG3b28CTVOrec45IuWkgDtmiYlSMHy4FGjC+QceEOecOWG7Ami3gfTevU151513ijczs2q3DyDwRFwloH/jDUl4663i5qgffwxZ1p6TIyl33CHOxx8X1+TJJncozVFADUht9OWXRwYCadP5r79GbPXelBRxn3POkRrNs88WSU2ValGnjuk6VHDNNZJ8111mRH15CegTly6V/JtukvwxY0QyMizbVMQfajwRfwno+/QR5/z5knTPPSbIDJuA/sorTUd/HYCkwSuAGJGfbwb/aKBpajVXrzZ9HCPFW6vWkSBTH23bRl0LiadJEzm0YIEJspPvuEMS1q8vNwG9c9EicY0fL4VXXknGD1QJAk/EbQL6wsGDTfCpNZvazB6KNs+nn3eeKe/KyjLN9wCizMGDxamNDg8Ecqxda4KpSPHUq1cSZGrA6WnZMmYCM+1PenD5ckl88UVJnjRJ7GEm0rDv2WMS0GvGD9e0aVJ03nmWbitqPgJPxHcC+hkzTF/O5DvvlMS33gpZVgcmOZ97ThJffVXyb77ZPHQAE4BqTG3k12zu2LAh7A1kZXkaNy4eba7BZteu4mnaNLa73GjGj4EDpbBfP0maPVuSZs4U28GD5SagLzz/fNPlyHP66ZZuLmouAk/EPZOA/tlnxfHxx8UJ6L/8MnwCeq0lXbDA1H6aBPR2JgADqppt164jzeYrVoj9m28im9ro9NOPDATSEeeNGkmNlJoq+ZrL88orJXn6dElctCh8xg8S0CPCCDyBwzSJfEkC+qlTy09Af9NNxQnop04lAT0QSV6v2LZtK53aKMyAwEqv3m4Xd5s2pgm6JLVRnM3o461fX/Iefljyhw+XlAkTSEAPyxB4Av4cDikcMkQKL764YgnoN24sTkB/4YXFzVEkoAcqz+MR+3ffHanR1NRGO3ZE7JP0Op0mV6UvyDSpjWrVYk/pR9+69ZEE9BMmiOOHH0J+LiSgRyQQeAKRSED/1lvmxK39RU0C+rp1+VyBUIqKTJcWX5BpUhuFSXheWd60NBNc+prNTYL0lBT2R0US0D/5pCTNmEECelSZSndOW7x4sYwZM0bOPfdcqVevntSpU0eeeeaZkOX3798vd9xxh7Rq1cqUb926tWRlZUlubm7Q8h6PR+bOnStdunSR+vXrS7NmzeTaa6+VrVu3VnZTgYgloM/94AOTVikck4B+zhxJb9dOnLNni3gi1/8MiGkulwkyk+6/X1L/8hepdcopJlOE9qlOfPPNYw46PXXqmGlv86ZMkdzly2X/1q1y6JVXJH/sWHF360bQWZkE9CNGyIHPP5f8UaNMEvxwfAnoU4YPF1t29jHtQ8SPStd4Tp06VbKzs+X444+XE0880fwcysGDB6Vv377y5ZdfSq9eveTSSy+VjRs3yqxZs2TFihXylibzTk4u9Tca1C5cuFB+//vfy8iRI2Xnzp3y6quvyvvvvy/vvfeeCUSBWEhA70gaJSIRmhIPiCUHDkjCmjVHajTXrRNbfn7EVu+pX/9IaqMuXYpHXDPIL7IJ6KdONVMIJ0+cKImvvx62OAnoUaWBpwaNTZs2lcaNG8vMmTNl0qRJIcs+9NBDJujUYPKuu+4qWa4/P/jggzJ79my55ZZbSpZ//PHHJujU2k4NNp2Hk/Fedtll5jF27Fh5+eWXK7vJQLUkoNcE1kA8sP32m2kuLxkItHGj2NzuiK3f3aTJkYFAmtrolFNiO7VRjDAJ6BcuNPs0WaccJgE9qiPw1Cb2ivB6vbJo0SJJT083AaM//f3xxx83QaZ/4Km/q/Hjx5cEnapPnz7SrVs3U+upNayZzCeLGEpA78/x5VeS1neBeI8/XjwnnCDe444zo2n1d3326PPhnyUpqcr/FeBo2HbsKDUQyPHNNxH9IN0tW5ZObcSkDdVK94NJQP/CC5I8eTIJ6BGdg4u2bNlimsl79+4taQGJtvX3jh07yvLly2X79u3S6HC+tE8//dS81qlTpzLr0/Xo69pEP3jw4KrabKBKEtCXcOWZHIQVWn96+pEA1ReQBgash1/TgFVq16YWCJHn9Yr9p5+OBJn6iGCfe6/DYaabLBkIpIHmccdFbP2IYAL6QYOk8KKLJOnRRyXpwQcrnoB+yhTxnHYauwJVH3gqbZYPRpdr4KnlNPDU/qC7du2Sli1biiPINGS+9fjWWx5XBKdKC6WgoKDUM+JUo0Zy6IknJPHTTyXjrrsk8auvIrJaW26uedi3batQeW9CgniOO848fMGo+d3vuWS5PnTkfZTNLR2PdEBlsGVWnMOC8ngk4bvvJHHVKnGuWmWeHbt3R2z13qQkKWzXTgo6d5bCjh2l8OyzzU1WKdX1v0e5qDhW7HZx/e1vYh84UNLvuUeSy8v4cTgBfd7QoZL7j3/EXb7U6lRgYYwSOF6nWgJPHc2uamstTBC1DudQ85XzPfuWl1e+PDt27BB3BPsYhbM7gidlxLCTTxZ5/HE5/q235CQd1f6rtW+vzf2OPXvMo6KK0tOlqE4dKapbV4pq1zbPhfqzLvM9Dv9eWKeOeLT1gr51ERXsoqDLwg3cjPRxk/rdd5L++eeSvmGDZGzYIAkVPM9WhDs1VXLbtJED7dtLrg7Sa9nSBJ8l/ve/4gei/lgp4+9/l5S+fSVz5kyptXZtyGLa3zf1ySfNIKSd11wjewYNMrlVITUiRtHKwlCVjHGVx7OhBX2C9AuvO1RH9/v3SUWcu/FG+d+wYeLptkAk9ORHUSEhN9c8ZPv2CpXXi4V/LaqpQfX9HlDDavqsaq1qQo09zUSE07kuyDJn1fVlz8uTxPXri2szV6+WxDVrxB5mkoTK0n1foDWZnTpJQadOUnTGGeYY0MQ8mt2WDLcxdKxURGam5PXqJe5lyyRj8mRJ2Lw5ZFE912Q+/LA0ePVVyc3Kkvx+/biRjcMYpcquCL4ayn379gV9PbCGs7wazfJqRI+l2vdY6Q618v0QA5KTi+d63rmr9PKMDHFnthTb3r3FjwoOSooWtoICcezaZR6VybHorWA/VX2WOKtVtQdJA6TLInZO2b9fEv7zn+I+mjogSFMbRbDpzdOwYenURqeeWpLaSC8w3HbE0LFyLPr3l4MXXFCcgP7uu8UephY74eefpc7w4VLUqZO4pk0rTvCPuIlRquyc4Mu3+WOIfIe+5b5yOqhIE8Zv27bNNJEH9vMMLA/EIvfpp0vusjuLf9F+Ufv2iV0D0F9/LQ5E9fm338Suz4d/1mdTRh8hJl6IZibllD7C1IT482rQfjgwDRxYZWpRAwJWM0tUkH7h8UqPF19qIzP15Jdfii1I38Cj5W7WrCS1kT682sUkjm4UUH4C+oKBAyX5/vvFOXeu2AoLQxZPWLXKJKDX8q6sLPGSsSYuVGng2aBBA1m9erUZOOQ/sl1/1+Unn3xyyYh21bVrV3nppZdk1apV5md/OhBJaY5PoEbQi7X2m6xTR78wFfsbl6skQNXZXkoFrHv3Hglifa/pcwSDDivY9H/Upv/t26Ui4aTXZjPBp3+tatCA1T9VVQ2aPlE/q1Kpjb77LmLr1s/Wo6mNfDWaOuK8fv2IrR81VGUT0C9ZYsrobEn5o0ebliHUXFUWeNpsNrnqqqvk3nvvlfvuu69UAnn9XafM9M/hqYYNG2YCz2nTppVKIL9s2TKTSklnP9LE9UDc0trAk04yjwqFkx6P2HJygteo+te0atDqC1Qj2N/PCjqiVrdbKjHtojc19Ujzvn+Q6h+g+l7Thw6SjIaZcTS10ZYtJUGmqdH8+efIpjZq1+5IaqNOnYprlAErEtBrLenCheKaMEEKhwyhJaOGqnTgqUneV65caX7etGmTedZE8RoYqs6dO8vQoUPNz6NHjzbTYuosRTpVZtu2beWLL74wieDbt28vN9xwQ6l19+jRw/ytvkfPnj3l/PPPNymWXnnlFalbt64JYgFUgt1e3JeyMnkRDx0qHYyG6QJgXvvf/8KmU4lGGlzrw17B0cAakJnPMbCfqn+A6tdPNWITAHg8Yv/66+KazMPN5/ZKZC2oSLcG99lnlzSb688SmNoIsDoB/c03i3vOHMmbPl3cFZy0BjU48NSg87nnniu1TJvG9eHjCzy1ef3NN9+UGTNmyNKlS+WTTz4xo6tGjRol48aNk5QgzV0apGouzwULFsicOXPMOvr16ydZWVnSpEmTo/svAVSc1gbqIzOzYrWqRUVHalX9m/wDmv1LalT1OcamE9V0MLZffhHRRwV5MzKC9lMNDFi1pqfM++3cKamDBpk+cLYQAzSPhm6TDujwDQRyn3kmM2QhahPQp198sRT+8Y/imjyZBPQ1iC0nJye2qiqiiCbt9U3hGU0jxhAdJvZZIpvXlB793bxDfZm0bKDENa0dPXiwdD9V/yb/YF0AIhh8RZt/yHD5TkqnwzlNsuUBmXfM69Yg138gkKdVK5ovY1hNOqfYdu2S5GnTJPHpp8ttMdEWh4JrrpH8224rznyBmI5RyHQBwPpBVTodaHq6uE85pWJ/U1hYXFvqG1jlX6MaImANN5q2pvI0anSk2VwDzRYtGHGOqKSD1PJmzZL8ESMkRft/fvxx2BaHpHnzxLl4sbjGjjUj5yPSlaWG3IyEorNaaS5Pzf8aLBWXqo6bFgJPANEvMVG8J55oHqrcOcm0BmX//vAj//2CV1MugrP1WMXdokXJQCCT2ojBl4gxntat5eBrr0nCu+9KclaWOH74IWRZ/Y6mZGVJ0uOPS97kyVLUv3/c31htDqgBjwUEngBqZq1q7dri0dHoFe0bnp9fKg1VyUAqX4DqP/Lft9yiaXlLUhu1anWkRlNTG9WrZ9n7A1XGZpOiP/1Jcnv3rlACevu2bZI2bBgJ6GMUgScAqKQk8TZoYB6q3JBS86NqrWp5Nar+2QHCDKYI5E1IEHf79iVBZlHHjiY/IlBjkYA+LhB4AsDR0D5TvgkAmjev2N/k5ZXuk7p3r3gm7xLJLj24wnPaabL/g59NhgEg7pCAvkYj8AQAq6SkiLdRI/PwparyPrZEJLt0Py1vrVoEnYh7JKAvn2Y1CJS9aa/kHyw9uDIpLVEyW0ZHRgACTwAAELVIQB9asFHpwdJuadAZLWm3omAOOAAAgPIT0B9Ys0Zc48eLNy0t7MflS0CvEzHYv/uOjzaKEHgCAIDYkJoq+WPHyoF166TgqqtMtodwEt99V9K7dJHksWNNn2pUP5raAQCIgcTg2ncv2LJgZaOlWbXKE9APHy4pEyaQgD6GEHgCABCjicF1EEksJhGPFE+bNsUJ6N95pzgB/ebNIcuSgD460NQOAABiOwH9BRdI7sqVknfPPeKpWzdscV8C+rQLLhDHunWWbSaKEXgCAICakYB+5Eg5sH695N90k3gTE8MWT1i1StJ795aUESPElp1t2WbGOwJPAABQsxLQT5smuatXS+FFF5Vb3LlkiWR06CBJU6eKHDhgySbGM/p4AgAQA4nBfTwejxQUFIjT6RS7zqCF4J9T06ZyaNEicaxYIcnjx0vChg0hPymbyyXJ998vzoULxTVhghQOGSLicPDJVgECTwAAoky4Uekul0uys7MlMzNTkpOTLd2uWOTu2lUOvv++JC5ZIsmTJ4t9x46QZe179kjqzTeLe+5cyZs2TdznnmvptsYDbpUAAEDNT0A/eLAcWLtWXHfcId7U1LDFHV9/fSQB/fffW7aZ8YDAEwAAxE8C+ltvLU5Af+WVFUtA37kzCegjiMATAADEFW+DBpL3yCOS+9FHUtS9e9iyNrdbkubNk4x27cQ5a5ZIfr5l21kTEXgCAID4TUD/+uty8LnnxN28ediyvgT06R07SsJrr4l4vZZtZ01C4AkAAOJXJRPQO7ZuLU5Af+GF4vj8c8s2s6Yg8AQAAKhsAvqVKyW9V6/iBPTbt/P5VRCBJwAAwLEkoD/77OIE9Lm5fI7lIPAEAAAIkYA+9803pejMM8N+Pr4E9BlnnSWJCxeKuN18niEQeAIAAJSTgP7QnDniadgw7Odk373bJKBP79FDHB99xGcaBIEnAABApBPQDxhAAvogCDwBAAAqggT0x4zAEwAAoBJIQH/0CDwBAACOAgnoK4/AEwAA4GiRgL5SCDwBAACOFQnoKyShYsUAhDOxz5Iyy7I37Q26LFjZScsG8gEDQA1KQF9w7bWSPHGiJC5dWm4C+sTXX5f8UaMkf8wYkfR0qckIPIEI2LxmV4XK5R8srHBZAEDsJ6B3rFghyePHS8KGDeUmoHcuWiSu8eOlcMgQEYdDaiKa2gEAAKoICehLI/AEAACwIgH9mjXiuv32uE5AT+AJAABghbQ0yR83Tg6sWycFQ4aI12YLWzzx3XclvXNnSR47Vmx7y44biEX08QQioHmH+iFf83g8UlBQIE6nU+x27vUAIN55GzSQvEcflfwRIyRlwgRJ+OSTkGVtbrckzZsnzsWLxTV2rBSMGCGSlCSxisATiIBwo9JdLpdkZ2dLZmamJCcn83kDAAxP27Zy8PXXJeHttyU5K0scW7ZIKLb9+yUlK0uc8+eLa9IkKerf3+QQjTVUvwAAAFRnAvoLL5TclSslb8YM8dSpE7a4Y+tWSRs2TNIuvFAcn38usYbAEwAAoLo5nVJw/fWSu3695N94o3gTE8MWT1i5UtJ79ZKUESPEtn27xAoCTwAAgCjhrVtXXNOnS+6qVVLYr1+55TUBfUaHDpI0bZpIbq5EO0sCz9atW0udOnWCPvr27VumfH5+vtxzzz3Svn17OfHEE+X000+X0aNHyy+//GLF5gIAAFQrT7NmcujppyX3jTfE3bZt2LK2vDxJvu8+yTjrLLFFeaxk2eCiWrVqyQ033FBmeePGjcuMAL7iiitk+fLl0qFDB+nfv79s2bJFFi5cKB999JG89957csIJJ1i12QAAANXG3a2b5H7wgSQuXizJkyeLfefOkGXtu3eLXbaKSKZIvAeetWvXlttvv73ccs8++6wJOi+99FKZN2+e2A6P2HriiSfklltukalTp8qDDz5owRYDQGRN7LOkzLLsTXuDLgtWNlz2BAA1PAH95ZdLYf/+kvTII5L00ENiO3RIYlHU9fHUmk115513lgSd6q9//auccsop8sILL0heXl41biEAHJ3Na3aVeeQfLCxTTpcFKwsgzqVVLgF9XNd4agLtZ555Rnbt2iUZGRmm/+bZZ59dJt/h2rVrpUWLFmWa4DUIPe+88+TJJ5+U9evXS5cuXcK+n67Liv/J/xngOEFVsuK8hujHtQdSt67kPfCAJFx9tWRMnCjOzz4L+6FoN8aqPH9UJke1ZYHn7t275aabbiq1TIPP+fPnS5MmTczvP/30k/lwmjZtGnQdvuXa57O8wHPHjh3idrvFqv8N4DhBVdOJCACuPSihOT8ffFBqf/yxZD78sCT//LOEulmpqvOHw+EIGbdVW+A5ZMgQ6dy5s7Rs2VLS0tJk8+bN8uijj8rixYvN4KHPPvvM1ILu37+/pD9oqAFKylcunIYNG0pV0x2pQaeOvNfpEAGOE1Qlnf0K4NqDMq68UvYNHCgF2l1x4naRgHo3jVGi5fxhSeB52223lfq9TZs2MnfuXPOzBp8LFiyQUaNGRfQ9rZyaUHcoUyGC4wTlad6hfsjXtLVHAwo9n9jtwbvfc54B1x6ElJws3lGjxP3SsyLrfy31kp5TouX8Ua1zteuAIQ08V69ebQJPX43mvn37gpb31XT6ygFALAk3Kl37X2lTmNZKRMsFAkAMSqjW0C66R7Uff/zx5vnQ4ZQAOmpdo/Iff/wxaHnf8mbNmlm4lQAAAIj5wFNHsCvfCPaUlBQ566yz5IcffpCfAzrIer1e+eCDD0wf0Xbt2lXL9gIAACCKA8/vv/++pEYzcPldd91lftZk8T7Dhg0zz5MnTzbBpo+mUdq6datcdtllJkAFAABAbKnyjgAvvfSSzJ4926Q/0r5LqampZlT7smXLpLCw0MxG1LVr15LyOl3mK6+8Ii+++KJs27bNvKZN7EuXLpWTTz5ZJkyYUNWbDAAAgFgMPLt3725qNzdu3CgrV640tZ/at7NPnz5y3XXXSa9evUqV1z6eOm3mzJkzzcAjDVrr1q0rV111lQk6macdAAAgNlV54NmtWzfzqIykpCSTgikwDRMAAABiV9TN1Q4AAICaicATAAAAliDwBAAAgCUIPAEAAGAJAk8AAABYgsATAAAAliDwBAAAgCUIPAEAAGAJAk8AAABYgsATAAAAliDwBAAAgCUIPAEAAGAJAk8AAAAQeAIAAKDmoMYTAAAAliDwBAAAgCUIPAEAAGAJAk8AAABYgsATAAAAliDwBAAAgCUIPAEAAGAJAk8AAABYgsATAAAAliDwBAAAgCUIPAEAAGAJAk8AAABYgsATAAAAliDwBAAAgCUIPAEAAGAJAk8AAABYgsATAAAAlkiw5m0AAAAQSRP7LCmzLHvT3qDLgpWdtGygWI3AEwAAIAZtXrOrQuXyDxZWuGxVo6kdAAAAliDwBAAAgCUIPAEAAGAJ+ngCAADEoOYd6od8zePxSEFBgTidTrHbo6eekcATAAAgBk0KMyrd5XJJdna2ZGZmSnJyskSL6AmBAQAAUKMReAIAAMASBJ4AAACwBIEnAAAALEHgeYwcDkdk9gRqNI4TcJyAcwqsFo3XHltOTo63ujcCAAAANR81ngAAALAEgScAAAAsQeAJAAAASxB4AgAAwBIEngAAALAEgScAAAAsQeAJAAAASxB4RsDu3bvl+uuvlzPOOEOOO+44qVOnjuTk5JT7GgBYoXXr1uYBABVxww03mHhl27ZtJcv0Z12mrx2LuAk8fR/YX/7yl4iv+8Ybb5TFixdLly5d5P/+7/9k3LhxkpycXO5riE56gdZjpSKPTz75pLo3F9V0LtHHn//856Bl1qxZE5ETNGKDngfK298VKYP4dvDgQXnggQekR48ectJJJ0m9evWkZcuWcsEFF8ikSZPkp59+kpogobo3INYVFBTIBx98IOeee67Mmzevwq8heumFYd++fSFf/+abb+T111+XtLQ0yczMtHTbEF3ef/99+eijj6Rnz54SzfR4BRC9Dhw4IH/605/k66+/lqZNm8rAgQNNK+nevXtl3bp1MnPmTGnSpIl5WGHixIny97//XRo2bFiyTH/+z3/+I7Vq1TqmdRN4HiNtSvd4PFK/fv1KvYbopbXUofz222/mRkI9+uijcsopp1i4ZYgmjRs3lu3bt8tdd91lAlCbzSbRyqqLFYCj869//csEnUOHDpWHHnqozPlk69atpjLLKhq3BMYuiYmJcuqppx7zuuOmqT0SfaH69u1rmkr8f/eVfe6550qa37TGLNRrI0eOlFatWpkLQX5+ftD30Wr1448/Xv773/9Wyf+Io1NUVCRXX321/Pzzz+ZO8OKLLy71+qZNm8zrzZs3N00kbdq0kdtuu80Eq6GOM+3vO3bsWNMHWPf5M888U1Lm7bffln79+pkAR08AXbt2lUceecRsB6pfixYtZNCgQbJ+/Xp55ZVXyi2/YcMGs687d+5csk+1C47WZBQWFoY8RrT2/ZZbbpHTTjvN1Djo+UHXpXbu3CkjRowwx5yu75JLLpEtW7aEXBeii+4rvdHVc4WeM/RGVr/net7wer2lyup5Z9SoUfL73/9efve735kmWP09Ozs75LXK5XKZGyO95px44olyzjnnyNy5c8usW887Wl6f33zzTenVq5c0aNBAmjVrJjfddJPs2bOnyj+LeLdmzRrzfN111wW9idVjwz/o+/jjj82+Ofvss02zvD60UuSpp54Kun7dv3pc6L7UcSdaq6rnjD/84Q9Bu4xVZR9PajyPwRVXXGFO5nPmzDFfbN2pynexCPWafpmnT59umr8uu+yyUuv84YcfZOXKlfLHP/7RHEiIHhMmTDBfdv2iZmVllXpN95n2H9Y70gEDBpjAQpskdP+/++678t5775nA0p+W7d+/v+nXo8GEw+EwFx+lAaa+X926deXSSy+V1NRUE4jqMn2vp59+Oqpr2OLFHXfcIS+//LJMnTpVLrroIlMjEMqCBQvknXfeMcFmnz59JC8vTz799FPTd+vzzz+XRYsWlfkbDUg1mNQAQp9/+eUXE+TqTc+///1v08dULx7aLPfjjz+a9evPeuzp8YTopTcNGuAdOnRIzj//fLMv9Vyg+3H+/PnmmEpIKL5Eb9682TTD/vrrr+ZZg0+90dXzgO5zfejNRyC9Ef7yyy/NsamWLl1qxhloEDtt2rQy5fWapLX3eg7TIEaDIQ1G9Zyjy/0rXhBZdevWLbkZ0RuR8mitqB4rHTp0MDekGnPodWbMmDEmjgi2f7WMHj/aVK43zXo86flLr10ffvihuZmxAoHnMRgyZIi5A9DgQgPK22+/vdTroV4766yz5N577zUXosDAc+HCheZZq9sRPbTWWvel3iU+/vjjYrcfaSzQ7hRaa6EXkJdeekl69+5d8tqdd94pDz/8sOkvo8FkYFcMvSnRwDQlJaVkuXYg11oKrdXQPsKNGjUyyzXY1YBDayR0wNrgwYMt+d8Rmvbx1RrHWbNmyZNPPml+DkVrLe+///5SAaHWPP3tb38zAcSqVaukU6dOpf5m165dZpkec74gRC9Kejxp8KrnIL3A+G5C/vGPf5igRY8RvalB9NIgTwOBu+++u0wN0v/+97+S/a20hUWDhAcffNAEkz56XOigVT22gvXj1SDms88+k9q1a5vf9TqkN86zZ882N7Tt2rUrVV7PRYHnML0x0lp5Pc7uu+++iH4GOELP7UuWLJGbb77Z9OnUm5IzzzzT9PMMRgchBXb10tYwjSn0WqW1moFjEL766itTo6rxh+8a1r17d/OeOg5F97MVaGqvBtqEoXcdK1asMHcs/rUbzz//vKnB0BpPRAdtStUTf3p6ekmTlD8NGDRY1EDA/4Stbr31VnMn++KLLwbtn6Mndf+gU73wwgvmBKLNaL6gUyUlJZmAVD377LMR/i9xtDTY0wu7XpRzc3NDltOLQGAtpAaMeiFQWuMQzJQpU0oFIb7MHG6329SA+9d8+17TCwxiQ+D337/2S2lTujaFnn766TJs2LBS5a655hrT/KotMdrfOJB27fAFnUp/1kBVb3iCnUO0ljPwHOY7vvVmV2+yUTUuvPBCU8ut+0YrKbQGXCs69OZA92NgF5pg4wv0PPHXv/7VnBuCNZ/rgFi9hvhXnGjLrf6dtrpYhcCzmujBoQeYr4ZTvfXWW6YpTWsx/C80qD7aH+bKK680/XG187c2cQXauHGjee7WrVuZ1zRY1ROHNpVq84c/TaulfTsrsz7to6V/p81niA56I6I3Jvrd1ZrPUPTGQy8oWpOhQagGF/q3vsFqWrsZbN2BtRa+Dv96UdIuGMFeC7YuRBetfNBAQANBvR5orbcOIAnk+65r38/A7jUaQGjXDf9y/rQ/cahlFS2v5zBttdu/f3/Q7UPkjBo1ymRN0X6aWguu+0NvKLQ2Uve/xgj+o+C1y54u1255vnEkvtbSYOcA7ean+9OfxhraxStcJpdII7qpJnrxOfnkk00TrtZa6M7XPl56Yrnqqquqa7PgR2ugtYZBB3npHaevn1QgPQEobRoPRjv1+5fzOeGEE4L20wy3Pi2vy7V/GKKHDhrUi4NmOvDVYAbSC4KvL57219T9qN97PeFr01iwwYYZGRlllvluSoO95qtRDTZYCVXHV4MUrkbQ95qvrJ7/ly1bJjNmzDDPvgFqWoOpfYd9gxeP9vyifH3Ggy3TQLIi5cv7G0RWRkaG2fe+/a/nB2310G4V2i1Hu0ooHXj6xRdfmK432l9Tm+T1+6/9dzWuqOj5ROnfaS2pVQg8A+hJIdRJO5JfOg0gtK+ONrXqoBGtFdPO25oPkBQ90UGbyX0DvfRCEIrvy6w1XsH4RoQGfulDDQ7yX58OUvKnteS6PNQJBNXXXKojkfXCcM8995gLgT9txtKgU5sxtR+Xf5O7DuDQwBOxy5fXUPtmhuLLbuGfA1EHc2irl15zNFOBBqA66lxrQLX2Wvv3Hu35xfdaYI25r3ywXIyhRq+H+xtUrdqHu/Fo/1vtdqGDyrTmWYNOraQKbGXRProaeEYzmtoDaFW1fsEDU9b4RhtGkjap6yhYrenUZha9Iw7sw4PqoU0dOlhEU+ZoTVa4EeS+EYg6QjmQHjfaR1QDE11XRYRb39q1a02zPalxoo/2ldKuGDpoMPBc4ZtxREcvB/bz1JsbxDb9bjudTnODESrdmWYaUMG61+h1QEcn6w2u3rjoDaYGGsr3XddBQoFpkPR3Xe5frrxjy7esouW137I2y2vQSaVI9bDZbKZbRuD5RPuFBoqF8wmBZ4D27dubu0+tlfD/cmvNpAYRkaTNF5pmSVMgPPHEEybdji/tEqrP6tWrTW2nnmh1MFF5d/laK6F5WbW2InCAiI5i1poOHfShF6aK0FGJ2pyqzbb+TeraR1BHM/uCHEQXDSg184CeP7T51J+v1kkHovnT/lz//Oc/Ld1ORJ72u9amUR15HmzktyYG1woGrZXUJlKlNZzBWtF8NZs6mNB37OjIYz1WAlNu6Q3yd999Z6ZY9B+I6KPb4t93T3/Wc5IGMsHOIXr+Wr58eZnR0/p3WovvPygFkfXkk0+GHODzxhtvmP2stZ96cxvqfKKVFXrjG+3irqldq6lDJT/VvjXDhw83wYamF9AvoQaDegehXzxNfRPp0aLapPLqq6+apgztWFzR4ARVQ/tJaV88DfJ0II82W4SjA4D0oqDpSTS41KBRL0B6YtAaDj0RaFDqG41eEb7y2vdXO45rf0AdRKJNtTpASe9yA5tyER103+iAgMBaB02hpg/tx6ed/rV2SwcNaDcbrQV97bXXqm2bERmabkjT4GiNpdZW6ndXA1LNwan7WSswtPXElxVDM5ho4KiDg/Q7r0Hpt99+a25gdeCZtoj56M2JDkYaPXq0OQ/oCHcNRHW92lc81M2LDibR9fvn8dQ+65p4PDCVktJuRZqmzZeLWLuB6Oho3b7x48dzqFShZcuWmUGKOmiwY8eOJvuNVnbpYFM9n2jQrzcBekOix4LuH83lqceBBqN6bdDjTm9sov18EneBp9Ygher/oCcK3fGa+mby5Mlm52n1tqbJ0TQH/vnTIsV3p6oXIXJ3Vj+tndT8mkqDxmDN3YE08NRgQ08cmh9N++pqTYb20dJcajowKTB5fHn0JkRPQFrrqbXvGgjrRUSPQ10nyeOjl940BKZD09pQTUejr2mNkna/0P2rgwZ0sEC0XyhQPh38o999vQnVPKoaVOr3Vgf/aCCn3+m2bduWlNc8mjoARFtYNGDVspoIXFMkacWHf99MbcrXnL4a1Orxo5MHaMCpwakmhA/sC+6j26B5QvUGWis3dECTriNUvlnN/arXIQ1w9H/QLkJaM6otLSSPr1qTJk0yrWe6n7X7hO86pAHo5ZdfbgYwal5PpSPTNW+r5onWsnqd0psRvbHR4zDazye2nJyc0p1GYCmt/dCaVK0B0btXAACOhXbZ0jzROiVvRWgrn9aC6o2uf00r4tc111xjZjXSWvjAOduPFR02qpnmhtTO6Ndee211bwoAAIDoAEnt+qc165EWd03t0UD7i+pgIk2NoKk0tIpc+/EBAABUF+2eoc39OvhNu4hUxWQ2BJ7VQJs/tD+HdjzXPh06P2pgihUAAAArzZ8/3/QH1kFmgdk5IoU+ngAAALAEfTwBAABgCQJPAAAAWILAEwAAAJYg8AQAAIAlCDwBAABgCQJPAAAAWILAEwAAAJYg8AQAAIBY4f8BCUMH3aRZfWcAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# error bar\n", + "\n", + "ax.errorbar(x, #our x values\n", + " y2, #our y values\n", + " yerr = y2_sd,\n", + " fmt = \"none\")\n", + "\n", + "# customize\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2,\n", + " color = \"red\")\n", + "ax.errorbar(x,\n", + " y2,\n", + " yerr = y2_sd,\n", + " fmt = \"none\",\n", + " ecolor= \"indigo\",\n", + " elinewidth= 4,\n", + " capsize = 6,\n", + " capthick= 4 )" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "f9434f12", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Error bars each pt\n", + "\n", + "ax.errorbar(x,\n", + " y2,\n", + " yerr = y2_sd,\n", + " fmt = \"none\",\n", + " ecolor = \"indigo\",\n", + " elinewidth = 4,\n", + " capsize = 6,\n", + " capthick = 4,\n", + " errorevery= 2 )" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "c91bbb32", + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image # to open images\n", + "import requests # to get images from URLs\n", + "from io import BytesIO # to store images" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "776a6523", + "metadata": {}, + "outputs": [ + { + "ename": "UnidentifiedImageError", + "evalue": "cannot identify image file <_io.BytesIO object at 0x129c4b1a0>", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mUnidentifiedImageError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[86]\u001b[39m\u001b[32m, line 3\u001b[39m\n\u001b[32m 1\u001b[39m response = requests.get(\u001b[33m'\u001b[39m\u001b[33mhttps://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 2\u001b[39m image_file = BytesIO(response.content)\n\u001b[32m----> \u001b[39m\u001b[32m3\u001b[39m image = \u001b[43mImage\u001b[49m\u001b[43m.\u001b[49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimage_file\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/PIL/Image.py:3579\u001b[39m, in \u001b[36mopen\u001b[39m\u001b[34m(fp, mode, formats)\u001b[39m\n\u001b[32m 3577\u001b[39m warnings.warn(message)\n\u001b[32m 3578\u001b[39m msg = \u001b[33m\"\u001b[39m\u001b[33mcannot identify image file \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[33m\"\u001b[39m % (filename \u001b[38;5;28;01mif\u001b[39;00m filename \u001b[38;5;28;01melse\u001b[39;00m fp)\n\u001b[32m-> \u001b[39m\u001b[32m3579\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m UnidentifiedImageError(msg)\n", + "\u001b[31mUnidentifiedImageError\u001b[39m: cannot identify image file <_io.BytesIO object at 0x129c4b1a0>" + ] + } + ], + "source": [ + "response = requests.get('https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png')\n", + "image_file = BytesIO(response.content)\n", + "image = Image.open(image_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "54ca1544", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "9ac230c0", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "ax_image = fig.add_axes([0.1, # x coordinate (ON FIGURE, NOT AXES)\n", + " 0.11, # y coordinate (ON FIGURE, NOT AXES)\n", + " 0.15, # image width\n", + " 0.35]) # image height)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "2620f6b0", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'image' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[87]\u001b[39m\u001b[32m, line 5\u001b[39m\n\u001b[32m 2\u001b[39m ax.plot(x, y2,\n\u001b[32m 3\u001b[39m color = \u001b[33m\"\u001b[39m\u001b[33mred\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 4\u001b[39m ax_image = fig.add_axes([\u001b[32m0.1\u001b[39m, \u001b[32m0.11\u001b[39m, \u001b[32m0.15\u001b[39m, \u001b[32m0.35\u001b[39m])\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m ax_image.imshow(\u001b[43mimage\u001b[49m)\n\u001b[32m 6\u001b[39m ax_image.axis(\u001b[33m'\u001b[39m\u001b[33moff\u001b[39m\u001b[33m'\u001b[39m)\n", + "\u001b[31mNameError\u001b[39m: name 'image' is not defined" + ] + }, + { + "data": { + "image/png": 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KERERUaEx+KQ87OXLqwxo1t136746WkoKTJ06IWTDBr56REREVCgMPkmXvWRJmNetQ1a9errtWkYGohISELpkCV9BIiIiKjAGn+Ra8eIwr1iBzGbNdJs1mw1R/fsjbMYMvopERERUIAw+KX+RkUhduBAZTzzhepOhQxE+Zgxgt/PVJCIionwx+KSrCw2FZeZMpD/zjMtNIiZMQMSQIYDNxleUiIiIXGLwSQVjMCBtwgSkvfaay03CZ89G5HPPAZmZfFWJiIhIF4NPKjhNQ/qwYbBIF7sLYcuWIapnT8Bi4StLREREeTD4pELL6N8fqdOnw27QP3xCk5Jg6tgRuHSJry4RERHlwuCTrklm9+5IXbAA9rAw3faQ3bthat0a2rlzfIWJiIgoG4NPumZZrVrBvHw57CaTbnvIgQNqOU7t1Cm+ykRERKQw+KTrYm3QQE1Gb4uN1W03HjmC6GbNYDh6lK80ERERMfik62e9916YN22CrVw53XbDqVMwNW8Ow6FDfLmJiIiCHDOfVCRs1aohZfNmWCtX1j/Q/vwT0a1awbhnD19xIiKiIMbgk4qMvVIlmCUArV5dt127dAmm9u0R8vHHfNWJiIiCFINPKlL2uDikbNqErPvv123XLBZEdeuG0JUr+coTEREFIQafVPRKlIB59WpkNmqk26xlZSGyTx+EffABX30iIqIgw+CT3MNkQmpiIjLattVt1ux2RA4ejPCJEwG7ne8CERFRkGDwSe4THg7L3LnISEhwuUnEqFGIeOMNBqBERERBgsEnuZfRCMvkyUh/4QWXm4RPmYJIabda+W4QEREFOAaf5H6ahrRRo5AmGU4XwhYuRFSvXkB6Ot8RIiKiAMbgkzwm/aWXYJk0CXZN020PXbsWUV27AmYz3xUiIqIAxeCTPCrj6adVHag9JES3PXT7dpjatQOSk/nOEBERBaBCB59Lly7FoEGD0LBhQ5QpUwYlSpTA4sWL82yXmZmJtWvX4rnnnsP999+P8uXLIz4+Ho8++ijmzp0Lq05934kTJ9TzubqNHTv22v9S8hmZ7durkfD2yEjd9pCvvkJ0ixbQzpzx+L4RERGRe+mnn/Lx1ltv4eTJkyhZsiTKli2rvtZz7NgxPPnkk4iOjsbDDz+M5s2b49KlS0hKSsLLL7+Mjz/+GB999BE0nS7YO++8Ey1btszzeP369Qu7u+Sjsho3hnnVKpg6d1YrHzkzHj6s1oOX+UJl5SQiIiIK0uBz6tSpqFKlCm666SZMmjQJI0eO1N1Ogs7//Oc/6Nq1K0wmU67gtVWrVtiyZYvKjLbVmQfyrrvuwtChQwu7a+RnrHXqIGXDBpg6dFBrvzszHjuG6GbNVAAqa8cTERFREHa7S3e7BJ5Xc+ONN6JPnz65Ak8h3w8YMEB9vXv37sL+egowtho11Hrwtvh43XbDmTMwtWgB4759Ht83IiIiCpABR6GhoereaDTqtp85cwZz5szBO++8gwULFqgufApctltuQcqWLbBWrarbbrhwAaY2bWDcscPj+0ZERERe7nYvCosWLVL3jVys/f3pp5+qm4PUhXbq1El18ztnUl1JS0uDu2VkZOS6p+tQsiTSVq9GbNeuCD10KE+zlpICU6dOuDhrFtKbN/erl5rHCfFYIZ5TKJA/eyIiInw7+Pzwww+xdetWNQipSZMmudqioqLw6quvqsFGlStXht1ux8GDB/Hmm29i2bJlsFgsWLhwYYF+z2+//aY7ot4dzp4965HfEwxOTZ6MW19+GcX278/TpmVkIKZ3bxx//XWcb9UK/obHCfFYIZ5TKNA+e6QXW8YC+WzwKSPdJbisUKECZs+enae9dOnSGD58eK7HGjRogNq1a6v79evX48CBA7j77rsLVHPqbnI1IW+qjPoPCwtz++8LFqkrVyKsb1+Ef/xxnjbNZkPlkSNRMiQElmeegT/gcUI8VojnFOJnjxeCT5laSaZekrlBJYiMi4sr8M9KRrRz585qpPzevXsLFHwWNgV8PSTw9OTvC3gREUhbvBjagAEIW7ZMd5Pir7+OsMuXkS6zIrhYMcnX8DghHivEcwp5mi9+9nhkwJFMq9SzZ081N6gEnpWuYd5G+VmRmprqhj0knxMaCsvMmUjPJ7sZMWECIoYMAWw2j+4aERER+XDwKYFnQkICYmNjVeBZ2LoAh2+++UbdF2SaJwoQBgPSJkxA2muvudwkfPZsRD73nCyp5dFdIyIiIh8MPmVgkQSesjSmBJ4333xzvtvL4CIZZORs3bp1SExMVM/z2GOPuXGPyedoGtKHDYNlzBiXm0jXfFTPnoDF4tFdIyIiIg/UfMq8m3v27FFfHz58WN3LCPRdu3apr+vUqaMCziNHjqBHjx5IT09Xy2KuWLEiz3NJFrN79+7Z3w8bNgzHjx9XA4xkwJCMVj906JD6feHh4XjvvfcQExNzDX8m+buM/v1hj4lB5PPPq0FHzkKTkmDq2BHmxESgeHGv7CMRkbsZfvoJkTt2oMyZM9CkLKlcOb7oFPjBpwSCkoXM6csvv1Q3Bwk+ZRS4BJ5i5cqVus9Vr169XMGnDCqSLKd0sZ8/fx42mw3lypVTzzdw4EBUdTEJOQWHzO7dVQAa1auXmnbJWcju3TC1bo3UFStgL1XKK/tIRFTkLBaErluHsA8/RMjfyR+5xLbNng3LvHnIatyYLzr5FS05OTlvPzcVeCL7kydPqqmjfG0kWSCTlY5M3bpBM5t122WlJPOqVbC7WLLT03icEI8VuhaGH39UAWfoRx/BkJysu41dpp2bPRuZ7dvzRSa/+ezxyvKaRNfD2qABzOvWwRYbq9tuPHIE0c2awXD0KF9oIvK/LOdHH8HUrBmKPfggwmfOdBl4Ci0rC5G9eyNs3jyP7ibR9WDwSX7Jeu+9MG/aBJuLeifDqVMwNW8Og85SnUREvsbwww9q6rjit9+OqOeeQ0iOUrar0ex2RL70EsInTXLrPhIVFQaf5Lds1aohZfNmWCtX1m03/Pknolu1gvHvGikiIp+SmorQJUtgatoUxerUQfisWdAuXrzmp4sYORIRb7wB6MwaQ+RLGHySX7NXqgSzBKDVq+u2a5cuwdS+PUJ0luokIvIGw+HDiHjtNRSvVg1R/fsjZO/eAv+snOvS2rRx2R4+eTIiX3wRsFqLaG+Jih6DT/J79rg4pGzahKz779dt1ywWRHXrhlAXsy4QEXkky7l4MUxNmqBY3bpqgYyCZjntkZHI6NYNKR9/jJTdu3Fx5kyc6t/f5fZhCxaoOlD8PeMMka/x2NruRG5VogTMq1eryeZDt2/XL8rv00ed7DN69eKbQUQeYfj+ezViPWzpUtUTUxiS5cx4+mlkdOqkznHZNA1nnn4axStWRLF//UvVfDoLW7NG/b7UhQsBk6ko/hSiIsPMJwUOkwmpiYnIaNvWdVH+4MEInziRNVFE5D5mM0IXLYKpcWMUq1cP4XPmFDjwVFnO7t2RsnWrynJmyETyOQPPHCxPPgnL+++r6Zb0yIW4lB0hn9HyRN7AzCcFlvBwWObOVascSdeTnohRo2SCW6SNHKkyCERERcHw3XcImz9fLflb6CznHXf8k+UsxEp+mR06wF6sGKISEqClpeVpl3rS6JYtr8x9XLZsofaJyF0YfFLgMRphmTwZ9hIlED5liu4m8rh24QIs776rticiuuYs56pVV1Yf2revUD9qj4pSk8NL0GmtVeuaL4azmjRRwaWpSxfdoNf4/fdq6jkpTbJXrHhNv4OoKDH4pMCkaUgbNQr22Fg1/YiesIULr9REzZ6tMqZERAUlcwhnZzkvXy7UC2e9884rWc6OHQuV5cz3OevWRcr69TB16ADDuXN52o2//KIW35AA1Hb77UXyO4muFYNPCmjpL72kMqARgwfrFuWHrl2LqMuXWZRPRFeXkvJPlnP//kK9YnaTSXWRZzz1FKz33OOWkh9bzZowJyXB1LatWmjDmeH331UGNHXlyiuZViIv4YAjCniSYZA60HyL8tu1Y1E+EekyHDyoLmDVvJwvvFCowNN6112wTJyISz/8AMuUKdfVvV4QtltuQUpSEqy33qrbbrhwAabWrWHcudNt+0B0NQw+KShIXZWMhJeRpHpCvvoK0S1aQDtzxuP7RkQ+6PJlhM6fD9Mjj6BYgwYI/+CDAnevS5Yz48knkfLpp0jZufPK9G7Fi7t9l7N/f3z8lcU3atbUbddSUmDq1AkhGzd6bJ+IcmLwSUEjq3HjKyM+XXwIGA8fVl1S2vHjHt83IvINhgMHEPHSS1eynC++iJBvvy3wz0qwl/ruu7j0449q0KO7utcLwl6qlKoBzapbV7ddS09XI+RDExM9vm9EDD4pqFjr1EHKhg2wlS6t2248dgzRzZvD8MMPHt83IvJilvPDD2Fq2BDFGjZE+Lx5KjtYEPboaKQ/9RQuf/YZUnbsQOZTTwHFisEnFC8O88qVyGzaVLdZs1oR1a8fwmbM8PiuUXBj8ElBx1ajhuqSssXH67arovwWLWAs5LQpRORfjN9+q9ZBL3777YgaNAghBw4U+Gez7rkHqZMnq1rOtHffhe3uu+GTIiORumgRMp54wvUmQ4cifOxYLr5BHsPR7hSUVFH+li1qoJHxyBH9ovw2bWBevBjWBg28so9E5AaXLiFs5Uo1Yt148GChflQmc5dJ4DMSEnw32NQTGgrLzJmwx8So1Zb0RIwfr+Y+Ths3DjAwL0Xu5fUjbOnSpRg0aBAaNmyIMmXKoESJEli8eHGhn8dms2HWrFmoW7cu4uLicPPNN6N37944zvo9csFevrzKgGa5+BDJLsrfsIGvIZE/s9th3L8fkS+8oGo5I196qVCBZ1atWkidMuVKlnPiRP8KPB0MBqRNmIC0V191uUn47NmI7NcPyMz06K5R8PF68PnWW2/hww8/xMmTJ1H2Opb+kgB2yJAhsNvt6Nu3Lx599FGsX78ejzzyCH7++eci3WcKHPaSJWFetw5Z9erptmsZGVeK8pcs8fi+EdF1ungRYXPnIvrhhxHdqJFaclczmwuc5Uzv3RuXd+yAeft2ZCYkANHR/v2WaBrShw+HZfRol5uELV2qznnQWaqTKGCCz6lTp+LQoUMqQOwl01Fcg507d2LBggUq67ljxw6MHDkSs2fPVhnUCxcu4NV8rvSIVFH+ihXIbNZM98XQbDZE9e/Ponwif8ly7tuHyOefv5LlfPllGL/7rsA/nnXvvUidOvVKlvOdd9TE7YEmY8AApE6bBruL7vXQzZthktWXCrk+PZHf1HxKd/v1ksBTDB8+HGFhYdmPN27cGPXr18f27dtVZrVChQooakauCx4YpCh/4UJEDhiglsvT3WToUFUTlT50qNemTyGifLKcy5dfqeX8738L9TLJ9GsyIEfVctaoERQvcWaPHqoGNKp3b9XD4yxk1y5V9566YoXqISIKqMxnUdgl/yQmEx588ME8bdL9Lnbv3l3kvzciIgJVqlRR9xQA/i7KT3/2WZebREyYgIghQ6TI2KO7RkQuspzffKMuGlWW85VXChV4ZtWurTKAKsv5n/8ETeDpkPX44zAvX64mxdcjc5yquY9Pn/b4vlFg83rm83qZzWacOXMG1atX181CSnAoWPdJBS7KHz/+ynrwEya4LMrXkpNhmT5dBaxE5GHJyf9kOb//vvBZzs6dr2Q577oLwU5m8zCvXYuojh1hSE7O0y6zgUQ3baq2sd18s1f2kQKP3wefl/6uSSnuYtUax+OO7YgKVJQ/bJgKQCOHDdPdRLrmtUuXkDpvnuqyJyIPZDm//loFnKGrV0OzWAr141n336+WvMxs2xZwkekLVtb77oN50yaY2reHQWeJYcOpUzA1a6YmrA+27DC5R0B0uxO5Q0b//kidPt11UX5SEovyiTyR5Zw9G9H16iG6SROELVlS4MBTspxSRnN5926YP/4Ymd27M/B0wVa9OlKSkmCtVEm33fDnn4hu1QrGPXuu/b0kCpTg82qZzatlRonyIx9WqQsWwJ5jIFtOIbt3w9S6NbRz5/hCEhVllnPvXjXnpKrlfO01GA8fLvCPZz3wAFLfe0+tsS5zW9ruuIPvTUFe9kqVYJYAtHp13Xbp7ZHsaMjWrXw9KbiDTxloJJPKnzhxAlarNU/7L7/8ou5l0nmia5HVqlX+RfkHDqjlOLVTp/gCE11vlnPWrCtZzqZNEZaYWPAsZ0wM0vv2xeUvvoB5yxZkdusGREXx/Sgke1wczBs3qsFYeuT9iOraFaGrVvG1peANPkW9evXUwKMvv/wyT9u2bdvUvcwBSnRdRfnr1sEWG6vbrorymzWD4ehRvshEhc1yfvklIp97Tq2xHjlkSOGynA8+iNSZM69kOcePV93HdH3ssbEwr1mDzEce0W3XsrIQ2bs3wqTmnSjQg8/z58/jyJEj6j6nJ598Ut2PHj0aGTnmK9u6dauahqlRo0a46aabPL6/FFis996rivJt5crptqui/ObNYTh0yOP7RuRvZM7csBkzEF2njrpwC/voI2gFXFXHVqIE0p97Dpf37FHdxJldunDgX1EzmZD60UfIbNNGt1mz29UypeGTJhX5r6bA5/XR7jJB/J6/C5gP/321u3DhQhU0ijp16iBBlvoC1KpF48ePV8toDpWJvv/28MMPq23kuRo0aIAmTZqo6ZdWr16N2NhYTHAxZQ5RYdmqVUOKrP7Rrh2Mx465LMo3L10Ka506fIGJdLKcasT62rUFDjYdsurUQcZTTyGzdWsGm54QHo7UDz5A5KBBCFu4UHeTiJEj1dRzaSNGcPEN8p/gUwLPxMTEXI9J93nOLnRH8Jmfd999V831OX/+fMycOVPVgrZq1Qqvv/46Kleu7JZ9pyAuypcAtH173e5BR1F+6vz5yGrSxCv7SORrWc7QxESEzZ8P408/FepnJcuZ2bWrCjptt93mtn0kF4xGWKZMUVPPhU+dqrtJ+OTJV+Y+njhRbU90NVpycrIdhbB06VIVMB44cEBlKqWbe/r06eguU1i4GG0+btw4rFu3Dn/88QfKli2Ltm3bquxldHR0nu1tNhvmzJmjgkgZLCRBpCzBKUFkJRdTQBB5RXIyTE88gZCvvtJttoeEwDJrFi63bJm9vCtXw6L8pKWlBc6xIlnOL75QAafKcqanF+rHs+rW/SfL6e+vRSAcJ3a76mKPGDXK5SYZbdvCMns24GJ2EPKsNB8+nxQ68/nWW2+pP6ZkyZIqkJSvXZFBQC1btsR3332n6i47duyIQ4cOYerUqWq5y02bNuV5QQYNGqS6z6tVq4a+ffvi999/x5o1a9T67J988glHrZPvKFEC5tWrEdWzJ0K3b9cvyu/TB1njxgGNGnllF4k8Tfvrr3+ynEeOFOpnZUCfjFKXyeBtVau6bR/pGhffGDz4yupvL7+saj6dha1ZA+3yZTU9HSfypyIdcCSBowSQslxlr1698t128uTJKvCUgHLVqlUYMWKEupfv9+/fj/feey/X9jt37lSBp4xM37FjB0aOHKnqPBcvXowLFy7g1VdfLezuErm/KD8xUV3x65ETdPEhQxAno0J1TtZEAUGynLt2IfKZZ1BMRqwPH16owDOrXj2kzpmDy7LG+ujRDDx9WEavXrC8/77q2dETum2bKjuSniGiIgs+pQu8ICPH7Xa7GjgkXevOQaN8L49LoJmT4/vhw4cjLEfavnHjxqhfv77KfuaXaSXyivBwWObOVWtFuxL/3nuIefZZhE2dipB162D47jupSfHobhIVNe38eYRNm4bo++9XA+1kvXUtx4wj+bHdcAPSBw7E5a+/VvNKZnbqxO51P5HZoQNSlyyB3UVXbsjevYhu2RLa2bMe3zcK8gFHkhmVLvNHH31U1W3mJN8/8MADag7OU6dOIT4+Xj0uI9yl7cEHH8zzfPI80i7d9V1kWg0iXyvKnzz5SlH+lCm6m0SsXw/ILQdbyZKwVar0z61ixeyv7eXLs3iffDbLqWo5160rcLDpkFW/PjKefhqZrVqpCzfyTzKY0rxqFUxduqhBls6M33+vpp6T0iR7xYpe2UcK0uBTVKlSRbddHpfgU7aT4FPqQ2V6JBmxbtQZLed4HsfzFqTQtiB8rQiXiu699Ya0YcMQVawYio0eXaDtDefPqxv27cvTZg8NhTU+HtaKFWG96aYr9zlusm41BRbHPMU55yv2pSxn5NKliFy8GCEFPA/nzHJaOneGpUcPWB2rzUkZig//L/synzlOatVC+sqViO3S5cp5zIlRBg03bYoLMvUcZyoI6OMkopCxlNuCT8ea6jExMQVak/1qa7BfbQ13Z7/99pvucps5SZDrKjgm31WQ99ar2rZFKZsNFceN0y3KLygtMxMhx46pm54sWU7wxhuRHh+P9PLlc90yypQBXNRkke876yvdlXY7iu3bh1IyZ/Knn8KQmVmoH7903334s107JDdsCLujlIqlU4F1nJQogd9mzULVAQMQrrM/xjNnUKJ1axyZPBmpd9zhlV0MdmfdfJxcSywVsJ9ON954o7d3gYL5vX3xRVysWBExAweqUe/uEHLxorqZfvghT5sMBsjOmupkTmUdbPI9kqGQDwqZSSRn3bunaX/+ichly65kOX/5pfBZzi5drmQ5q1SBTKiXd1I9CoTjJFuFCri0aRNiO3dGiM4Sw3Keun3AACTPn4/M+vW9sovBKMPXjhNPBJ+OTOXFixd1250znVfLbF4tM+qM3emBy2/e2y5dYK5SBaFvvw3t4EGE/fGHx361BLwhx4+rm6uJu3PVmsqtcmVVc2qXGmxmTb1KPig8fpzbbDB+/vmVWs7161XmvTCyGjS4Mi9nixaqljNURj67bWfJa8eJKzffjNSkJJg6dIDx4ME8zQazGbHdu6sVk7JatvTKLgarMF86TtwdfN78d12PTBSvx/G4YzsZaBQXF4cTJ06oLlXnuk/n7Yn8gfX++2FeuPDKRL+lSyPqzz9hOH489+3YMRhOnIBmNntsvwzJyTAcOADIzYndaIStQoW8wenfN+lmo8AhWc7QJUuuzMtZ2Cxn6dLI6N4dmQkJsLGEKejZS5VCyvr1ahBSyBdf5D3W0tMRlZAAy7RpatUqCl5uDT7LlSuHvXv3qsFEOUe8y/fyeMWKFbNHuot69eph5cqVamlN+TonGZwkZA5QIr8UEQHbrbeqWx52O7Rz5/IGpnKTwPT06euqHy0MTS7+jh9XNz3SZe8qMLXJ/3Mo810+T7KcO3deWWN948ZCZzkzGzZUI9azmjfnajaUW/HiMK9ciainnkLoli2655eofv1gSU5GRr9+fPWClNuCT03T0LNnT0yYMAFvv/22mmDeQb5PSUnB4MGDc/3Mk08+qYLP0aNHq1WNHDUKW7duVdMsySpJBZljlMjvaBrspUvDKrfatfO2p6fDcPKkfnB6/Di0lBTP7erFi6pbTa9rTbKm0m3vKjiVqajkbyXv0P74458sp4uBbPlmOXv0uJLlrFzZbftIASAyEqmLFiFywACELVumv8nQoWo9+PR//YvnhCBU6LXdZSJ4WdtdyNruBw8eVPNyVv77ZFSnTh0k/D3ZtmQ4mzZtiv/+978qcKxZs6baXiaLr1WrFjZu3IjIyMhcz//CCy9kL6/ZpEkTNf3S6tWrVeZUgtBbbrml6P56okBYX1eypn/9lbsbP2dg6sGs6dXI9FD5Zk19rCg+II4Vmw0hO3aoLGeIZDkLOQAus1Ejtdwls5y+w5fX7M7FZkPEkCEInzPH5Sbpzz6LNFmC2FDoNW/Ij4+TQgef/fr1Q2Jiosv2rl27YsaMGdnfy4CjcePGYf369dmjrtq2bYshQ4agWLFieX7eZrOpJTXnz5+v6jwl6JRVlV5//fXsAJfIn3j9BJCRkX/W9PJl+AK7waAm1s81ACpn1jQ2NuAzJEV5rMjqMmGLF6ssp5RuFIatTBmV5ZRVu+xS50s+xevnlMKw2xE+Zgwi3n7b5SYZMgfstGks2Qmi46TQwScRBc4JQGVNL1xwHZieOgXNZoPPZE1zrACV61ahQkBkTa/7WJEs52efXclybtpUqCynXdOQlTPLydpdn+XT5xQXwqZPR+Tw4S7bM5s3R+q8eVxiNUiOk4Cd55OIClhresMNsMqtVi39rOmpU66DUw+uTy+/y/jdd+qmmzW98Ub9wLRyZfU3BnLWVDtz5kqWc8GCwmc5y5ZFRs+eKtPJLCe5S8aAAWqwYuQLL+he0IZu3gxTx44wL1miBi1RYGPwSUSuhYWpKXR0p9GRrKlM2ZRf1tRDK1HJh5n8PgmUsWtX3l0tViz/rKk/rjEuWc5PP0XYvHkI2by5UK+1ynI++uiVLGezZsxykkdkygVOTAyieveGprPkY8iuXTC1aYPUFStgL1mS70oAY/BJRNeeNY2NhVVu99yTtz0zUw12yhmQyghrx6Aoj2ZNL1+G8b//VTe9QEzVmroITmXuQl/Kmmq///5PlvPXXwv1s7a4uCu1nD17wl6xotv2kciVrMcfh3n5cpi6ddOd2zjk229hat4c5tWr1f8lBSYGn0TkHqGhqhvXKje99nyypjJAymNZU8ngOrKmu3fnabebTP8Epk6DoFTW1BO1VFYrQrZvv1LLmZRU+CznY4+p1Yeymjbl6lXkddYGDWBeuxZRHTuqBS+cGY8cQXTTpmobGxeWCUgMPonIO2SJz7vvVrc8srKuBIQnTugHpxcueGw3JTtjPHxY3XSzplJr6iprWrr0dWVNVZZz0aIrWc6TJwv1s7Zy5f7JcnJ+ZPIx1vvug3nTJpjat4fhzJk87XIxaGrWTE1Yb6tRwyv7SO7D0e5EQTzi0G85sqZ6walkTQs5l6W72KOirgSiesGpBIRO8xyrY+X4cdx89CiilyxByJYthc9yNm58JcvZpAmznAEqkM4p2vHjMLVt63pFNVkxaelSWOvU8fi++bs0Hz5OGHwSBfEJICBJ1tRRa6oXnP71F3yFzSlrmpWWhtDERITrZIKu9jzZWU4pBaCAFmjnFJmtQTKger0Lwi4rJi1cqMpHKDCOEwafREF8AghKFy/+E5Q67h0DoX791Weyplcj00tlZzkbN2aWM4gE4jlF5huOeuIJhHz9tW67PTQUllmzkNm+vcf3zV+l+fBxwppPIgouMTGqhky3jsxqzT1C3zlzev48vM1Wvvw/83LKkqREAUBmzjCvWYOoHj0Q+umnedq1zExE9u4NXLqEzKee8so+UtFh8ElE5GA0qsE5Vrk9/HDe1+XSpdwBqdPX8gHptixnkyZXspzS9RjCUzcFIJMJqR99hKhnn0Xo2rW6M1NEDRoES3IyMgYN8souUtHgGYyIqKBkic+77lI33azp77//043vnDU9d67Qr7MtPv6fLCfnPKRgEB6O1A8+QOSgQQhbuFB3k8gRI9SMF2kjRvjUHLxUcAw+iYiKKmsaHw+r3OrXz9t++XL+WdO/V3yRLGd648aw9up1JctpNPL9oeBiNMIyZQrsJUogfOpU3U3CJ09WK6xZJk7k/4gfYvBJROQJssTnnXeqWx6yPOjvvyPjjz/wq6ah/O23+9wAASKP0jSkjRqlakEjRo3S3SRs/nw1gNAye7ZaCpj8h8HbO0BEFPQMBtWtbq1WDTaTKehfDiJF05A+eLDKbsoctnrCZJBS166AzlKd5LsYfBIREZHPyujVC5b334fdxUC70G3b1DyhsvgE+QcGn0REROTTMjt0QOqSJbC7KEcJ2bsX0S1bQjt71uP7RoXH4JOIiIh8nkw3Zl61Si25qcf4/fcwNW8O7cQJj+8bFQ6DTyIiIvIL1rp1kbJ+PWylSum2G3/5BdHNmsHw448e3zcqOAafRERE5DdsNWvCnJSk5sHVY/j9d5UBNe7f7/F9o4Jh8ElERER+xXbLLUhJSoL11lt122USelPr1jDu3OnxfaOrY/BJREREfkcWdTBv3gxrzZq67VpKCkydOiFk40aP7xvlj8EnERER+SV7qVKqBjSrbl3ddi09HVEJCQhNTPT4vpFrDD6JiIjIfxUvDvPKlchs2lS3WbNaEdWvH8JmzPD4rpE+Bp9ERETk3yIjkbpoETKeeML1JkOHInzsWMBu9+iukQ8Hn/v370enTp1w00034cYbb8Rjjz2G1atXF/jnFy9ejBIlSri8ff75527dfyIiIvKi0FBYZs5E+jPPuNwkYvx4RAwZAthsHt01yk1/rSoP27lzJzp06ICIiAi0b98e0dHRWLduHZ5++mmcOnUKzz//fIGfq0WLFrjrrrvyPC5BLREREQUwgwFpEybAXqIEIt5+W3eT8NmzoV28CMu0aSpgpSAMPrOysvDiiy/CYDBg48aNqFGjhnr8tddew6OPPoo333wTbdq0KXDw2LJlS3Tv3t3Ne01EREQ+SdOQPny4CkAjhw/X3SRs6VJoly4hdd48wMWSnRTA3e6S9Tx27Bg6duyYHXiKmJgYDB48GBkZGUjkKDUiIiIqhIwBA5A6bRrsBv1QJ3TzZpg6dgQuXeLrGmyZz127dqn7Ro0a5WmTzKfYvXt3gZ/v0KFD+Ouvv2C1WlW2tGHDhrjhhhuKcI+JiIjIH2T26AF7TAyieveGlpGRpz1k1y6Y2rRB6ooVsJcs6ZV9DEZeDz5//vlndX/zzTfnaStbtqyq//zll18K/HyzZs3K9X1kZCSGDBmCQYMGFejn09LSCvy7yDOkFpiIiOhaZD3+OMzLl8PUrRs0szlPe8i336rlOM2rV8Nevjxf5GAIPi/9ne4uXry4bnuxYsWyt8lPxYoVMWHCBJUtldHyFy5cUF36o0aNwogRI1QQ2rdv36s+z2+//aaypuQbjEYjqlSp4u3dICIiP2Zt0ADmtWsR1bEjDMnJedqNR44gulkzmNesgU0nGUZFS0tOTnbrhFcyBdKAAQMKNNWSBBljx47F+PHjXW538OBBFWgW1A8//IBHHnlEBZ//+9//EBKSf7zNzKfv8ffMpxxTJ0+eRIUKFfz+byH34rFCPE7cy3D4MEzt28Nw5oxuu61MGTVhvU1n1hx/k+bDnz1uz3zKtEfS7a1HplOS4FA4Zze7du2qajYnTZqE8PBw9O/fP3sgUmFUq1YNDz74ID777DP89NNPuOOOO/Ld3tfeICIiIioaturVkZKUBFPbtjAeP56n3fDHH4hu2RLmZctgffBBvuz+GnzKCPaco9gdZBT7nDlzoGka7Ha7qv28++67s9u7deuGqlWrqiyoBI9Dhw695n0o+XcRcWpq6jU/BxEREfk/e6VKMEsA2r49jIcP52mXKZhM7dohdeFCZD32mFf2MdB5baolmdNTRqXXrl1bfb99+/Y822zbtk3d16tX75p/j9Rvfvvtt+prST0TERFRcLPHxcG8cSOy/o5BnGkWC6K6dkXoqlUe37dg4LXgc8GCBepeRqFXqlQJK1asUNMkOUgw+vrrr6sBJ2XKlEFKSop6/MyZMzhy5AguXryY6/kOHDigG3jKYCMZLf/QQw8hLi7O7X8XERER+T57bKwaYJT5yCO67VpmJiJ790bohx96fN8CndsHHOn59ddfVRd7uXLlVMAp83g6lteUQUcyqMiZ1HqOGzdOjWCXSeenT5+eayUjWb9d6jnlJqPdz507hz179qjufPle1onXG6jEGk//42+DwqTE5OzZs2rqsLCwMG/vDvkwHivE48QL0tMRM2AAIjZscLnJ5eHDkVqIpb6D7XwSUcjxMl6ZaklGwNtsNjWoSDKbDz/8MJKSktRIdwlEQ0NDcdttt2HgwIGoU6cOtmzZgjFjxqhBR5LB1CPbfvPNN2pgkUyzJKPa4+Pj0atXLxWkyvKdMuorJ07j45/8dTosOQkQ8VghnlN8z8l//xsVjUaUXrtWt73Y6NFIOXkSpwcOVMt3+pOzbv7suZZYyuOZTwk6ZQDS6dOnVS2mdLkXxI4dO9C2bVs1ev2LL74osuwYM5/+h5lPClTMfBKPEy+y2xE9ahRMM2a43CS1Rw9clukgjUb4ugxmPv8hmclTp06hQYMGBQ48hWxfuXJlHD58WE3L5GpSegcGlYHLX99b6fbw130nz+KxQjxOvCNrzBiklS6NiFGjdNujFi1CSEoKLLNnyz8q/EGYD372GLw10CghIeGap0yyWCxFvl9EREQU5DQN6YMHwzJxIuwuutfD1qxRI+Ghs1Qn+WDwKVMrbdq0CbGxsWjVqlWhftZsNuPHH3+EyWTKDkKJiIiIilpGr16wvP8+7C5WRQzdtk3NEwqdpTrJx4LPjz76SNUgPPHEE2rVImeXL1/G0aNH8zwumc4XX3xRtUvd59WWyCQiIiK6HpkdOiB1yRLYXXRZh+zdq1ZD0jiYtNA8GsUtWrQo3y53x6TztWrVUqsbyfQAf/zxhxpsJAOUqlevjjfffNOTu0xERERBKqtJE5hXrYKpSxe18pEz4/ffw9S8OcyrV8OuM50jeTnzuW/fPjVY6N5773W5vrp0x/fp00ctt7l161ZMmzYN69evV5PDjxo1Sq14dMMNN3hql4mIiCjIWevWRcr69bCVKqXbbvzlF0Q3awbDjz96fN/8lVcmmScKtqmhZI5ZWd7V10Yckm/hsUI8TnyX4ehRmNq2heHUKd12W2wsUleuhLVWLfiCNB/+7PHa8ppERERE/sJ2yy1ISUqCtWpV3XbDhQswtW4N486dHt83f8Pgk4iIiKgA7PHxMG/aBGvNmrrtWkoKTJ06IWTjRr6e+WDwSURERFRA9lKlVA1oVt26uu1aejqiEhIQmpjI19QFBp9EREREhVG8OMwrVyKzaVPdZs1qRVS/fgjLZ6nOYMbgk4iIiKiwIiORumgRMp54wvUmQ4cifOxYtW48/YPBJxEREdG1CA2FZeZMpD/zjMtNIsaPR8SQIYDNxtf4bww+iYiIiK6VwYC0CROQ9uqrLjcJnz0bkf36AZmZfJ0ZfBIRERFdJ01D+vDhsIwe7XKTsKVL1UAkpKUF/cvNzCcRERFREcgYMACp06bBbtAPr0I3b4apY0fg8uWgfr0ZfBIREREVkcwePZA6fz7sYWG67SG7dqnJ6LXz54P2NWfwSURERFSEsh5/HObly2E3mXTbQ779FqYWLaCdPh2UrzuDTyIiIqIiZm3QAOa1a2ErUUK33fjTT4hu1gyGn38OuteewScRERGRG1jvu08tx2mLi9MPwk6ehKl5cxi++y6oXn8Gn0RERERuYqteHSlJSbBWqqQfiP3xB6JbtoTxyy+D5j1g8ElERETkRvZKlWCWALR6dd127dIlmNq1Q8gnnwTF+8Dgk4iIiMjN7HFxMG/ciKzatXXbNYsFUV27InTVqoB/Lxh8EhEREXmAPTYW5jVrkPnII7rtWmYmInv3RuiHHwb0+8Hgk4iIiMhTTCakfvQRMtu00W3W7HZEDRqEsHffDdj3hMEnERERkSeFhyP1gw+Q0bOny00iR4xAxBtvAHY7Ag2DTyIiIiJPMxphmTIF6c8/73KT8MmTETloEGC1IpAw+CQiIiLyBk1D2qhRSPu//3O5Sdj8+aoOFBkZCBQMPomIiIi8RdOQPngwLBMnwq5pupuErVmjRsLDbEYgYPBJRERE5GUZvXrB8v77sIeE6LaHbtsGU/v2QHIy/B2DTyIiIiIfkNmhA1KXLIE9IkK3PWTvXrUaknb2LPwZg08iIiIiH5HVpAnMq1bBXry4brvx++/VevDaiRPwVww+iYiIiHyItW5dpKxfD1upUrrtxl9+QXSzZjD8+CP8EYNPIiIiIh9jq1lTrQdvi4/XbTf8/rvKgBr374e/YfBJRERE5INst9yClKQkWKtW1W03XLgAU+vWMO7cCX/C4JOIiIjIR9nj42HetAnWmjV127WUFJg6dULIxo3wFww+iYiIiHyYvVQpVQOaVbeubruWno6ohASEJibCH/hM8Ll//3506tQJN910E2688UY89thjWL16daGeIz09HePHj0etWrVQtmxZ3H777XjxxRfx559/um2/iYiIiNyueHGYV65EZtOmus2a1Yqofv0QNmOGz78ZHgk+77rrLpQoUUL31rJlS+zcuRNNmzbFl19+iXbt2iEhIQH/+9//8PTTT6NkyZIFCiJtNhu6deuGsWPHqp/p168fateujQULFqBx48Y4d+6cJ/5UIiIiIveIjETqokXIeOIJ15sMHYrwsWMBu91n3wX9afTdoHjx4iogdFa+fHkVWBoMBmzcuBF33nmnyoBevHgRERERyMzMxB133KGCyB07duCTTz5BKZ2pB5YsWYJt27ahY8eOmDNnDrS/l6j64IMPMHjwYLz11lt49913PfK3EhEREblFaCgsM2fCHhOD8DlzdDeJGD8eNkm6PfusT74JWnJyst0TmU/x3Xff5Wnbvn072rdvj+7du2P69OlYtGgRBg4cqILIRo0aoX///hg6dChKly6tgsinnnpKN4hs0qQJvvrqKxw6dEh13TvY7Xbcc889Kmt69OhRREZGuvmvJcotLS0NJ0+eRIUKFdQFFZErPFaoIHickGK3I3zMGES8/TZcOdeyJayzZiEiOhq+xOs1n7t27VL3EmgKyXCK//u//8Ojjz6qvt69e7fqgq9UqRKWL18Oi8WS5x/xm2++wa233por8BSSAX3kkUdgNpvx7bffeuivIiIiInIjTUP68OGwjB7tcpNSGzcipndvCZSCM/jMyMjA4sWL8c4772D27NkqWBQ///yzur/55pvzBJEyaCg6Ohq//PJLvkHksWPHVM1nlSpVdH+343HH7yIiIiIKBBkDBiB12jTYDfohXcixY9BSUxGUNZ9nz57FgAEDcj0mo9LDwsKya0L1gshixYrh0qVLeYLIujmmG3C0x8TEZD8mgayDo6v9r7/+yvW4YDeo/3F+D32dXHjlvCfisUI8p1BRSuvYERlRUYh57jloOT5r0suVw/lFi2CMinJr9rOwsZRHgk+p56xTpw6qV68Ok8mkai+lvnPp0qUIDw/PN4jMSQLUnNvl57fffoPVas0OOkVycrKqvXMIDQ1VXfnkX86cOaMGovkbuQAj4rFCPKeQW9x1F4pNmoRbXnkFRosFmTfcgCPTpyNdBmDniH2KmtFodNnz7NXg81//+leu72vUqIFZs2apryUAzS+gvHz5spqSKT+OoFRGyDvIXKE5g0whAz7kVlRZNAmAZCCTDIZy/A5yv7i4OL96mSXjKYGnlJE4Mv1EPFaI5xQqchUqILlyZcT064fzs2YhvWRJn/zs8Vi3ux4ZROQIPqUrXTKjOYNI+cBOSUlR3fM5A1RHsOkg2UuZqklqQ/VSwL/++qu6l/lCi7qbXbKrEniy+56uRv75eZxQQfBYIR4ndM3q1oV53z5oWVkq4+mL5xOvjnaXyeBzTrnkHETKvJ2iXr166t7xuAxOyklqOu+99141Mb0j0Mw51dKnn36quvtlyiUiIiKigBbi1dyibwefjhHvMqhoxYoVKnh0BJHff/89Jk6cqCL2Ll26ZAeREmjKCPicXeziySefVPejRo1S2zrMmzcPx48fVxPXc45PIiIiogAPPo8cOYJUnSH+8viIESPU1zKJvIxyl6U2HbWTsiSmDEx6/fXXUbFixewgUmo5H374YWzYsCHX88nSmjIvqASxMuG8PLcs0/nyyy+rn//3v//t7j+ViIiIiLwdfK5cuRK33XYbOnfujFdeeUVNHi+BonSlS02nrFokqxglJSXhgQceUKsgSde7BKwyeur8+fO5gsiaNWvq/yEGg1piUwY3yTru7733Hvbu3YuePXti69atukty7t+/X2VEZU5RCWofe+wxrF692t0vCRWQ1AMPGjQIDRs2RJkyZdTAM5krloiIiPyX25fXlBWM5s6dq5a9lJHhElRKrad0r/fp0yd7ZaOc0tPTMWnSJBV8nD59GrGxsWjatKnKXkoQUhR27tyJDh06qCJcWd5TuvLXrVunpmJ688038fzzz1/1ObjEmfuXZZX3Q46XqKgo9bVM0SVTd/kTHifEY4V4TiF+9nh4bXdfk5WVhdq1a6u5QCUrKlM/Cakjla57GbQk9ajOS3XqBRXyHJI19bWRZIHgs88+U9lveR/kYmTkyJF+G3zyOCEeK8RzCvGzx0fWdvcGyXrKakodO3bMDjwdk9tLGYDMy5iYmHjV55GAU4IjBp7uId3tV7sA8Ac8TojHCvGcQvzsCfLgU0oBhF6Xv2Q+xe7duz2+X0RERESBLiiDT5nQXm++UCErAUj9Z84J64mIiIioaARl8OlqpSQHmXe0IOvHExEREVHhBGXwSURERETeEZTBpyPj6Sq7efnyZZdZUSIiIiK6dkEZfDpqPR21nznJxPcpKSlqFDsRERERFa2gDD5ldSWxffv2PG3btm3LtQ0RERERFZ2gDD4bNGiASpUqqXXgZeUlB5lkfuLEiQgLC0OXLl0K/HySLX3uuedwxx134IYbblDLQCYnJ1+1jYjIU6uFyY2IqCD69eun4pUTJ05kPyZfy2PSdr1CECTkRZN14WUeT1lvfsqUKWp5zZYtW+ourynryBeUrE0vWVSZtL5y5crQNC174vn82ih/CxYswJ49e9TXhw8fVvcLFy7Mnqe1Tp06SEhIcOvSngWxfv16PPTQQ27ZD/Ldc4ljruBVq1bl2ebrr79G48aN0bVrV8yYMcMLe0me9Pnnn+Pxxx/P9/0uyDYU3MxmM2bOnIm1a9eqssDMzEyUKlVKxSMPPvig+ryTOCIQBE3w6ezhhx9GUlISxo4di9WrV6s3uXr16moJRwlGC0pWQ/r000/Vajxz5swpcBtdnQSezitNffnll+rm4K7gU67sJBPuyg8//KAuVkwmEypUqOCWfSDfJxeWO3bsUL0pvkyOVSLyXZcvX0azZs3w/fffqzEnTzzxhOotPX/+PPbt26eWmJbA01PB5xtvvIGXXnpJLR/uIF9/9dVXRTIgO2iDT3HvvfeqrvfrId3qNpsNcXFxhWqjq5PsgLcyBJKxduWvv/5SFxRC1pqXEg4KPrL066lTpzBixAgVhEqvhq8KlGwJUaCaMWOGCjwloTJ58uQ855Pjx4+rhJanSNziHLuEhoaiatWqRfL8QVnzea21UdJFL/UOOb93bCsZOmlz1EO4auvbty/uvPNO9WGQnp6u+3uaN2+OkiVL4vTp0275G+naZWVl4amnnsKvv/6qrgrbtm2bq13KA6T9lltuQZkyZVCjRg3861//UgGrq2NNaoBfffVVVRcs7/vixYuzt9m8eTNatWqlAh05EchAuGnTpqn9IO+69dZb0blzZ3z77beq9+RqDhw4oN5nKRdxvJ9169ZVGQ3peXF1fEgGfvDgwbjttttU5kHOD/Jc4vfff8ezzz6rjjd5vnbt2unO4sGaT98k75Vc6Mp5Qs4XciEr/+NyzrDb7bm2lXPOwIEDUa1aNZQuXVr11Mn3euVBjs+qtLQ0dXEknzmyet/999+PWbNm5XluOefI9nK/ceNGVU5Srlw5NTPMgAED8Mcff7j9tQh2X3/9tbrv06eP7oWsHBs5A7+dO3eq9+a+++5D+fLl1U2SIh9++KHu88v7K8eFvJcyDkWyq3LOeOyxx1RJiDPWfPqwbt26qZO61GjIP7e8scLxgeGqTf6hx4wZo7rCOnXqlOs5//e//6nu5qZNm6qDiXzLv//9b/VPL/+wr7/+eq42ed+kjliuTtu0aaMCDOmikGNgy5Yt+OSTT1RwmZNs27p1a1XrI0GF0WhUH0JCgkz5fbGxsapmOCoqSgWj8pj8rkWLFvl0ti0YDBs2TNV8vvXWW6qeTzIDrsyfP1+V+kjAKfWgFotF1S9Lqc/+/ftVPbMzCUoloJQgQu7//PNPFejKRc/HH3+sSoTkA0S66GRJYHl++VqOOzmWyHfJhYMEeampqWjSpIl6L+U8IO/j3Llz1TEVEnKlc/Lo0aOqS/bcuXPqXgJQudCVc4C853KTCxBnciH83XffqWPTUZ8+ZMgQFciOHj06z/bymSRZfDl/SSAjAZEEpHK+kcdzJl+oaMXGxmZfkMjFyNVIdlSOldq1a6uLUok55DNm0KBBKo7Qe39lGzl+pNtcLpzleJLzl3xuffbZZ+qCxlOCutv9enXv3l0NPpDgQoLKoUOH5mp31Sbd/RMmTFAfRs7BpwyycWctI107yWDL+ylXjO+//z4Mhn86DqS8QjIY8kEiA9pkYJvD//3f/6kBblJDIwGlc2mGXJxIcBoZGZn9+LFjx1TGQjIcUjccHx+vHpeAVwIPyU4sXbq0ULMyUNGTel/JPE6dOhXz5s1TX7si2cv//Oc/uYJCyUA9//zzKoiQWmYZVJDTmTNn1GNyvDkCEflgkmNJAlg5B8mHjOMi5OWXX1aBixwfclFDvksCPQkGZNyB8+jhCxcuZL/fQnpZJFB49913VUDpIMfFK6+8oo4tvbpeCWS++OILxMTEqO/lc0gunN977z11QXvPPffk2l7OQ87nL7k4kuy8HGdvv/12kb4G9A85ry9btgwvvPCCqvGUC5O7775b1X3qeeedd/KUfEmPmMQU8jkl2U3n8Qj//e9/VWZV4g/H55cMlpXfKeNS5H32FHa7e4F0Z8jVx+7du9WVS84sx0cffaQyGZL5JN8hXavyASCzIji6qHKSwEECRgkIcp64xWuvvaauaqW+WK9mR07uOQNPsXz5cnUikW41R+ApwsPDVVAqlixZUsR/JV0LCfjkw10+mGWBClfkg8A5GylBo3wYCMk86JHZN3IGIpKlEFarVWXBc2a/HW3yIUP+wfl/P2cWTEi3unSL3n777XjyySdzbderVy/VFSu9MVJ/7EzKPByBp5CvJViVix6984dkO53PX47jWy525SKb3KNFixYq2y3vjSQpJBMuiQ65QJD30bmcRm+sgZwnnn76aXVu0OtKlwGy8vmRM3EiPbjyc9L74kkMPr1EDhA5yByZTrFp0ybVrSbZjJwfNuRdUiPTo0cPVaMrReHS5eXMMV9s/fr187RJwConEOk6le6QnGTaLan1LMzzSd2W/Jx0p5H3yYWIXJjI/65kQF2RCw/5UJGMhgSiEmDIzzoGr0mWU++5nbMXjkEA8sEkpRh6bXrPRb5FEhASDEgwKJ8Hkv2WQSXOHP/nUgvqXGYjQYSUceTcLiepL3b1WEG3l/OX9N7JctR6+0dFZ+DAgWomFanblGy4vB9yUSFZSXn/JUbIOTpeyvfkcSnRc4wrcfSa6p0DpORP3s+cJNaQUq/8ZndxB0Y4XiIfQDJ3l3TlSvZCDgCp+ZKTS8+ePb21W+REstGSbZDBX3L16aidciYnAiHd5Hqk2D/ndg4yh5te3WZ+zyfby+NSM0a+QQYSygeEzH7gyGQ6kw8FR22e1G/Keyj/93LSl24yvQGIxYoVy/OY48JUr82RWdUbwETu48gk5ZcZdLQ5tpXz/9atWzFu3Dh17xi0JplMqSV2DGa81nOLcNSP6z0mwWRBtr/az1DRKlasmHrvHe+/nB+k90NKLKRER8omhAxEPXjwoCrDkfpN6Z6X/3+p55W4oqDnEyE/J9lST2Lw6URODK5O3EX5jycBhNTuSJerDCKRzJgUdDtWXyLfIF3mjgFg8oHgiuOfWrJfehyjRZ3/+V0NGMr5fDJwKSfJmMvjrk4k5J2uUxmhLB8O48ePVx8GOUmXlgSe0qUpdV05u99lUIcEn+S/HPMeSq2mK44ZL3LOkSgDPKT3Sz5zZAYDCUJlNLpkQiWLLfW+13pucbQ5Z84d2+vN1ehqVHt+P0PuFfN3SY/U40oJhgw0kwy0BJ6SqHLubZGaXef5sX0Ru92dSNpa/smdp7JxjEIsStK9LqNjJeMpXS5yZexc00PeI10fMohEptSRrFZ+I8sdoxMdqy85HztSMyoBijxXQeT3fN98843qwudyib5FaqekJEMGEjqfK6QeWMioZue6T8cqXuS/5P9almWWiwxX06DJDARCr8xGPgdk1LJc4MrFi1xgSrAhHP/nMnDIeYok+V4ez7nd1Y4tx2MF3V7qmKWLXgJPJka8Q9M0VaLhfD6ROlFn/nI+YfDppFatWuoqVLITOf/BJUMpQURRkq4MmYJJpkf44IMP1DQ8jimZyLv27t2rsp5ywpUBRle74pcMhczdKpkL54EjMsJZsh4yGEQ+oApCRixK96p04+bsXpe6QRnp7Ah2yHdIUCmzEcj5Q7pSc3Jkn3KuziWkvmvixIke3U8qelKDLd2kMiJdb0S4TB4uSQbJTkp3qZBMp15vmiPDKYMLHceOjEiWY8V5Oi65QP7pp5/Uin05ByY6yL7krOWTr+V8JMGM3vlDzl3btm3LM6pafk6y+TkHqlDRmjdvnstBPxs2bFDvs2RB5QLX1flEkhVy8esPgq7bXVLWztNaOEitzTPPPKOCDZl6QP4RJSCUKwn555MpcYp6FKl0r6xZs0Z1a0ixcUGDE3IfqZ2S+jwJ9GRwj3Rj5EcGBcmHg0xfIgGmBI7yQSQnCMl2yAlBAlPHKPWCcGwv9cBSUC41gjK4RLpuZdCSXPE6d+2S98n7IoMEnLMPMr2a3KSuTwYCSJZLBhJIyY1kQ2UtZ/JvMhWRTJEjmUvJWsr/rQSlMkenvM+SxJAeFMdMGTKziQSPMmBI/t8lMP3xxx/VBawMRpOeMQe5QJEBSi+++KI6B8jIdwlG5XmlbtzVBYwMMJHnzznPp9Svy+TkztMsCSkvkunbHPMUS0mIjJqW/Rs+fLjbXjuCet9l4KIMJHzggQfUrDiS8JLBp3I+kcBfLgTkokSOBXl/ZK5POQ4kIJXPBTnu5OLGH84nQRd8ShbJVT2EnCzkzZcpcUaNGqXeQEl1y/Q5MgVCzvnViorjilU+iDi3p2+QLKXMvykkcNTr+nYmwacEHXICkTnUpH5XshpStyXzrclgJecJ5q9GLkbkRCTZT8nESzAsHyZyLMpzcoJ53yQXDc5TpUlWVKaqkTbJLEkZhry3MpBABhD4w4cF5U8GBMn/vVyEyjyrEljK/6wMCJJgTv6fa9asmb29zLMpg0Kkl0WCVtlWJguX6ZMk+ZGzVlO69WW+Xwls5fiRBQYk6JQAVSaNd64Ld5B9kHlE5QJaEhwyyEmew9V8tDI3rHwOSZAjf4OUCkmGVHpbOMG8e40cOVL1oMn7LKUUjs8gCUK7du2qBjXKvJ9CRqzLvK4yh7RsK59RckEiFzdyHPrD+URLTk7OXURCHiVZEMmoSiZErmKJiIiuh5RvyTzSsnRvQUhvn2RD5UI3Z8aVglevXr3U6keSjXde470osIDDy2TeSClQ7927t7d3hYiIiAgyaFLKACXD7g5B1+3uC6R+VAYYybQJMs2GpMulpo+IiIjIW6RUQ7r+ZUCclIu4a8EbBp9eIF0hUt8hxehS4yHrqTpPv0JERETkSXPnzlX1wTLwzHnWjqLEmk8iIiIi8hjWfBIRERGRxzD4JCIiIiKPYfBJRERERB7D4JOIiIiIPIbBJxERERF5DINPIiIiIvIYBp9ERERE5DEMPomIiIgInvL/bbLtUxqGPTsAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2,\n", + " color = \"red\")\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35])\n", + "ax_image.imshow(image)\n", + "ax_image.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "7aa6d726", + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: 'C:/Users/ayeshar/Documents/DSI_Cert/visualization/02_activities/assignments/fig1a.png'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mFileNotFoundError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[89]\u001b[39m\u001b[32m, line 5\u001b[39m\n\u001b[32m 2\u001b[39m \u001b[38;5;66;03m# can be full path or relative path\u001b[39;00m\n\u001b[32m 3\u001b[39m filename = \u001b[33m'\u001b[39m\u001b[33m/fig1a.png\u001b[39m\u001b[33m'\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m \u001b[43mplt\u001b[49m\u001b[43m.\u001b[49m\u001b[43msavefig\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m+\u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdpi\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m300\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 6\u001b[39m \u001b[38;5;66;03m# note that path shouldn't end with / since filename starts with it\u001b[39;00m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/matplotlib/pyplot.py:1250\u001b[39m, in \u001b[36msavefig\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 1247\u001b[39m fig = gcf()\n\u001b[32m 1248\u001b[39m \u001b[38;5;66;03m# savefig default implementation has no return, so mypy is unhappy\u001b[39;00m\n\u001b[32m 1249\u001b[39m \u001b[38;5;66;03m# presumably this is here because subclasses can return?\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1250\u001b[39m res = \u001b[43mfig\u001b[49m\u001b[43m.\u001b[49m\u001b[43msavefig\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# type: ignore[func-returns-value]\u001b[39;00m\n\u001b[32m 1251\u001b[39m fig.canvas.draw_idle() \u001b[38;5;66;03m# Need this if 'transparent=True', to reset colors.\u001b[39;00m\n\u001b[32m 1252\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m res\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/matplotlib/figure.py:3490\u001b[39m, in \u001b[36mFigure.savefig\u001b[39m\u001b[34m(self, fname, transparent, **kwargs)\u001b[39m\n\u001b[32m 3488\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m ax \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m.axes:\n\u001b[32m 3489\u001b[39m _recursively_make_axes_transparent(stack, ax)\n\u001b[32m-> \u001b[39m\u001b[32m3490\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mcanvas\u001b[49m\u001b[43m.\u001b[49m\u001b[43mprint_figure\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/matplotlib/backend_bases.py:2186\u001b[39m, in \u001b[36mFigureCanvasBase.print_figure\u001b[39m\u001b[34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[39m\n\u001b[32m 2182\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 2183\u001b[39m \u001b[38;5;66;03m# _get_renderer may change the figure dpi (as vector formats\u001b[39;00m\n\u001b[32m 2184\u001b[39m \u001b[38;5;66;03m# force the figure dpi to 72), so we need to set it again here.\u001b[39;00m\n\u001b[32m 2185\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m cbook._setattr_cm(\u001b[38;5;28mself\u001b[39m.figure, dpi=dpi):\n\u001b[32m-> \u001b[39m\u001b[32m2186\u001b[39m result = \u001b[43mprint_method\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 2187\u001b[39m \u001b[43m \u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2188\u001b[39m \u001b[43m \u001b[49m\u001b[43mfacecolor\u001b[49m\u001b[43m=\u001b[49m\u001b[43mfacecolor\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2189\u001b[39m \u001b[43m \u001b[49m\u001b[43medgecolor\u001b[49m\u001b[43m=\u001b[49m\u001b[43medgecolor\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2190\u001b[39m \u001b[43m \u001b[49m\u001b[43morientation\u001b[49m\u001b[43m=\u001b[49m\u001b[43morientation\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2191\u001b[39m \u001b[43m \u001b[49m\u001b[43mbbox_inches_restore\u001b[49m\u001b[43m=\u001b[49m\u001b[43m_bbox_inches_restore\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2192\u001b[39m \u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 2193\u001b[39m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[32m 2194\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m bbox_inches \u001b[38;5;129;01mand\u001b[39;00m restore_bbox:\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/matplotlib/backend_bases.py:2042\u001b[39m, in \u001b[36mFigureCanvasBase._switch_canvas_and_return_print_method..\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 2038\u001b[39m optional_kws = { \u001b[38;5;66;03m# Passed by print_figure for other renderers.\u001b[39;00m\n\u001b[32m 2039\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mdpi\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mfacecolor\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33medgecolor\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33morientation\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m 2040\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mbbox_inches_restore\u001b[39m\u001b[33m\"\u001b[39m}\n\u001b[32m 2041\u001b[39m skip = optional_kws - {*inspect.signature(meth).parameters}\n\u001b[32m-> \u001b[39m\u001b[32m2042\u001b[39m print_method = functools.wraps(meth)(\u001b[38;5;28;01mlambda\u001b[39;00m *args, **kwargs: \u001b[43mmeth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 2043\u001b[39m \u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43m{\u001b[49m\u001b[43mk\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mv\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mv\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m.\u001b[49m\u001b[43mitems\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mskip\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[32m 2044\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m: \u001b[38;5;66;03m# Let third-parties do as they see fit.\u001b[39;00m\n\u001b[32m 2045\u001b[39m print_method = meth\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/matplotlib/backends/backend_agg.py:481\u001b[39m, in \u001b[36mFigureCanvasAgg.print_png\u001b[39m\u001b[34m(self, filename_or_obj, metadata, pil_kwargs)\u001b[39m\n\u001b[32m 434\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mprint_png\u001b[39m(\u001b[38;5;28mself\u001b[39m, filename_or_obj, *, metadata=\u001b[38;5;28;01mNone\u001b[39;00m, pil_kwargs=\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[32m 435\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 436\u001b[39m \u001b[33;03m Write the figure to a PNG file.\u001b[39;00m\n\u001b[32m 437\u001b[39m \n\u001b[32m (...)\u001b[39m\u001b[32m 479\u001b[39m \u001b[33;03m *metadata*, including the default 'Software' key.\u001b[39;00m\n\u001b[32m 480\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m481\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_print_pil\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilename_or_obj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mpng\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpil_kwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/matplotlib/backends/backend_agg.py:430\u001b[39m, in \u001b[36mFigureCanvasAgg._print_pil\u001b[39m\u001b[34m(self, filename_or_obj, fmt, pil_kwargs, metadata)\u001b[39m\n\u001b[32m 425\u001b[39m \u001b[38;5;250m\u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 426\u001b[39m \u001b[33;03mDraw the canvas, then save it using `.image.imsave` (to which\u001b[39;00m\n\u001b[32m 427\u001b[39m \u001b[33;03m*pil_kwargs* and *metadata* are forwarded).\u001b[39;00m\n\u001b[32m 428\u001b[39m \u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 429\u001b[39m FigureCanvasAgg.draw(\u001b[38;5;28mself\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m430\u001b[39m \u001b[43mmpl\u001b[49m\u001b[43m.\u001b[49m\u001b[43mimage\u001b[49m\u001b[43m.\u001b[49m\u001b[43mimsave\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 431\u001b[39m \u001b[43m \u001b[49m\u001b[43mfilename_or_obj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mbuffer_rgba\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mformat\u001b[39;49m\u001b[43m=\u001b[49m\u001b[43mfmt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43morigin\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mupper\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 432\u001b[39m \u001b[43m \u001b[49m\u001b[43mdpi\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mfigure\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdpi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpil_kwargs\u001b[49m\u001b[43m=\u001b[49m\u001b[43mpil_kwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/matplotlib/image.py:1657\u001b[39m, in \u001b[36mimsave\u001b[39m\u001b[34m(fname, arr, vmin, vmax, cmap, format, origin, dpi, metadata, pil_kwargs)\u001b[39m\n\u001b[32m 1655\u001b[39m pil_kwargs.setdefault(\u001b[33m\"\u001b[39m\u001b[33mformat\u001b[39m\u001b[33m\"\u001b[39m, \u001b[38;5;28mformat\u001b[39m)\n\u001b[32m 1656\u001b[39m pil_kwargs.setdefault(\u001b[33m\"\u001b[39m\u001b[33mdpi\u001b[39m\u001b[33m\"\u001b[39m, (dpi, dpi))\n\u001b[32m-> \u001b[39m\u001b[32m1657\u001b[39m \u001b[43mimage\u001b[49m\u001b[43m.\u001b[49m\u001b[43msave\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mpil_kwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/PIL/Image.py:2585\u001b[39m, in \u001b[36mImage.save\u001b[39m\u001b[34m(self, fp, format, **params)\u001b[39m\n\u001b[32m 2583\u001b[39m fp = builtins.open(filename, \u001b[33m\"\u001b[39m\u001b[33mr+b\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 2584\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m2585\u001b[39m fp = builtins.open(filename, \u001b[33m\"\u001b[39m\u001b[33mw+b\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 2586\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 2587\u001b[39m fp = cast(IO[\u001b[38;5;28mbytes\u001b[39m], fp)\n", + "\u001b[31mFileNotFoundError\u001b[39m: [Errno 2] No such file or directory: 'C:/Users/ayeshar/Documents/DSI_Cert/visualization/02_activities/assignments/fig1a.png'" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "path = 'C:/Users/ayeshar/Documents/DSI_Cert/visualization/02_activities/assignments'\n", + "# can be full path or relative path\n", + "filename = '/fig1a.png'\n", + "\n", + "plt.savefig(path+filename, dpi=300)\n", + "# note that path shouldn't end with / since filename starts with it" + ] + }, + { + "cell_type": "markdown", + "id": "20ca5e01", + "metadata": {}, + "source": [ + "Visualization Session - 09 beyond matlab" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "fc4257a4", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "186f8d64", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + ".. ... ... ... ... ... ... ...\n", + "239 29.03 5.92 Male No Sat Dinner 3\n", + "240 27.18 2.00 Female Yes Sat Dinner 2\n", + "241 22.67 2.00 Male Yes Sat Dinner 2\n", + "242 17.82 1.75 Male No Sat Dinner 2\n", + "243 18.78 3.00 Female No Thur Dinner 2\n", + "\n", + "[244 rows x 7 columns]\n" + ] + } + ], + "source": [ + "# load data\n", + "\n", + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "894c60d8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(data=tips, # choose our dataset\n", + " x='total_bill', # define our x variable\n", + " y='tip') # define our y variable" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "90e71516", + "metadata": {}, + "outputs": [], + "source": [ + "# premade style\n", + "\n", + "sns.set_style('whitegrid')" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "e9c8caa6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# title + axes\n", + "\n", + "tipgraph = sns.lineplot(data=tips,\n", + " x='total_bill',\n", + "y='tip')\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "44ff2f02", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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wDJMkyBJHYu6lexdHlpGoe+nej8T/s26bnFOZl0zbwS5XhmEYhkkSbo9bWOaMeGvep+J1hkkFbKFjGIZhmCRB1jh6mL1WV+WHt4RtKSmhLgh8sVfpDqGWK5nQM2e6RbCgYxiGYZgkQfFy9DASdbS8qNSHYGMDH+9UUOUHXvxKv4wEXY7AtwkMwzAMkyRCwRDOum684WuUGEGvM23Z+gs5A1voGIZhGCZJ+Iq9mH37VCEu3nrSOMu1rq6Rj3dbtP5ycacIhmEYhmESxFvkwaxzh2LOHVNRd7geRZ0KEaoJcMmSdFjocgi20DEMwzBMkvG9tg5oCKG0fQFQ3QDP90YDnYv5OLephc6VU8ebBR3DMAzDJJtiL3C4CqgJtGRgMm1rocvLLUHHSREMwzAMk2yKPPrnqrBj2jaGLodgQccwDMMwyaZYEnRsoWt7C50rtxQdCzqGYRiGSbWFrpZdriknzBY6hmEYhmGSxfy1wOKd+mVsoUs9TbmdFMEWOoZhGIZJJkfqo5fVcgxdm+NCTsGCjmEYhmGSSbApetkx3fgYp5owctpCx2VLGIZhGCaZNEidIC4cBZzQl49xm7tckVOwhY5hGIZhkklA6tfqdfPxbQvCHEPHMAzDMEyyYEGXIS5X5BTscmUYhmGYZMKCLj0M6QT89nRF2Mnu1xyABR3DMAzDJBMWdOkhzwXk5a57m2PoGIZhGCaZsKBj0gBb6BiGYRgmWZCrTy5b8ufPgPYFwDnDgGHlfKyZlMCCjmEYhmFSZZ0jKv3Ko8Kg4DDDJAl2uTIMwzBMsggaCDoVbv/FpBC20DEMwzBMKi10KrVBPs6ppMoP7KhSypVQl4gCNzC4U84ccxZ0DMMwDJMsGqwEHfdzTSnbKpV4RZUuxcD/Owm5ArtcGYZhGCZZsIUugzpFIKdgQccwDMMwyaKdFzi1PzC9T/RrHEPXxp0iXMgl2OXKMAzDMMmiUxEwa4Tyf78OwPOrW15jl2tqCbOFjmEYhmGYZFPk0T9nC11qCee2hY5drgzDMAyTCoq9+uec5dq2Frq83BJ07HJlGIZhmFRQLFno/I1ASOoiwSS3SwdR4lU6c8gW0iyHBR3DMAzDpAIjQUFu19ztH59aCvLhv3Is3CM6o/ZQPYrLCxGqDcAnW0qzFBZ0DMMwTNrw1wbg9rhRW+lHcQcfQsFQ9kzARoKO3K7tOdopFQQGd8SCh5birRkvRq6ns66bgNl3TIXXl/1yJ/v3kGEYhslIAv5GLHh4Kd6atyJ7JuD3tgKf7QW8buUhQ5mu7X3pGFnW3xgseHgpXrpvcWQZXVMv3fuR+H/WbZOz50bBBL5NYBiGYdIyAc9/4GO8dO9iMfFqJ+D5DywRrzuSQ3XA9kpg42FgzYHo1znTNSW4PW5xY2DEW/M+Fa9nOyzoGIZhmDYnaydgo04RQzsBx3UHpvUBOrB1LhXUVvojNwZGr9VRn9csx6E2bYZhGCbbJ+DSzsVwvKA7fRBw1lD9srq6Nh1SLlDcwSceRtcULS8qzX4hzRY6hmEYJm0TsNlrjp2AGyRBZxRHxySdUDCEs64bb/gaxWXS69kOCzqGYRgmPRPwtVk4AcvjZkHXJviKvZh96xRcdPf0yI0C/b3oFyeIJJtsT4gg2OXKMAzDpGcCvnmS+P+tJ7Moy1V2ubKgazO8njzMunkS5vx8unDZk5U31Bhy7rUUJ7mxlwzDOJ5srFeWjftkm1ATvL/9BLPOGoI5d0xF3eF6FHUuQqixydkTsOxyLWCXa5tRkA9fgXLtlHZR4i89OXT8HfytYRgmV8jGemXZuE9xUd0A7KuB75kvRKumUmrVdMNEeEoK4Ghkl6tTs3UZx5EDvxoMw2RFwdB7s6dgaDbuU9xosxFrAkB9ECjKgn2WLXQV9cDLa5T6c1RbjwTepSPSNTomi+GkCIZhMppsrFeWjfsUN3J5iVAY+PogHI8cQ0cC76MdwMo9wLpDwKbD6RoZk+WwoGMYJqPJxoKh2bhPcWO0/y+uRtYJujKp/Ep9o4gfZJhkwy5XhmEymmwsGJqN+xQ3VQ3RyxodLnRo/E1h/bKywuj3+RvbbEg5xcFaJTbTnQfkuURsJjoaHP8shS10DMNkNNlYr4yLoJpY6Jwu6IzafhkUT3bVsaBLCR9sBx5bBjy8BHjwY+A/m5FLsIWOYZiMJhvrlalFUBHOnn1KiqALZqGgK/Yoteg0r7koQYJJPiHp+nG7cuoo58CvBsMwTsf7/Gp9vbJOhQg1hR0tfLyf7tbvU3kRQlSbzcH71GpBR+5KepC7zInk5wFTeyuJEIHmB4m5Io9e7NUGAYfuYkbTJLm7nXodJUiO/HIwDONoQk36emXVDfA8PBOO5mgDfK9+3bJPA8rguXg0cgazxA9yuzq1uwLFbH1vjLGVTiNgXZQYUdS2Q8sJQrkt6DiGjmGYzOe84S31yvYcVep5haUfb6ei7lOuBco/OAO4QXGlZ1UcnRFkodPALtc2stC5c0vi5NbeMgzjTGQ3ZDgL4q1yHWrR1KNd9HIHJrnYstxp4KSIFNHEFjqGYZjMxiiuzOkWLdkSdaQeOQfFnOWghU50jWBSnxSRl1suV46hYxjGGRMiZYWSsCPLDv0tdPjP1+r9+udbK5BzeHJE0Elt3BSXKzvIUu9ydSGXcPgvIsMwOQHFwvQvQ1aRY9YD02NAh0E7DwdzIYaOrMtZ0Lc20wjltsuVBR3DMEw6yLGAbUNcLsXtqhVxTrbQfbEX+HinkqVLjz6lwKkDlCxXLcJCx4Iu6TSxoGMYhslsqGn73qOKAKCb7t6lwKCOcDTU45OyW3ORjYeVLGXqoiBbVZws6A7UAusOtTyn8iRC0HFSRJvQlNtZrllhoWtqasI//vEPvPLKK9i+fTvKysowZcoU3HDDDejatWu6h8cwTGtZuQdYvqvl+YwBzhd0tA9rD5pmQmY1r60DdlYZv+ZkQSd3ilDr6ZUWAL3bK8KuyINQO5p6OTEi6YQ4KcLxzJ07F2+++SZOPfVUXHzxxdi2bRtefPFFfPbZZ3j11VfRvn37dA+RYZhk3nlnQ2iMbD2QJ6NcLCrs9LIlZoKO4j/vmB5ZHKyrA9ata+PB5QBN7HJ1NIsWLRJijoTcL3/5y8jyYcOGCaH38ssv46qrrkrrGBmGaSVyEeENhxX3Vpdi5x5aOWBbnowyEH9tAG6PO9J7NhQMib60cUHCtbpBv+yHxwF9S5V4unjXl8mCrsChHS+cShNnuTqal156CcXFxbj55pt1y7/73e9i69at6NevX9rGxjBMkpC1DrnrPt0NnDHEuYdYLqkgx5JlGAF/IxY8vBRvzVsREXRnXTcBs++YGl//WRJz8q4O7gi0K4DjoR6uWjws6NqUEFvoHEsoFMLKlSsxceJElJSUiGV+vx95eXnwer1RIo9hGIdi1OarweGFhR3kciXLHIm5l+5dHFlGou6lez8S/8+6bbJ9S52mp6mArHLZEj8ou4vZQte2/GCs8rtAwo6sdeW51TDX0UkRu3btQkNDA3r16oV3330XTz75JDZu3Ai3243Jkyfj5z//OQYMGGC5jvr6egSDHJyaLuj4a/8ymUm6z5M32Bj1YxWsbVBikRyKK9CAQu2CMFBXU2taO8vlciEco39tqs6Tx1MgLHNGvDXvU8z5+TTU2TwX7gPV0Nrimtp54c+S739BXQBam1wATWg0OC7p/j5lLSUuoERbIiYEtOI3It3nqbGxMXcEXVWVkiW1bNkyLFiwAFdccQWuv/56rF+/Hn/9619x0UUXiaSI3r17m65j06ZNbThixgzKTmYyn3SdpwHV1ZDLCh89cATbHBxY3vnrWvSRlq3/eh3CGlesz+dDl47dUNqxFDUV9SgpK0TlkUocPLJfeCPa4jzRGLp36iMsckbQ8pqKOuw5tNNyTCqdN+j3u84bwgYHn0ctQ6qOQtuddt+RAzi4rtb0/fy75wy2O2R+crSgCwQC4i9ltT711FOYMWOGeE5/R44ciZ/85Cf47W9/i0cffdR0HYMHD0Z+vqMPg6OhOx/6slCsY2Ghzl7BZBDpPk/eT74iH6tuWWlBMYYPHx73uuxYutoC74o1JEt1y4YNHhpx09E485CPVx9cEhW3dv7cKWT7idqPVJ0nT36B2LaRqKPlJWVF6N+uv711bd2i229ft7KEzmMmUvDOSl05kq59eqJ8eHfxv/vTvcj7phqu+kY0HW3Arj5A6SnD+Xcvg6lP8+8eWejiMTo5WskUFSn+cao1p4o5lZNPPhldunTB0qVLLddBJ8njkap4M20OnQf1fDKZS9rOU150cLm7MRzXWJKSoZlMvNG/O0UFvkibKBrvqw8vsYxbKzQZf7LPE42FhKS6bS20nI5lUbHN7dXq48zy3W7kH2lU4s+oBl1ZoXNjnxr1ArugpJAmKuXJxkpg1b7Ia772xfy75xAK0/S7F284mKMFXffuyp1PeXm54eu0fPPmzW08KoZhko6RRc3f2PYZmsnEKFZOkxhB4jNW3FpbQcKXjhWdh7ee1BzDa8fHfwxlK9/ne5WHyrcGAmcPQ1bVoSOk9l/5Dem3EjPZhaMFHXWE6NOnjzCJUnJEQUGBLgOWkiYoYYJhGIcTtlEioi0yNFNZtkSqo0VjtIpbq6vyo7Rz29XhI9E26+JRmHPHVNQdrkdRp0KE1h6MXxAbZblqu0NkY6cIotnyquJucPB+ZioHalu+W9QmsJ03p0rHOL7R2axZs1BbWyuSILRQQeHq6mqcccYZaRsbwzDpt9DFsnTR62mhQBJC1NdUM+mTBYweRtDyolLj11KJL9QEzy8/ROmzq8Rf34Kv4z+PcpcI2b2arYJOumnIZ0GXfB5dCvy/D4G7PwDueh/YVolcwtEWOuIHP/gBPvzwQ8ybN08UEp4wYQLWrl2L+fPni24RV155ZbqHyDBMSix09gRdplm6TC10w8t11gSKSzvruvE6y6Ict+bRCoa2gERJTUB5qNY1EmlkDbEDiXDZskqCbl+N8wUdWVejOkXkm1ro2OWaAkLcy9XRUAHhv/3tb/jLX/6ChQsX4p133hGxc5dddhmuueYakXLPMIzDMWqLRcKAlpvUbZMtXWYZmumwdNmOW7t1ihCzuri1dMb+yQWASXzRebA7FiNhLVvogg4WdGO7KaJOfWiPS3G0y9Whe5q5NHHrr6zIQLnuuuvEg2GYLMRMtJGVrtA6S12xdFlnaLa5pcsm3nUHMeusIfq4tSP16UvkkESJoDZgX9DJPVxpfYXSZ51qoSNr5Y/Gmb9u4HJttnMyqRJ0eTYtx1mC412uDMPkANdMAOqCwC3vKlai9gWKOCDrUAxBJyxdc6dEZ2imO8vVDrVB+F5ZK/a5tHmfPTMGAD3bp2c8dKxoktROnLVBoJPNzw8tB544XbHU0YME+a7q7BB0sYhKimhuT8UkjxALOoZhmMynwA3/lWPhHtEZtYfqUVxeiJC/EXYcpl63K9rS5Q+lV8yF40gGUePWBnUEThuItEGxciSotZY2NZ7OLmQN7VKsPAht/Fw2CzrJuulSYwqVNuRMawkbCGS5X3KWk9/aoneUkPDxxx9j//79ouMC1Yajor7US5UqnTMMwySDQLAJC97ciLdmvBi/lS3fDd8zX+gtXTdMAsoyKH6OJncK6tZOQmEbpU7ais1HgD9/phdwY7pGu0wTcVVaNbjPFgxK47jI6syk7gYpL7c0SMLfxC+++AJz587Fzp07o9rPvPDCCxg1ahQefvhh9O9vrx0MwzBMzFpy9yVYS04tcaLN0Mw04fDFPmBLBTBE478c3BGYPUL5n35mbQpQuplOemeM+qBezHUsBH5yPFqNXDYmWy10ZJn05OmSPlx18TVfZ+LIcCVY0MWGCvleddVVOHr0qOiFetpppwnLHAk7Kua7aNEifPXVV/jhD3+IV199VRQAZhiGSZRWd03YciR6mVxiIhOQXUa9S5VHHFBmv+gB+3B0D9hWxQzKdf+ae862GtlCl62CTo2jq9K4q9lClzyaDEx06bRop4GEvtl/+tOfhJijGnC33nprlGv1+uuvx/33348XX3wRzzzzDG6++eZkjZdhmByk1bXk5GDpTC2PYWRliJMuHbvh1Qete8AmZKmTBV2y4g+zRdDRTcMH2xVLHD06FQIzpXhHOu4aQccu1xQLurzcEnQJRQwuW7YMffv2xW233WYYJ5eXl4c777wTPXv2xLvvvpuMcTIMk8MUlxa0rmuC0Y99ui10RhYuI+EZJ6UdS1PTGaO1go7E6vJdwPpDSiKEur5sEXSH6pSetLSPH+0AVuyJmenKLtckEmJBl5Cgq6iowPDhwy3f43a7MXr0aOzbty/R08MwDCMIbT4iGsEbodaSc5ygO3NoS6ZnLAsdlffYexRYe0ARC99UGb6NbrBrKupjWjPTIugoM/a5L4F5nwD3/g+46R3gaIMSV5bpllM7yB0wjGobdisBerdHaEgZjvT3oaljBiXlZKXLNQ+5REI28z59+mDz5s0x37d792706NEjkU0wDMNE8C3Zidk3TRL/J1RLzujHPhOSIuQYH7O6ZH/6TLFsqZw11DC2juKYS8oKU9MZQxYs8Qo6eTxkmaMSKNlioQvaEHQXjxZ/GurqsG3dOgyndm9McmhiC11Cgu7SSy/F3XffLWLpfvzjHxu+5+233xaJEXfccUdrTxPDMLnOoXp4533SUkuusgFFHX0I1TfaC/LPRAudkQXBzOVK8VhajtSbrrLqSFVqOmNQlquWZbuU40phN5ceE7+gKy1QPkvC9MZJSrYriTvZYpdNFjomdYQ4yzUhQTd27FjMnDkTTzzxBFauXImzzz4b/fr1E3Xo9u7di/feew+vv/66sM516NBB9FjVcuaZZybrFDIMkwtQaaR9NdG15Cb0BM5vLusRt4UuAyxBctC2PCm9vw14ZzNwNGBb0B04sg/nG3bGGN+6LFdZsBCf7FaESyKCTo2JpLiywXZbTWQw8g1CsrKAGXs0cZZrQt/sM844Q8RqkHl/8eLForCwDL1G4o5q1cmwoGMYJi60v9XaWnJ2rWwZa6GL4XKl2DlZzMUQdH6/H01oxKzzh+s7Y1Q1tK4zhhxDpz2O5G6MlWyhLddBJOr6zVTk64ktdG1LqQ+4bqLyHaIbI/rLMXSxGT/eODiZYRgmJUjFy+MWZUbuGDl2KxNdrmZJryTo6JiYdOOhG+rC19eJPqsRa+aFo5Sg/GQLOrWfawd3Yha6bIEFXXrxuoFhuR2TmNDt2vPPP5/8kTAMw5hhliyQqIVuaCfg9EHpPd4bDyvttKyEp5WQJRFFSQVWaK2ZrcVK0NE2Ygk0FnQMk1LS2JmaYRjGJmaWqkQFXSYUHP1ib/QyuxY61UpnJejkfTQTh0mx0NkQjSzolDIt72+Dp7oe/fdVomDxKuC6yZlxPTK5Iej2798v/nbu3FkUDVaf26Vr166JjY5hGCYZLtdMFHR2xmklwg7XAX3iaAsWTrGFznLbYaDKIMtVfY1q1FG5EvVB9fkSLYCcyS5XSsR5ZwuovHBHscCvHFep4DDDpEzQnXjiiULI/fvf/0b//v1x0kkn2d4AJU98/fXXCQ2OYRjGUoxQ0oAdQg4RdPG0/rJIjBC4kmiho8/GiqGzgj4rZ8mqLloScHe8p3/t/50UXXQ505GvRSNBV+wxtm6yoGPa0uXa1NSkC7i1SzzvZRiGMfkhaZ2FLuwUQReny9UE18E6YM9Re3GIdqCPnjFEES0kzv63Iz6Xq1HnCjXL1Sg5xYnFheUyOEaCjpbR/mr3j8Rw59QPL+tpbFKuT/puU7IR/c2ExKdME3Tr16+3fG5GXV0ddu7cmdjIGIZhVMy0iN1acrJQyoRyBvI+Ud2yY7tJ7wknZqEzOi4mGbG2oMlRm0RC1jbqWWrX5SoLOrJUqYKHxiWLHCcKOjsWOtpXssaRi1mlLoZ1k7HH5iNKWzkVyu5+cEZOHb2EftWoj+vtt98e831Ug+6KK65IZBMMwzCxrUt2Xa7T+gA/PA44oS9AxYhpUl32TWYdYRpXr/bJsdAZCaJBStRWUpBdh7FcrlFdIqSMWK0lpVsJ/EUeBAMhVB+uE3/9dpIuMq6wcL7NY+eAfXMCTQ6xwmdaliu5UWO5Usk6t337dtTW1iY6NoZhGPVHp3UuVzVeixrbq2w6DEzubfoREhFujzvSaYFaZvmKY5QJSTaJWuhkQVeYD3SU2oe1Bjm7Nl6XawcTQdetBIEbJmHfjkp0K8xHXbVSDHnvlgr0HNoJXjORlAn066AUgaZrkh5mcXHyNcQWutTEn+axoIuChNvs2bN1blZKdPjXv/4l+rWaHtuQ8kM7ePDgJJ0thmEYA9ci3Znb+fGWe4RauGsD/kYseHgp3pqnbZ01oXWts2KJNSOXqNV9M1nFGhrhb2zSCc/ePfrCVSlZLpOdMSqLklguV1m0mAi6hlnD0RgO4+NX1mHh71qO/ZnXjMe5t0xCONSEgqI2FtV2+fHx9t5XFKd1k0nMQudmQRcFibfbbrsNl156qW4ZJUloEyWMKC0txR133MGXI8MwreOXJykCiIL9H5RaDVLbKTuWGzmmycS6R5Y5EnMv3bs4soyEhdrsftZtk9vOUmdmoaO5alBHBJrCBsJzPGbfNkXpCrGvRnl/soPD43W5zhoBnDlUKV1C1jpZ1JDYLvGiqU8pXn94GV7+lf7Yq89n0X45HfnYsYUuOTSxy9XWreaECRPw4YcfCqsbWexmzJiBmTNnGvZpVQWfz+dDx45JjNlgGCZ3Ua1iRt0IAgkKOhKCBpC1iwSSEW/N+xRzfj4NKcGOQYFKeVwzASjzwU9WxAeXRIRn+/IilHUrwb9//5l4PuvMIfA980VqBJ3scrXTjYKOf+di5SFD4+tWgnyvW1jmjKDlF9yVomPflshiNlmdPHKdEAs6276Dbt1asq/OPfdcHHfccejZs2eqTg3DMEw0RpmDduPoZLcjfc6gHypZhOhhBC2vq/Kj1EiUpIKwQWJDeZFOePYaVo7LHzwFx87oj8oDtejQpRirP9gO96jOivAiwdBaQffJLuD/NivCmrJxCz1AO6/ieiWLE23HruvbiObx1VY1WB/76gaUds7gODo7cAxdG7lc85BrJPTNeOCBB5I/EiYzoODmtg78Zph4BN1V45S/6oPKE8SCWi7JlpBwc/KAJPTIbUkPI2FBy4vkDM1kQbXdyP12xdiWZcPLFQFFYyXxqekMQeMji9xDH12KhfNW4DeXv6WLOTvmlP5A/w7AVwcU619rBBeV2TigSXAb0Rl4aCaSBgm6fTUoLi1Iz7FvS6Ji6NhClxSa2ELn8FsdJulQLAwLOiZTIUEi12qzwxvrgWWaumnaxAhJ0FE2KyVAqDFzWmg5ve4xshTGS9hGdurILsrDABI4Vz46Q4g5o5gzV54Ls84dCh8Jut1HgaXfKOVbEkHuEkEiM5mQoKsJILTxsPWxr6iHp2sJHI3sruYYuuRmuZZ4lZs8o64cWQ4LOoZh0kqblAeR42tUGpuitk8eWMpmJYvYW09KyQYxslxbvS9m4zR6azCEY07ph0cvecM83m/ulBa3a2vGK7ft6lKc3PPWLKp9r6/H7JsmRsavrvuSe0/EjEvHwO11o3J/DYrLCtNTRsYMsl4u2tJiNSYr3MyBSctyTfZ3JCNK8iSbAjf8V46Fe0Rn1B6qR3F5EUK1AefvVxywoGMYJm3YLg+y7qBi0SKPISmuvqVKHFdrskWp5pknTyQWRG3/zqmYNXs45twxFXWH61HUqRChHVWWYi7uUidG3s84ernSREUxc5YxZ4frUUrWChJ00jGIa7z1Qf1xO6W//c9Spu22CiWhRX3I506N8dtXA+9vP8GsHxwjkk/qKvwoKvUiHApj/kNLJYGd5DIyraGiHliiKVRNItpM0BlluRrEcsY8T7dNhndLhXWPXRlfPgKDOqa+JE8aCAzrrOzXjBezar/iITf2kmGYjCOu8iB/+kyf/HDbVKWQayssX/7vDtZliUZt/8zB8PzyQ0UQVTfAQ9t/4vTW74vKRaOVrNUF6yzHqd+PJsUaREWFjzag+Nju1jFnnQpb2kyFWzFejYVOHLdHluGl+2x+lsT4/K9bng8sA26Wyo9okzb21cC3ej/QtwNKuxbDv7UCC5790v720oFswbRySRd70dTRh/q8Rvg6toO7nc8wljPmeQqHMeusIfA9u8r2MMmCJa75TD6WCRA5Tvdl137FS+6lgTAMkxHEKg9Cr5ta2OIN7pcDpku8wjVjuf2RzR3Tqck9WbhcSdoX3Qfz4rPQkXC47yPgqRXAc6sRWntAWCGMOOva8QitPWjobo17vKoVSD1uT8bx2SpN31LCKLEh37zos7tX+/i2lw7kTGurGMuOhfDfORnrzy5Hw1XHAlceZ1r42fI8PblCuUblmDwzEjl3DkEcpyezb7/ihS10DMOkJTs6rvIgYYMermR5UlssmbVZMhN07QtEnI1td2Uy98Wqmr1Zz1ptCy9yHzULLN+/N2H27VOi4/2uHY/ZN02CV9usXCOK4x6vKujsHDf5s7HafhEn9wOO664IO3po2pRlVBkZu4IuSQIi5r7HcY0mdO4cQm1Fdu5XvLCgYxgmLdnRcZUHkYXOb5a3/D9rOHDqAOuNyZ+vbkBxeaF9dyVhEuMU975YWRpll+u/NgJf7FW2TW8d31MRO2Q1VGPONh7CrDkjdPF+jd9UKWJO7RTR2vGqgs7OcZM/a0fQ9TV3n6etjExrBF2SsoBj7jtdo2Sh69U+9sqKPPGfO4dASTLFWbhf8cIuV4Zh0oJSHmS84WtqeRBbTertFBaWBR2VyPj6oPX2TdyVrd6XeFyuNEHtrVEEHJUeodZZGuuVYPdR+N7epMT7PbtK/M3bU6UU/tUSji7NYnu8qqCzc9zkz9oRdFr21wAr9wCr9gFrDyB0tCG+sWa6yzUOYp4nuq5vmATcOT3244ZJ4v0ZfywTIO7rOUthCx3DMGmBgpRFz9GwEg9kmZlm5Ym0I+gMYtN872zG7FtNtj93CryPLNV/wBVjX8zWZZVl545hoZOFLFnqZEFHCRK0GhKfqgCliV62KGrWJcZLpVmk8iDCVXvrZHhla6smk1Jx86qfjVHWhbZJIjQeQUdC+tWWJArf5F7GY82kDMYUCTrluposvgDJyEo1Pe+ZdCwTIFv3K15yYy8ZhslIvDuqRKaerjxIUzhaFMSTYWjHQjd7BHByf3ir/NHbDzbBSzGBJu5K031ZuUe/LqqDFWoyn0y2VwJf7LMWnvKuk0aTBZ1BwWSXEHQxxut1Y9bZQ0Stusi+rz0I7xvrgEuO0YwhrC+NQW7eSj9mXTIac+Zqjhstl/eVPiefn1iCTi6ufDQg1kuZiqKUSRWVMlFqp2XMRJ0iQSdW9fTnoi9v5Fh3LkKo0eK6irU+OpY/HddynXb0xSzJ4wS8mX6NtAG5s6cMw2QeoSalgXyJVwnuznPBQ+4hLbFq7dpxp5j1efymWr99Kk/yyxOBeoPaXrESFir98L2ytmVdA8rguXi0+fs/3qm4FePZBgwEnRFGIlhe5G+E76+f6/edLHwU/0UlVdRjRAJLHld+HnzUeWLtwZbPTuoF9C/Tv88oUL20IL7z2ZwBq5adUIPbk9KtI02CLm/9YfRYeRSeLVsAtxvo0Q6Y3Nv4PG6tgG/D4Zbz9P0x8FjEHNrBt7UCeH19y7mjv3edAKfjy+RrpA1gQccwTPpQswFVd6Ec95UqC52ajHCozmB7JuukSduiAGzEuqbui6bvqm0ScblK7JzcHuXjusG7rsJ6XWoPUa2rFs37TvF66viNCteS1YOOofazRudJFnRUVNcoA5Q+S8KRHvJn5JImRueFivPGsvxlkKBz76tD2fFDRE/cSupq0NmkqwGdC7WEi3qsk1FPrVOR/twFY1zbjCNgQccwTPpYvEP//KhBEkIsq1UiSRFq7JovX2oXVIhQIARDaUCrMCkAa+gqjCVEjARQIi5XiYb2bkVwxZqbrVpObT4SW9DJk7/ReZLFmVm24eKdwMtrjF/zmBxHEiMf7QA+3A4M6ghcNQ5OEXThE/rb62pwVKrhR9itO2cFZcfKwlHcUMWwnmYSZA2n/ZjeN6kubifDgo5hmPRx0MBCJhPLCxlI3EIXGNXFeGKltkrdSqLj6IIWgm5XdbRL1crlmqiFjtxjJBZlAal+xAV4//YVsO6Q9AKMLXRGbDkCnNJf+b8gH5g5QBF2akwciSy55IrRebKb4Wom2syE8YZDwB9XtlhSabyH6xTLUzqguoha6Jglo6uBfINDxykZJVHKCpXzp/1eHK53jqCjrO//bVeuuUVbgW8NBKb1SVr9P6fCgo5hmPQhZ3kSNMnE0wnCVpZrtKCznljDIhBdxNfJ2zIrYmzkvo2Xs4bGttDRsSnzmYrhMGkto9i1KJdrDAud6oIjAXnu8Oj3yKfIjoXOTNBZWTONXiPrIR2HbiWiFZmwsFb4URwIpafRfFRh4byEuxpQUH8EbR1Egs5FMtyidOzI0qu9Zun/eNrppZN/b2z5btAxWrgRmNCTBV2aTwvDMLmMXIdNjefRWjiS4XK9cJQSZ0U1zqiuW30Q7vw8i4l1hcgqFO4tbXyZ1bZs5DNYcmp/xcpgB5qMzaybNOE3SoMZ2gkY3tzKzI6FjixD1DO2a4n5e2TRbXSe5LZfyRJ0hR7g24MROL4HFjy+PP0N2TWtygQWLsC4Ol/IdRCTaUHrJAk6snA6AbKEy9nhZE0uzv5erbHgwsIMw2SWhU6eHMNJEHQUYzWmq5K9unwX8NFO1B6oizGxNigWEbvbitWHNRHMkjks4ujI5Ro1lhP7RXcTsLLQqVY6Kyzq3CXVQmfiRvOP74H5jy8XFlb1PKoW1vkPLBEW2DajvAjoXqKIJErsIcEZo/uD2Wu6rgZyDF0y4udUZPc0uVydYp2T2+Gp4QE5DlvoGIbJPAtdsmPoZMuJnRZWQjSFFVFHLjT6rJW3y07JkWRZ9CwEXdHhIFzy5GwkmGIJni0VwNQ+rbPQyefSrGSJVeyTidhzF3rsuy5TzQ/Gxt3VQI2ZM+pqECm3IcfQGWWBJysxIhkhA6lmZxXw5X79shkDYvdyzhFY0DEMk9kWOnKd3XOSIoDICrTpCPCPr1on6NQWVteO18XQRU2sd51of91XjAV+bywwEsYoKUIr6Oip9JY+y5r7vMYUdJKFjoLtteVaKNHACjtJEXefqIg6snaScCYrVjJcrvG6LjMIiu87fy51FQnH7ioiW+iS6XIlq6IWJ7hcZesclcE5qV+6RpNxsKBjGCZ9yG67cd2VgH9ZOGgnZrlGXDyCThOsLlpY3TRJ/K+bWKn9VSIxWDS5aElGKQWjpAjimG7A4E6KC/P6/4tt7bNjoSOX9Io9La49sppV+4H2Jm5SO0kRBK2HxIMsIGKNL/L5vMQa12dwQ/amxkB0hxJ/Y/Q1l1ILXVF0C7l4E5LaEuqs8tWBaOuchXs712BBxzBM+pAtUJS9GKv0gDzBU/kOihkzct/KaEUWtaqa90n0xEptkBIRY3ZckFYYZS+aWejIxUQPet3OZjw2LHQkEPfXwj9zQEtdvoJ8hHZWib63IqmEklVGd1FcsRSETpZCNfO2NWIjAQtdXK7LDCPsdqHg2S+QV6Tp0vGz8Uo5ES2ptNDJLtdQc99deQyZap2jmw6KDWUisKBjGCZ9GJQTiQlZpb4/RhF+NGGTqzBWKQeqE0bvkde/r0bf+mt0F3jOHpbAjiRB0P13K/DpboBaj6lWhxGdlRg+1d3cu31i27BjoSsvROCn47Hg0WVS1uh4zL5xkhC/2He4RQicNlB5JIN469BZNWQnCyvVEczwrMeQNw952m4NRu3mZAudnKTTGtTYUG2IA8VeZqKgo1Zlaw/ql1FtxBzq02oHPhoMw6SPcAKCjsSOUd9LK+58z3jCVFEnVhJQiWIn6zPW61RTS1swmKrgW2FX0N2/GDhnmF6ASRY6f6diLHhsmUFdvsVCUJIlU4jfVEyiCVjodA3ZycJ6qE6xsK49CO9bG5R+tBlMyOuCR+strpcspmR1lkV3MrNc6Xolt6u2eDYlRlBGeKbxr43RYpStc1GwoGMYxlkWukSI15L1hxXAjirFAkiP0wcBx/eIP0kgkf6Y8Vj24nmvNuOUxIK2pVeJF+72XlF/zwiKMSTRJARFWwm6O6YpLt4YVilRRHjlHpT+Z7PiuiRhTufizKHJFUBmkOh6Z0vLtUIWY6onGCMEgASdDvmGg2JFKe6QrHTquUpmDB1B1latoMvExAgqn7Ne6npCNyYZ6k5PJyzoGIZJH7KVyqyMCRUDpvmPxBH97d4uPvEXr6AjUaCt0r9wgzLxkfViWLl5SQWj7Rpl8sYjcq2g4zG2W3ShVSPC0v9zRipihCx13jzUVjVYZ40erlfc0nYF3Zf7lLg7Sk4gNznF25l91ihukuLFzOrWyYzsDDz/ZYv7kI7753uBE2JYOJMBCS5yl2uxUSCaXK46ZAsdxUjec3LLd4C2k+zWXKO6KC5WEo4k7tT+vZlsnaPSN3YLcOcYLOgYhkkfsnghlw+JDG38EwmrBz/Wv++J0+O7Q7cSSVRKg9yc9FDrWcmZtNSV4e1NSs9IM0H33Jcmgs5kuxeMUlp9/fz9xAoU03GhqvnUAcKOoJOFq1TugdpmWWaN0oRP27Qr6D7YDmw83PL83GHAzIH2LXQmvWpN3fCjuyoiTmXlnrYRdHKWNQl4Gwk6gRI3msoLRWKEKI5rlZVLgtei9mDCZLrbcluF/hoivjWIrXMmsKBjGCZ9yJazd7coZUu0E42RFovXM2sVzzZ3WrSFiCxDJF7k1kvxlEgR27V4jYSRUTKAXWviqn3Ay2viGIv1ei2zRq8dL2LThDvTrqCz2yXCTNDJRYljMb6HIujo2iDRPb5nYi7veJGvCZs3Gjuml6Jo+HAUFVmUc8l1qLfs1ccrVrpvqpVraGqc8bM5BAs6hmHSx+CO0a5K2TJjJnBosqb30oRKk6hZuRP6vJWWITedqLnWAH9dEG6yUp09THSSIBHjI8ucGmcUr6CLJc6M3MZ2Xa5JtthYZo3e1JzlSqh9dum8bTik7CM9yG1HIko9N1QCw66go+PwvdGKZSu/+WHX3apCCS2zRwDHdbe2dmWIoGNsQGKcLK/kGl69X7nOYpU1ymFY0DFMBkB9J90ed2QSJWuJCPbO9n2cNUJxZ9KPtdkEaWRZengJsOdoi1C7ciwwrkdiokpYgjwIuIAFv18ZXWRYFTMk6uQuFq1FLaWiHaPW5fraOkU4qfGD0/sAY7snJuhs6ESRNXrVWCVrtMKPojIfQmsOtOw/oVroKFj99fUtH1atYgQF8ctu61gCzarNmB1ooj85DT09WdClHrr2qZg2YwkLOoZJMwF/IxY8vFRkGFq2AcrWfZQ7CMiiydDl6tIvt7KcmQm6biXwf3cw3L58NFTU480nPoku2dH8PFKyw2o7chuuO6fbc0+6ZUGn+Z9i5LQxRBT8r2Ih6BqP64r8PLcSR2a3jEozYj+PBloK3spuZ3WfZOOidv1GyRV2rGYkZjccbrHSkUuaEmCsypqkG6pxqEW1YDJMG8NXHsOk2WpFQkfU+tLV/lLimKjGltMtdTH38fuj4Ht/m3nslJEQodIQaIWg61aCwHUTseDx5fjggtfwuy+vsleyw2w7Rm5dq2K5WsjNqBWxWgudWacIVVhRuzG544P6uSjBFYelS1vwVkYVdFaFlGVBR+O044okq97vPtUvu/+UzCx2a3YDYve8x2LZN8o5oMxWKlfSs338buh4oGtGvZbaotwLk3RY0DFMGiEXpKmQmPcp5vx8GrJ+H1WxpAoIOxY62QoSp6Dz/2w8FvxmubDA9R3VBZUHau2V7DDbjlFGZqxMR3IZU2snbT24WDF0skhTBR4dv2aLmjiOsTzDr6wFvtirZBOT2CJXqVoKIpY1LGKhi0PQ2Y1pM0qEyGTrXCpdrot3Kv1LVS4aFbvQdCJQItKK3UqXCLoWqcYbFaFOF1TqhrJ+U53MkoWwoGOYNEJiwVJIVPlRqm1Mn437WOFXxFJE0IWsBZnLYNK0EnRyGRAqotuuICIyK/bVoEOXYnslO8zEhZGgiyVEqD/qCo1L1Gh/Y8X/9W4P/5TeLb1XmxM58jcdAhpkYaxZFyUsVDUoD0LbHcBq3GSVUy1QRoWUE8lwjXUcWxMET8ePXNaUOd21BJnkcvXUhpD//g6g0aXUoKPjd/HotunjqoW2s/toZhQXpmv0t8uVY3jGEGBIp/SNxYGwoGOYNEJiwVJItGW2Xowkht49+sKVwF1zzH2kyVZbxDdW4gGNIR5BJ4ui9gU6kVl9qA6r/rsNZ14zHi//qsUtbFiyw6xSv1HtuHgLClutS0USUYHLjjXuvXr7VEUwatEeBtlNq3XrW7kMyTqnXgPy7llZ6Foj6BKx0FHsIbksP9urXFsn9lXq/mWQhc5T1wTv21v11wtZ4dTjK7u8k90lQoXaf2khS126oOQoKk9CPLFcEXQ/GJvcHrZZTIbbshkmu1FrfxlBy+n1dCYxXNL18chj0R/XIC+Be0BlH8cbvkbLKYtSN3nFiqHLa6Wgq26IiEyVZ+e+jzOvG48L75oeWU5/L7p7ushyFaVLrLaTiBAxM75pXa5ha8E9/1Gl96oqTtXeq/MfWgr/6C7mH5Z7hJLb1c64tUkeVjF0quUvHkFHlpl7/pccYUzCgAobqzcKJOzsFmyOF/masBlDF9X6i867ejPTYJAlnCoLHVmftaTLQkfXz7+bv2daS7L22mQsYUHHMGlE1P6aO0UIB52Q+MUJIgM0HQkRQig88LEQBrJQePXBpeL1uPfxNpN91IollVgxdPG6XGVBVxNAqKFRJ6R3rT+E2094DgPHdcfze27Ai/tuxAt7bhDZrbqSHWbWQyNBt3BjtNvMDjaTIkRs4pPmsYluCqLXBrdr12VloTMSdNTHlmqBaV1gUS7XVlrojGIHaSyJxFLJfXfphkHuB5os5GvPpss1qvWXtv2XUUJKqix0cpY5tRiT3chtAbWKI8uqlu8MttV1g1FglyvDpBlvsEkIB1H763C9iNcKBZvSVrIkFYka3s/26PexvAihUBO8lNGobQ5uNEEaxZG1RtCRyPTlY/Ztk4UIUevOUSzd1i/2YtzJfVFK9dW2VkSX7IjHQvfhdqX1VDyWFWotpo31MhKzdmMT1UQOdR/CCVroZgwAzhsevZF4Yuio/2YsjIRkohmjXYqVLgPapAKKVxxpYbVsY5drlIWOoKSE0mZRJR+bVP0eyC5X1e3aox3aDPqOyj1bu5WY15ZkckPQhUIhfP/738dnn32GtWvXIj8/63aRyUJE7a8Sb0vtr1+c6KxEDbfLujjyvlr4Plzbso8928Eze2S0mDMSR3ZcrrJ7SgtZqS49RrF80ar21wA7qqJFJgnpI/Xw/lZjkTOavI3aSZllptpt40WcPkjp7arFwkIXMzZRTeQgaL0kcNR9kC2Nuhg6t72eqmZZrnScZcukHQudkaBrTYYrWem0go4sQGpXkQwQdGG3C+H8PLi0x7e+0SQhwpu6rE8ar5ohrXW7tqWgo5Zte6Xv3HcHG3dSYUzJOrXzxz/+UYg5hnEM6o+WtvZXPEIgDYkasngLF3mw4MEl5sWR1f1S95FKdpCIMNrPqE4RNpIirGINqXH7pF4tz/+4Enh8mfjX978dLSKzbyk8VL7DTMwRNF4Sb/kue6In2efRlUDvVXKVkljUloWQsbLQmR1bsxg6ip+Td9uOoPMkWdCN6w4s+LplLCT6v9qffKtPkUfZP3JTklCORzBSeQ6tNU49N7KFLlXxcypa8U8cqmvj2DnJOkdiUu2IwuSmoFu9ejV+//vfw+v1IhCIL86HYdKG0V2ozar+qcBKKFxy70kIh5oiXR/c+Xm4Y/4sfPn+drx8n0VxZKNYMlEvzWA/zZIi1Fprgcb4XK6xhIMqMod2aum+INd1o8+o/WJpfLLQkAUdfZ5cRlYuQzvnOJyE3qvyWGU3sqtZ9KrE2jft57So55JEibauIK3PTqHaZFvoKEN8aLk+do7crskWdN8/JuHvbtjnhktTMSRSk9DIQpdKyO26rTI9ma7UzWR/rX4ZW+dyW9DV1tbilltuwfTp08X/n34qVRtn0o6RS87lQJN60vuuugzaURV6RDuqgmJvwtuRxxn0N8Ljy4+5PjVRQxtfppbDmHH5GMx/cAkWv7IONz57Fo6d0V+Iul+dO9865s7IJWkq6CQB0as9/PeeDHc7L2or/Cim/qJH6uEjwaRa06xcrjJmFhSyspT54L9yrL6uW10QPqM4Iy292wM/nw48/QUaZg1HU59S5HvdqK1qQHEgZO/cGX0VjNzNcu/V2yZjzp1TUXewTnEbrz2oT+SQRaUcP0cWJu165ffbdbmqY+3VHnh4piJ8SRCTtcmOu9Awhq6V7tHxPfSCbu0BZf9b8T2KeS7jcI2G5bi4+jRa6NKR6UrueTkpiq4f7tua24Lu/vvvx9GjR/GrX/0KN954Y7qHw9js5Xn+3Cnw+dJXay0j+q6qbpbmdlSLnluNE/p0wMJ5n2Lh7xLYTl0Agby8yDjLupXgoY8uw8InP8XCJ+2tz1sfjIovq6yqRn5BPj77zxY89NGlWDhvBV59eClueeGc2DF3RnMcCTpZz80a3hLr1UwgDCx48lPpmI/H7BsntQiXeMq7mImEriUIhMJY8ObG6Lpud0yzPu6U2dizPQI3TEJjOIzXH16W2LmTsWHsEeJi+S6U/nerce9VWSjJLldZnES5XE0EnVXZEvU4kxCOJYbNtmu2LB6O7Qa8tKZFlNKNxRf7WrpipLvPMrlctZjF0KW6FVe6atGRxfSAZJ2jgsIOvNHPBLJC0L377rtYsGABnnrqKZSXl6d7OEycvTxn/mRkbvddbS4hQZY56i1KpTNIzGmL3MazHX9DCAueaBknWdLiXl9tMCpR4+AlPeDJK8CcO6cJMUfra19eFLvLArm+SHTJbkxtzI4KxXtpsjzNj/liIXZIdIpxBlpvofN3L8ECKtcS5Tqm567Yx702gH3bK/Hx/HX2jrUdz5xVL1dZTFFcohGyKIoqWeKxfj/VdPvzZ0qW5YSewLDylvpwZM2jyZfG1dqm9EZCu7WCjlzJVI+PRJwKtbmyIejaos+yfQtdigWdXLqEYuiMkn9SbZ3rU6qcLyY3Bd3+/ftx99134/zzz8eMGTPi/nx9fT2CQYMg4RzF5a9HuC65X2KPp6XNkpFLbvadU1FTK9UfykBi7Qe5Fuvq4ndVuAINKKR2VCM6i0bxs26fgt9c/lbC2/EUeSPjJMFFbtF41+feW4kCKVGjMRhEcalPt76YXRaum4DG+gBCc0ZGtacS9eckUVcfaEC4Ls/eMX9yhRCXDZeOFLWqQjaPvQchRJUqpePfvnXnl8babWCZsMzZWYc3FNL/AP/fZjSt2ovgtF4ITVTivDwDSuHqUKBMrmGgsciFJoMxuIMB5XwZEEQTgprP5FfUQisPQgV5aNC+7mqChyxHlIGpCotViiAK9CxCY5/myb9/CfCAlI2dwPVvdV5CeWHd2BLBPaYcBRpBF958BP49RxCOkaiRqu+7Ou8QjR79JBw8Wi/Ola+qXlcktqHAZfv6TgRXkQs6p6u/EXWHqxV3fIpwf7IHBVLyhX9mXzQ1H5tMoL55LOrftqaxsTF3BF04HMbtt9+Odu3a4c4770xoHZs2SXcIOU5BdSMaDibvsiB3avdOfSxdcrWV9dh7aC/8fuP3ZAJ29qOmog57Du2Mez98R4IYSe2oDtWjoNATs1G81XbEODu2jJPcrYmsr8M3fgyU3hsKBnG0ugZNDXm69VGXBXLBEno343jMul2p9RblxtQG7muySjdv2YLAAbf9Y15Vjz3tapWxrzto+L6SvQEMfucIwnkuhF1APvlwZdoX4GhFfauOe6+u/VB/NGB7Hf2rq6HpoCrI21uLQ1t2Y1/7KmWBSE7VWK6C+4B1GmtTMx331qO/4VYBz+JdCK3aiyMDfdg7rh167qpGN83rlY112L5uXcuCMuopqljhRrx2CIUVLZPKrsP7UbEuNTdf3SuOQk5XqPHXYbN2bAngQhhjvK7IeXeFgcPvrsH+0cVp+b5rqWqohVZWVu87LM7FmEq9oNtZsQ/V6yqQMprCOI4MrZqvxvbP1qG+PDWCzhUKY+T/6b+vNZ092BDeD6w7gExj+/btcAKOFnR/+9vfsHz5cuFqbWhoEA9CtbhVVlbC4/GgtJQqNRozePBgrlWnwXWoDmHZ/N5KPPkFli654g6F6O7pnvGxdLH2o6SsCP3bmU2r5rj21QKLVgnLVUN9MKYLM9Z2PG5v5PN2Gs8brc/dSD+2mqw3dbnXhXal+vWpXRYue+AU/H3X9WioDaKonReBYAhNoSa8/ujyaDdm8/OIy7SZQUMHI6wpQpuMY57nPoK80BHzWnF0cxhoRLuORa077vkFQpDbXYd3xRqySUS9r0uncpQNj+86ctfvJ3lg+rrvaAidfaXoMHwovKtJILVYRtp3L8fw4YMNP1cAKu/SIuh6DOiDbsNTE9aSv2cHgJbepuF2XngvOhbDu5oLL9usywM+3Rt52mN3GB3nGBRL1mDr2ivuh/wPdgh3cZhc+d48hEaUxywCTBYfEgntunTUnYvSghIMHzYM7vbVCCMAV3NMXa8RAxHumdq6cOHSSrgqWyzmA0u7ITQ8Ne5P1+6j8IYOk5KMLMs/ZziGU6Z5BlHffJ769euHwkIpcaSNLHTxGJ0cLeg++OADYaX76U9/avj61KlT0bNnT7z//vum66CTRKKPacYXBoqSK+goFoWsNdpYFK1LrvJIJUpKi1CU5O0mG7Ef147XiRO572pRcQL74Asp7ai+PoiTLx4V04UZazv+ivrIOO24RA3X5zWO2aHvitqbVXs+SdTdf+4ruPyBU3DmmYPheWMdPFcdj2AgZO0ypbIbmhIXhUWFQJFPunZMaq3ZPeYei7pyzbg8buu6btRz9kAtijYeBkjQdJcm15qAEkP3TbX9Y21S9NyT54Yn3u+CL3YWpMfdvN7xvYGu7ZVsz9ogPIPKzbcnZQ/72hdb/z6Qa/idLUqsJLk0SZxTTKSdWLgi/T64erZHYf/OSAqT+ugEXd7uGhRVhaLPY7zf9/wC4P+26V+872Tbv6H57fQiIT/QhPziYuCXJysLKNmnNihCMlodTxiLk/srsZgikaUQBXRsUtWdYnAR8KtTlH67720V58F3bK/Uxuy1AtIJ6Zif4g0Hc7SgI3drdXW0+f/BBx/Ehg0b8PTTT6dFVTMGZTBupTIYyiSuyxabOwWbtm5ESWn8lq207MfNk8T/UfuRhKw33783CTfkO8+txpnNfUZlF6ad7fiawph9y+TIOBWX6GWiLIYuy5XcnvGMu9nA5SvyiAzTqPN57Xic9ZNxihu1OT4p7vZUlFFJGX4Uu+POa7529C264j7mdor7dvBZ13XTZtRS1wlZCKzYDd/inehxwySce4tyjcTMcj1/hJLR99yX+o4GFpZEU+LJCqTEE3rEgsSZWhfNLCtTht7/1gb9sntOAuTOIkbYrX+XCNSDlsQlJYRQ0D0VkI7hiYhce1bfd6PEnjgKC4eL85UbGjqulMChbfumJop0SHJnCzNmykEWKYb2l3q1ntRP+f5nqJhzEo4WdKNGjTJcrrpYJ02axO7UDMG79oBhL88QGjM6dk7G+/cvo9tFNYWTU8JgX40QDTO/Mxjudh6cc8MEXHD3dNRV1KOofYGwENnaTigM7+aDmHXeMGWcR+pR1M6D864ehwu0495akdi4wxDjjDqfaw60iJ7mAr1xtacifvFB898TlcK8dMxX7zPuA2t37LEEHfX9/Mnx+rpuFPBe5RcZuqFNh/WxfkYZtSQ+6Pw9sRzh84aLdVxwF62jAUWlBQg1GoxXDcqnqvhaQdeUIkEX72pJXMtjiZXJaiTeKcvZDqkUdHR8fnw8QO5bbRHlGHiLPJg1Z4T++36wruVcGl0LcWT7ho7rBkwbgJyGbt5SmHyRSzha0DEOYtMR+JZ+o+9X+vDMhLPE0gYVtJX7rlIR1WSxryayfg+tP9SEUneesh26k+2rr9FmCPVV7VMKdwcf6o74lUloWwWK5q8Td8KRcZPoMmtWHo5hudGMU6yvLgiPdjJ3xdGeiiwlcu00bV25Cr+wXka21acUHrKSaVGFh5GwMRNIahkVl75khlqKQu1X63lvm74dmFHNO9Wqtq8GBb9fEekUIW4tT+wLj1V3Air/oVtXU4oEXZyKjlpZyWgtdHTOqJVWuPkY0xDUThvakih2LVZUf/CcYYqwo3IodoWgXaT6hrYgKzHt43NftnxvyOV+xVhzQZdq1yjDmMCCjmkbdldH9yt1Iuq8mcz9kFtbqXXa5PXbrLUWoL6q86RCvNqsUrVemZ3+mkZoBZI6Rho3WVTU583uk5jtqT7bA9w2FbjxP/p4LW0xW3W5ekyokjxxz4dKvS46LrTtW6YAAyhFU0J2YardOLRlVGoD5jXF7LQZk61JNM7NR5T/p/ZGXGJMO95Xv1asXup7TulvLEyS6a0ilzeVKZGbpcvWJyo58fzqluckwi6UvCbxiLKe7ZVHpkEW1MU7W67t3UfNrwW1Lh/DpIGsFHTPP/98uofAyGRLfARZyf65NrnrzM+Lbjel1mnTWoZsuKBMi6EaZZWOTDDgPGwijDoXIXSwFr5vqnRuLZ0b83Adiqh9ktqeamCzACMLmU7QmfyvFVjU8UDb9cBM8GoFaHM3DirgrO8GYRGTl4igi+faJwusmYVuzQF9Jf3jTBqWSyKiqbQAecf3AMi6qGLXQFfhV7orGG1D2xZMFi60/ioppizemwbaV7IM0vVAli6y8MXhIk0Jssik7ySdbxqffC20trhyNrPhkBIjmOiNJBMTvvoYJh4omLp/meImE66h1gcsB9oV2KvTZqO9FfWctMwqvWs68Pvvxh5UQfR+UR23iEAyFUbjRUKG918bFWtZs4Um4sbcdBj416aW9lRqSQor0ST3aVXHZkdoqeNtRu3GEd0NwqL6v8dGKywrN2mse5kol2s4fjdplLhqRZV/M5chiV3tOo1af8kxdPFO3q+tA7ZWtFiqT+4HfNu4pEqbWujk/dxfowg92S0dR0KEKZ/vVayf1B2Cerh2L7HfPi1Z0I0SjYFc6MloO0bH6ekvlL/T+wIzByTfpc6woGOYuKDgXWpPkyQiFjU7ddrMempqiJlVSn1V7WQcSpYGalEUzm+ewMNhC2GkaclFk4L8o02T4Kn9lUmCHupEZRUQLws1b4KCrrkbBwlQq+r/SbfQqW7MLRWKOFTjFqkBOmWF7pd6WVolRZi586TlLqN1kMgj6ynF+NF1TMKVMj+vPM6+oNNtBEkXdP6T+sF92TEtluqDdbrCu0mFbpDWHgSq/MCJ/czfR8eKhM0RTbcAcrvStSx/J5Mh6Kg12ZdUV7AZygSlbOi24I8rAbrpUnvKXnGschPbWv63o8Vl/f424OOdwP87ia11SYYtdAyTRmJa1Cj+jARkmQ/oHTu+KGZWaaJ3xdrJuylsLYzUcasToNZaNLCj8ohHNCVL0HUrQe2R+vgFr53tWJUa+duqlv8Hd2wRdAvWRVpq6dfVFH/Gq2yNazIQXLQqijkkt6jqGiVLmIxdQWckLlsh6AL+Riz4xxqpRAiV1pmWnCxyFRLSFM5Ax56EC617cm9jMbatQhEiJPq0+61mZifDQkfJYiT4aSzUy5UslG3Zx1W+tlUxR0ituRKCbloWbYkuI8Ou16TDgo5pG7IkhC7Z2KrTRm7JKb2BobEr9FsXx1WKoXrsTDpRTeE1/+fnofZwfexxq0FbD3wMHKxVrH40eVL9NbkOmuzW1Fq8zCZNeT+MsjKJAnckRrE4zxW/4E3EQkexlucOA746APz185blVJ5Ejb8yw0ocuizcgleNQ0MwgJ27d6F3/77wbdME76toYw4JilGTkc9FPIKuQup5qen6kZClWsSCuoxd4YlCMYvLd7XEFJLgoFhFo/jEhRuB9Ydank/qBVw0qiXUwuxmIx4WboiOPdRCbte2Qq7NdzgJPUw/3K7U/9PSVhbHHIPzqxkmjagWNbPXRJ22dYeMMw4NJkWy+J0/dwou+sUJkfXS34vuni6C/m1PilGaQjN5F+SjuLwo9rjV2DeyOtD/ZNWgoHfVAkWWklfWKpmc26Q2Y9qJUnZrqe5gefL0usUxoO4U1L+W/jbUBRAY0VnEKF7S4wl89p8topODEargjULeTtCGoKM4P5r0yRKh+2yT4va0io/TWujkt5jFxZH7+thuCI0sR3XvAjQNNsj2pe1RdwgtRteDbZerwVjIAqjFphXG0lI971PxetKgMcnnhdycRsgWUrKWa8eSDEEXK+mjLS109L3VQt/R1kDf/f+2tHMTjOma1LAVpgW20DFMPJCFg37EXWrWn7tV7XGM2mhF1Wkjl4+RJUV2Vz28VEyKZd1K8INHTsXze24QzeKpr6rIKo1nnFYWOnXcZm2R1HGrxULlpAZ1HGQlo7t3I4JxWugoSeOYbpFjoLrsHvroUix5dV1knErXjEvtdXJQ8dhxuUqC7qMdSuzVMGoTVqIX5BRLR4k1ZlglRcSydIfDGPx/R1Cw5Etg/RHpNURbSowKuhoJOnLNyskBdspz2BR0SYv9tAtlAG+gXqLNUCwdfbfl4yELOnmfkyLoYnwv29JC1ynJFjpq7SVbhb+b5iSXLIYFHdM2ZEvZEsrCo5gXFcrkvGlywrWnTNuiabNcCQvLmlyqhNZx75n/RPvyInzvlyfg1Gm9lcSKD7bpLWHk9vypsbVKxLk9eKoiAsJAvb8e2L1VP25NezHDcVORWDHARmMLm1V8mJ2kCE3ihkjSkFx27vw8dBtQprP8UM/Z2094Dpc9cAr+vut6NNQFlW4QwZC54E3E5UpxSK+vBy4YqRxLnaA7Asww6Q5ANeu0bcXsWug042i/JwDskcScSpSFzqagu25itKCLdcnTemxmSKYs9tOMsd2V8kPqeaO/X+wFpvaxFupyRnJDllnoZJcrxcHS9zSR3zcSctSnVcux3YDebJ1LFSzomLYhS/ScLjiaoABmsiC1olaW90uptRV1dlDrtKklSywmRiN3FYk5stS9/sQnOO3KY5XPy25NymYzcdsKgUaWPerw8eE2+A7Uwv1tfVKG9/V1UeNuonZiFDNG4ybXJE2U9NAWTVaFk1FmKMULUssv7cRoJujUWC+T7FXaf3K9yiKBRN39574ijtGfNlwtYgot4wpbk+VKkyHV2qOsPq2FzsjdeuaQ6BId8XZ3aDR4/zFdlSxNmki18WBmNwokGkmMaffJyM0cS1xS/JzNG7mkxX7ahSxxVIdRm026co+BoIthoTOrkRgPVpZz2l5b1uGTXa50/VJcZCJlUxbvAMoKAXdzoXSCrXMphQUd0zZQyyqayJyO0QTV2p6TdUH4XvxK305M/QFUi/d2LUH94Tp4vPnIL3CjoTaAgmIv6o82oCkUjoiWXsPKcfmDp+DYGf2FmOnQpVhYoTz9OygB+haTldZta2Rxc8nigsZNlr8BZSg4fZCYDOrb+5D3M8Xl6iNR0NAYXTR5yxH4nv8yylpYd+4weDoVobaiHsVlhQhWN4gettHFWyWXa/sCsW5ZuFXsq0GHLiWmlh/qr+orseHOao2go0M2SMrqpXMrlyqxSyxLidE4Lh7d4rajzhxazFz5sqAzWm+sscSRxUhfq3NumohwU1jnCqd4R1qeEgM/lePQCrqNh5UwAO24Y7lcaWB0PdI1EU6By5Wsc23ZeYJuvGh/tJbHw/ELOn91A9wn9EXtiC4thdIpISgTO4FkESzomLaB3HtUf0jFqFyCE5BdLrGyEu2gig253ZemeO9nP/0//PJfF2LR31bhxItGYeG8T8XER27FZ7ZfKyY/skhRfNjCeSvwm8vf0seH3TQR3t9qLH5ywV0bHSbg3xUdW0Zj/OFxSoFh2fU6d4qY8GIWTR7VBYErjsVrDyzBQs06zrx2vLD+eQd3UrIQzVyu1Q1i0pCFG1ngGgONYj0vG8X62bX8aF+n0++K4xr4ch8wrrsiErSiktyudi4bu5cWie1QGC7ZvS27UOUYOjNXvlVdQBUjoeHSjDkON2levht3n/y8KFFCrvCqg3Uo7VyEL97dirtPexEPLb4cKflNIuuYeszCzYL31AHmgo5iO8kqT60Mya0+Z6TyoONvo06kIVYWuLaMn0PztU3iTW0PGEmMkJJILBA3ho8uM/g9mIo2dB7nJCzomLbBqAipEzGaxBJppq5FG5OnQVu896435gihNuj47kLMvfyrFoGy6r/bhCVDeW2F7rVIF4RwWF+kWDoHdurhuUmcqHE1f18FbDoirG+GBYbvW4yps4frEhK0rxHqeMgyR2LuZel96vPzbpqEIppgyApCD7UBvCq0agIIfX0wKkmDLJXvP/+VEHQ0WessP82C02vHnUUWtkdPU1y8JHSMBB2VsqAMTzXmUWXTEUUAkNv1s70ty42s1UbrtZsUQRa/e/8HyWFmIOhsxNDJnyGMxIrRWB6Yobgz5dCEGNB52fjpnogrnG5OyMJa3VwHLelJEer1QzFdVMJEZYUk6OTv9j++avmfLFkUC0m/CXTuEnUJW1noktGlIRG3q1bQxVGLzrJQuivJ5WeYKLhsCdM2yJNVvLFBmSzoWutylQOrtXFhT64QExy5UD98aY34S8JEC2VunnX9eBx32oCo1+izfUd1wQf/WAM3xQyZTBB26uF5PGrWaqMiVDRjlKHtygkJWugzYjz9Owg3K1nmjKDlIlt2RGdl8p3Qs8WioamX5vv3JpGkQeVZSLCpx+zFX/5PJEEMHNddWH6e3nat+DtkfA+45B6qZpC4oTGQRVJzHetKpHQuhp8KP0+XYrBU5GLKZKGzg92kCCuvnDsBC51VXUCr7wLdJNDxIitPHG46bfkeEnE71hyIiLmUJEWojO+hf76zSmnrZefGk763rS3rQVjdVKTDk9GKTNc2LT/DRMEWOqZtUDPeVJdVjDIcdtEF8VPT92Co9XeAZMUwW0c87rZE6VaChlnDRckR2i8SZCQaCgo9pkH+T/zgX7jmj99JLJbOTpZhp0IEdwX1k5xJ7JpVQkJU8eF+HUTMnNX76EHjt2xPtq8G3hdWR5I0/FUN8NcGI583svy8eOCmhK0+hvGG5Nq+eRK8JHa1rm2CLHRaDtZZZi63uperNkRA24OX6oIlYqF76Sul/Ao1V7faZoI3am2eFKFC9ejUZB2tlU4tfBvLk0AtwFprOYwVQ9fWtKIWXZuXn2F0sKBj2gYq7/HwzKSu0nRSNasnZheyYphNtkYTVmstdFqa4+YW/vEznHHteLFPSnB/MRrqg+KvkfBav2wXikoLEouls1lXLhTUxBpZxK4R6phjiUTqnFB89jDL95kVMBat0KjPJU309CjyKC7lEi883UoQvPp43XpJxCXD6mMab2jm2qabAAoG18ZrERQkruWtDUpgPokstb8q1atTRVjYYvI3E3RaiwiVkZAvX7sxdGrLMK2go/15/FvNLsfmMbSmfA+1i2u25CT1+4wY1kvqEKGth0jZrpSNSect1s0auSbJctwaMimGzshCF4fLtc3LzzA62OXKOBKaVOc/8LGYVNUfD3VSnf/AEvF6SjC6Y29tDJ0UNzf/8eV49o73I7FxJELo/5MuGhVZJkPv2belQhQpJsucGksXdWweWw4/iSCjCfXmSRGXpa7DxE2T4Ht7E1zh6Gb3wUq/mHQNx7O1wvA1rUikTNfg4Tolzs0AWh40CvQnqAwHWVJOG6i02hrbPLFSYsnmI0pc3XVxdoWwQax4Q0PXNgkduqmJBZUV2axxx1KdwJunKI9bppjX8DJzxdKxe3Qp8MgS4MXV0a+bWehumxotzmQxSdskoUVimoQjiaNWpKOSaKMYqxf23ySsp/SXnqdMzKmQG18LdTPZUWX8fScrpRZKjmgtmWahk2vRkZC3+V1RLa3J/s4x9mALHdM2UB2uT3e3uFypgj6VukiQWLEac34+DSnB6IY9WRY6qZ6atqvBK7/+WGS5/u+ltTiz+QdT3+lgPHr06yBEGU2uZJmzSnAQgkObUUsTqsZlaVwPr7DFStlsSXzvudU445rxUeUmSLD1GFgmLIL0/qiG6ze2FE0uen29MqbmmLmoLFcLC0aUy/0HY4X4pPGKuLqbJ0cXbRYN3xO3+tjqv0tuPOn4Crfr1wdjbyARF76VZUxt9i6LA1WImY1BFjNaF3eKUMMlVLdcStysMn1Lgc5FihtcZdU+oF+H6Js1EtTaItFf7AOWfdNiJSbRHm/Ih5WFLl1JETKUCKW1zmaapZUR8NFl2gZqzq61PMRRoyqjYjWMXK7JiqGTYtK0XQ2oP2tNpR8zrzhG1KE758aJuODu6airqBe12kL7a+GlDDxfPipPH5SY4KhtritnVA9PS1NYl4H77z98Fum8QOUmyroWI+RvhJdcfL9fqReJXYoRqm7QF01ecwDev63CeVePwwV3TY9MAsGjDfCS66/arwgPmjA1Af6x6uaJuLpFW6JF6jfV8U8sGw4pQfBNYRQPL4/tStbGZLmkxAh6Tl0XKP7KiEQywO24OumcnthPcb3SebX6iJFV1MqStPco8Ple5XtND8pE1na8yGToBpNagVGbKrLyUn26wR3Ne7nSjamW5zWWT7qBkBNgYmF0XB+ZqdwotmVR4ch4PMC5w5TzKJJbCuNKzlAtrXRTTb/DMTuxMEmDjzDTNkRl67VudWmL1TCabJNloTOISdN2NegxpCMe+O8l8DzwMTwkbEJNKO1SDP/k3nAPK0fld4con89zxSc4VNQfXLkengFaS6I6xmGTe+GS+04S9cMagk3ILy1A6DuDFYvZK2tR2qMEuGEyPCSK5aSBNQdQRLXmuhajw7By+Ed0hmdwJ1QerkcxrYcKk9J6SLjcdYKtunlCnPobo0UqZczKzdlj8YeVkYLCoSvH2uu/q6K6IcniQy5UsuJQ1izFX1FoABVYfmN961z4dgQdVe03cLfbFnRWFjqKB/z3ppbnJFjvOgGOgcqPkMdAtljK3/ee7fS19mQSbf0lOkLkK//TX1p/OuPNZg50nqWVYUHHpIlWln5PW1ac0Q+525WcbFtNTJq8XxST9t2rxyliQe0yQG7Pi0ZHFfV9dNkV1sdm8xFjy5vdDEV3XlR2K2XV3v2mUivvgfNf1btaKA5qyU6lEGvzfpriciHwrUHGhYrJ8vbKGtt188R2VGGiFamJBO5TGY9mQaeWSInZf1eGrkcqZqui9kaVr9Nku1wTyUCVBR2tXy5lokW+eWilBb7NMbOE/eJERdTROSGhTRYrEikUZ2dEop0invx29vS7ZtIGW+iYtkEWEFTM89JjEl6diNWYO9UgPivFsRrypEiiqk9p67JtqZRIfWPMmDRZLGjdnir0/sO7j1q3Ufqm2jyjjlxlZHFULXjaHqzqrgdDKO7RTmcF1CZiaMeiikpdQVE6JlROw0C4mO1TxPJ24Uj44oljM7I0JTJv0kSt1nAjV+47W2L3301UjCXick22FlCPm3r+KZjdSHCsPaCcx492OFvQWVk1ZchKZyboEokzZCHHJAkWdEzbYDL5tgavzx09qdY3pjZWQ5pshQAxK2EhCxkz8vNixqQ1Vvr1YsGkIT25ZodN6ok7T7Foo/ThpYZJEfjB2Jb/V+2FPxTW9WDtWVGNvLw8IWq1nRnUIr6miRhykgpNYLR9yp5T+dl4Ue/KaJ90lrc7p9mumydEKInlZCBbXvYchY9a2cWKN7QjtuQCx3SN0Y0DHaf5a5Xn6qRPrkG1U0bcFjrYZ9/R6B68tYHoa/mPK40titki6IwgyyolQxiRq65Fsl7+bZUSeziyS3SmLNMmsKBj0kdru0VQc3U5PoqEgdGElywoBmndIUtRFSvbNso9+53BcPcpjYpJUwvhUv25P3z1Y70AMynqqxb0tWyjpFqvLMROYHAnLHhoqRgTff7KR2fgmFP6oa46AHfvUrj8R5SMWkr0e29b7CLCcpJKsSToaN+KPKaFiiPrOVKP0h7trF3uahwbdbQwalmViMtVnqjV2nBaV67WmhkjBtFWf+B8F7B4pz5Gc1Iv+4KOulbQ5xMgcEw3LHhsub4Hr5HVmbaba4LOqsF8rgo6iqGkpBh6YK2IhcXcaW2SGc20wEebaRuM5tDWJoeqk6Z2UlXjtFIFZbBRPTCKpyrMR211Q1xCxigz89L7TsLU2SOi1qMthBuVmWpS1Fcu6KtdR8R6RV0XbpzUkgRh0Y+RYuPUIsWPXvKG3gV8y2TMmj1ciVeLlYghB3jLJTRov9oVmBYqjqynWcxEyiPILneta5qsWiTqkuHiihJ0mvV2KxEWVhL39VUNKNQmcdhxv5r1B6YMX9n9ajZ0w64NSMiVK87/YwZubyOrs3a7WkFbmoaCuMmEBPuX+4HP9iiWa22MnRr7KEPHwkic24VK2nxTpYQ+0PeDvqc2SoWkFMqIpk4R1P6LkonMBKtcjoeszizm2hwWdIye1vwgWWGn8Xi8GH08kfijeNEUiC0OhGwLGbPMzBfv+Qgzrzw2vsxUk4b0ahFiquGmbXYflTBi4QbWJhyYxsZpskk9v/wQ/kuPMe80YZSkQpam4c0FeOlBcUlbKwz3SWd5210NT3NZCFEe4eJR5nFsJFiNYqASuUbk7Eea6NQYyhsmYd/2SnRrCqOuPghvOy/2et3oecMkeJ9YHn3tk3iljhCr9yvlUOSuDImM0WUgrLx50UWL7/ufYh2lgsLkvjUosSHOv0lvXUP3uUbQRtyzdUER6+g46Dfp2VWKS1W1jFJNusm9W95D7kS6lpuTZCLQstbEw9H1oI1FnNob+N4YpAW6oZj7X33v3zunA71MrJNUJFwLFddm2hwWdIzeDdjYJERKUnqixiIV2iuJXRtsbU64/kxKWEhCxiwzk0TYl+9vN3Uhzr59CprU4rAaRLblTYrbU2ulOrijSogcmlriThipCaCWHpX+2LFxajYpjeW1dYZjMS3iO7FX9Aq/qYbvrQ3G61Etb5/s0okQH7VpeuYL4zg2OgDUQULb1ilRvMaCjnruNobD+Hj+uqgElHNvmYTwecNRIM/xVJ7luS+tt6e6MeWbHjPBQItlYdW5CKF+ZXpLobYorlakJFrjsWsxAj8+XslKjuWedQLCqhvSu7lf/VoRMmR1Ilci/SUrndy6rTXuVvp+y4kl6Wj7pUL7KN9okKXOSNAdbQB2NnfWUCFrHtPmOOzbxqSClPVEjUWrLXQpLPKrwaokiXD93U6uP+CDf6xBQaFHxLyd/L3RUcfPaqJ8+pb/4ref/VDnQhwyoQeu+8sZ6Dm0HLUHa5F3z0l6Vx5lW877xDjb8m+rlOVU3LPCj6IyGndT7PO5+QiKh3aK9ISNGRunuoL3HDUfy58/A07uB4zuar1tKothtU9keVPbe6mQa8+sbl4yswflyZosaCVeNPUpxesPL4uyYKrPZ902BSiQPjuoo/0bE7v1G6ncy82TI3GPZoWW7bT9iqfGo/9bA42zkuNJCso0xvdQrGVa9/oDHyv/PzRDEVqUoU+F0qmYdzIEHd2oZELbLy1kidTGuZLb1Y67la73eIsrM0mBBV2OY9loPJk/yKmIoUPqXa6q2P3gRXOx5q3249yrx2EOdTmoqEdxWSGCDdHZtlYTJcW+UQLprPOGCSHjr2pAQWkB5j+4JCK0uw0sw7k3TMTM6yfC+9vmCbomAN9/NgP/3ohSuqsmKxWtsH0BfJQhOa47Ssn1VpAPT6wb/kVbxJ12KD9PCAHKttXG48nQeIqoZZIqPqjdlpqk0k2J/fE0jxHfNmjzRu5GskyIHqCamEh1PV2LlfXsq2mpvSe7Pq0q2JMVzTCGDvFjVIOtWwnyvW5hmTOCll9w17ToiZ7c5yREabI0S6SgGxP1hkX7HhORqo17tCy0rMXkex1PjUf30HK89eQLbd+CL5XQjQeJErLUycdfjRmk65Li3bSvU7HoRFFj9LTbSqeFjqB41S0az4AmFtfS3UptHY3CCJiUw4Iux0lbT9RUxbsl0eVKk+SiZ1Zh4HHdhaWFrFUkcL5YtA3v/OULzPzBMULsBkp9eP2BJcKyps0IrT5cB483X7TqaiArX77bOjNzzcGIIApdegzm/35lJDHhxmfPEu5PGgMJhPqrj4drXw3cgzpG4paatlQgHA63LOtcKNpneYoLUHugVmmn5W+Ex5dvaG30dyqCe3ofhPwhJeHA5cJXH+4Q7kOtBUrtCDFiSm9lPbdNFcWKfdTTcl9tdDwVWRWNXDV0Z79oa8tzCgInjGKyVMukbO2K1ZLIrL1WvJhYX2qrYiXFNKC0i0FT+3E94O/fwXgfSQSL0iWILh1S32gYm2a70LJWNJpY6OLpx1l7uD49LfhSCZ3rY7qJm5uo65Ay67UFxe2UdrFDp8LoddHNGtKIXHqEXK4ydJ2ukwQdu1vTBgu6HCdtPVEdkBRBk+QJF47CwnmfijgybXzUmddNgJt+0L+pwoK/fhGVEUqi7Zf/uhCL/rYKJ16krOPzd7eIZVFFg6Vm9WLbA8vERKxdpzoGcsXe9+738Mar6yLWu8gyimWapwjLhz66DAuf/FQ0vJef6ybpOxWX8aKPv8EJvUsjY6U6dmNO7osxJ/eDK8+Fz/6zGZf++hSMmNJLWA51HSHItXfrZHH8o8pd0GujuiBqmotq/u5Wkgyumxgdk6W6Drdq+gETcfSYbBVGTez31Yi2ZNbuSePxBU4fpIQ5yPt4y2R439ksREUgEMKCNzfaik2zXWhZK+gsLEp2+3EWd4qRlZzO9lWtYVofBMqLLGMDA0PKo89hgqEqgbHdk7aupEFdMbQYuVx3VOoTJwgWdGmDBV2O02Y9UQ2zXJF8khhDR1Y1Ejdm8VHn3DgBBeVFhhmhd72htMEadHx33TpuP+G5SNHg2soGtKc78UN1+hgnTY05sszJWaZUXPf1R5dbLlM+96npc3VfSHhOPX8Ylry6Tlgite9R69iRRe7Kx2Zg9twp2LP5CF759RLDrNep5w/HkgXrjN1+Lle0+14WdF43/KeZxGSprsOrx+mtFkbXp9ZtZUQi8T1GFjrKNN542No9SVm5AzpGu0cfWWp5nIgFD3xsOzbNdqFlbbspuaBxAv04Q5uOxJfd7BD83UqMXdjNx//cmyfh9UeXJSV20NRdnu44RLpmZAudWvDaLH6OXNGyEGTaDHZ05zhqvIwR6g9yUuhbmnxrmpGFL4kWuoJir2V8VEG7gojLSc0IpeXq/x++tCayTEUtGvyDfk/igTmvivH6dlXrA9aba8xRjJr8ee12zJbFeq6FXus2oEzECBq9hzJwP124EXs2HhHuN3qv6XrIqmjhvieLZwSyFH0gZZ968pRCzWYlM55cAbdcVFdroSNX7ZVjEbznJFRedqz466dYnuZ4vgjHxEjOMMJElPheX4/ZN03ERb84QQgngv5e9IvpYrnvk91xhznQ63beE9f3mOL1dO7W5AgE34fbhOX0orunS/t/grAuOS4hohm317x0ywcvfiXCFqxKu8jnx3JbMcrExLOulLpcKaZQtsZxuZKMgi10OY7SE3VK6nuintAX+Pem5LpcUxxDF8uNVU8JEM0uJ21GaN9RXcT/lERhliWqFvytO+JHqWxVbK4xRwkQ8ueNMk/lZbGea1FfsxoribXRJ/XFP3/9MabNiS6AHGsbhu579brSWtOKvaitiOE6rPSjVFtslYQWWZtKfdauWq0FNJHLThZ0JF6uHCvKW3gP1GLWDRMU9+SReuFmFVm5lLhCJR3OGaYrTBvruvLXNCDUGI4rFMK00LJaNubrA/qVmMTPxc3heoOs5CKEmmxkVGcwVueIviuU/JSMUBWXy5XesBcr6BqnJBDtTTIlRtB3lqAbBHK5amF3a1px7jeOSRrePFd0mYiG6HiZjHO5Gn2egpmTRCw3VmG7AoQ2HI7KCFW7NVBGrFWWqNL5wAc8ucGwxhxls5KQ0H5e7gRhtCzWcy12xkpirepAnbDSxVqPbfc99a+Vg8C3V6K4vMh6HR0MCgW3L9D1wo2Z5ZnIjcSEnsCoLoqwowdlvWpcluqelW6rAF5fr6+Ht6NKyfzT7IfVPvpKFKtjvKEQ3r9+Hv09PlinfI8PSfFPybKc0fdam9182TFA9xJ43M6eWqzOEX1XKJM9GaEqlMTUZmEv8ULXd5lPHztHbtd+zS0DKRlC+1Wi74WdkjxMymCXKyO+iL5nV4mK/6XNf31kWUgmhmVLUmChU+8ek1g02Ai1X6haCPe7V4+LZISq3RpOumiU0rXhGot1bDhsHOtF9dh++wka64I6V1qkE4RmnfKyWM+10Gv7tlaIUixm7yGxVtatWGT4Wa5nS4X58ZLc96IczJsbcUmPJ3BJn9+KvwteWovGhkZr12GjQQhA1+LYrlqqXK9eG4lcdpRAQC4osib6LOLPqFRKjD6udsIcLK89s1CI3dVCWOm+x1QrTR1XKix02tZftN/+xpixeU7A6hzRd4WyxZMVqtJmYS9JyXStN4+fG9LJOHmIaTOcfRvFJO8um9xW2gKt8gSQjG2Iv83/u5JhoUttmy/hxrplshinab9QTSFc96jOkYzQV379scho/d9La0VGLKHLbFXXQUV3zdhXg6L1h0QsltaVRuumjFbajlpWQl727Nz3RVYrHWfKapWfa13rPYZ0Et0o3vnrF4Zj/e5PxyEUCIkxK+u5NHp/rhuPHv06KF0e5OMlue+taqa171xsEgJg0nGC6FoSSSKJK8szFRj1VE2wLMjsW+k4xNHtQ9229nustvKrDaTIQic9b4POe22BnXNkt7RLMraVNkSCw+HoWnTkhpUFHbf7SjuuMNl8c4RgMIjVq1frlo0ZMwYeT5LuVp3I8l2K1eHpz/UNx390HDC2e/K2o15mkuu1rq4O69atw/Dhw1FUFGd21P4a4J7/6Zc9+e3WWwio1ptaE23hBvi7txMWHm3XAsPG62QB6t8B/sm94R7aSRQHzi/2KHXoaoIoKPGirqIeRe3jaN5+zQQxGftdLt0YtDXnDJcd8aOokw/BCj88HXzKe8oL9c9pXyob4OteAny1H/6GkBClDbVBkfChG+umwwicMwyvPLAEn7+jlDQZO7O/kqlLLaa2VsD3yloxZP85w+AeVq4rd6ENjg8GQrik6+OmLqYX9t+I0NeHxDGMjPNIPXw9TfpIfrYHwZFdcEn335ivc88NwmIlhI5a7T8V/G878E/lOEQg1/nQFper3IFEHCdy339TBd9X+4EjfuBbA8VY/XkuuPuUKrF5FJsWajJPNLj7/ejSEhePFiU48KeVSrN5le8MBs4Y0vr9rahXJnf6XpOgJEumA7NazdCdI4NrOdbrZhj97iW6rpTyf5uAhRtbng8vB65VbjCpVZ8QdWsPANsqgV+eCDit5mAMWjU/pUGzsIUul6Ef4n+uaamIriVVFjqncagOvv/brMQHGfUL1ULLvzoA31cHxPs9mtIZ4v9QU0s3B3UdFJdFvT3NoNpseQXwkTVQHQMlfjSvh1DHFbHK0PsGlAEHauDZVxs9du1zCtgnQUeCiYSIOm5prBTvtugvX4jSJuffPgVVB+siWbv73q7AidSSq1mc+t5cD4w50bTcRcwg8MoGlP5rI/CPhpZxnjkEMBN043qIgq6WRZvXHmw55ku+AU436FzRxte5rizIA4vhoQlSG7M3pmtLbF5PjzgnlF0Zl3WQWlPR9aVtZZVMl2uZQUxjFhGrdIud0i7J2lZG1aKj67xPqfKg71J9UJf4w6QHFnS5zMFaYzFHaK11yeD9bcCWIy0T3rHdgON7tG6dVMLi7hP0bh4bLi+rPq1NjU0oyNesQ23SbdYv1Az5/WafpZIaVoKOftQDLS2I/N8eZNxdQN4WndvqgPlY1OcU86QV8Eb7WeIV23yhOXuUsl4pUYJi6yh2jo7bKXtuaOlEEKPtT8wgcMquKy8U/WEjY4lRX9A0y1PrHlc5YtKTMh7UsdO+0oPOE117cV5/EeTvoVH5nViWZzMxKYu5JMeaMlmMXIuObhzlWnQEi7mMgAVdLqO1CKTaQre9EvhiX8tz1aXZGigAl0QdCR6a8MlyRXWSbE5Wap/Wz/6zRRTmpTpsNRV+5HUpbmnho4qpVBFr/u9dqrg0NB0UPrjgtZa+shePMm++bqeEiyzojNAUOtaWXDGNUYsRGG3dK3Q8QluOwLP6QNz7IrobfH+0PsuTyofIxyYRywcFppPApOuBHk9JCRhXjVNuUowEnR2rnRrr1pryO3bE5MSeyndEDnZvDXuPKi3WaPs0BBLk/cuSt34mffRoB1DmMl0vZK2j77hTvS05AAu6XGZnc3PpthB0cqhmsn4TyE1IcYAqp/YHZo2I+TE1MH/xK+uiWmvpApLbpdiSYWcSbgqLshyLnluNgeO6Y9btUl/Z51Zj5ncG65uv049u0IYoIFdJLItsc6Fj250IYljoLIPAb5qo1G+TWbAOWLwT+H8nma94RyV8v1ke2z2eiLvxKMXeLTF/Xd3nRC10svUtkY4nsbbduz1w2bFIOqv26eOsxnQFfnJ88rfDtD1keZvYi4+8Q2BBl8t805aCDqkhyrJhb0NqJX6j1lq6tjtzhsO3PLraf9Kwc7dLgfEjO+OEPh2i+sqef9sUnP7j4+Auytc3X3fZ7JphZqGjOmuqIGwudGza4kmOUaPPxsC0VyjFfJklisSylqqfi+UeT8TCEMuqpwq6RG9U8trIQpcK5MuMDTgMkxacXzCISQw1SymW5SZVFrqVe5IjGqMsG/YmQhJE7vw805ZYkbY7lFyQyngjmoStLEYkYo7Uo6G2MdJnlcbea1i5EKNnXjceDXQcXXnwXzqmpc2VXdGixm5RsD1ZtVRhIhUzpULHxi2eqMXVJCWOTyWGhS6yzmKvCPymIHD6K1zcZv1X7YiqVObr2xV0hi7XBG5MEmlhF2s7qTg+lGlOxZQzQVgyqYd+xymTm9zsuVMgwzGwhS5XocBwWVBRVXDKsKIJm7KXUgllSZL7roM7LRY6EiM9hnSMalclB/yL1lyJ1i+bNVxxFVpBldetJkCaMN/fhoKJvSLCk8ScoZtYmwAgH5dYwv3SY/Qi8oNtwJuaDhaaenu6GLWqhugYtdYUF7USg1aiitzNdJNgh0QERyyRaino7MTQSeuneFN6UIwoPXq1VzKirUhHbNNLa4CNh9M/DqZtoFhJtSwPXZfU6mv2CC4onCGwoMtV5Pg5shL96hRFaCUjYUHGSGc13+H5fD4glCfqk6nixFYNJgpU31+bkIWO1j/prKGRdlUk4i5/8BRhsVPj01Z/sF3UcrO0GlkRS8wRBs3bo3DnofZIS1ICjdPQTay2ubpkNHxUtf2n/7ZeL/0YG2Uak3CSBExocBl29GzCALXFE4ncIg88MwZEu0gHtiIg3koMUgkXMzRJGjFJRG+QUNO6oWVUAU3xY4kgC3DqkalthE5iLpagk8Xk0E4AdSJRSYVFxUjAsoUue6EELa1RYP0h2xZ5JvWwoMtVZHcrZVOm8s7aaDIR2e8uDOg3CK89vEzEtMVVJZ3Ep1yt3KaFjsTiWddPwJ6Nh/G9e07EiReNjLJ4nXnteBx7cj99bJrK5ccqP2Q0Ef/JottDayErKiUllBaIMaluYhqnEVSygzJ2TaFT/IsTW+6w7VrTKIFRPbRqjBpZjeTJm9Z5Yj8kjCdBCx0JTILOlVyXL1nQ9s0EnTqp0fGkrivxlv2h42g1drl8hNk6rNy2qfCQGf1ksIEu+yBLPtWg01rt1ZtCtshmDCzochU5IYIy4FKJ0WTSFEa40YXXH12Gl+41SUq4bbK5pc5IJMYRTE5isXuJF12vOAYLHlkWZfF6+b7FYm7SNXYnaOH4Hi0/ZH1LlQbs8WJHfFDSgiYpYenrG1B9sM66MO/RBpSaCWFyp3dtjrOLK9DdFb3MqO5aIsH8WqwEppWg69Ue/vE9omv0kUVBtoImanEVYzOJ+9RaKRJIEvCfNlB0hIiqL6haP+0U8I1lGaOyK39cqTRXT1Zh5URdzIyz5ooHPjZ+jdt9ZRQs6HIREkKyy5UsdG0NebEKPMIyZ5aUQFmQlnFHsvXMwEKna6lDxYODTSigFkXkxXt/G4LfGyP6m5pavKjEhpoYQQKsQ4FScFgVH8PKlf/VRuix6FYiypDoxMeGw/BR+RWKmVO7QNB+NU+YalJCee/2KOvezrqEiDahQRaNdkqZVPlFKzCZQEkeGsd0Rn6eW7H+dC6KntBbawVK0EIXOKmfKEPzVnPx40hM4R3T4CWxrXUL2zkGcW6/NW4nUQ/xxTWW/YKF5TMZfVWpyHAyXa9G4o1drtmFtluE9veEbjYptIPJGFjQ5SJVDUpdLS2pToIwytrLc6G2MkZT9Sp/pBVOVHcHShC95yS9NUOyENFkueiZVeg3pgsGUm/apjDqawLIy89T4vS6FqP2sLXFi3qyhi49Bu5BZWiob0RBsRe1FZpYv7OHAQ2NwI3vxD4OmgLBJD4odu/KR2fgmFP7oaZvqVh3fXUDCos9yn6plrbmpITpPzoOuzcewpnXjNdZFFXIVU1joqxR/02T4e7ZTm/1WbQl9hi3VgCbJHHqAmq6FyBwynDka3saygHxiWRn2o6hyzevKfjIUl1JlUhMocuFWWdKNfoSxa6gu2my/jhYxKSq9RANx661DttxuU7tg8CgDjhw6AC6dO0KLxkTjW4yktkflGPosh+6+e1bCv+MAfqb0O2V8Jl8J5n0wGcjF5HdrSQaklk53i6NTSjuXGzf2qTp7qCLt9NaMzQWOposScyd9L1RyHPn4bVHlolMUV2c3m2TUexxm45hyIQeKCgtwDvzv8YJXUtE6ZCodVCsHwXsk7Eihp4hyxyJOZqw1WzV/720FsMm98KhXdXoPrBMuEy9hfnY63WjZ6/28FIpEhKrNQF4Ovgw75xX8Mt/XSjWpx0LibzZc6eKz4rj9Pxq4+Nk1GCdrIP0w00ParRt140WK26rDbJc1ZqCplbeuVOM4yBTJegottAmlmPXWoftuFwn9ERjXRn2r6tDx+F94F1vEgaQrD6uBMfQ5QSBn4zHgseW6S3g1zVbwK3inJk2hc9ELiInRKjB7dRUnYRDuDkYn9LRk+WKNXLzNDYh2BAUPwzaGDoja5POmnGvhTVj8Q7dZNltQBkO7TqKJfPXGRYPnnr+MPHczOJ13V/PwPwHl4im9GodOHkdkVg/X4xg+OaeqPSjqM1WHXVSX+S5XWKMskA795ZJCJ83HAW/XxFpwbXx0z24/YTncNkDp+Dvu65H1cE6lHYuwhfvbkVDTQOaqv1Y8PuV5sfptinwaWvrHajVV/o3wLWnBt2+8MCzbQsQzlNcgKcOUISMui76nxIC2tjlSvtmaeXVtiVLlaBTy47Q94bCGUjY0oO+VxQ4boKtsVPco5r0YQV9V97YiF6V1fBs3QKsNwkBYAsdEwfid/exZdFWZPH74rKOc2baFBZ0uQhZk7oWKxN5WONuXbFH37i8wp9EQWe8zJUfxqxbJ4v/dTFEBlmutqwZn7S0ASN37eiT+or/jYoHU805Enx3nvK8ocWLujD0HFqOD15cI0SQaWapGutHIofqNNnoiUrbpmzVv968COfdOllYD6OSMpqf0w+mEE2aFly71h/C/ee+oqubF2pswgt7bmgeU4zj9P8+UEQIWTSn9UEsQiM6oecyqvPWHIvWv4Mi6CjA/piuiogh6x6JOkpEGBmjxEYSkyLoeNhuS0a4Umih210NkKU4MgAP8Mhpph+zNXaj5BMjAiF4Pt4NpXDKTvP3NcePJgVOish6xO/ukwnGOTNtCgu6XIQmYnpQUOuu6hYXDP3QawVdsrtFyITDCIfD2LluQ3TB2samKFO+LWuG5jOUAFG9vxbBoFLfToaEENWcM7N4bVi+G7UV9Sgo9EQVII7adqUfpeS2thJ0GkGmbrtTj3bwFLhNu1XQ8gvumqZ0gNh8RMl21Vg0qfgxPQjq4tC0tQL17X2xj1O+W8l6VIsby5O01nXqdqGpXykgBJ1BYgFdQ1qrL8UqtqGFjqy4dAOgWkst25IRUkxmq8emFVxxuqBtjd2uS4sSdWTI+k7nR0syO59wDF3WE/N31yDOmUkPLOhyGZooBnVseS67y5LZz7VHu+iacc1zXaDWD98rX+ibqt97cmLWDE2yRygQQrtOhWhqCht+jqxaamFhI4tXUWkB/vD11WioD0beZ7ptcotRoWMrNOVH/v2Hz8Q6yfVZW9UQ4wezAaqdVGS73jxZmJl0je0pPu7mSfC+vh55F4yMz2KlFfFEaYFinY0cyHB0JwNtX1VZSNjo5ZrMwsLk7plNcXLhsHmmqJZEM/PMLHTa+Lk4BZ0YO1lMm60dhmMnK6gdjGow3jgJ+OWHendzUmPoEmx1xjiGmL+7Upwzkz5Y0DHmrphkCrrzhivuUG12bSSuLhzdVN0VnzVj9u1ThHVKm+VKk2X90Qbs21ZpGCNHlq19Wyt069RavL770+MR9Dfi5O+Nxqr/bjPPLCVLysbD8Hx9KOZhUMuPEF99uAOjpvdBUfuCGD+YBS1lNyjb9c31+sb27QsQPFIPl9eNylMHoKCxKfZx0hIl6Hx6QWd0Pshd//424JT+0WVAWlM53io5x8Ll6W1ojLbyrj0Y3ZasNcjbJ0sXxZlaCRzqlUtC30KokiVadz7bFSC05kDL2I/r3qpMctQG2tblymVLsgpLK7IU58ykFxZ0jPkPfbzV7mMhT3aSnrN8r9aaobHEUBbqdX85Q8S61R6sRd41ExCqDUSCdAvbFaDnoDKRXEDIGao9hnRqtpCEozNC506B1wXx952/fIEzr5sQvQ4zK5AZmp6o7lGdMebkfti/vdL6B5PEotbCUtUQ2T9ydQRqA3j9D5/pjsl9735PZ/WJOk7aci+yoLMTgE9sOqwIusYkCjpKIDi1P/DetujXrLJH8/KU8h5aK69ZEkSiddiozdmU3oqwI4FG3xfZHWokZsi13dfayqY9n3hiOTzacjB2atAR/1wTvYwsqfLuJjOAXd5daiX3ncHJWz+TdkytyHa6+TBtCp8Jpm0sdEY//s0WBUMPjYnbxpvnilhiqD4clRShLFSrtmHeR5chPHuEsIJQPBq5MMnqFTpUB29zHSXqfzpnrmTdWXMA+NsqUTZk5ncGw93Og3NumIAL7p6Ouop6YRlLyAq0ryYiPii5oMtJ/RSXodEPJonKR5aaHhuRgfaQvo4ZxQTePOlvuP2f5wmrj7+mQcQBRh0nrRitr7EWdEbnQxUvsqvZbjuxeFyHlITRvZ35Z1QRqbXymhFuRYHVWN7aZFin5LJCdgUd1ZeUoThZmVTG0LXzAoVJtAAyGUGUFblUqcHJYi6zYEHHtKGgky10YfMJlqyDRsIgEIqIISr2O5/Kc9wXo23YvhoUPPmpMpF1K1Hi0fbVwHPhKKCnYvXx/Wa5Yt2h5APSJCTQyFLU/F51mx4SO6EmlDZ3czC1Apkhd27YVokCbEfgkjGYMmuYGLOalLF3c0XM42iWgUYxgXNPfA4v7L8JnoJ8IeYsy71oC++Si1fGqLsCTeaUOENudO1+tVbUGLkOY/XobU3cXjJpbdYnHU/ZMm5X0Bkdt9pgtPBN5rFyJbkOIZOx6KzI9JVjN2vGwYIulyCBRr0cqW8rlSOhciUkYNRJqDDFgu7O6cpf2h5tkn4QGvzGgo6sFEalLzTB+O6BZfGl05OAosr5qvjQTmxG7bj21cLXbXeL9c2O9ccMzfrrjvhRVO5DsKIBntICNNQ14s3mfrbapAyK5bvoFydg1oUj4CNBaiAaYmWg1Vf7UdjeZ694rbpv7aIFnfeV9dEfpvPW0Aj/lWP1x60mgFaFSRv1g43VI5YE9rcGKjcB/7KuqZfU1lcyRtrNjsghSxrFJGozjqnDBJ2TMptH02i/5Pg5SohIZq/V0wYqbmj1O21w7TAM0zawoMslqHwBCRq1HZDbBfzm9BaBkGoLnYmrx3B6MZsEVUGnqelmJWY85cUtYkUWbV2KIvF22nZcukroN2r6acbaN9VCde4w4PnVUe2+Fj23Gt321WLMyX3RFAJe/8NKUePud19eFRFc2qSMiDCVBZdG0MXKQCss9Yk2ZXEV3rWbBVniRaAgHwve3Cgdt1bG1ojah9/oj2usFkN0TKgFm4qVqKP4tBgxbUm10NkRkCRY5THfMAmg7Gm7GH1n/vq5/nmyC8BSEks6uswwDBMFC7pcQo7NoVIi2gD2VAq6/24FDtYq1gFXc/D0QKVkSkOJgWvVbA5UBZ2mppssVqilFvVHJcsU1Xqjfq9NWyrg6t0eCx6TRdsEnHfLJLzW3I4rqhJ62MAlqcXIslcXhG9UF4Bi8JrbfZGYO+GikaIzBEE17ihjtu+oLrFr3FX49YJLIxqUDDSLThuBEIrbeeMrY2IUAyWsOvqT4j+2GxaQKzeWyzteTugLdC6Cvy6oP66aZBdLYglJOYM3XigJhMQTfXdkAWck6OxY6IzGTO7XeASd0WYoy1ZLMkuWMAyTUWRI4AnTJlA1fy1qhwizOnTJLCz85T5g8U7gox3A/3YAe1ssXuF8F5rKC+252FRBp6nppkXtj7rhk924pOvjyqPHE9jbFMb8ZtGmChv6++/fr4Q7P8/cdfvkCrhHdja2LjZb3shCRdu4pM9vxd8F81aImDjhzm5u99VtYJkQc2//8TPRvUItJKythWeEEFzkctMKLo1oEBlot00RRYXVddBfek5WMno9tK0y6jjJxWt1rmSjshayUKH96tfBsocqxffFDe3na18j0L1d9HF9eJnoURuTWO3HEhU1dO1RuZZX1gI3/Ae45m3l8eQnMSx0NtZNLmO5zl68WeZ2LIEDypASy/+GQ4rlk6z/1BuYYZg2hy10udzDVW7rJU/kdHdPwkouKpsIsawUdguyamLotDXd1JIdZJlb+OQKvKyxGpFgI0FlJD6UeLXahHqBkuWN3LSGFqpwWLHs/WeziJkjEffoJW+gvFd7nUWO3KuWNe7Iyra3Rp98IR0q78bD0TXYtldGXJ6+lbujjpNlyRUjQSfrFHJ5H65LfgX5xib4+3YwP65Wlr/1h4DtlcDq/dbbaE58iRsSK7/TxDKq16n2UjWKT7Mbs0fnS2tRi/eGKtZm6BrWuqWTxcINwFeKNVpw1lDg9EHJ3w7DMJawoMsVGhqB/VIcGCVHxJrIye2aikBned6jeL44BZ22phuJmfoKPwrLi4Rw0qK22TISH2QhK+1SFJ9Lkmi2vJH7VoYSG754b5sS+/bvjSjq5MORvcr2SVzKXSeenfu+sCoa1rijWLTFO6zFr78RPorZ09Zgo+4Cw5ubwtcEdccpZuFdug7G91B6+zYTGlmO/M81Qolc3h0Lk19B3ptnelxj9o6kHrJG9etkEk0KSKRTRDyZn+Tq1pYeSYWFLhXIm+XCwgyTFljQ5QrkFglLP7rNJTvaRNCFDawpFGfmMZkEQjYEnVxSZGAZKr87xLLFl/waWcioY0NcvUBNkjLI3Xv5g6fg2Bn9hYCkffLPGg5srUBZ/zKxfSOLHJUYUXvJPr/nBtRXNyg17rZUwEsiQu4PKwsS9blZFi5l82qOk2HhXRIlaoFgclnKYkzWKeTylrpsJKWCfH4eag/WJ2b5s6tnEk3yTFTQ2R2X7Cq2416OZzupEHz0+0CxsVq49RfDpIWsEHQbNmzAU089hU8//RQ1NTXo3LkzTj31VFx33XVo396iunwuu1vJ7SRPUBTz1L1EEXb0IItBa6r+W00mn+0FxnQFRioxPWHZrRsrhk6GxMmWChR3irYaxXJr7ttSgdm3TbbfC9QgKUON3aM4ud9c/pZ+HbdMFskJZ147XriCjSxyJDq3fr4X407ui9LX1wsR6KH6Y1S64tPd1sfSaALVLtPGshmJPqo798AMpUAwTdBGLnajzh2f7k5+BXmP2zTZJablj8p+WNX8s9iX1Ao6m0JKPU/quBdtUdp+2W3VZdLrtmUcSD7vbQX2S4KOLXQMkxYcL+i2bt2KCy+8EPn5+bj44ovRvXt3rFq1Ci+++CKWL1+Of/7znygujjOOJxcyXGV3q8qPj1dERLIJWyxrCsMlZ9TatdBp0SRKaOOvCBJRjy2/Aq48Eh960fatS8fA+/cv4+sFKm2LLHMk5rSCUVu8d/ZlYzDn9qlwuVxC/JBF7gePnIrn77wB9UcDKGrnVbb3W832zArKxsqsJBfxD8bGFiLHdFWEg2qBJUFR6jYVIYcH+tBpf1OLSOrgS34F+TyX6Tm0bfkzyjxW25zRsU2lhc5IfNntzFDiia7pF2yyX9NvdFddspHIkDWxdGZMIWWGYZKG4wXdr371KwSDQbz66qsYOHCgWEYCb8SIEbj//vvxwgsv4Mc//nG6h5n5CRHpoFk0tKsG8rz5+lprZnFHNKmq7zOwwMiJEhSz1mNIR0w6cwg87jyc+7PxmPPz6RFBF6ysh/ezPWKS91H2YrEHpRR/VheEZ1tlS3kXdRuabfqO1AnrW0GRR7hZyTInQ5a7IRN7wtW7FPVH6kWJlDl3NovGMh+adlWhdO0h0ReVxifW37VYsZLJPVbNMhXpvXRcaB6lz9Pr2rptcmcAEuwXjQIGdzK3pqiHX93fLsXwTuqJYP9OLWJjf60QG0mtIO9yKefwZoMkDjuWvwFlCPzouKjyNLNvn4Kzb5gEz58/S1xwmHVY0MZ/qsczgc4ZgdkjDcvq2LZ2ytumk1iped5ocTOUKEbHkvUcw6QFRwu6hoYGrFixAscff3xEzKmcc845QtCRGzbnBR250qhBuFXJEhW3S/QHpZIT6qRCFpFY9b9ifsbI7USiI5SH/lOPReWQuhZLyqe74R9YBncg1CK8/I3w+PJRO7AMxfeehGCFHx5yyxlYYLx//Rznf38Uzrt1MvK9btRWNaC4QwGaQmG8/tQKUcz3uNMG4MK7p6OwpADBaX1Qf2w3MWmGm8LiM/U1ASFMxOcPKmNTt1lf2QBve6/y3gI3vnP1OPhrgxEXodrtobCdF3e/OUdY7ihRQ90XssydeMFINDY2Ib9vB9R2KUHeqQOQX5CHhtogCoq9qD1Sj2LqN0sJD+Qe11oJJ/TUH0dyyx3XXX8OAqGWcyCXD+lbCgwttzyf1JNTtRbR/vo6FOCtqJ65lLQxLen9HIV1rcCNs6+fgDl3Ud9cvxC/sSx/NN7wkE54jbpuNFv3tHGNVVTP79oJESGaEgtd8zh0Vrb6xpjbEz15H0sgs1dL+wL9tju3XLORsVT54UskWcUMI7HKLleGSQuOFnQejwdvv/02mpqi460OHTok/rrdrWwUng2QG0a2ePUydrkGijyiWKxVs/uoz/gbseDhpdafCRvUcBvcEa9Ln7vknhPxrR+NxYIHlgjrDAmjhz66DAuf/FSUI4k8/8Nn4rkcq9a0oxLuwR2BJuC1h5T9oM88uvQKvPGb5SKG7fjvDMIPH5+JYENIjPvzd7fgnv+7CKHGJrz+6HLx/Jf/ulDUPaMYN+02P39H/156nayAz2y/FkMm9MCcO6dFkiLadyoS4kLrhqV1TTlvGEJNYbz399U4+ZLRyHO7sOhvq3DiRaOwcN6n+kxXOo43TozZrcLyHMito4z6ssrrm9wbCx5dJqxFNz57Fjav3BvtThbFjF2JFxA22w9N5wkqN3PujRMx88qxltugz/1r0TacMaw8Up7GNK4xUSHqiS3o5PHbtbKZ9eSNmdmrIXB8D+UamPGi+fektV08ZNjlyjAZg6MFXV5eHnr37m342l/+8hfxd+LEiW08KgcUFCaXm8EPurASPLw0uom7hZXA9mckC52o4Wbwuc59S/HKA0sideRITJDIUcWE/Fz93OL563DOzZPwxqvrMGRCz0gnBuLWf5wLr88tJjbi6qe+jd0bj2DJ/HXiPXe9MQeHdh3VPdfGw2m3Kb9XZf3y3bjv3e8JkUfiQRV56jZVyFqkfn7Q8d1xaFd15H+j/dLVtDPpVhHzHFx5rN5CRBZbC8T6mq1cZG00cyfHIzbsENkPjZWKElb+cM1/UHmgzlQ4qp9b+toGTLtgRMRSahrXmKgQJfFCbldZEDcLOqPx27WyxerJG6umn9j2Iy3bNvuetLqLhx33KlvoGCYtOFrQmfHaa6+JByVIXHDBBZbvra+vFzF42Yxn2+FIdRCisUcxAnV10e/zFFhW/heB75rPUYB/vsdr6zO+pqaWtiQmNdxk8RDruRaavElMUSeGWbdNidSio8+MPrFvpHhwz6Gd0LFHO5R2LhKWMHWdhPa50Tbl92oh9+sbjy+PTKBGLb20n//wpTU4f+4U3f+mounJFbp+ruIcaKxFMc+b1As25A+iofk8utcegqvSj3BhPsKFHoS7FSO/c2nEWmRVw08rRAra5SHcyrIY8V5/8ue0Nf7ofztC1Gh9VhR68uCSBF2wKYRgXV3C47fTk5eSTazGqt22XREe774bkd8YhCwLG4IBhJKw7myG5h3tXyYzqU/zeWpsbMxtQUfJEb/4xS9QVFSEefPmoaTEuir8pk2bkO0M26wXdPs8ddi/bp3uPT6fD9079bGcuGsq6rDn0E74/X7x/oH9B6MqxmSvfmaAvwGFFjXcjMRDrOeR1WkmMLkTg/jMwdpI8eA+Izqj7miDqPVG7yHhVVNRj8ZgU+S52Tbl92q3P3xKLzw4Z4Fl7Ttal/r5gkKP7v+Y/Vw13SrWr98g2qXZP2/1KNN0uqivrsWG5vM/4P0KlO1oKWZ74JSuyJ82NLI+qxp+LWKjAOvWr437x6c115/Z59TyNMve2BDzmBqtLxaj0RQlYA5UHELlNiQ0fpU+PfpZ9OQdj4rDFfhmj1Rg2uQY2BHhiey7EV0O1EL2kezdtxeH10leAcaQ7du385FxANsdcp6yStCRgKN6dCTi/vSnP2HMmDExPzN48GBR8iSbcfv3I7izGnm7jiJvTw3Kxw5ExyEdo97nyS+wnLhLyorQv51iYaJkhn89uQJnXDPe1mcKvNQaqNGwhptKYzCEsq4lkeWymDATF9oJTO7EIDpBlBeJ4sE00S+e/zWK2hWgwJcv3kOvl5QpUlN9brZN+b1WE6hR7Tvt5xvqg7r/Y4omTbeKYUOH6gL0Y563jvpOF8X1wDFrXEBtEPkaMUd06FgGV8eWzhl2WpM1NjSK71Friev6M/mcWuOPMo9jHVOz9VmRX1QF1Onv1jt364qy/n0SHr9q7T5/LtX0U8ra6GLe5k5BCI0YXjrcdFzabdsR4YnsuxH5h3cB0Cdcde/ZE12Gd2v1urMZsviQSOjXrx8KC03KEzHI9fPU2NgYl9EpK5QMuUzvuusuvPHGG+jSpYuInxs2zF7PQjpJlFyR1UztDyj1X0VyhM8kzoXicMytBEr9r6LiIvE8GAhh/oNLReC5ZR9S9TNUAM6khhut4ye/Ox1DxvdAU6gp0n1AFhNm4kI7gZl95sCOKpx5ndKgvmLvUZH5qr6HXu/av4Puudk25ffK29dOoHIBYbUrRXnv9jjpolGRdan/mx5HqVtF0VdHgOl9W85bld+6bhtlOmoK67pqgsj/ZC+M8BYVwB8M6TpAmLYmS3KAvXL9WXeeUK8/s89pu25QVnMi67PER78VekHnLfLBW1SU8Pi1GNb0owLfOht7NNpt2+oPnMi+G1EQHYdXQMuKkrDuHIDmH/ImMZlNYZrOU7zhYI4XdKFQCDfddBPeffddDBkyBH/+859F7BxjgkXAMgVJz75lishIjVX/S42dspzsb50Mrxp4XV6ky9IUtcZumSzclSc1Z3q+9siySIYpxaTR+pT1XyaCrynBQH5O26OMUwqeVyc07Zhofb4SL07/0Vi889dVGDKxBzp0KUKHrsU49xal1tkrv/5YZK5qn9MY1H3SblN+r1aoqZ0gVFRxcfs/z8MFd01D3cE6FJUXioRf+jxluY6c3ify/5nXTTA+jmqWq8pBfXyS70CtrvZe1HmjFlJTewNLvon9tSjyKNeBpgME7cc9Z7yMa/9yBi64e3pyCggbIG/XrnA0Gu8TV7yFHzwyQ1i34l1f3LXompMiEh2/vC+J1PSTt230PWmzLFdOimCYtOAKtzaSOc089thjQsSRe/Xpp5+2bPVFanf16tW6ZfS5rLfQxcN/t8JPQeUjOyvFb8uLEAo1RWXEkYXukq6PR9pekUVk7Mz+qDpYJxIOSJAVPv250nlCWBjIJ/6J0sNVZVpv1J3cHwcO1eHjV1qyRrXrq61sQHuqp3W4XtTTUsZUiGBtEJ5iL+oO1Ql3ZNOWCrh6t8d8KszaXN7kp3/4NoZN7In5Dy7BZ//ZIkpV0DrrqgNo16kQjfVBSpVGvjdPWDg8BVSHDpHn+Z58UWdOFTBqLTx/TYPuvXXUe7XUh3CoSVgtdZO52j7sr58rvTnJ9Xn7VDQU5qMpBFF7LlDfKDK2tXXo6ir9KKJ6fnVB+OSSJacNBM4Zpm9Kv2Ad/GcNhXtoJ9QdaT5vjZrzRsfdqIWZzE2TgUGKO16ta6fuP8VxtetQnHLXg7xdO3UQrT6X6PoM+e1yYMPhlufkCv/J8bq+yEndXpzUVfuRX5CPOlF7seWaTdlYluwEXvxKv4y6lBzfI3nbyEIoIWXdunUYPnw4W+gymLo0n6d4NYujLXTffPMNnnnmGRF/MnPmTHzwwQdR7+nUqROmTUtOWYWcoD4I32vrWpq4lxfC8xPFVamFJgatm+v+c1+JFNQ9+XujcAZlc248Any+F5jaR/mQ9maesi69biHSurUv0GWNatdHXR4e+O8lKKIK/8VeFJw+SEyigbpGeMiaVOWH5+U1ovcp1bbTtu/ylhYIMae6kI3G6PtyH3DlcUKgRThSB0/Hli+vbC3Rvqa8rn7WrXeZlTS385IFWSiMgqKWSdVDXTKk/0ub2695jjZE15+TjSIF+UoxXiHm/ErbspoAfJ2KYvfGldG0rtJai+iHjYLyreK4kkVrrFRGn0tqJwsS0g0hJYaRHtReS2r3ldTtxUt+k0hQIW8FbVfddsrGIlvjyFo5onNyt8EwjC0cLegWL14cyawjS50Rxx13HAu6eFAbs6tN3E0afhu5l8giNOXcoTjrJ+NaXIRLv9EIOpeuzyZlmlKLLbJwGQVvkyuTHtQpoHRoOQKnD8KCxxULXJQFrFk0iVptJEa7lSB49fFRZSTUdc5/aKnoRICPd0bvXGPiRmvdZP77T+FZcxBJR5pEA91LsOC51dbFbM1aqcnYbQSfq/TtgEyHfhPbzPEit/6iNnl8DTFMWnC0oLv44ovFg4F5I3uayOOJl9H2pSRC5hODYWP2I/V6ixT1Q917FOjeDujoQ+CSMYoom/FipPgurccyw7NjIfxju4nPRRVtbX6uK7xLQrQuaFgaJaoUiIlgTQ5JiC8y7JXZssx2MVsWdEwqkC9Pu9cZwzBJx6TbNJMVkDvx5neAez4E/vaFEu8SC6kvJRqtXXUkFsiNQxYp+uvrXCTElI5lVNoA8H9nCOb/RhFlakmMdUt3Yd/WCpGRZ4TIyKvyw923g3lrpCdXiJg/4cZV0ZRGMSJSCsRE8CWFQgMhPWdkfOvQ7pOKxm0mWkZZFLOl121PtCTmzRrQM4wR1BP46uOBn40Hrp0AXDSKjxPDpAlHW+iYGHxTrfRQ3V+rPOobW9yfsVyudmKvVu4BPt3dEk/UrwNwQl+lefx/t7a8b8Mh0b7KXeSJEh+uPBe69OugyxqVa3BR2YbKPUftFd4l6G91g640imkpEDpG2yoAqtWWzKblhGoZJVHWPCa5BVpM6LgO7aQPxNeIbtsto+wIOnKVGVkEGcYMumEyuWliGKZtYUGXzXwjVWvvbZ4BbOpytbLQkSt1DRUM1rh4SdBN7gV8sA0Y0xWY0hsY3hn4ZBdq+3aI6rAwbFJP3HnK87j0/lNw3q2TlfIeVQ0obF+AbV/ug4vGs/kwinuVWrtlywvhP2OISAwgVytZ51xbKkRpFMI07o54ZClw5hDg260vjqujSzH8V44V8YLqmEKH6uCTj3EsZDGmcdvaaRmFhkbgaeM+sDo49olhGMaxsKDLVsgStFMWdKWxPxdlobOw7JCAM3IFUrzcQzP1AuG9bSi+abJhh4WNn+7BXTNfEAJv3OkDcdoPx2Lw8d2VTM8w4KdyH5sOm1rbLrnnRIRDYSx4bX20cLttCmbNHh7JfBUZoEaZp7KrOQkEJvYS8W0fXPCaaO9FHSEou3b23KlR7aMskU+BRtBps43NCsh61LIxsbD7vlwmGAKu/49+2V0nKMkAuQrd2NE16mq+NqkDSltm9jIMI2BBl60crldcrFr6lCbXQic1KdfFX8nWntpglAuUWn116NLS6osE3Q8fn4mF81bgV+e8ohdmt0zG7JsNiudeOx4zLhsjslYNEyZcwKwzh8Dzyw8Vl2x1g65rQqoEHSUrLHpmFQaO645Zt08RwpW6SXyxaJsocDzzB8fYrwcmu2k1gi4ZxWwjsIUuNkZZ0bnObz/RtZbD9ROV2DqGYdoUFnS54m4t9gBlvvgtdFaCzsxCZ0Q4rHSHuGmSEG7dBpZh9El9EagPRixMlz94ihBz2nZF2kzW8+eM0NWZE9a2DYfh9rrNEybmrcAc0SMTwB59z0kdavJAkqBkhBMuGoWF8z7Fby5/KyK0KPmDOkJEkhUScbm6bGQbJ9LFgQVdbIyylFNg3XUUUdcnx2EyTDpgQZetGLlb7fzQRpUtsRB0JR4l4F+1eMUSKftq4P3HV/jWlcdiPpXauPcjXPrrU0TiAzVTP3ZGfyF+VNQiwNQrlQQbCTnPw0uAj3ZA2Br31cDTvgCV5cdGxeapnxN17ChholuJkn1LloQ2sNA11AaEmJPFqfr8nJsmwuMtbHUMXauL2WoTNjjDNTbqsdcet1wWdHRtUkiEFm79xTBpgQVdtkLZm/G6WwnqmNCznWKpo4nKYJJXWxvVTuyN4m8PRtPWChT83+YYFrrmz07siQUPLcXi+etEv1WyyD135/ui1Ze/NhhpJUbWOhJ4VYfq0KFzMTau2IMATRy3TY0kGFC7r3AeUNylWFi/SMSpn1NdnPQ56hhBRYYjiQlrD8L39iZ9DF2SxQy179J2v9BCy6knqi2q/MAOSZzLrvRE0BR4jhyX+kZwvmIMij3RiS6BUO4eN2opJ1vx2UDHMGmBBV3OJETYyHAlyouAn59g+jKJKgr0p96oc+6cJsRTTakPeddOROhwrfHERoHkZMnoWiwmQioqfOOzZ+ncqw9d8JooMjxkQg/88l8X4n8vrRUN78kte/RIPYZO6CHaeJELlUQfve++d7+HNx5fjiETeuJ795yIEy8aKdapujjV97z26LLI54y6S0RZF8k93UpilhOp9Efae8VNayfMbiUIXDcxUuA5ZY3bs5DA0HJxQ8LHzcIaxxY6hkkL/MudjVQZuBXtZLjGQO1KsPiVFuuaNj7MUBB8fRD410bFqjGyM2qrGkSHCNm9Sq7RVf/dhmv/coYQc6o4e/SSN4T427xyr859SWLy9UeXi2Vk0Xt06eV44zefmL4nZncJrdssCc3LY5YTaU3trkQ+S0WOmy17ZJkz7Lohd5dgdNjuypFLGN1ccAwdw6SFHA7+yGJk6xwJLLK82cHtEhNXMBBCTUW9+Evuy2BDoxBiZOnSJi+ogkWd2OY/sER8PkLPdghcNQ4L3tyIq0f9Cb4SL3oM6SjWKYudVx9ail5DO6H7wLLI+lXxp3VfUoycdhmJwXxvPhY+af6emN0lkhwHpZYTMUItJ5IwgzvF/xkqJUOUeBUr6ZM2ukswOmx35cgl2ELHMBkDC7pcKShs0w0SKPKIchtU3PeNxz/BJV0fF487TnkeVQfrDAWW1cTmz8/D/GZr0L4tFcIKN/GMISK+TW7LVX80gMr9tcLNqq5frVWnFX/yMuV5jeV7zLpLiMD2FMTQqeVELvrFCZH9pL/0nJJAbFtykmXtUPevfUHsHrcUt8cYHhs+bjauT46hY5i0wC7XXEiIsOluVV1KA4/rHpWhuWfjEZSU+Uyta4btplSrhsYa9Ozc94W7du8WpX+rdhuUlUqWNRJ16vppmSr+zJbZeY9pL1e1flYKMhVNy4m0toBvvO3DCFVkh5oiPW4tu0swhseGj5uE0Y0iu1wZJi2whS4bSTAhgsTXBy+uMbTAqTFuZtY1M0EgWzV2rT+E+85+Bf6aAObcqbdghRqbsH9bBcq6taxf3S6JP3ks6jI77zHr5Wq75EqCkCWOSoiQwKW/ccdYJcva0blIxDEGb5uKhrrG1LmDs5iUutGdCrtcGSZjYAtdtkECRba82CxZQsKLWlSZWeBU69q+rdHWtah2U80lTLRWDW05EtpGOBzGuTdPEsJOTaxo2nRElIE489rxeLk5+FzdLkFCk977yq8/FhmsrjyXcPMq77lMCCCKpTN6j2kvVyLLa4kFTh+EBY8sE9mZ5I6mY0XHXz1WnOUam6R25chm2OXKMGmBf4GyDQryf3CGEkdHrtdd1UDXElsfpcmJ+o2auSrJunbPGS/j1+9/X4iwKKFkMLGpVo3Fr3xtmhl73m2TUOgKwUMWjnc2i56ic26fApdLWb+6XcqApfptqvuyqTEkuTQLcN4tk3HBXQbvoe4Sh+rMe7lmcVFd4Up/ZFkkO5OO/e0n/F3U/nt+zw0idpGybhPqLpFjJK0rRzbDZUsYJi3wr1A2QoH+I7sojzigienk742OuCqNLHDjTh8k/npfX4dZs4dhztwpqDviR1FHH0K1waiJTbVqTD1/mHFbL1HyIYxzrxsPlBQAwzsDH26H97kvMev8YYoQO9oQmThV96UyiBY3qdwhIeo9H21H6Uc7zXu5ZmqGolE80u6jwLDmZA4byHGMBInk+899RbRg+8O6q+HxuO13l8hxEu7KkStwDB3DpIXsNUswcSPE19wpOLizWvQbvfCu6dEZmndMVSa09j6gQYkZclG7MPoRp1pnBpDI6zm03CIzdgU8JObImjS8HMF7TkLlGUPhHtQRoT3VicefaaGxUi9XIzE3vodS2sUpHNU0Qm9ldiZlHlORY4ZJGuxyZZi04KBZjGkLvHVBzPzBMcKqQ/1GhYuz0h/lkguc3C+uivmxSj7UH20QyZsL/valsCa1rHM8Zt8xrfUurdfXW9doc5KbKE4LCGdnMimDCwszTMbAFjpGTygcycwsKStUXJxd9BYyisma31wxP2ZhYUlUGEHLPQX5mP/AxwbrXGy6zqSRydmJRhNmnOKTszOZlKG6myl2t0c75a9arJthmDaFBR3TJhXzrUQFuXnzvWmswh+UmotnOq4kFjlWXegMkwhet1IOh8IkLjtW/PU3Ouz7xDBZArtcs4ktR4CjAaXuXMfClAUn26mYH0lKsFHy4Yxrxye0zrjoUgwcqHWghS45hVs5O5NJBdRZhtr62Q29YBgmdfA3Lpv4aAewYo/yf7EHoIzUUwckfTOJxmQZiYqAP4jtO7di4IDBqa3C360kWtCRa4gygjM5fs6onEpRYp0mODuTSSZqZxm1HI4+cx3iu87WX4ZpO9jlmq0tv2qDKSvF0ZqYLLlzgiu/CbW1tQg2BFNbhV8r2rqV6N1EZwxNbYxea6BzSFnEWtjywTg09IJhmNTBFrpsoaER2K8plBtHy69MqJjvyg+ntgq/qom6lSBw3UQseHy5c9xETVLv1ky2KDI5Q8rDJBiGiYsMnL2YhKCOEGFp0u+ZGkGXipgsakPlLUxhFf5mEeT/7mAh5hzlJgpr3MPVDVzni8kIuBwOw2QW7HLNJnertnQAxYyluIJ9qxvPt9E6I4KuazHcIzpHdU3IaDdRUzg6i7AwsRg6hkkmXA6HYTILttClAIrHImGguvPohy/VVh9/r/Zw33MSag/Vo7i8EKFd1WhlGkFW4Z/WB+7e7VFb1eAoN1EgEOIsQiYjSUXoBcMwicPfuCQT8DeKzC8KFtb9wN0+BV5qBh8I2c9uHNjR+LVDdcqD8LoR6FaCBc+tTk2HhWw5J89/hQ/+sQa/+/Kq1GbTJhHOImQyHS6HwzCZA8/2qZiA7zWIzwqHMeusIfA984W9lXUuAu452fi1lXuAtzYo27xyLBY8+6VBTBg9d2VmTFgaRdGq/27DmdeMx8u/ajlecjZtpjRbj5VFSLGGDJNuuBwOw2QGHEPXVhPwkyvgHtk5uW1xSrzOiwlL8zl5du77OPO68bjwrukZ3zXBThYhwzAMwxBsoWvLCfhwPUopU7EmSTXP2heImLmkxoRRQeIsPie71h/C7Sc8h8seOAV/33U9/LXBSJxjprmnOYuQYRiGsQtb6JJIrAb0RZ0KlRoUpQWxH1aWvAK38h6ERQKE5TbjjQnLIAtVqs4Jibr7z30F1xzzZxSX+ZKbTZtEOIuQYRiGsUtmmSQcjjoBqzXNouKzmsLw3HVi6zd0cn/lQdusDVhvM4NiwjLtnJz8vdEIBULwZKhbmrMIGYZhGLuwoHP4BMyTfnYfH84iZBiGYeyQ2bOZA0nHBMyTfnYfH84iZBiGYWLhjBnNYaRjAuZJn48PwzAMk7twUgTDMAzDMIzDYUHHMAzDMAzjcFjQMQzDMAzDOBwWdAzDMAzDMA6HBR3DMAzDMIzDYUHHMAzDMAzjcFjQMQzDMAzDOBwWdAzDMAzDMA4npwoLh8PhqGWNjY1pGQujP/70NxgM8mHJUPg8OQM+T86Az5MzaEzz/GSkT4x0jIorbPVqllFfX4+vv/463cNgGIZhGIaJmxEjRqCwsNDwNXa5MgzDMAzDOBwWdAzDMAzDMA6HBR3DMAzDMIzDyakYuqamJjQ0NOiWud1uuFyutI2JYRiGYRhGhuRZKBTSLSsoKEBenrEtLqcEHcMwDMMwTDbCLleGYRiGYRiHw4KOYRiGYRjG4bCgY9qML7/8UtTQWbp0adRre/bswW233YZp06bhmGOOwZw5c/Dee+/x2WlDNmzYgOuuuw6TJk3CqFGjcPLJJ+NXv/oVqqurde/btGkTfvrTn2Ly5MkYO3YsLrvsMnz22Wd8rtqInTt34qabbsL06dNx7LHHYvbs2Vi4cGHU+/g8ZQYUA3XxxRdj6NChUYVi+Xcv/dxxxx3i3Bg9XnvtNUd9nziGjmkTtm/fjksuuQQHDx7E3/72N0yZMiXyGi274IILUFlZie9///vo2rUrXn31VaxduxaPPvoozjzzTD5LKWbr1q2YNWsW8vPzxeTTvXt3rFq1Cm+++SYGDhyIf/7znyguLsaWLVtw4YUXisBceh8te/HFF8XE9Mwzz2DChAl8rlLI7t27xXkikUDflU6dOuHtt9/GypUrceONN+InP/mJeB+fp8zhqaeewrx588T/9JtG3zGCf/cyg3PPPRdHjx7FtddeG/Xacccdh969ezvn+0RJEQyTSt59993w+PHjw0OGDBGPJUuW6F7/xS9+IZavXLkysqy+vj58xhlnhCdOnBiura3lE5RirrjiivDIkSPDmzdv1i3/+9//Ls7NH//4R/H8yiuvDI8ePTq8c+fOyHsOHz4cnjJlSvg73/kOn6cUc9NNN4WHDh0aXrVqVWRZY2Nj+JxzzhHnpbKyks9TBvHll1+GR4wYER41apT4HgWDwchr/LuXfoLBoDg39L2ywim/e+xyZVLKVVddhWuuuQadO3fGGWecEfU6WRreeust4WYdN25cZLnP5xMWiIqKCnz44Yd8llIIlfJZsWIFjj/+eGGN03LOOeeIv59++ikOHTqExYsX49RTTxV3rSodO3bE+eefj82bNwu3OpM6qFwBucLp+6ItvURucjqPZEng85QZ1NbW4pZbbom4xrXw715msG3bNgQCAQwZMsT0PU76PrGgY1LuyqN4n9dffx39+vWLep3iEurq6nQTlMqYMWPE30z5smQrHo9HuO3uuecewx8zVTSo54HPVfp45JFH8Ic//CFqOfWoJrHXo0cPPk8Zwv333y9ceRSHKsO/e5nB+vXrxd/BgwdH+r3Ldd+c9LunOPMZJkWQUPB6vaav79+/X/ylmC2Zbt26ib+7du3i85NCSAho7zy1/OUvfxF/J06ciH379vG5yiBILFBs6gsvvIDly5eLGFX6zqjJRPydSh/vvvsuFixYIOLnysvLo17n373MEnT/+9//cN9994mYOLrBPeGEEzB37lz06dPHUb97LOiYlGIl5tRJiSgqKop6rbCwMHLXxLQ9lOFFD/oho6QVCgI2O1fkIif4XLUdt956Kz744IOI9eBnP/uZ+L+mpobPUxohsXb33XcLd9yMGTMM38O/e5mT2U9QAhhlsHbo0AGff/45nn/+efF3/vz5jvo+saBj0opVoxL1NW7N1vZQlvEvfvEL8SNGGXolJSWW50qFz1XbQeVKSDR89dVXePbZZ3H22WcL0c3nKX3Qsb/99tvRrl073HnnnZbvi/Uaf5dSzxlnnCHcppQdrhofZs6cKcqSUNbrY489hmHDhsVcT6acKxZ0TFqh9G/C7/dHvabe9bRv377Nx5XLkIAjVxGJuD/96U+ROBE+V5kFBWkTZAUaPXq0sNA9+eSTkfPF36m2h0oykfubvj+UpKL2Dg8Gg+IvlWYilx5/lzKDc5qTvmROO+004Zn4+OOPI8l6Tvg+saBj0kqvXr3EXzVOwSjORI1TYFILTTp33XUX3njjDXTp0kXEz2nvTq3OlVWcCdM24o4E+Jo1a/Cd73xHd0608HlKLeQCJwsbue+MmDp1Knr27Ik//vGPpueIf/cyg06dOuHAgQOO+t1jQceklQEDBgj3xOrVq6NeUzOHqLgjk1oos4uykSmYm1L4//znP0f9SJEViBIojM6VuoxcFUxqoIzj733ve6KLB7mCZDFO1iCKO+XzlD7I3Sp3ViEefPBBEa/19NNPi3PEv3uZ8X264oor0L9//0jhZ+33aceOHSJZzEnfJy5bwqQVqppOFgUKQKWHCpm3KXuPMsQo44hJLU888YQQc+SuozgsoztOOhfU4YPe980330SWHzlyRGT0kTWPWrsxqYGOP8XqLFq0SNS+0kLV6mkSIvcrn6f0QWKbviPyo7S0VLxO9QLJhce/e5lhgQsEAnj//fexbt063WsUakKJK9SVxUnfJ279xbQZFN/zu9/9zrD1F7VfoXgEumOigo0UlE+1tR5//PGIC4lJDfQjdfrpp0esdNR6zejHj/rsbty4UWS8UgzQ5ZdfLgKJ1RY4dF6pODGTOj755BP88Ic/FO5VstaVlZWJZe+8846wZFNyBLUn4vOUWVCRdCrOLbf+4t+99LJs2TL86Ec/ElZTaulFoSYUA0nijUo1/fWvfxW/cU75PrGgY9Iu6FRRQW6kpUuXCksDNUa++uqrceKJJ/IZSjH/+Mc/DIsKayGx8NJLL4n/6W6WhDY1piZXBFklbrjhhqhq+ExqIFFA3yPq7kGWbHILUb9jEnraMkF8njJb0BH8u5d+vvrqK5HEQr9nZFSg79NZZ52FK6+80nHfJxZ0DMMwDMMwDodj6BiGYRiGYRwOCzqGYRiGYRiHw4KOYRiGYRjG4bCgYxiGYRiGcTgs6BiGYRiGYRwOCzqGYRiGYRiHw4KOYRiGYRjG4bCgYxjGUTQ1NWXkuhiGYdIJCzqGYRwDVdufPXt2q9dTU1ODRx99VHQtSUYHFOps8vOf/7xV66EWXrSemTNntvoztIwe+/bt03UroGVvvvlmq8bJMExmwoKOYRhHsHfvXiFK5EbaifDrX/8af/nLX9DQ0JCUsTEMw6SblqZyDMMwGUwoFEraurLF1TpmzBi8/fbbup6TDMPkJizoGIZhHEphYSEGDhyY7mEwDJMBsMuVYZiMZ+7cuTj11FMjljo1RkylsrISv/nNb3DGGWcIq9XYsWNx3nnn4emnn4bf74+8b9euXeJzr7/+unj+29/+VjynODiVxsZGLFiwAFdeeSWmTJmCUaNG4bjjjsM555yD3/3ud6irq0v5/u7Zswc333wzJk6ciGOOOUbsy4svvijG1tq4O4ZhshO20DEMk/GQQDt69Cj++9//wuVyCeGmsmXLFlx++eU4cOAAysrKMH36dASDQaxYsQIPP/wwFi5ciGeeeQYdO3ZEUVERzjzzTKxatQrffPMNhg0bhsGDB0fEIYnFH//4x/j444/h8/kwbtw4lJSUiPi91atXi/i9ZcuW4YUXXhDjSAXV1dWYM2eOSNyYNGmSEHEk3O69914sXrwYTz31FNxud0q2zTCMc2FBxzBMxnPBBRdg6tSpQtDl5eWJDFWChNvVV18txNzZZ5+Ne+65R7ghiSNHjuD6668XmbG33HJLRNTRZ8niR4LuW9/6Fn76059GtkOWORJzPXv2xD//+U907tw58trKlStx2WWXib9fffWVsASmArI2DhgwAK+++iq6desmlm3dulWI1g8++ECISRoHwzCMFna5MgzjWN555x3s2LEDffv2xf333x8RcwSJN3KpklVuyZIlwsJmhxkzZuCmm27SiTni+OOPj1jySAymEhKmqpgjSOCpZVGef/75lG6bYRhnwoKOYRjHsnz5cvH39NNPh8fjiXqdRN2JJ54o/idXaSzI1UkuTa1Ll6yA5Nal+m1kPSMCgQBSBVkHJ0yYELX85JNPFvtIYpJi7BiGYbSwy5VhGMeyf/9+8bd3796m71FfU98bi6qqKuHuJNfrtm3bxOfUMidq3Fw4HEaq6NWrl+FyKk3SqVMnUSyYxtSjR4+UjYFhGOfBgo5hGMdiR1ipYqygoCDmeylZ4kc/+pFITCguLhYZrqeccgoGDRokMl0feOCBiFUwVVAyRqz9NbJGMgyT27CgYxjGsXTt2jVmTNvOnTvFX7JuxYKSJUjMUSYsxeTJIpBeSzVmlkQqv3L48GHxP1vnGIaR4Rg6hmEcgVGZECrrQfznP/+JqtFGVFRUCNcpMXnyZMt1HTp0SLhYCSpdIos5ElobN25MeaeJTZs26Xqwqqj7SIkZFBvIMAyjhQUdwzCOQHVFUq04qtFGUNkRipGjTNe7775b15uVEhiobAkVAqYkg5EjR0ZeU8Wa1uJG9ebUFlqLFi3SbZsKEv/sZz+LiMZU9oCl/aOiwtqxUf27hx56SPx/1VVXpWzbDMM4F3a5MgzjCMgq1aFDByHULrroIvTr1w8PPvig6N7wwx/+EK+99ho+/PBDEetGoojqz9XW1oriwY899phuXVQGhHjppZeEu5YyYSnD9ZJLLhH16qjcybvvvos+ffoIyx3F1hG0ze3bt4sad6mC4vXIEkjlU8aPHy8EKe0LiclLL71Ul4HLMAyjwhY6hmEcAblJH3/8cQwZMkS4RknkqN0e3nrrLZHMQIKPuilQ8V8SRlS7bf78+ejSpUtUoeJZs2YJS91HH30k3k/ceuut+PWvf43Ro0dj9+7deP/990WXiG9/+9t45ZVXRH06ggr8pjLLlYoaU5cKSsD44osvRBFjEplqLTqGYRgZVziV+fcMwzAMwzBMymELHcMwDMMwjMPhGDqGYZgkQbF15LKNl9NOO008GIZhEoUFHcMwTJKgBIaFCxfG/TnqRcuCjmGY1sAxdAzDMAzDMA6HY+gYhmEYhmEcDgs6hmEYhmEYh8OCjmEYhmEYxuGwoGMYhmEYhnE4LOgYhmEYhmEcDgs6hmEYhmEYh8OCjmEYhmEYxuGwoGMYhmEYhnE4LOgYhmEYhmHgbP4/iNhDyVJqNJsAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph = sns.lineplot(data=tips,\n", + " x='total_bill',\n", + " y='tip',\n", + " color = 'hotpink',\n", + " linestyle = '--',\n", + " linewidth = 3,\n", + " marker = 'o',\n", + " markerfacecolor = 'indigo')" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "0f01e607", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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/f3+72R+GYRiGcSphd/DgQdx+++1YsGABBgwYYLPt4sWL+Pjjj7F9+3bk5+cjNjYW06ZNw/Dhw+vNoDA9PR0BAQEIDAys0kOGqZ2w02q1QtzZg5Aym83imCclJYnjzabJDMMwjCPgMKnY+Ph4zJgxQwiA8pDguuuuu7Bu3TrcfPPNePbZZ4VT80MPPYSVK1fWy/NnZWUhJCQEbm5uLOqaASTc6VjTMadjzzAMwzCOgENE7P755x+8+OKLyM3NrXD7559/LiIrP/30E3r27CnW3XTTTZg4cSLefPNNEbWjk3RdMJlMduM4zTQedMzp2DMMwzBMWfRGIM8E+CoBhYwyPUBmCeAuB1ybMPFk9xG7qVOn4uGHHxbpsLFjx162nSJ4f/zxB7p27WoVdQSl9O6++25kZ2dj06ZNjbzXDMMwDMM4s6jblge03QUcKACMJuBYEdBhN7A+Gyi+PLnYaNi9sDt79iyefPJJrFixApGRkZdtp8G8RUVFQtiVp0uXLtbaPIZhGIZhmPog1wg8cBLILgGGHAC+TwUG7QfSDcDkU0BhEwo7u0/F/vXXX1CpVJVuT01NFddUC1We4OBgcZ2YmHjF56FCecug34qgyGBF9X1M/TUrWK7t7XWm/aEfD4z0OSl7zdgnfJwcAz5OjnucPGQyrOmsxrBDciTpgPtPSusDXID1XUxwN+pQVCSd1+oK9Qw4lbCrStQR1AFLVFRDZ+lkrM5JiCJ/VUGpXeraZBoWe7SSKSwsxPHjx5t6N+yumYmxf/g4OQZ8nBzzOHl6emFudBRuOF4qpd6LLIE69QKO5WSjqbB7YVfdSE9V26pjTdKmTRsolZW/HOSvRuKOsWXZsmV4+eWXRZPKjTfeWOuXh44ViTryjrM3Kxl3d3dERUU19W7YBfQjib7cqCyCLWDsFz5OjgEfJ0c+TjLEGdW496BtRdsjZ5XY2DUS7UNDIKtCn9Q0Ynel4JNTCTs66RIVRdMskTovL68rPg4drKq6XslbzR781ewNuVxuva7L62NJv5Kos7fXmfanrl3VzgZ9Xvg1sX/4ODkGfJwc7zhl6IExB6UaO0q//tBeqrmjtOy1h+U40cdVrK8PqioTc8jmiSsRFhYmrlNSUiqtv7PU2jEMwzAMw9QVXxfg145AKw2wuRswyg/Y1BWI1gArOgJeTRifcPiIXXR0NDw9PXHo0KHLtlm6YXv06NEEe8YwDMMwjDOikAHdPYG9PYCAS60AMW7Azh6AtxJQNWHYzOEjdlQXN3r0aOzbt09cLFBq9ocffhAjwAYNGtSk++gs7Nq1C/fcc48Qyv369cOsWbMu6xalWrmlS5fijjvuQK9evdCxY0cMHDhQWNacP3/eepsRI0agd+/e0Ov1lz3P9OnT0a1bNxQUFDTa38YwDMMwNRV3FlFnIVDVtKLOKSJ2xCOPPIINGzZgypQpuO++++Dn5yeK+qnY8MMPPxQF+UzdoNeXjKJbtGghZvBSTR29xjTOrSzURLFo0SKMHDlSiDkScf/995+wrdm/fz/Wrl0rahmp0eLTTz/Fxo0bMWrUKOv9MzMz8e+//wozag8PDz5sDMMwDNPchB1NpVi8eDE++OADfP/996LQMDY2Fl999RUGDx7c1Lvn8JA4o+icj48Pli9fLoQzcdttt4nZvGQHQtCUDzoOQ4cOFWPeLNx5552iOWLNmjU4ceIEOnfuLEa+0W1+++03G2G3atUq0QFE2xmGYRiGcWJhR5E5ulREeHg4Pv7440bfp+YAebjRLF5Kw1pEHUG1jbfeeiveffddsezr64u9e/deZjCcl5dnbRG3pFfJUHrAgAEiOkeC0NK5TEKPGmL69OnTiH8hwzAMwzgHDiXsmKbhwoUL4rqikW4xMTE2y5T2prTt+vXrhe8PCULqTrZ405X1HZwwYQK2bt2KP//8E7fffjtOnTqFkydPCvFub152DMMwDOMIOHzzBNO0UyFMJpP1/9QIMWnSJMyYMUPUN7Zt21bUPf7000+YOnXqZfcdPny4SO/+/vvvYnnlypVC0NXF6JhhGIZhmjMcsWOuiCVSd/bs2cu2WTpdidWrV2P37t144IEH8Mwzz9jcbsWKFRWOixs3bpxotqDIHkX5+vbti5YtW/JRYRiGYZhawBE75oq0a9dOjNSiiFpiYqLNZI8ff/zRuky1cgRF6sqLv7///rvCYcaUjiWokYJMpjlaxzAMwzC1hyN2TLWgrtj7778fEydOxF133SVGuZHdiaUjlrj66qtFZ/Ls2bNFBC4oKEikZKmT1iLo8vPzLxON5HVH6ViyNyGbFIZhGIZhagdH7JhqQWbDZGVCViXffPONiLB16tQJL7/8svU2rVu3xrx580R0b+HChULgbd++XQjBJUuWiNtQF2x5LFG7a665BhqNho8IwzAMw9QSjtgx1YYiayTcykOdrBb69+8vLhVR9nZlsXTAjh8/no8GwzAMw9QBjtgxTQp10lLXbIcOHUQEkGEYhmGY2sMRO6ZJoLm+1HhB3nV0mTNnDh8JhmEYhqkjLOyYJoGaL7Zt2ybSsM8//7wYQ6bVavloMAzDMEwdYGHHNAk0y3fnzp3W5fJjyBiGYRiGqTlcY8cwDMMwDOMksLBjGIZhGIZxEljYMQzDMAzDOAks7BiGYRiGYZwEFnYMwzAMwzBOAgs7hmEYhmEYJ4GFHcMwDMMwjJPAwo5hGIZhGMZJYGHHMAzDMAzjJPDkCaZKPvvsM3z++efVepVuvPFGJCUlYffu3Th69CiUSn57MQzDMExjwmdepkpGjhyJiIgIm3Vvv/02srOz8e6779qsp9t9+OGH/IoyDMMwTBPBws6OKM4uRmFqIbS5Wmh8NHAPcoerr2uT7lO7du3EpSyffPKJEHY33HBDk+0XwzAMwzCXw8LOTshNyMUfk//A2bVnretaX9Ma4xaMg3e4d5PuG8MwDMMwjgE3T9hJpK68qCPi1sZh5eSVYrujcfr0aUyfPh09evRA9+7dcd999+HIkSM2txk2bBgGDRp02X1/+eUXxMbG4tdff7Wuo+WZM2fijTfeQLdu3dCnTx+sXbu2Uf4WhmEYhnEUWNjZAZR+LS/qyoo72u5o3HHHHfD09MRzzz2H2267DXv27MGkSZOQnp5e68dctWoVduzYgWeeeQY333wzevfuXa/7zDAMwzCODqdi7QCqqavLdntk8uTJmDFjhnXZ1dUVc+bMwaZNmzBx4sRaPWZRURG++uorhIeH1+OeMgzDMM6E1ggUmgB/F2nZbAYyS4CAS8vODkfs7ACNt6ZO2+2R8ePH2yx37dpVXKelpdX6McPCwljUMQzDMFWKun9zgdkXgAy9JOoOFwIzTgHJuubxwnHEzg5wb+EuGiUo7VoeWk/bHY3AwECbZY1GEqd6vb7WjxkQEFDn/WIYhmGcl/M6YPRhoMQsXe4PBgYfAHJKABcZ8GkbwM/JI3ccsbMDyNKEul9JxJXF0hXb1JYntUEur/1bq6SkpN4fk2EYhnF+/JXA42HS/z9OBLrslURdkAswM9L5RR3BETs7gSxNbl5yc6mPnbdGROocUdRVF4VCIermypORkdEk+8MwDMM4NgEq4IUI4Ewx8FuZU8m27kCMG5oFLOzsCBJxzizkyhMUFISEhAQkJiYiJCRErNPpdFizZk1T7xrDMAzjgJjNQIIO2JRju/7zJOClVpLwc3ZY2DFN2mCxd+9ePPDAA7j99ttF/d3KlSthpk8mwzAMw9SQU8WlNXWUfh3iAyxNBz5JAtRy4NkI50/HsrBjmgyyPaFU7OLFi/H+++/D399fjCkbPHiw8MFjGIZhmJrgpQD6ewH/5QNbukviLkINfH4RuCFA2u7ssLBjasyGDRsq3bZo0aIK1/ft2xcnT568bD2ZFtPFaDRCq9WK7lmqvSt/24ruyzAMwzBlCVEDX8cCxSYg+lJlE0XpprcEWqkBZTPowWNhxzAMwzCMU4m7slBdXXMyy2oG2pVhGIZhGKZ5wMKOYRiGYRjGSWBhxzAMwzAM4ySwsGMYhmEYhnESWNgxDMMwDMM4CSzsGIZhGIZhnAQWdgzDMAzDME4CCzuGYRiGYRgngYUdwzAMwzCMk8DCjmEYhmEYxklgYccwDMMwDOMk8KxYplr8+uuveP755694uz179sDLy6vCbbt27cI999yD6dOn44knnuBXnmEYhmHqGRZ2TI0YOXKkuFSGq6trpdtat26Nd999F7GxsfyqMwzDMEwDwMKOqREkym644YZavWoBAQG1vi/DMAzDMFeGhZ09UagH8vVAsQFwdQE8VYC7qqn3imEYhmEYB4GFnb2QXQz8cAg4nlG6rn0AcFcXwLfy9KY9cvfddyM9PR1TpkzBBx98gMLCQtx5550YPHgw19gxDMMwTAPCws5eInXlRR1By7T+/u52E7krLi5GVlZWhdv8/Pys/09OThb1dA888IBY7tatG8xmc6PtJ8MwDMM0R1jY2QOUfi0v6izQetpuJ8Lu66+/FpeKOHnypPX/Wq0WM2fOxIQJE2y6YhmGYRiGaThY2NkDVFNXl+2NCDU/jB8/vlq3HTBgQIPvD8MwDMMwpbCwsweoUaIu2xuR8PDwags26oJlGIZhGKbx4MkT9gB1v1KjREXQetrugMjl/PZiGIZhmMaEz7z2ANXPUfdreXFn6Yq1k/o6hmEYhmHsG07F2gtkaULdr+xjxzAMwzBMLWFhZ09QZI6jcwzDMAzD1BJOxTIMwzAMwzgJHLFjqsVNN90kLtVh0aJFFa7v27evjdcdwzAMwzD1C0fsGIZhGIZhnAQWdgzDMAzDME6CUwm7c+fO4bHHHhMpv06dOuG6667Dt99+C5PJ1NS7xjAMwzAM0+A4TY1dYmIibrvtNhQVFeGuu+4SExL++ecfvP322zh79ixef/31pt5FhmEYhmGYBsVphN3ChQuRk5OD9957D9dff71Yd/vtt+Oee+7Bzz//jEmTJqF169ZNvZsMwzAMwzANhtOkYs+fPy+uhw4dal0nk8kwfPhw8f8TJ0402b4xDMMwDMM0Bk4j7KKjo8X16dOnbdbHx8eL6xYtWjTJfjEMwzAMwzQWTpOKnTp1KrZt24YXXngBr7zyiqix27RpE3755RcMGDAAPXv2rPL+xcXFMBgMlW43Go3iwjQMZrPZem1vrzPtD9VuMtLnpOw1Y5/wcXIM+Dg5BsVN/L1XUlJSo9vLzJYzqhPw999/C2FXUFBgXdejRw8sWLAA7u7u1nUk4A4dOlSjx9ZoNIiMjKzX/WUcA4r6arXapt4NhmEYhhF06dIFLi4ucOqI3bx58/DBBx8gLCwMTz75pEi9knj77rvvRLfs119/jaCgoErv36ZNGyiVlb8caWlpQtwxDQP9vtDpdFCr1aI20p6gHwVRUVFNvRt2Af1iJaFLP3JcXV2beneYSuDj5BjwcXIMipv4e48iduXLzKrCKYQdRejmzJmDgIAAkXr18/MT60eMGIF+/frh/vvvx+zZs/Hhhx9W+hh0sCpTv4RCoRAXpmGwpF9J1Nnb60z74+bm1tS7YVfQ54VfE/uHj5NjwMfJMXBtou+9qsrEnLZ5goyJKVVGHbAWUWeB6usiIiKwdevWJts/hmEYhmGYxsAphB2l74jKJkxQNIinTzAMwzAM4+w4hbCLiYlBy5YtRfNEUlKSzbb169eLqRQDBw5ssv1zFkgcU6r77rvvto5to9f1oYcewsaNG+v02Hl5ecjOzq63fWUYhmGY5ohTCDu5XI4333xTpGMnTJiAjz/+WEybePnll/Hoo4+KpolnnnmmqXfT4UXdww8/jJkzZ4oaA7KXIVsZakyhos7p06dj1qxZtXrszZs349prr0VcXFy97zfDMAzDNCeconmC6N+/v4gmzZ07F0uWLEF+fj4CAwOF0CNBQv9nag9FQyn6SUJ5xowZNttI5FEUb9GiRRg9erSwmKkJ+/btE+PgGIZhGIapG04j7Ih27drh008/haOSbQBS9UCuEfBRAkEugG/ljbqNyt69ey8b2WZBpVKJzmMSfXv27KmxsGMYhmEYpn5wKmHnyCRogckngbVlysyu8QUWxALhdmCf5+HhIa4XL14sUrDlPf9GjhyJo0eP2qzfsWMHvv/+exw8eBC5ubkihduhQwdMmzZNdCsTFOnbvXu3NfIXGhpa53o9hmEYhmmuOEWNnaNDkbryoo6gZVpP25uam266SQizpUuXYsiQIaJ+8Y8//rA2q1CdY1lRR6nb++67D6mpqUKwvfrqq7jxxhuFafSUKVOsZotUm0c2NQRF/Z577rkm+gsZhmEYxvHhiJ0dQOnX8qLOAq2n7U2dkm3VqhUWLlyI559/XvgGUnMKXSzbxowZgwceeMAa2fvyyy+FYfQPP/xgY+hIt3399dexZcsWMe3jqquuEhE7qt8jM2nuXmYYhmGY2sPCzg6gmrq6bG8sunfvjr/++gv//fefEGZUT3fkyBGcP39eNK38/vvvQshROpUaWcjCpKyo0+v1IrJHlJ3nyzAM44yk6wF3BeB2aZhOig5QyQE/O6mdZpwTFnZ2gLeibtsbExJmvXv3FheisLBQ2JWQsKP06ltvvYXPP/9cpGUvXrwo1pONCaVsyU/QYhTNhtEMwzgzccXA8IPAh62Ba/2A7BJgwhFgbADwYCiLO6bhYGFnB7RQSY0SFaVjaT1tb0qKiorw1VdfoUWLFrjjjjtstrm7uwuLE0qhUq0cNUwQH3zwAebNm4ewsDD06tVL2NHExsaKYcZkaMwwDOOsUF30C2eB81pgwlHgy7bAN8nAznxgVz4wIZCFHdNwsLCzA6h+jrpfK+uKber6Oo1Gg2+//Raenp6YOHEiXFwu3yEvLy+Rgs3MzBSRuvnz5wvbk++++07YoVighguGYRhnhr6zP4wBknTAtjxg2ilpvQzArx2BcGkKJsM0CNwVayeQpcmSDsDx3sDOHtI1LduD1QmlX2+++Wakp6fjnXfeEVG38lC93alTp8QECbI2MZvNiIqKshF1xcXFwsTYMr/XgkIh5Zo5PcswjLPQUg380tF23e1BwHDf0po7hmkIOGJnZ7/ymjo6VxlPPfWUEG4kzP79918h4CjNSg0RNDlizZo1aN++PR5//HGo1WrR/frbb7+J5glKwaalpWHFihVCHBLUWGHB399fXC9btkxMoCBbFIZhGEeGonVUU1eWxWnAzYFSzR2LO6ahYGHHVAsSaGQ2TGJt9erVWL58uRBhlKZt3bo1nn76aVF/Z4nQLViwAO+//77ooqUOWZrXS7V2NI7szjvvxLZt20RUTyaT4frrr8eGDRuEYCTrk1GjRtl00zIMwzhajd2TZ6SaOkq/zo+VauwoLUs1d8f6AO34K45pIFjYMTVKyZJRMV2uRERERKXj3cgqpSxUu0eNFlqtVghFS2qWYRjGEaHMy1vRwJ58qSv2Gj8pSnfrUWCMP9DCTjMzjHPAwo5hGIZh6pnWrsCuHqU+dnRZ1glQy+y35IZxDljYMQzDMEwDEFjOqiq4ia2rmOYBd8UyDMMwDMM4CSzsGIZhGIZhnIR6ScWSKe3OnTvF2Cj6P/mc+fj4iG5J6oSkjkiGYRiGYRjGToUd+ZeR9cXPP/+M48ePC+sKwnJNNhYWunbtKqwwxo0bZ7OeYRiGYRiGaWJhR2a07733nhgdRULOz89PmNOGh4cL6wqaKpCVlYXU1FQcPHgQBw4cENc0ZooMbGmmKMMwDMMwDNOEwi4/Px8vvvgi1q5di8DAQDHMncxk27ZtW+l9SOQdPnwYq1atEhG+hx9+WAyNf+211+Dh4VEffwPDMAzDMAxTU2E3fvx4Me/z1VdfxYQJE6BUXvnuZDbbrVs3cXnyySexdOlSfPHFF8LklgQiwzAMwzAM0wRdsQMHDsTff/+N2267rVqirjw0Juree+8VI6n69OlT4/szDMMwDMMwlVMjdUbp0/qAavJmzZpVL4/FMAzDMAzDSLCPHcMwDMMwTHPuiqVO2MpsS06fPo3du3fDYDAgKioKV111Va3StgzDMAzDMEzNqJHiIguT999/XzQ9bNu2DWq12rqNhBx1zK5cudLmPqGhofjggw9E8wTj2JhMJixfvhx//PEHTp06hcLCQmFE3aVLF0ycOBFDhw5t6l1kGIZhmGZNtYVdbm6uaJq4cOGCWD537hzatWtn3U6Cj074FMnr3bu3OOGTzQlNo3jggQewbNkyEcFjHFfUkVXNhg0bMHjwYEydOhVeXl7Cq/D333/H9OnTcffdd+Oll15q6l1lGIZhmGZLtYXdV199JURdx44d8dRTTyEmJsa6LT09HT/++KNIuZIJcf/+/a1RvDfffBNLlizBnDlzhPhjKkdbkgdtSRb0xgKoFB7QKP2gUXrZxUtG3dDr16/Ho48+ihkzZthsI5FHom7RokXCo7BHjx5Ntp8MwzAM05ypdvPEunXr4Ovri2+//VYIt7J1c5s2bRLzYa+77jqrqCNcXFzw8ssvo2XLltixY0f9770TUaBPwYZzz+OXYzfj95OTxDUt03p7YO/eveK6onSrSqXC/fffL/6/Z8+eRt83hmEYhmFqELF77rnnRLQuJCQEb7311mXbDx06JFKwNGLs+eefr/AxsrOzrdvefvvt6jxts4rUbTn/BpLyd9qsp2VaPyzq7SaP3FmmhCxevBivvPLKZQ0xI0eOxNGjR63rKYJHTTRl1xHbt2/HfffdJ9K6jzzyiFg3bNgwkaafNGmSiAwfO3YMcrkc/fr1w//+9z9ER0c36t/KMAzDME4dsaMuWHFjecU3P3/+vBB2NCu2svvTheq0mMuh9Gt5UWeB1tP2poYmhZDBNE0OGTJkiIjEUk0l1VBa3ht16X6mbmoSeiTi6AfAuHHjROp38uTJYiwdwzAMwzBXplpn4nfeeQf79u0TJ9g33njD5gROKboVK1agQ4cOmD179mX3pRQtRXNotiw9DnM5VFNXl+2NQatWrbBw4UIhuqhx5ueffxYXy7YxY8aIJpnazv+lJgyqx7zxxhvFGDpCp9Ph119/xc6dO4VtDsMwDMMw9VRjR7VzycnJouuR5sUSdIInixOK1lFEpzxFRUUijZuSkiLGkTEVQ40SddneWHTv3h1//fUXfvjhB9EwQctUR0kR27lz5+L6668X6fjaQHV6I0aMsFnXqVMna3MOwzAMwzBXptq5s4ceegh//vmnsLaga7IzyczMFOlVqo8iHzMLBQUFmDlzpmiYIJsU8rujlBpTMdT92tKzX4XpWFpP2+0FSrmSnQ1dCPKy27x5sxB2lE6lGszPP/+8xo/r7e0tRGJ5sUdwCp9hGIZh6jliFxwcLCI17du3FzYmFEWhEy6d4BcsWGBjVuzu7o6NGzciJydHzIX94osvuAC+CqgxYlCrmULElYWWB7V6uckbJyjy+tFHH+Gnn366bBsda7I4oW3ka3el7mdKzVdEZfWbDMMwDMNUnxpVu5Ooo5qnhIQEEa0jsUeX8lBq9rHHHhN1dVRfV1b0MRXjoQoW3a/26GOn0WiEzY2np6eIzJaPrBEk6mjKCL0vCEudnF6vt6nJzMjIaMQ9ZxiGYZjmRa3CJNT9SiPCKhJ1FsjSYuzYsSzqagCJOB9NJILcO4lrexB1lmjazTffLKK01ABTUdSN/OtozNi1114rloOCgsT1kSNHrLehCG/5kXMMwzAMwzRRxO7rr78Wgq2uaTMSBvRY06ZNq9PjMI0HTRsh4UbTJf79918h4MLCwkREjjqm16xZIyK6jz/+uLg9dbdSPeaTTz6Je++9F66urqI2k9LzDMMwDNNQFJYA7mXUTUEJ4FF7Ny6Ho0YKjWrl6IS9a9euWj8hTamgSB4JO8ZxIA+777//XphLR0REYPny5XjttddE7V1iYiKefvppMTrOYndCXdQ0Qi4gIACffPKJaK6g2cJffvllU/8pDMPYIUaDEbo8nbhmmNpyUQe8Fg8k6aTlDD3wUSJwVjLzaBbUSMPSyZwiMhSBoVTsHXfcIUZMXcm7LCsrC6tXrxbNF/Hx8WLeLM2UZRwLitSSrU1F1jYVQSbDdCnPyZMnbZY3bNggPBK1Wq3NeqrnK9ttzTCM82EoNiDnXA72zNmD1MOpCOkZgl7TesEnygdKdTMKszB1JlUP3HsC+Ccb2JEPrOgoibzPLwJfpwDbuwOhzaDkv0afGjKiXbZsmRBlNPrpmWeeEYXxJNTIoJhq76jAnqZMUBE9mc6SgfGZM2fE/UkAPvHEEyKdW1EBPsMwDNN8MJWYcG7DOSy5YQnMRmnC0YV/L2DP53tw15q7EDksUjTjMUx18JAD00KBddnA1lwgYidQfGng1e1BgLqZvJVq/HOIuh2nT58uiukpnUpTJw4cOCAu5T+AllFkZHlCkRcaFE9+ZQzDMAyTfzEfK+5eYRV1ZQXfr3f9iil7psArzD6ayBj7h+rqrvUFfmwP3HG8VNTNCAWeCgf8m0k8qdZxbrIyoakSFLXbv3+/8C+jqQMUqaPmCDIwJuPiXr16iUtd5ogyDMMwzkdBSgG02dpKtxWmF7KwY2pEsQnYlmu77kABoGtGo+qV9VF31bNnT3FhGIZhmOpiyepUut1U9XaGKUu6Hng9HphzabJlPy9gVx6wLQ+49Rjwc4fmUWPHdv8MwzBMk+AR7AEX94rzYxpfDdwD3Rt9nxjHRSEDgqRJlHg2AvizM7C0I0BFYr5KQN5MauxY2DEMwzBNJuxGfza6wm1jvxwLz1DPRt8nxnHxcwFmtAQ2dAWeDpOWr/MFtnQD5sUCwZdEn7PDhW8MwzgMJUYtlApNpcuOSJERcJMm8AmKjYBrmWVnhuxM2t3UDv6x/tj8xmZknsxEYIdADH5lMALaBUCu5NgDUzP8XIChvrYNFQN9mteryMKOYRiHoECfitOZq9Au4Ea4uvihyJCJ4xnL0M7/JrirAuGIJGqBb1IkiwZKIZEP11cXgQdCgJbNoBaI0HhrED4gHBN/nghDkUGkZtWezeSPZ5gGgIUdwzB2T5EhA2vjnkBm8Unk6ZPQt+Vj2JYwG/E5G5CUtxsjot+Fm4s/HIkUHXDDEWBfARBXDHwYAzx2Gvg5HViTBfzaqfmkjgi1l1pcGIapGyzsGIaxe+QyF0T6DBXC7lTm7ziXvR4GU4HY1tp3FBQyx1NAKjkwIVASdt+lAisygLxL07RuCQQ0zaTQm2GY+qXRChhyc8sZyzAMw1QTjdIbHQNvQdcW94lli6jr2/JxxPhdB7XS0yFrgaaHAjNbScsWUfd2FHBvMODTTMxUGYaxI2E3fPhwvPPOO1e8HQ2IHzNmTF2eimGYZo7RXIJcbbzNumztWZjMBjgqejNwosh23bFCaT3DMEyjC7ukpCQxaeJKJCQkcMSOYZhaQ40SoqYud6NY9ndtJ65PZf6B3Rc/R7Ehy+FeXaqxo5q6X9Kl5R4e0vWiNODpOKmRgmEYpsFq7MghfMqUKUKklWX9+vUYNWpUpffLz89HdnY2IiIiarxzjP2g0+nEcQwODsavv/6K559/HrNmzRIzgBmmMZBf+roaEPYsWvuNwrH0pfgv+UvI4ZjeIDRa22KY+nFr4O5gqSP2hXOAUiaZqjIMwzSYsJPJZLj11lvxyCOP2KwrLCwUlyqfRKm0uR/jWBw+fFgcv0cffRQ33XQTevfujXfffRfdu3dv6l1jmgnU8do//Cm09b8eQe6dRE1dh8BbEODWAYFuHeDqUsa4ykFooQI+igEmBQN9PaWaOrI96eYB9PQsddBnGIZpsK7YkSNH4ocffoDJZBIRvEmTJuGqq67CtGnTKrw9CT+1Wi2idT4+zcwh0Ik4ceIEkpOTrcvh4eHiwjCNLe5cvfqJ7xVLQ0W41wDrsiNC4u4aXyl6Z2mouNavdJlhGKbB7U569epl/T9Fbvr06SMuDMMwDU15EefIos5C+T/BCf4khmEctXli0aJFlUbrGOfgueeew0svvST+T3V1sbGxosaOrn/55Rfr7Wj59ddfx6pVq3DDDTegc+fOGDx4MObOnSuiu2vWrMH48ePRpUsXEfn9+uuvL3uutLQ0vPLKKxg0aBA6deqEoUOHijo+qu1jGIZhGKaRDIqLiooQHx8vrukkXhkU4WMcC6qrVCgUWLZsmfh/z549YTReMtwqx4YNG4Swu+uuu3DLLbdgyZIl+OSTT3Do0CHs37/fun7x4sWiRi8kJASjR0sDwBMTE8V2vV6P2267DS1bthQpYHqMLVu2iGs/P79G/usZhmEYppkJu48++gjffvutOCFXBaVMjh07VtenYxoZapA4c+aMEHbdunUT0TiK2FUE1eGRALM0VdD1jTfeiM2bN4v7d+zY0ZrOHzduHDZu3GgVdm+88Qa0Wq24XVRUlPUxr7nmGtx333349NNP8eqrrzbK38wwDMMwzVLYLV26FF999ZX4v0ajEREV6oBlmiehoaE2nbKtW7cW19Q8YxF1RGRkpLhOTU21TiXZtm0bBgwYAE9PT2RllXqStWvXTjRq/PPPPyzsGIZhGOYK1EmF/fzzzyIS9+KLL+L2228XKTum+RIQEGCzbHk/BAYG2qyXy6XSTkva/vz586LTeuvWraLLuiovPeqyZhiGYRimAYRdXFycKJKn2iiGqSxae6XORRJ1BDVL3HnnnZX+QOAfDgzDMAzTgMJOpVKhRYsWdXkIhkFYWJh4FajGjtKx5QXcunXrhA8ip/kZhmEYpgHtTqhuijoX7QWK/JCB8vXXXy9sNchugyw6LLVcTO2wpE4tkbWGSOH26NEDO3fuxN69e222UePFjBkzMG/evAZ5boZhGIZxJuoUsZs8eTIeeOABLFy4EPfffz/swXPt999/x/Dhw3HHHXfg3Llz+PHHH/Hff/+JbksvL6+m3kWHrp37448/RF1cVZY2teXll1/G3XffLd5PZKvStm1bnD17VnTZUrTu2WefrffnZBiGYRhno07Cjk7w1157Ld577z38/fffoiPS29u70pqq6dOno6GgrkkSdSToyOS2bFclCT4SCFOnTm2w53dmKD06duxYrF+/XsyNpdezviEhRyKcfiTQe4kac6jpgt5fDz30EFq1alXvz8kwTM0xGItRYiqGq4vkK2kyl0BXku+Q83oZxhmpc8SORBwJvIMHDwoj2oqg7XS7hhR2ZHrr7u6O//3vfzbrx4wZIyI/FosNpua4uLjggw8+sFlHUbWynDx58rL7UU1cTdZTrd1bb73FTRIMY8eiLiFvKw6kfItrWn8AN5cAZBQex4b4F3FdzGfw1vAPMIZxaGFHI6LsYVYjTUKg2qy+ffvCw8PDWohPtWHU4FFe7DEMwzA1x2AqxMb4l0SUbm3ck+gV+hDWnX0WRrMWm86/ilHRH0Hj4sMvLcM4qrCbPXs27AEaR0UeZxTxWbt2LT777DOcOnVKRH769+8vfPaio6ObejcZhmFqRaYB8HcpXc7QA74ugKKRf1er5J4Y1fpjrDnzGDKLT+LvuMfEek9VSwyNnMWijmHsAKcYE0GTC4gdO3Zg+fLlYgTVY489Jjp2FyxYIMyTqXmCJhhURnFxMQwGQ5VRwcpmpDJ1x9KQQdf29jrT/tAcZEb6nJS9ZhqeZGhw/0k5FrQ1IUyuQyZUmHZajtcizWjvoofMbGrU4+Sv7oQuLe7GwdRvreuuaf0RXEx+/DmpIfx5cgyKm/h7r6SkpEa3l5nr0OK4b9++Gt2eLC0aAkrDkrEtMWfOHIwYMcK6jeaRUm0fzSZ9//33xToScJXVA1YGjUzjOr3mSXx8vEjtM84DlWk0lH1PfRIQ0x7jTrnhcCEQpgZWdzBgRpwCW/Lk8FQAJ3oakHLicIN0qleEu7sGHi10WBv/iEi/WvDTtMWg0LeQeC7HIV5XhnF0yNKN6t/rPWJHHag1qbE7fvw4GgI3NzdxTWbJZUWdZZpBUFAQtm/fXuVjtGnTpkoD3LS0NCHumIaBTkyWkWH2ULdZFmrKiYqKaurdsAvoFysJXfqR4+rqCkfDWGyELkuH3PhcqDxV8AjxgCZQAzMaRxjVFLNMjq/bmjD0kByJOqDzfumLnD4h89uaoZGZROd/Yx0nk6IAS4/dKEQdpV+7tJiE7QnvIEt7CrvS3sbQDm9DZnS890VT4eifp+ZCcRMfJ4rYnT59utq3V9Z16HtF0C82So/Si0En6d69e182R7Q+CQkJEdeVPQetP3PmTJWPQQerMvVLUL0ej7RqOCzpV3q/2NvrTPtj+fHAlH5eHO01KUwrxLa3t2H3p7thNklCzi3ADbf9fhtC+4RCobSv952FHhrgz07AkIOl62ZFAeMCZHBTqBv1OOlKjOjb8lEcTvsRo9t8ATeXQHipW2LDuRfRP+wpuKl8IZPVyfe+WeKIn6fmiGsTHaeqysTqXdht2LChyu1U40bGszT54fPPP0dD4evri4iICKGoyw+KJ8FAzRWWsVUMwzTPiPCJ305g18e7bNYXZRTh+xHf46EjD8E32j592FL1wCvxtuu+vAjcEgTENHLwQK30RIzfaET5joCbi79YF+zeHbd0XA61wotFHcPYAQ3604pSBF988YUQdlT71pDcfPPNKCwsFM0SZSFj4ry8PGGwyzBM86QguQBb3thS4baS4hKc/ecs7JE0PXDXcWBzrpR+fTwMcFcACTpg2AHgoq7x94nEnUXUEUqFGhqlD4s6hmkuXbH+/v7o06ePmAxBc1sbChpptmnTJnz66afCkJie8+jRo/jll1+EwKRRVQzDNE9MJSbkJeZVuj31sH3Ok/ZQSGJuSy7wU3tgjD9wZ5CUlr0vGFBz1pNhmKawO6EOtPT09AZ9DjIi/uabbzB//nysXLlSjKWi2rpJkybh4Ycf5sYHhmnGKNQK+Lf1R+apzAq3hw+o3AqpKXFTACN8gfP9AG+FFK3r7gkc7S2JvrLedgzDMI0i7Ki+bdeuXWLuZ2MUNj766KPiwjAMY8GjhQeGvz0cS29eevn3hr8rwq+yT2FnEXd0sUCmxK24QZ9hmIYQdl9++WWV7bkUpaPIGXmADRs2rC5PxTAMUycih0Ri9JzRWP/8eujypOK0oM5BuHnxzfBpxWOwGIZxDuok7D7++OMqPccsppmtWrXCQw89VJenYpqQ5557DitWrMD3338v5vHaI7/++quo4Zw1axYmTpzY1LvDNCCF+nSYzAZ4qiW7pWJDFgymYniqQqv8PnL1c0WPKT3QZkwbFGcWi/Sse6A73IPc+XgxDOM01EnYjR8/vtIvUlpPfi8dOnTA6NGjucaNYZh6EXUb419EgT4VY9rMhYvCHXsvfoGzOWsxtu0C+GliqhR3CheFiM5xhI5hGGelTsJu9uzZ9bcnDMMwV0Bbko20wiMwmnX48/SDCHBrj3M568S2hNyt8HAJgVrpwa/jpaa1Enku8nU51uhmkSETBmMRvNRhdjfhhWGY+oGb5e0I8tsjk+UjR46Ia1pmGKYUX9dojGnzJRQyNfL1SVZR1z14MtoF3MSirgxhUT5Yd+5/QgDn6y6KlPX2hHfx28m7kFV8ptHmyzIM44BdsQkJCcJqZMeOHcKMmCY/kNVI//79cdtttyE6Oro+nsapodftjTfewM6dO63r+vXrh5kzZ4oZuI4ANchQ08yWLbZGsOQl+NJLL+Htt9/GTTfdJNbFxsbi1ltvxcCBA/HVV1+JOXjU1Txo0CA8/fTTYr5vWdasWYMffvhBzBumEV90/wcffBADBgywuR016rz33nv4888/kZGRISaO0Ezju+++myMUToBcpoS3phUC3TogpXC/WCeDEu0DboZG6d3Uu2c3UDTOIMtHjjb+UnRzOrzU4UjKl75f0ooOw0sdKlLZDMM4F3WO2K1fvx7XX389Fi9ejHPnzqGoqAjZ2dniRE3F9jQRgsyJmcqhyFx5UUfQMq131sjd1q1b8eyzzwoz6RdeeEE0Zvzxxx947LHHbG5HU0toHb0O06dPF76EmZmZmDx5MjZu3Ghz2w8//FAIy3vvvRdPPfWUiEq8+eab4v3JOD4UddqT9LlV1BFmlGDlqSnI0yU16b7ZE/S+z0tWYHTMF9bopkXU9Q97GtE+I1nUMYyTUqeIHaUL//e//4koyZgxY3DDDTcgPDwcJpMJFy5cECfp1atXi5M3TX+gbczlZGVlXSbqLNB62u7l5eV0L11SUpIQXD169BAzfceNGyd+FOzevVu8tyIjI0U0mIRd7969sXDhQmFETdCPiVGjRuGTTz7B0KFDrY8ZEhKC5cuXW283fPhwjBgxAqtWrRKRO8axKdCn4ETmCvH/HsFT0NKrP/6iVKM+EUfSfkKv0AehUnCNHVFYqEW4KlKkrzOKjot1JPIifYaKsWAMwzgndRJ2NJeVRB3ZYVCEpCytW7cWJ9xu3bqJFBxF71588cW67q9TUlBQUKftjgqlSUnUlaVjx45C2FEalYQdRYRJ9FEq1SLWCB8fH/z444+i87os1IFd9nb0Y4LG2qWlpTXCX8Q0NN6aSAyLfAs52nPoGHQbVAp3UXN3NP1ndAu+n0VdGVpG+mFH4rtWUUdQWnbVqamio9hT3ZLfsAzjhNQpFbt9+3bhUVde1JWFRnrRbcrXXTGleHh41Gm7o1LRNBKLKCMxR1DEjqioTjMmJgahoVK3nwWq7SyPRqOBXq+vt/1mmg6Vwg3h3gPRMehWUVNHNXeB7h0wIOwpm8H0zR3REavIxLnc9db067i2Cy+lZRNxMvMP0R3LMIzzUSdhR5Ml2rdvf8Xb0W1SUlLq8lROjZ+fn2iUqAhaT9sdGWqoqIjq2C0YDIZq35agxgrG+cWdRlk6KYLEncbFt0n3yd6gchhdtgeGtnoTA8KeQRu/MQhy7yiimx0Db0XHwNvgorCNdjMM4xzUSdhRGozqv64E3YaiJkzFUP0cdb+WF3eWrlhHqa8jUVVRZIzSqnVJ1xLUmFMeS3rfWVPVDFMXcrIKEeLWFzF+o0VNnSW62SNkGlxZCDOM01KnGjuKxO3duxdxcXGipq4iaNu+ffvQs2fPujyV00OWJm+99ZYQwSRUKP1KkTpHEXUEWZRQ6jQxMdEqyHQ6nbAqqS3U+ECdrmR1QjWbSqX0ls3NzcW8efPE6+OsqWqGqSsyswpqpZttdJNtYRjGqamTsLvllltE1+bUqVPFFArqXCzLnj17xPxOqpci2xOmakik2LOQI69C8oeriCeeeEKMmCOh/8ADD+DOO+8U6SDqUK2LESrV1pHFyRdffCF876hzlh5v6dKlyMnJwQcffFCHv4hhGIZhnIs6CTvqQKRozNq1a3HPPfeIYviIiAixjexOqAaPTsIUdSF7CsaxKe8ZVxYS9xMnThQ+hmRh8u6774pGBrLAIdPhuliNPP7440LgLVq0CB999JEwMu7UqRPeeecddOnSpdaPyzAMwzDOhsxcx7kyFI0jn7HvvvsOhYWFNtvc3d2FTQUZylpSaPYAFeQfOnTIZh0JBBcXl0rvQylG9uFrOOh9RNY5VItpbw0QfOxLIeFO0z+oDKO81QxjP/Bxcgz4ODkGRU38vVdTzVJntUUn4UcffVSMdzp8+LAYjUVakWrGOnfubOMpxjAMwzAMwzQc9RZGI+VY3myWYRiGYRiGcTBhR3NhyY6COiCrggrfGYZhGOZKGE06KOTqMsslws9SLrOvUg2GcSphRzV1lIKl7tfqwMKOYRiGuRIGYyES83bCzzUW3powGI0GZGpPQgY5/N1iWdwxTEMJu88++0zM9aQ6O/Kx8/b2rsvDMU2M2WyCTCavdJlhmhv5JUCRCWhxqVRYbwLySoAABygdtrcmpOpiMBbjQu5WZKWmQJ/hh83f7YOhSI+Y21pCFZsPebgS/m5tm3o3GcY5hd2GDRtEF+OSJUvQrl27+tsrptExmUqgNeZArfCGQu4Ck9kIXUmeGLKukDvAWYxhGkDU/ZYBfJwI/N5JEne78oB7TgBruwBt7KgpuNiQjRKTFp7qELFskmkR1TYQkJngaND3jY+uEw5/lI+/5v9hXX9k8VG07B+Km5f2BOzotWcYe6NO4RjqgO3fvz+LOicQdYWGNBTq05CvS5REXkkOCvTJyNGeh9F0+ZgwhnF2co3AfSeBfQXADUeAlZnAiINAvBaYcgrI0NuPqNt7cQ5+O3k3crTx0BsLEZ+3FstPTkBuyRlRm+ZIUA1dQVwJDs4/etm2pB0XcfKX03UyPWcYZ6dOwi4kJET4uzAOjkwOlcJT/NdgKkaWNg6F+lSx7KJwFXUtDNPc8FcCKzsBCpkk7m4+CujNQBtX4Lt29pOONZiKcDZnHbQl2Vh5ajL2JH2OHUnvwWjW43jGMhiM+XAkTCUm7J27t9Ltu+fsRmGqrWcqwzCl1OmMTVMFDhw4gPPnz9flYZgmRi6Tw0XhDi+1NN/VbDaKaxJ7Hi7BkMvtx1yaYRoLVwUw2Ad4tKXt+j87A6009nMcPFWhGNd2gfi8krg7lrFUrI/0HobuwQ9AIXeFI2EsMUCXV7nDgqHQIMYVMgzTAMJu8uTJ6Natm5guQbM7jxw5gosXL1Z6YewZM4xmg80ak7kEZnDKg2meUKPEvnxgbrmvrtuOAYla2A1kAaJSeKCV9xCb9V1a3IV1Z59GcsEeGIx2tMNXwgXoeEflNdux49vCzY+L7BimMpR1NSXu0KEDdu3ahVdeeeWKXz7Hjh2ry9MxDQQ1SlBNnSX9St5R5CFVYioWNXee6jDRUMEwFUE1mHRRKT3EMtU/6Y0FUCul9H51oNuTOKlsuaHJMQDeSvqeKm2cyC4BRhwCdCYp/fpUOPDQaSkte/9J4Kf2ladjC9MLUaItgVwph2dI9V+H2qAryUd8zkaczlpps37t2f9hSKvXL5VTXPrDKiGX/v4yH3Hq/PWq5tnBbDIjPyUfZqMZLu4udRZdLgo1Iq+Ohn+sPzJPZtpsU3urMeB/V0GpUVr/9pq8zxydwrRClOhKoHBRwCO47p8PXb4O2hytOD+7BbpBqXb87Iy+ib9LHD5iN2/ePHz77bfWL3O5XF7phd44jD0jRebUSi/4qFvBSx1+aS1H7JjKIUGXWnhI1HjRFyh9D+Roz+JQ2veiqL865OsuYlfiJygypIvlQn26WM7XJTfKS09NEB8mAkcL6XtMEjXL04FMA/B2lCTq1nYF7mkh1dwFugAfxQD+FfzW0eZqcXbdWfxwzQ/4uNXHWNB3Af6b9584ITcUBlMBdiZ+LP4f4X01rouZY03LHk77Ed7qVlAqSo1+y3OsEJh9AUi/1AxyXgs8HQdcrNpvXlCQUoDtH2zHvB7z8EnkJ1g8bjESdiRAX1i3zhLvcB/cvfYuDHxhINyD3KH2UqPrvV1wz45boQqXmkHo/XUo9XtkF8fB2SnOKsaJ307g2yHfivfVwoELcfinwyjMqN37ymQ0If14On6b9Bs+jf4Uc9rPwbpn1iH3Qi4cmQJ9CnYmfiS+Q4giQyZ2J32GPF0SmhN1kufLly8Xgu3ZZ5/F+PHj4ePjU397xjRqF5pG6QOFTA0XuauoqXORucNb0woKmYqjdUylZGvPYfWZGSJtTz8Dgj26Y+WpKdAZc0WUqHPQ3VVGVIoNWVh95mHk6s4jX5+EoZFvYvP5V5GUvxPJBXsxru3XcHXxa7AjQCLu8yTgjfPS9b/dgd15UkTORQYc7AXc3gIIvhSZG+IDHOstibryv1UpcnVm9Rksv3156eMn5GHVtFVI2Z+C4W8Ph8an/ovzXJX+uC7mM5zM/A1RPsOxK+ljDI2cJUTPgPBnoFZW7i9KKeVBByQRS13AL7cCRh0CThYBF7TA9+2BwEqikkUZRVg5dSVOrTxV+njbE7HwqoW4Z909iBoWVae/yzvCB0NeHYLeD/WG0WTAedPfWJN1JzzOBGNs23nYn7wQxzJ+xvGMX3FT+5/goWoBZ8SoN+LQj4ew5tE11nXZcdn49c5fMfiVwRjw9ACo3GvWyZMVl4X5veeLekVCX6DHrk934fRfp3HPxnvgHeZ4nrT0XbLmzGPI1p4R3ycjot7Dv+dn4ULeFiTmbccNsd816HeJ00TskpOT0bt3b9x7770s6hwcuUwpwtWWRgnRUCF3E6KOjKhjY2NtLu3bt0f37t0xduxYvP/++8jOto3OUN0l3a6kxLGsFpia4ebij5ae/cX//70wC8uO3SJEnVrhg9a+114xTaaUq9E9eLL4f1L+Lvx4eJQQdYQo/JdVHmmqDyjdeGuQFIWj1GuXPZKoI0b4Aj7KUlFnaaig9GtFCYj8i/lY81jpybcse7/a22BRO/J9ox9hrbwHY/2555FdfBb/XZyH9oET8OepacgqOiXKLSqC/p5pkvUdvrgIhO2URB2J2mcjAO8qPI7zEvNsRJ0VM/DXjL9QkFpQ97/NRQGvll7i0sKvHcwwiZP2T4dHC1FHtAsYL95Hzkp+cj7WP7++wm3/vvVvjTuEDUUGbH1rq1XUlSXrTBYStibAEVHKXdEjZAoVfiGlYL/4LiFRR3RtcW+zClDUSdj5+fnBzY2LWJ2F8uny8su33nor3n33XXF566238Pjjj6Nt27b4+uuvxbi4+Ph4622nT58ubueo7vdM9XBzCcDgVi8jyK2TWDbDCBkUuD72a/i6Rl/x/tSNHekzGAPCnrXen+gf9jRa+QyDSune4IeivTuwtTuglAGWXstensA37YCQGuiF4uziysWbGSL11VDoSnKw5cIb4v/XxnwiIna7Ej9CUUk60ouOoaSS5gmKPP4vHJh6SdwZzaWdvwO8qDO+8ue88O+FSrdlnMiALrcaudxqQiflIPfOuLb1pzbvk1j/8eja4h6RcXBWitKLKhRhhMlgEsKvJtD7lCJzlUEpXooSOhpUSxrudRUGRbxs8x7pHfowWvuNslp6NQfqlIodOXIkli1bhszMTPj7+9ffXjF2CXVAk8VNeW688UZMmzZNXP78808olUpcddVVTbKPTONCNXVUy5WrK/2VT1+oKfn7heirTtGy3liE87mbbdZdyN2CaN/hUCka/ocjpWO35gIlZcpJ44qBND0QVEHKtTIUVakgql/1bLiokq9rDMa2mQedMQ/B7t1h0JswIuIzZBuOIdJnaJUCOd8IbC5XWrUiA+jmAQRW8Sdp/CpPK8vkMshd6tf/kmo4qUmkLBSZofdPVelmR0ehrvp9ZWkkqS5yhVy8F0kwVoSrnytkZN7ogBhMhZe9R2g8XRu/sc2qgaJOn7xHH30UQUFBmDRpEjZu3IicnJz627NmSFZWVpXL9srVV18t0vEUsfvjj9IRQIzzQ5MOLDV1lH4Ncuss1v+bMAvnstdDX1J1Oq7IkGGtqSPCvQZa07Kb4l8R2xsS6n79NR144FL6ta9naVp28AHgWA3819383dCyTznTu0uoPFXwbe2LhqyT9XeLRYhHd9EoQYI75XwRwt2HVJkOT9CW1tRR+vUa39K07KvxpQ0VFRHWL0x0/VZE7PhYuAXUnyinRol9yfOsHn0tPftBLnMRaVmq8aSieWeFXke/mIprw6gz1qNFzQSLewt39Hm0T6Xbe03vJcSfo0GNEv+ef9OafpW+S2RILTyA9eeeszZnNQfqdPQo3UaWJ2fOnMFDDz0kxouR/UmnTp0qvDCVk5CQgKeeekpcW5b/97//WZftnQkTJojr9evXV1hj9+uvv4rlHTt2iBTtkCFDxHvi2muvxTfffGPzWJaavtOnT+Pll18W0b/OnTvj+uuvx2+//XbZc+fl5eGdd97B8OHDxWMOHDgQzz///GXeibRP9HzU9DNgwAB07dpV7AtTt/QHReZI1I1rOx/XtP4QEV6DxEnXSx0hrHOqQg4l/F1jxf/JmoNSiENaSSlFWk/bGxKNXOp6VcuB6/yA3zsDm7tJ4o5q6zwUNTsB3/DtDcI2oiwUubpl+S3wDG3YVBCJu7Kvt8FgAMxVv34k5tq7Stc0/3ZJB+CFiNJ0NL0ulUE2Ljf+cCOdO23wbuWNa967pl4jlNTEFejewVovNTzqbYyOmSveZ9T1S9fOCr3OE3+ZKDqDy6J0VeKWX2v+vqISm44TOyJi0KUDXYb+T/WHXxs/h60Tt7xHBoa/IL5LRkS9I8Sdv2tbyBr4u8SeqNNf+t9//1n/b5ndR9fsCl4zKDJHAubw4cNCLL/22mvCF5Bm8dI1NSdQPaM9ExUVBY1Gg6NHL5/vWJYXX3xR1GXec889ImX7008/Yfbs2WIdNWKUhVK7FBGma71ej++++050YNM6EmZEbm4ubrvtNiHiJk6ciJiYGDEJZcmSJSKK/PPPP6NVq1Y2DT8k5h544AFrepmpPR6qYFwb8ykMxmL4ukpdkFe3elF0qPlooq5YsKxx8RE1Uq39roGXKlykDKnm7kbXH8XUE9rekFC2sI8XsLuHJOZaqKQLdceS6KvphInA9oGYsmeKqD+L3xiPgA4BaHdDO3iFe4lGAHsjWA180RZIMQAdXKWauifDgZsDgRjXqr3sXNxc0HZsW8w4PgPHfjmGnPgctLmuDUL7hMI7vH5To+J94T0Mfu3aiPcc2TJRzd342O/h6uIvmnicmRZdWmDagWk4t/6csJMJ6REiXmvvCG+R9q4pJAYn/jxR1EIeWXIEKg8VutzVBV4RXg5r/qxReqND4C3C8oemKFHqNcxrAG5s9wPcXVrA1aXhIuZOJews0RmmbpBoe/3114WoIzFH10SLFi2EyLN3UWf5Fejt7X3F9LG7u7uImKlUUqvhsGHDRKRtxYoVlwk7EosLFiywNnF06dJFRN0sETfio48+woULF/DDDz+ILl0LN910k7jMmjUL8+fPt67XarWYOXOmNcLI1B060ZaFInh0qS4k3soKOGqoCHCrfPJAQ4i7LuWyWbF1OLf5tPIRFzpROgIk7uhStqGiIo++iiCbjYDYAAx6aVCD7Z/1uZTuCFCWvi/oR4O/W1s0B0i8+Ub5wneyL3pM7lEvjynSuMEeiBwSCWeBxJ2mTL0lZRQa87vEKYRdy5YV15NUxNmzZ+vyVE5PeHi4EHEWUUfQMq13FCj1cyUj6lGjRllFHREWFgZfX19kZFxeS0WdtmUfz5LOt9yWosOrV69GdHS0iMqVFZXUzEPRuG3btqGwsFAISgsWUcgwDMMwzkaDJ50pHUbRFKqt4pFilUO1dOXHstHyl19+6RDijmrp8vPzRZq0KgIDAy9bR0LPaLy8vT4gwDbqYxGEllQ/CTlq2KEL1XdWRkpKClq3bl3p4zIMwzQ6ZjM0JXIEeJVJEeZqyZANqKHhMMM0uLArKCgQNig//vgjEhMTRWSFR4pducaO0rCW9Kuj1dgdP35cROyu1CRD4+Wqy5VuaxF4lIKlDu3KCA4OrvU+MM4PfT9RdyUZcrurpB8mNM6MbFuoVodhGuBNB1zMh/yjnQid2A7mEBmQWQR8ugvoFQrQ1A4Wd4w9CLu4uDgsWrRIWF4UFxdbBR11NXJN05Vr7EjEWdKvFKkjsecoNXYWmxNKtTYWFoNsithVlF6lNCyJOLXaeV3pmbpB31HZ2rNYdWqy6K4cEf2umNKw+sxDMJr1GNPmKxZ3DkC2AfAtUxeYZQC8ldRNC/uEDIdXnSKPDrh8fxim8e2ArTSwtwj45yzQP5yFHdO0wm7Dhg1C0O3cudP6ZUlREipev/nmm2tUi9dcITFXNjJHyx988IFDiLrdu3dj8eLFoiO1MYUdTbUYMWKEEJW///67jXnyiRMnRDdtZGQkVq1a1Wj7xDgWRpMe+bok6Iz5SCs6jL/jnoDBVIA8XaKw2CBvLA9ViLASYeyTZB3w7Flpzm2Mm+S9934CMDEQ6O5pp+LOQwXc2gnmIgNkp7MgX3FCWk9p2Mf6Ag0wU5hpPtRa2FE9lSXdmpSUJMQcnWipDoo6Dzdt2lS/e9oMKC/i7E3UHThwwDoiTKSvcnPFurVr14p9Jf85sjBpTMj7b8+ePXjuuefEDwvypiNLE7I7oX0tX7fIMGUhM9+WXr0xMvp9/HP2KWQWSydY8kW7LmYuAt06sKizYzL0wEOngN8ygY050mi4DxOAT5OAOReBI72ASFfYJyTeqHP6lTLnyv5hQEsvSeAxTC2p8VmYzIgt6VYScHSCDwkJEalWulhOsIzzQZ5wdCEoxU5pUIqITZkyRUwfoe7WxoZqEsn+5IsvvhCR45UrV4r96NOnDx588EFhmM0wVxoeTpYIaoWXmKBBkO+Vtzq8WQ0Od0Qo/TozEliXAyTqgMgyp56HWwKe9hxozSyC7PPdtusoHdvWH+gUBKibj6EuU7/IzBZn4WpAY6N27dolxBxFZgYNGoRbbrlFXFsK0u+77z4h7KiY3l6hIv9Dhw7ZrCOPNJqiUVXXqiN0pzoq1BVLPxTI5NgSFbQX+NiXUlRUJD7b7du3F8LeGaBGCaqpy9XRUHvK20lfiUFuXTAi+h1rQ4Uj4YzHqTKMZmB/AdC71C8fdwUBn7axrbuzKwr1wML9wPEMEZ0zTe0BOdXWnc6S3oKvDwX8nfu4ORJFTfx5qqlmqdFPAhJsdOKdPHky7rjjDrtLFTIMw9SEEpMOiXnbhaijmrrRbeZCW5KDdWefQVrRIWQWnxaTDbjGzn6hRolF5UbFbswFMss1VNgV1PF6e2fgiz3Q39IepjBPaO7rDny7H7gqghsnmDpRI2FHUTqKqsydOxfbt2/HmDFjhImsl5dX3faCYRimCVDK1YjyHQm9qRBBbp0R6NYJZpRgRPR7MBgLEezejUWdndfYvXVBqqkjxvoDm3KAJB0w5CCwtZsd19gFuMH0WF/EJ8UjTOYB+LgC9/eQ5rppOA3L1J4aVWhu2bJFDKanaQH79u0T45ooDUvzO/fu3VuH3WAYhmkaNEovtPO/EUHunURNHdXctfTsi1Y+Q8QYq+ZIoSFdzPu1UGzIFuvsDXcFMMxHOpE9GwF83w7Y1A3wUADdPaR5v/aMVmlCflFh6QovNYs6ps7U6GcBpV6pUJ4uFLGjQnqaF0tWE9RMQbM9aXwTwzCMI6FWetos04zJ5kqhPh2b4mfCQx2KPqEPi7rDfcnzkFF0EiOiZ9tVzaGrAhjhCxzqDQS7SKnXbkpgdw/AV2k7A5dhmgu1jveSISxdMjMzRVfi0qVLrfNgqWNy6tSpGD9+vPAZKzsblGEYhrFPTOYSJBfsxcWCPUAB2RoZRe3hicxfxfaEvG1o4zfWrrqFSdx1LBNYJd+69s0z0MowgjoHqmnYOom4devWYeHChbjmmmtEV6MlbUtTJ2bOnMmpWoZhGDtHLlMizGsAeoY8KJZPZ62yirpuwfcj0meoXYk6hmEup14rECiC9+mnnwpz4scff1xMnCAj419++QX33HNPfT4VwzAM0wBolN7oEDgRnqrSiUHuLkHoHHQXNEoffs0Zxs5pkNLSgIAATJ8+XUTxFixYINKxzjB4vQaWf4yTwMecaW5Qo8Tei18gX59UppkiDbuSPrFpqGAYxj5p8J7qgQMHikt6uv11VNUEMiUsKCiAp6dtkTXj3NAxd3aDV8YW8rGjKRQymfRjVFuSC4VMDReFplnU2CXkbcXxjF/EctcWk8Tfvi9lHk5l/i5GrMX638DpWIaxYxrNLCcwMBCOjI+Pj5iJS3h4eIgGEca5I3Uk6rKzs0VJAdM8KDJkYnfSZ+gUdBv8XdtCZ8zHsfSlYuRYiEdvpxd3VGMX7jUA0T7XwEvdEp1b3CW6YmUyBdILjyLSZwiLOoaxc9gFsZpQQwid4HNycpCYmNiwR6WZjhQjqxx3d3e7GSlGkTo65o2yP5TmzyqWzEk9L3k0ZBUBVMJAw8KdhPhiwE0BBF1qlL+glboYWzahLUWuATDR8ZblY1/yfOQZ8nEmP15sO5+zWUSrZJDjxnY/wt+tLZwdmrTRP/wpYcxsqamjmjtTwI1wc/Fv6t1jGOYKsLCrAXSCpy5gujANM4uPvBCbXeqTRF1yAfDhDqB3KDCmLaArAT7bDfhqgEndnELcnSgEBh0ARvsB77YGtCZgzGHASwEs7dg04o5E3eI0aV/uDfZEh6AHsD1PgfmZrpgm24GDKfPF7WL9x8PNxbGzDjWhvICjhgqGYRwDFnYM09RoS4BDqZQHBDaflwaEn88F0oukKF6+zuGFXUEJ8E82kG4AvksF8o3AySLgaBGglAEJ2sYXdqSnd+cDD56+tAzyQwvEjceBEjMQph6AYYH3oaD4MHq3nMEdoQzDOAQs7BimqXF1Aa6OkKJ0f8cBe5Ol9Uo58GhfINTxG3Y8lMBdLYACI/DCOeDXDGk9ibo1XaTxT40Nlcl28QBuDQR+TgeejCvd1sndhBt9E3Dwwi8wm00o0KfYNFQwDMM4vbA7duwYtm7ditTUVCiVSoSEhGDo0KFo1apVfT0Fwzgv7ipgSCSw7ixgvGSrE+UDhHgACnmTNpHkX8yHNkcLuYscKm+V+HzXBhr3dG8wMOs8UERFbWR66wF0dQfUTVRW2UIFfN4GOFEMHCyQ1nkqgBXtM3Ah/Ru4yF2F1ceqU1NxQ+w38HVtDXskPzkfmSczEfdPHDxaeKD1qNbw1Dj+DwKGYZpA2MXHx+Oll17Cf//9Z+P7RV2j77zzDkaOHIlXX31VzJllGKYSMoukmjqLqCNOZwErTwFj2pQ2VDQiunwd4jfE46+H/0JeYp5YFzYgDNfOvbZWXeHUKEE1dRZRR+zNB56Kk2ruLA0VjYnWCBwoAI6WGXFNaeIVmZ64N3QmeprT8efpafBUt4RKYZ9CiY7NkhuWIHnfpUgvIQOu/+56mEJNQDMrWWWY5k6dhF1aWhomTZokonS+vr4YPHiwiNSRuEtISBARvLVr14r/L168GBqNY9cJMUyD1ditPwekFUrp10f6AMfSpbTslvNAv7AmEXYpB1KwZPwSm3WJ2xPx04if8MDuB+Aa5VrtxyosAb66CByhP1EGrOoM/JcPvHhOqrmjSF5jCzv6DfpfAXDdYammrqMbEO1qxspMGZ455wpvF+DOoAiMbTtfzEt1VwXB3ijRlWD7+9ttRR1hBv6Y9AdmHJ8BD98myHMzDOOYwm7evHlC1I0ZMwZvvvnmZcKNOh2fffZZMYHiu+++w7Rp0+q6vwzjfGiUwLWtgVwtMDRKSsFSXR0FxYI9pEsjU5RZhHXPrqt4W0YRzm88D7+o6kfh3ZXAo2FAog64uwVwtTfQ51IAzF8J9GiiGrtWaqCLO6A3A391BtRyGR49DWzMAQb7SPsNZRjslcK0Quybv6/ijWbgzJozCIgNaOzdYhimCalT8c7GjRsRHByM2bNnVxiNI9uK9957T9iDrFy5si5PxTDOjZcGuL2zJOqopo5q7oZHA12CJeFXTci2w2bZKEWmakpJccnlUaAynKVawArQmSpfpnq291tLoo5q6qjmbnoocFsQ4NVEc+XDNMDvnYA/OwPhGilq+EkbYGcPINYBUpgmowkG6qauhIKUS4WDDMM0G+ok7GhMWNeuXeHiUvm3Mgm+Hj16sKkvw1wJD5VtowSJuxqIumwD8GMqEK+VlouNwPocqX6spuJOrpTDq6VXpdsD2gUIC5P8ktJ1KTpgS450TWQZgG9TgPOX9ocIVNk2Svi5QKQ8mxISdxEaWwFagyxzk6L2UCOkR0il21tfY5/NHgzD2Kmwo2idZcxWVdBYpsZunqBJBnfccQdiY2NRUlLm7MMwTkiOAfgmBZh8Ehh5UGpUWJcNXH9YMgU+UVSzx/MI9sDVL15d4TaZQoZ2t3TEdynA7xmSuEvVAf/mAr9nAhtygAwDMDcJmH4KuPaQlIJl6h+3ADeM+niUlLYvR4vuLeDbxpdfdoZpZtRJ2E2YMAFHjhzBb7/9Vult9uzZg71792L8+PFoTL788ktrpy5jP1i6pitbdhTK73ZD/Bn02hiKDeJHSvn15XFXSDVrajlwphjovhcYf0QalXVLgBkBJoNI21kwlZhg0FaewiPajG2DntN62qxTuiox4ZcJOOvrjYfPAPeeBHbnmpGSb8DCi2Z8kSRFDN+IB2ZKU7nQ3wtQyRzvvVPn5zObL3+dG2CfKWJ37+Z7Edw9WCy7uLmgz6N9MH7JeKj8mqDV2Alxlu8tpnlQp+YJiogdPnwYL774Ig4cOIAbbrgBkZGRwucqOTkZ69evx/z580WnbO/evbFvn22RL6VoG4JDhw5h7ty5UKlU0Ov1DfIcTM3RGnKQVnQUQW4doXHxgb6kEOlFR+HrGk2xB4d5SdP0UkdnXy8plZhTAuzOA7p6SGm8ukICLCc+B0cWH8GFfy/AL9YPvab1gk+UD/TKbBTokxHg2h5KRWmnrItc2p/1XYCrDwBZJUAPNzMWeOQgf8VR/L0pHn5t/NDnkT4oSi/Cnrl7oM3WouNtHRE1LAre4ZePjPII8sDw2cPR74l+SD2YCpWnCv6x/kgrTkO4lxwvtijB9bocXHxrP5KPpGJ6j1C8fUdXFLn7YHSClG+9MwiYHV33jle9sQBphUfh59oabi4BMJr0SC86Dg9VC3ioJEFTnxTpM5CjPYcA9w5QKdyhLclGeuExBLp3rNYEiuLsIrjk6KAr0GPdhzsRfU00OgyNgoJMqMO86tWbUOWuQqurW+Guv++CvkAv0uhKHyVOnDoBL1SeTmeqR5EhE1nFpxHk3gkqhQe0JblILzyCALcOcHXhiCjjZMKOxJrl18vPP/8sLuWhbcXFxbj//vtt1pMPFpka1zc0SP6pp57C1VdfLf6/e/fuen8OpuYUG3JwKPU7HEr7Hl2C7kbX4PuQkLsNm87PRLjXVbgq7EWHEXUvnQPmJwOzooAHQ4GfUoFHzkhNAB/H1F3ckYj6ZtA3MBRKkZ64tXHY8/keTFh6M7K6/YmTectxbcynCHbvbiPuDGZJ0FEsIUwNfGlOxZp+30CfL/24Ce0Viu3vbcf+r/db70NdkyQYJ22cBJ9WlwsWVx9XcbF0VlKne+HxQkSYdJiUkIwlY34SUSnB2jgc/nA7Rq2+G+EeEcgtkYkRYqY6Bjd0Jfk4l7Me/154A628h+DqiBeRrY3D6jMPw1sdiWtjPqlXcUeibtP5V5CUvxNDI99EmFd/7E9ZiCNpP6Fri3vRpcXdVYo7EnW4WADlwv1QuigwaFoPULBU8cUeIEcLPN4PiPCud+Np90B3cRF/Q1ENc+9MpaJuW8JsxOdswMDwFxDlOwJH05ZgX8o8dAi4BT1CprK4Y5xL2FEkzt4g25X8/HzMmjULTzzxRFPvDmPFDBOkWsdDaYtwMX8PMopPiGWT2TbVaO8YLukYEni/pgP7CkrX1zVBU5BagBV3r7CKOitm4PdJf+DWvcNxEsthMtNrWfpsRUZgQ7aUfiXe8CrEf3f+ZhV1lJ4L6RWCpTctvew5c87lYMeHOzDyvZFQqqr3laDN0GHFHctLRd0ljHoj/r1nOd5ZOwVjijyxNhu4/ySwMBYIVtfelsR86T1yPncT8s8kIkcbL14DelfVN2aZ2fp8G+NfRIBrO+t7lcaLXSkNV5BSCFW+HqL/Ik8H319PSCHVbK3wKTSbzJBxJs9BMMNkkr63tia8hROZK5BRdFwsS59BhnEyYbdhwwbYE2SGvHz5csyZMwcBATXzbqKoosFQdc0RUxfU6BwwSZwUj6Yvtp4oQz374urwl6EvVFqPgz1DdmtvRapghgLfpcqsou6mADM+bW2CV4kORXX4vi9ML0Q6mRNXANlaFJ8HRvX7BH6qjtDrTNBDiswUQYGcEhVMkKGPpxmjZEWYdzDVet+IgRE4u7ZiixLiwMID6Pe/flAHVK2+6Pi4ursjJ7UYxZkVH6v8pHx01RVgYawH7j8pQ16JGQaTETnFiVDCG3KzGpCZoEM6XGQekJukKFPlKBDhMRQDwozYnvgOsorPiLU+miiMiv4E8hIvFJXUX4RKBncMingNmy+8jOSCvdb3aufAu9Ax4E6YDWoUGSp+PrlcjoPfH8SZv87g9q/GwnvpUaDgUjmIUo78WzsCbgoo9FqgAatELJ8je/882T9uuCrseSARuJC3xSrqYv3Go3uLqVW+F6oDHyfHoLiJP081bQCtt1mxTQ0ZJc+cOVM0dIwYMaLG9z99+nSD7BdTiq+/O7w0kTYviacyDHm5BUhJzLGOqLN33AJD0E4TZPPxaas2Ii8rE8kpiXV67ABj1T9ISnRGqOR+iD93Adpi21bTHn6B+KNDKGKVOhjO2X4B0ZxXmlJQ+eOWoKiwCGfTKxd/FqiG1vUKXzQGrQ59dYn4rX0IOrsaUJi3HmuSXkHfkP8hSDEQBpcU/BP/GFr7jEYb9zuQnCAd/8rw8HSFR4CtUbCbIgjFRXoknpNOtvVJcJgPPJQtaeiZdZ2nSyRSkzOQk1Vm/lg5vLy8oC/Ui9mtBorskbcLTRYhXOQwqhTQFWmReFESpw2NI3ye7J2gUG94uoTbrPNSRSI9LRtZ6Rfq5Tn4ODkG8Q7yeXIKYUdRIJpw4enpiRdeeKFWj9GmTZtaDzdnroxJpsPFom3Ycf5tsewid4fBVIiT2cuhUrqiXewdiDuZKJpvXF3t10SsUKbEkkwXPH9WZh0YT7NFZycp4REZiCnt/eCB2kd+dRk6eIZ6Iv9ifoU2I95tXLH67DSMbTMP7vLoy5osI2VUZCeDPsgL3q28kXs+V6xP2pWEUR+NwoFvDlT4vO3Gt4N3sDd81VUXg9MvVvpy8wxyEx2yZGRcHrW3Gl4hXggK0iBSXgITCrA9fZPYtiv5A0T7HBYpVaNZj9SifegRMgU+7Ssv6zDLjMgxnMCauCds3jsXC3fhoPIz9O/4LBSm+htdYZIX4VD6tzid87vN822/OAtDWs1Cu+D+kJkrL6TU3KFBn1s7IWDNGSBXByhkgFwGFJfAZ/lxmB7rC6/QDg3aWWk5Tvb+ebJ36L1wImsZjmb+aPNe2JPyMa4Kfx6xHYZLEehawsfJMShu4s8TRexqEnyqkZLp1KmTuF61apX4Ay3L1YWsURqCb775Bjt37hQpWJ1OJy6EJbWak5MjTJS9vS/v/LNAB6sqo2WmbhQbtIjLWiP+39KzL4ZFvYX9KV+LgnRKcXQKusN6HGhiib2Spwd+TpP+f3MAMC8W+N8Z4NtUYFm6HA+EyOGmrv37yDXcFWO/GovF1y++rGBv0MuDkKTYBIOpAKmFB9HGLwwqZcVpTHoNx80bhx+v+1HUdNEYMF2uDhFXR4hO27JQt+vQ14fWaKaoa5Arrnn/Gvw146/Ltl332XXwDvOGQmlxItZgYMTzkCUA8TkbcTZnrVjrrY7AdTFz4KmuuvFBW5KD8xmbRE2TjyYao2Pm4nzuZmxLeBuphQdglunr9T1TqC9AQt6/4v9dgu5B1+BJWH/2OVws2IO47L8R5tUXri5VPF8MID+XDVCqmtKvt3SESSmX0rJ5OshTCuAaEAS4lHFqbiDs/fNk71Cald6zRDv/m9C75cPYHP+q+M6i90Kkz1C4VfVeqCZ8nBwD1yb6PNW0TExZmzyv5ZemvRj/0mgz2qeHHnqowu1XXXUVWrZsaXc1gc0JVxc/DG71Ko5nLEO7gJtFV2H34AfgpgxAtO9IyI2XBofaOcEq4OeOwLyLwEMtJbuTd1oDrV2BScG1bxAo2y0eOSQSk3dNxqaXNyF5f7LoViVRF9YvDHr3KPjnt0K074hKRZ2F8KvCMWX3FGx8dSMu7rmIw4sPY8zcMTj/73ns/mw3dHk6tB3bFgOeHgDf6JrZNsiUMnS6vZOYQLHxlY3IOp2FwA6BQiAGdQ4qI+ok1AovtA+42XqSJKJ8Roj1V4LeKz2CJ8NV6Y8Yv+vgrgpEjN8oKGQqtHDvDC91/c5ydVcFYXTMFzibvQ6x/teL5x8S+QaOZyxHh8AJ4r18JdPgIpMJhvu6QW8wYfW7WxHUORhXP9oX8swiyNoHNoqoY+oOWetQ1/XpzD/RLuAmaJTeuLrVizieHiu+x9xc/PllZuwOmbkG+QDLlAmaOKFQKKo1daIsJK4aAooE5uXlXbaeZtiePHkSX3/9tVDaPXv2tKpf8rorS5cuXThi1wiUGLVQKkrnNxmMxXBRuAp7huPHj6N9+/YOEWGgLlQ3ReXL9QEJL12+Fgq1HO4Bnpe9ZjV6nAIdlGol3PzdrN23ZqMZrn6uUNZgbFlFx6k4u1gYKVPnLVmjlMdoMiCt8Aj+OvMgTGbbX54Dwp9FjO91UCs9a/3eaSjKP37556/GA6AoVwuj3gSNrwYuaqVYB7puYBzt82TvlD/2NX4vVAIfJ8egqIk/TzXVLDX6hnn++ecxcOBATJ06tUGFWk2pLCVsSb3269eP6+fshPJfhg15Ym5Iyou4+hZ1hNpLLS7lqe5rRrNaC41AoLsaXl5qFJYAF3WAhwLwalF/NWmuvq7iUpW58K6kj4Woo/TrmDZfYXvie8Ib7L+LXyLKZxhVKzb6e+dy4aaDXK6AXKas8PFrfCJ3UcAtoFxUtRFEHVP/lD/29SHqGKahqJFDJpn9njnTON1cDMPUHhJ1HyUA95wAzmqBXAPwZxYw7CAQVwzkNWIVBbnzj4h+B1E+w0VNHaU6rwp/Dm39r8fYtvNFirWxIdNjqpEiPzyLqEsp3CemS7A/GcMwjgz/fGQYO4DSldRtp1Z4izo7S9OAi9wVCnnNC/cuaIFZl3okZpwGJgQCj5yW+jE+SgTeigK8GvHTT5Mhro54CWqlVFNHtUl9Wz4uauwsf29jYTAW4mzOP9h64U0hKse1nY88/UX8feYxEa0b1/ZrBLq3b9R9YhiGqS/qd6aNnbFo0SJRY8c2Jow9I9WgHcYvxyYI812abpBdfBbLjt2C5IL9MJps/eqqAzVzfNtO+v+mHODhS6JugBfwXATg3wQN4BZRZ4EK0Rtb1BFKuRuC3DqLuZ/FJZn49cSd+PvMozDDCB9NJI+IamJIeBcbsm0+H2WXGYZpxsKOYRzlRLYxfqYYNL/q9GTEZa/FylNThOjYFP8yDKaau517KoHxAcANZbKcJKF+aA9EqAHXZtyUSWLSzzUG49osgFzmghJTsRhN5q1uhVGtP6rXubNMzT8L8TmbsS95nhBzJOrSi46I2b2F+oonsjAMY0uNkzGZmZnYs2cPakPv3r1rdT+GcWY0Lj4Y3WYOVp2aKsQczScl1AofjGnzRZUD5yuDGiXWZAF/ZJauo4gdzW2d0waIlgGaZizujCY9Cg3p1pmwhM6YVysRzdQfebpEbDo/U/zfDLOw9Vlz5hFhZr03+Qv0b/kkVMr6a/xhGGekxsJu+/bt4lKbX8nHjh2r8f0YpjlA0SKqQVt7VpquQAwIf1rMQ60Np7XA7cckMdffS4rePXtWSsu+cwGYFQWEO6mwyzFInb/KS/mIAhrGYTbABQVQKT1hMhmRXPAf/o57XETqyAev2JAjRUxPTcXYtvNESpZpfNxVLdAt+H4cSFmI4xm/iAvhpQ4XXoYs6himAVKxZHtXm4vJZKrpUzFMsyFHew6bz79ms44mK2Rp42o1eipcBTwZLom6+bHA5GCp5i5KAzwaJo1Cc9Zu4M+TgP0FQIlJEnWrMs34O9uMLYlfIKPoBEwwimgQJaf9XNsK+5VxsQtEzR2to39M00DR6S5BdyPMc4B1nQxyjG0zH57qUD4sDNMQEbvrr78e7777bk3vxjBMJVD36+ozD0NnzBHp18GtXsa/F94Uadm/Tj+IiR2W1Tgd668CngsHilsCAS5STd1NAcA1voCrHPBxwul55Nn3XQowMx54+wKwqZtk9XLHcRJqKvzV6SHsSnwOUb6DkZy/HyOiZ0Mh10AhU8NP0wJj2y6AUqaCt6ZVU/8pzRaqqaMGouSCvdZ1FFXdn7IAPUOmc2MLw1QDbp5gmCaGIkXDo2bD3SUI49rOQ4T3IOHv5u4SjBFR78BFXjun8wAVEK4pbZSghooQtXOKOsJdAVwfALTSAEUmoO8+4LZL6ehB3ma0VKQgvegQdiS+j/jc9TievgJeqjAhFkRDhSaGRZ0dRK5Xn5khaurIzDrWf7xYT6MID6ctEv6DDMNUDfvYMUwTQ95pge4dcFP7n6BRSjNbfTStcGO7H6BSuEMhV4moniVqRwa6xYYssWzIN6E4sxgmsxFufu7WCRBkkUKNAJb7UDpXV5IrGjWqgk6c1CVK81Bpv8i4V2/KF+LSRVG1wLQ8B2QyYWVCaGlZ2gi1shoefSVGQGsk4zvr/VBoKF2uhs3Lpq5A571AwaW+iHZuwJIOgL44HUZzqXVMjN+18FSHWJebwnqFsW1ooehciGdP5OuSMCL6fdHcQu//uKw1iPQZDqWcJz44CvTZt3wPSMs5UCk8IZc5aR2IHcERO4YpCwmJ7GIgIRc4nwNkFUtio6E/iDKlVdRZoEgSndTI5oFSs9nFcULUpRcex5G0n5FxIhPLbl2GT2M+xecxc/DzjT8j9XAqDAYtUgoO4kDKN6IhgARXtvYMtiXMRpEho0pRdybrL/x89EZRiyZNY9iPxUfGIDFvhxjBVRn0HJRC25owGxlFx1GgS0W+7qKwayk2ZGJX0ieXPPrMYp8OpHwr9rGsR5/BYESGHsDW80C+ThyLDK0Z+i3nKZRTrdeRaup250tpWevfReNZkY3UwuNimVKvI6LfQ54uQaq5MzfiGA6mUui9Tp+BDgETxQzhP09Pw68nboebSyBGt/kC7i4toJA7abjZySjQp4jPfq4uQSwXGTKxI/EDZBWfFj9CmYaFhR3DWCABdyYLeHcb8PZW4J1twKwtwN5koNh2eH1jQb9ytye+K+aqrjnzhLDo+OvMg2iRfzW+vep7xP0dJ+UaAZzffF4IvQJ9MlafeQSH037AvuQFyNbGCV88mrawK/Hj0ihaOUxmvbiP0azFqlPTsD9lPtaceVQIn/0pC0Ukr/L9lDz4zuX8g4Op30JrzMafpx9EQt5WbIh/Ea39RmHV6SliX/Ynfy3SarSP+fpkcX+DCdiTL0O3gwoc7dgS5n3JOFlgRvcDcuzoGA799gSgkFRf5RQZgb+zS9OvvT2AHh7Az+2SsPbMffB2jUavkBkiMnok9Ufx9yTl7RKzbBn7wEPVAgFuHfDv+bfEe4o4kbEcbsoAuKsCmnr3mGpA/oPrzz0vPvt/npouLGy2XXhb/GhcdWqK9bgydiLsHn74YYwcObLh9oZhmpLMYuCz3UBumUkP2hLg+4NAUtPU9lAqtVfIg6KposCQhKNpP+Oq0GdxekkStBVEsTKOZyBzXyE6B90hlo+mL8Hy47dCb8yHq9IP3UMm26RHyuLq4o/Rbb6EhypEiLsDqd+IaQz+rrG4pvUHIj1bGRQF6xf2lPj/xfw9WHHiTuTrE8X6/mFP4UjaErEPtC9H0heL29E+ahRSaji3BLjlpBxJOmDwBTesjAzFoENyJOqAWxI1yBvWmrwwqn6t5EC0RrI6GewN/N4Z+LtzPnKy54qTy+b45+Cq9MXWC28jpfAADqX9gFY+gy51wzL2AEWF04uOotAgCX6CItZZ2jMigszYPzRhZkDY01DKXVFoSMHPR29AfO5Gsa1Py8egkHE6vaFhYcc4PMZybiAms5RRrRF0p52JkkdGRaw6SfkENCYl2hJkn8tGyTlPjPH6CRHuQ0SkS6UPxPm/S0985fl76mZ08r0brbyH2qynGahX8mejtFfXFvfarOsV+hDcXKqOlqiU7oj2GY4ewdNt1g9u9YqYJtA/7Emb9bRv3YLvs9b8UaPH2i7SqLNMA3DDORXSDICPEljXyQR/9ZW/quQyoKsHsLMH8FMHqVEkQO2JnqGPIcitq+iv/Ddh1qWOSxmGRr4JD5dgkQavDXoK8BZL+0vQe46WU1h/1LrGjvwF1519WtTaBbi2h68mRvy4oMhxauEhTps7AFRD5+8Wi+ti5tisJxubGL/roGaD6QaHU7GMQ0N19ltygHhtqT47XAgcLayhuKM07IWKU5SClELpTN5I5CfnY+3TazG3w1zM7TgX87ouhGLxcAz2fhfubn5wD668kSGkVwi0yLSxjCCOpi+tMg0iauoK/sP2BFs7o3Vnn61WLRo99umsVTbrTmSugLsqCMfSl9msp30r0KfaePS1dzVjYRtbYf1FmAEdDydCVlA9tUTiroM7EFqmJ8NPE4SRrd+zuV2UzwhEeF8lDItrA70VtucBHXYDHyZIpsjHioC+/wEPnmJxV9saOzIi1ij9xCzfa1p/iGtjPhURY/rB4amuvQhnGr+E5HDqIpt1cdn/QFuSxYeiEWBhxzi0qNucC4w8BFxzEDivlUTdoP3AoAM1FHdKBRBecYpSEORGviRoDIqzi7H6kdXY8/keEbUj9Pl67PnwIHzco7A5ZSa6PhxT4X09Qz0x+LOuWHVmikh9UjF6tI9UPnE0fTEOpnxXaY1dibkYG869aE2/Tmj/CzxVoSItS+srs5pI11OxdBr+PP2QNf3axm+sNS27O+kz0fVLRPmMFClh2jequcvVXbA+zslCM6actv1KejjJBcdbBQDbLtCT1Or1pFTehnPP26w7l7MOSXm7q6wbrIo8I7AiAzCYgbcuANNPSe+7rBLg3zygkP3YawV1g49ruwAjot8VPwio5u6a1h9hbNuvhOhj7B/q2KdGLUv6tY3fOGtadtWp6eIHHdOwsLBjHBaFDHCXA0oZcLoYuGo/cPV+6aRLmTuVXDhvoNqhnv5h0nVFjI2lPCUag8LUQhxfLnVwlkVfoEfS1lQEunZAcdgJXPV8/8tu0+6mdlC5eKCFezch6ugkOTDiBXQJugcKmQqRPkPhInev8HnVCi+MafMlgt17iGiJr2u0qLkLcu+C62I+rdAcNkELjD1MgoYee4hUUxf1BYL8n8KgiFdEyjPGbzQS83aic9BduDriBeHRR+KuhXtXYedCZBiAkUfk1vTrknYma1p2eIIbMgZH12q4LYnR3Rc/FSk+2hfqtrSkZdedewb5uspT2lVBqeOXWgEPXhqG8HO6JOpon7d0k2xXmNrhrQkXos4CiTsa+8Y4BiTi2vqNFRNDrgp/DgPCn8LYNvPE+gjvgcIEnGlYZObazCtycAwGAw4dOmSzrkuXLnBx4Vb6pqKoqAjHjx9H+/bt4eZWfUNe6qbclQcMPUgRJ2ldkAvwb3egbU19fQ1GyhcAC/eXRocoSjehA9AjGHBrnC+kcxvO4fvh31e8UQY8mjoFMk89FIXe0KaVIO6fOBgNRsSMioFXqBdc/VyFrUmJSWs9IWoNOdCbCoTpsUJeeTrLbDaJiF5ZEUddbpblssdJ6+KGB04Av2VKjQvHeuZAiQLcdSoY/+Yqkdi3EJ7yHMAshwkGIRwtNXXUzECeZJbaPb0J2JEH3HIU+KeTCZ285DhRBAw/CCyKNWGgpxmaCiKmlB7O0caLhhBK1xG52gRR52MZQUXP9efp6egT+igivK8W0cJ1Z59DS6/e6EQNHJU0k1wJ+uY8XgR03FO67rYg4Is2TW8CXdvPE9O4OOtxoiYYSruqFN6ipo4sTvL1F6GWe0BTwQ9Ee6eoiY9TTTULFywwDh+181BKUTuLsCORoa6N16yLAmjrDzw/EMjXUzU34K0GPNXStkZC41NF15gZMGaqEBAYCmgAT38gsH2gaCChzlLXS59zEkzZZXo9SFBpcOWxZDKZ/LLIXEWROsLPBfgwBjhUKI3uit7jgxCVD5L1wNw2gLuLOzyVFUcHy0dgKLpKc22P9QH8lHIRaaVaucO9AQ+5vMJgHYm6jKKT+PP0VAS5d8XQyNdhMBZh1empQjSOjpkrxB091/jYRcIM2UXhKi4jW78LucylTqKOauoo/VqWJWlAaw3wRLgUvWOY5oj0OWtpXaYfWt6cSm80OBXLOCyWRonB+wEtaTAloJIBF3RS3Z2loaJGUCqWpjdEeANRvoCfW6OKOsIjxAMhPULgH+sPladtlDDi6gi4Ub1fGUjU7c8HXo0H0i4FGs8UAU+cAdLTi5FxMgMX/7uIrLgs6K/gBVdTolyBjd1Kl0nU3RUE3NlCOh41gcQdiSFr+jxPhwCdvlTU0b7n6Wy6KPN1iSIyeTF/F9bGPSnq9ooM6aLOR28stBGnqjKTM0j41lbUEZR2fflcafr1eO/StOx71EzBnscMwzQRHLFjHBYSc8cLpZq6YJVU20TCZvghCP8zmmLQSl2DOrs6oC8phMFcBI3CW3T30TBzMTZL4VpjnzRTiQnD3hyGlP0p8InyEbV1619YL1Ks478bDzcSm2Ug77chB6VpC2TSS7Vf448A8zxz8NedKxH/z1lxO7lSjm73dcOQ14bAM6R23aCERlMaUSRrj1nx0nxWal4hlmUAD7UEentSvU0tn4QE3C9HgUA3YHi0tI4mUFDn8u2dAC+NGHFGNTtDI2dhY/xLwv+MoBpCquPzc22NhoLE3GdtpF/Gr0UB7dyB1yIBFxkwIRAILzcpjWEYprFgYcc4LG4KYIw/8EsHoIsH0MZNEhjru0iCoptH44k66gD798IsXBfzubBqSC86htVnHsKA8OcQ7Tu82uIu7Ugavh/xvWigsODf1h/3broXGj8NPIMvF2RkyPtsOPByPPB1inT5yr8AR+5ZimSamlFGMO6bvw8KlQIj3xsJF0vetgaYIEd+SBukQwlPA/B+AnBTkHQ5UgB8cVFKyw47CBzsVYs6R/EkJuBoGvBfcmlolrqW/zotLbcPAAZEiIPsonBHkHtn0bRhmQNL818pIkdp5YaELFW+jC1NuQaqgJcjAU+FFH1kGIZpCvjrh3FoPJXAWP9SAUEn1D5eQE+POkSLaggJioOp38FkNmD1mRliFBeN/TKa9TiU+q1IGZanfMsSLeddzMNPY36yEXVE5qlM/DXjLyhVykpr3R4JAyYHS8tUb9ilsMBG1JWFxF1BcvXGaMWXMdwl7+aDejWGHVFhzBGZiBBOCgbuOwHccxwY7Q9s6iZNf7i3BeBb25+NcjnQKQgYFCEtrz1bKuqoc7l7iPXg5movYOWpyeIYUBceQTNpN8bPFCnZhqZ8HR0tO4uo05UUiJFvlnm+dE0zQGk9wzD2i5N8BTHNmfKF9S5kgdKI72watXVt60/ho4kWBf00iotEnrc6Qrivlx/FRUJpbTaQd6kOK1MP/JUF5CYVILcSk+T4TfEoTLcVfGWhtPOaS97DVNtWlFi52bJRb4SuTK1aZVCd3sADwORTklddZonk20ZNKhf1MlHLuDwdSNEDOhOgNwNhamBzN+D1KCmCVWuoYWUchcPK+IZQU8lN7aVtwiS4COdyNggBR+nXG9v9gCGRb4htyfl7a21lUlsKytXV5TtwnR2Jt7js1fj5yHgkF+wXXY50veTIDTiTvZrFHcPYMSzsGKYeoNRfz+ApNuu6B0+2WnCUFXUklK49BCxNA7IMwLsJwO3HgLS0oiqfw1DJSDOqbSO7F6orpLTsSB/ArYoaOplCdllTRnmKjcDufKl+71QRcKQQ6LpXEnTrugI/tgemnARoFscLEcDm7kAXdyn1Haapo6izNEpQTR3N77VAs3HXn5W2CScaN7QLGI8ewVMxtu08+Lm2QaT3YFFzRz58ZLLcWFzUAa/Em5FEhZ+UUtdTE4UJcUWO6VRMEdDjGcthRgnWnHkMey5+Lq5p+UTGcmvauyxkaVHVMsMwjQMLO4apI9QokVZ4BBvPv2yzfsuF15FaeOCyVKyl7G/KKcmnjYRdgRFwj6jcjkTpqqzUBoXsXfp7SqJue3fgi7aAMthTdNVWRKfbOsGjRdU1f64KKcW9IBaY2Qp4+wKQqgfuOQEcKzTjf3GSh9s7F4CJQUCgsnJv5xpDNjPH0oGVp6Tlvi2Bqy5NHVgTBxxIsc701Sh9hBedv2tbUVNHNXcR3oMQ6tEbSkXjdDCQiLvruBkfJspw6zEZ0vVmzDxnwhvn5Rh+SI6LFM5sZIpktjliS3S4uri5+GNU60+EWCYxdzR9ibimZVpP28tCPokUPaVuZILmAyfm7UAhTxlgmEaHhR3DVAOTyfbMaCyzbDAVYmP8C5fSr60wof0ya1qWRnEZTKWRuGA1ML8tMPpSdvbApXKlh1sCQcHuaHdjuwqfv/9TA6ydrGRvQqlRCy1UwGdtgQM9JV8/Som2jvDExJV3ILCjbcQwZnQMRrwzAiqPK4fUvJRScwo1ZTzSEujuIT33g6dlQtRRB+h37YBn4oBRh4ALtbGXqQiFXPITJGFKNXWUfr0+Vqq5i/YFOgbZ5NrVSk+bRgmaZtFYok48H4oxNbhICPZteTJE7JRhXrK0P7cG5MNsykNjcqIQ+OCiEh5hUdbpIM/GSVHFmuCq9BUTS8pCy7S+LMWGHBxM/R4bzj2HnYkfiW7w+JzN+DvuMayNexqF+rS6/1EMw1Qb7oplmCtAkxcu5G4RUwuoXo7GVFE0ItijK9xVLUTUiGrpqCt2aOSboiuTau7IgoNGaKkV3pfVAEaXGzkV6woofFwxes5oeIV5iQYHmhOr9laj33MDUXRTd6TLlAgyS2Jw8klgRUcg8tLj+CmBM8VSBPCWQODD1kBeSz94/nwPBhQXwjO/GN4hHsIDr7xdSmVQavfmI5If4CNngN87Ad32lm6fGiKJvUk51C0LnNNKNXb1Ernzpg6MbtKDXaqpw5i2UocsbbMjfFSuGOmTg6/b5uL+U97Chod4MKQA9wdegL9L443DotT54ANAmkGGjBbeeMNHjjGHJL9HGrv3UwcgqBppcmqUSC44gM3nX7NZT8v0GQjx6C4MnwkS1ZZpAmey/xId4bm6eLFMUwcaujuZYRhbWNgxTBVQaonqi05m/iEG2/cLexxnstZgR+J7aOHWHcOj3xJzLWmu6rDIt6BUSEqLxN3wqNnipCYr47lCjRIfJAKfJwHuCqmD1VMOvJMgpVQnBHpi5Lsj0f/J/jAUG2B2VeGBHA+suqjAGC3wXARw3WEpdTvtlFTrRnNLqUN1Z670eItSpYYGEoDpBg/4KD2wow8QUPEQiArRGoG1mVKdnb8SWNUJuPWY7W3oeagTltK/1FjR17Me07FEeQFnEXh2iFHug535tinXg4WucFfHQqNsvK9ZVzkwLRR44zywIFWBb9OkZhd6XzwbAXhV02vbYCrGlvOvivSrryYG17T+AP+cfQpZxaex5fxruKndT1Zhp1F6oZ3/DYDZJObyWkRdqEcfDIl83To2jmGYxoGFHcNUgVymFGnVrmHvwl0dg9VnHkFG0THEBD6IKP9bIZMZrVG9/Slfi2hGdMC90JvVyC88hJSCnbjK43Fkq9TQuyhFKnOErxnHCmX4pI0ZaqMRepMM6lPpMOvdoSxWQ+mlgk+kj7XT8nZXIE4PvBoF/JYhibrO7sC3sQXQQAuT2Rc+LgpMDtbjvhb5eOSMG35KlwSmjxLY3NWIMGUGJW1RqE+HIVUBKsHyauErRCfZrMggg2eoJ7S5WhSmFeLivhT0VStwvH0LaII8MCXORYzQovTrN7FmbM0FHg2T4fV4YHZroJObJO7cDCb46g0wKuXISytA/oU8hMb6Q6czQu6lgqtPuVBlFRi0BmHLQt5+1DgS3D0YHkEeVY9cawKoxo5q6izp16u8ge25wPY8BW47ZsbPHUxoSaq9AiilThG+8Et/Uq4BoH4LiqpRWl2QXSylp70uCdtcrRS5pAkpFVjfPBFGTTlmzLkos47Zo2jr1d6Xd5BXBkWhR7f5AtsS3sXgVi/DQxUsauu2nH8dA8KfvmzeJ42MKp+iVSu9rBY0jgxFQUkw02tLJGqlqDuVQORdOl6Bl46XzgjkGCUvQ/LZrAk0p7nYkAmFXCPKC4gCfSoUMlWlY/0YpiIc/1PHMA0InZyCfG7F3MyrMe54BKKCZ6Fj8FPYa7od3fZ54rTOByUmIy7m78aJzF+RpS8U4qv1LjnSZV3RS3kfCrYliXUxu6i71Iy9+VRTZ0bsbhnW5SvwepICOYFeCF64F+5LDksn7kvQHNwb/IGv2gLXHKRICvBWFLCmUwHO56zDL8fGI63wpGjQKNQdxG/HxuKxwF24I1DqJu3uboKrOR5/np6GXG0Css5l4LvBi7DxhU3ISU1HXlIelt+2HL/c+gtyzudgxwc78Hns5/j1tmVYduPP+KXz58j+4xg+D9UJ8+e/OpsxWF2ICUFA9/+AcQFSFChOB3TZIxkUZ++8CPOpTByYtw8+LnIoZ2+FbF8y4lefEaKxOtDos1N/nMKc9nOw5PolYh/nxM7Bxlc2Vmn70iSYdQhVSUWPz4TlY1HMefwQmytq7gKUepjN2kpF3SvxwFX7gbhiyR5lcRrQdjdwsECqZ0RWEfDJLmkKB1nU0Htj0SHgq72S4KsAEv5byrnd/JEB5NewSdVHE4nhUW8JUUd4qFpgWNSbYn1ZqFGCauo2X5DStppLAu9czjrsSPzQ2lDhiBwrlMoPPkuCmL1MdaRUTzrjlCT4fk4HYnYD+wskUbctD2i1E1iXLU2BqS4U1Kdo6NJjE3A6608xDi9Pl4iVpx7A3otzxQ9HhqkuLOwY5grklCiwNN1F1JDddKIVlhRcj2fOuSO3REqp5hkVCPXsg3b+NyPa/zbMuuAqfsX/k+oD+YFCaHuF4fVkpVh381EZskpkGH1YJrzf3r4gE3NVfyhSIa9PmNTxuT1B6gy91CiRqJfSntklUgctiYAiox5n0+ejxFSM1WemCIPk1WceFqbI8elf4PGW0kl/Y64crySEIjroCWTnXEDi2kzknMvBwW8OY90TG7Hs1mW48O8FJGxLQPqxdOGXhzLmySaDCX/c+xsK4rPFhA+quzMqXUSqj/b/ruPAx4nAoP3S3NQPk+Uo7hYC5XcHcFX3YHgtPSrOeG67EhHapQVOrjpZrfcb+fktu20ZjHS2LMPuT3fj3PpzdvWeDVSpMCVYi3865+O+gPMIdfXFNb5mbOiSh7cizsNPWbEAo1F436UACTpg6AFg1nlqTJGE2Uc0b5a6YE5lAiSGaQoHif7vDkodwxfygIQ86/vEAkWTxhymmjqZSL8O95EO5lfJ0mxbyyzh6kKRu6qWiRKTDol5O8X/W3r2xcQOv6Bvy8fFckbRURjNFdv02Ds5BuDbFCDDIM1hnnlOsimiyPXKTMlU/PXzUhnEkAPSZ5O20+fipXPScawuJlkxjqQtgcFUIMo89ifPx5+np6NAn4zTWX9Bb8xvyD+VcTJY2DFMFVCjhFy3ESs7pIt0DIm7zy5KxWoTAwx4rZVepGgoVdK75Qwcu/gKlrc7j0gN8GqKEj+2aQXN3iRsCC1EhFpK25BFCBn9tnMD3m8NrEkuwWOZqfD665K9BwmXSwbCdNLv/R/Qy1NqiiBoZNiQw35oH/4l3F2CUWLS4r/kL0UXrpc6GlGhH0MpM+O1CKkb85cMV8g1vVEgT4DLNXEY9NrVYv2xJSeEoKPQ0oQlE3Bh6wUh8iri3Lw9OJxrxLU+RmSdOYZFbU0Y4CVpQDq5kaijqQtbupgQsuywEHOqjfFSGMNbjawb2uGb0T9h65tbUZBy5ckF+7/ebyMwy7Jl1pYqI39ms1lEIpP3JyNpdxJy4nOEKXNDQensEI03rvIyINIjXER5AzQ+6OOpR6S7/2XWIBboPUKTOtzk0nEmYUCM9wfeaw34q2mESDBwc3tpw4FU4ASl1AHc3QVo6yelaMtAqfIYV6mm7o/2eixpZ8RLlwZ40Ng9esj6hsoPqPa0X8snRE0dRexi/W/AoIiXcV3MXBHpc0R8XICnwoEpIdLynIuSxQ+9xmu6AEEuwMauUsMQiTvqHqfPdUc3YFXn6jWpWJCZXNG75cOI9Bkulg+lLRKiTiHTYGzbr+CpDm2gv5JxRljYMUwVkIXJxbx/4W3agxv8bcXBm1HF8JHnWQVgXNYa4VuXnjUfL4ZL6x9PUaFoQATCt8bh5SDbyAU1QsxJAp5sYUTAr0dKN5ARMdVQUb+AApjREph7URKBlvMypYG25AWje8hkm8fsHPIY/NUBSM94G4NUK/BmqzysaJ+JCJcs7E76DIWa8+g+rYtNnVqLzi3QalArHKRoUCUUx+dgvLcRXmY9TCYTAmQGfBxje5tHWwJRrjLoe9uehLT9w7Hjm/0iCkeCi2bW2r7Gto9TYjAi63Tl6bv8pPxKhZrRYBRidX7v+ZjXYx4W9F2AuZ3m4sC3B6Alg+MGFHckcDTK0g5oahqoTNQRVJNF4v6WINv1H8RItjiXHgToG1ZaX0cEuQOdWwCay2f9tlADX7QBdnY3o1XuBbiZ9HgiHNjdA7gjCPCu+XjgakF/e4fAW6yNEiRuW/tdJ5qIHBkSZzRFpeyJcpiPNIdapQAiNJLPY1lIlLesRZ8PvVdIHJclymcYfNSRotaXYaoLCzuGucIJq2PIs9iiHY4l6bbV0KMOeyHVGCAc9i8W7MX2xHcR6N4XCu9n8HCclxBlmyKL4b3uNLYPbIsHE23Pqg+dAqaEAk8mq5Awoz8Zh5WeuF2k56Io2NPhwLKOwIiDpUGsa331uNr9ILYnzLZ5zF0XnoO65ACKDGk4nfYp+igWw5Q7CzsuvCLqo8L012DFLX/YiJzUQ6nY8NIGjJk7plQ5lsN3UCSeSXRBBtRwdXVFnFEl0k5loXTV35lmGE/ZijLN2jgMvr0zYse2RUjPECjdSk9SlNrdnFNaj0SpwjV5CnR5cXClxyS0d2ilPnwUnft+xPc2s3ANhQasmrYKF/dehD1BjRI/pkrpvrJQWpbS7dKNtMC3B6wRXAFFK38+YruunLjr4KJFcZ5UaEcR5d5eDSfqLCjktsdEWW7ZEaGauuEHJDsfC39nA58mSWP8tuUCD18aY2xh4jGpI13USFYT0cSkS8Sq07bTa8g+hmru6Icjw1QXFnYMcwWyja546qz0E/zWQCl9ZknLPhUH5JYoEOTWCSEePdEnYjZuP+El6mzeCytBtz3nUDSiDW5O0FjTrzSSy5KWffQ08HiEDLN1Hsi/tq30hGTIWyZCQx/S1+KBU8WAWi7d/7vYIhxJfEakX6lrl+wnpLRsMf69QJ2Lzwgz2WCNF1Lz/xWRROiUSFhShAtbpPTruEXXYvCrg6ypT7PJjNajWl/299P4scCbOuHrNBk+SJLDq1Ub3H1Cbk2/7ukJa1r29pNy5I+OBQJcUTilB8whHiIk57HyJMZ9dh1GvjPS6qNn8ckjwfpPlnSifPIMMO4w8EdgC/R+b9TlB0MGDHtzWKWdsUcWH7msLs/CxpkbUUTNCHYCvX4zTpemX7d2lyxwaAYvvS8yqcZuX7JUU0fc1Vl6bxBUc3cy47Iau7LpaKZuUA0tdX1busH/7lKalqXPI1mU33y0NP26v1dpWnbiUanZorqY5MXC3Lk0/TofUT4jxLbtie9BV5LDh5OpNhzfZZgrEKoClnSQrEY+ipF83TZ0lUTdJzGAr4iEBApzYpnMhLV0AjgFjAqWwTwsHN5rz+DvEe0w45xcdLeuTjfhn04yIYLmtTXjiwQTXpflwnPzOcmUN8b3slqf2dHSBIFZUUAfL+qg9ES/yDk4ljwbQ6Nmw1sdgrFtv8T6s89hQPizSC88JlJjJzJWYGjkG4jP2Qh/n2jI7kpG+pF2aHtTDKKvjYTC6AqZXA6z0YywAWFQe6lFGjQ7TurCC+kRgnELr8fZUB+MNgLPhRkhT8zCohBP3JPshq8CCtHyTB6WxLbAPafleD3CBN81J2Gc1gtrX1yPAfd1R9CuRBQMjkTWhRwEdy9NzckuiVaSJjcdBTq4SzNpCblChi53dMbF5UeQtDNJeh0ifTDmizEI7GA7TcNCib4EF/dUHpXLOJmBkqIS4NLUj6aG7DKWdwS+TwXmtgECLtVsPXpGGgvnr5IBvUKBxDwgxo+GD0svFpkFUkds+8DLauyY+sNbCbwWJRl0v9RK+vFCKViir5dUG/lPV6lDdmlHKS1Lx4/8Hn+45C9ZXWRGjbCR0ZZko1/Ykwhwawfv8FbChijKdwRc2QuQqQEyczP8aWcwGHDokG0eqUuXLnBxaeBcBVMpRUVFOH78ONq3bw83t+pNRmhMyE/O4i9GUJkYdalWNOyeasYyDWW25euQr1RCq1CAztV6gxGBMhPSFS7wMpYg1wgE5RVLqVgy5a3E5ZfsMehko7p0Ls/UG6FBHtxVpUKwuCQbcrMCZplJdDAKmwQzYIRO2FaQ9URJlgIyjQke3tL9ijKlKJabv/S6U3NDQWYxZAoZPAPc4BbgJgyLyS7DfCYN3wz8Bi6uLhj+y634974VyDyViSFvDEG7J6+Gr0YOVZGevDFEdEybpYWHlwoGyOBOKeZyUK3gTUckI2QLJGJpqgUJZtq3oowiUZfn6udqHatWGZte3YTNr22ucFvLPi1xx193WP9Oe4CiO3Sp8n2Vr5OM0yw1daIG0wR4qB328+RIUHmAj0KqqbN8DilyTiP3KN2aVfazfml7Rd8L1TlO9HklDztLTR19XpVyV7hcMj5nmoaiJv481VSzcMSOYaoB+cl5lP3gyCv/8iZdZrPNUw2SI1ZJIurnFJDiTkqI2nmPqgULUf75/MWZxja6V94ktryxKdUMolyTYnmh4xHsIS5lEca2+Vr88sTf0GZrxeW3qxZYt2+auQkdJ3SEql2AEHXicf1Kx5dVdp6jFFe42lbYUVcnnTgt+1YTIdb5zs7Y+vbWCpsrhs4aaleijqDUK12qfF+Vn7hBDRVMo1G+u7Xs8aEGmPLHq7qiriIq/LwyTA3hOD7T7KHRXZmnM7H9g+34Y/IfOPrLUeQmlHN4tSNE1M1YWjhfZMiErqThB80XZxfj7D9nK91+dl3l2yqLhFBN3fJLDh40JYO45ahUc1cTg1cLPq18cPfau+HeojQ66OLmgus+vw6hlNZkGIZxcjhixzRrSrQliPs7Dru+PYDBX16Pc0+sxrJblqHVsEiMWHk33F3kl2ro7IMCfQr+iXsKPUOmw0ffEdDosCv9QwR7dEVb/3HCZqKhoOaKyrzlCEM5G5MrQaO0LBMS3okG7g0GbjgM7MwHVmQAA7xrPpZJoVIg4uoITN07VUyoIINlEnkUgVSq+euOYRjnh7/pmGZNfnI+9iw6BO+3x6DdKTd8N3MUekf5wuvunui8T47nw02YEmof4o4sD/67+CUyio9j7dkn0c/zJSSkb0KibjPic9cj1LN3gwo7Fx9XhA8MR8LWS0665YgYHi3qCyspEbz89lRs3k0av0Tmy/QaL+skTWOYHFL7lJZMLoNXmJe4MAzDNDc4Fcs0a1L2p6DjY/3xToG7sCi5I80D2+4ciHGZ3sgpAT5IlIvIkj1ARdXdA6bCT90OZhixI/81IeqI7u6PQJbTsELG098V1342GkqL314Zuk/vBb9Qj2qLOgutXYG7W1g6iyVjVxpiXxPXfoZhGKYUFnZMs4aMev8e8wM+K0lFLzeTcJN4K10lRJ0YGdTJiJBauMg3FBf+zMIQ/3cumYVIhHtcDZeDHfDPI5tRlKsTfnANhXeMJx7YNw0dp/aCXxs/hA8Ix/Dlt2HAK0PgXsvGhPLpVtcapl8ZhmGYUljYMXaDm5ttS39jOPGQBYa+QI8DT/6Ft/xth7U/7KtHqEsxDMaKh7g3NmT54RYtw+7MD+nVsa5PLNgOVbccKD1lSMnSodt/wMkG8uFNlrlicG4AfntwFMxL78P5ubfj7tBYjElyF9YlDMMwTNPCwo6xC8wyIzyCC1Eiz7GKumxtHLKLa9ZpWVM8QjzQ93/90O6bCbgl2dZn7dU0FTYWyJBcdM4uxJ0BBUj0/92afu3oOsmalt1W8BL6vdkO/+kVQmDRuLL6jtwVG4H1OTIxAePXPCX6RnugZ0tXMXZpTz5wvPDyua8MwzBM48LNE0yTYzTpka0/hrXxj8JTFYbRbeZAbyzAqlM0N1GOcW3nw9c1ukGem3zNur8+AsOPKqzp1986ZOPxsz7YnS/DXSfccaJXKAoMKfBVRKEpocaITgG3I6FwM2JdbkfesmB0u2YwDri/Cx9ZDPR57ni/0E2MN/qmXc2c76sDpUhv9CtBXqQMV/vK0dNDDpp6taIToDcB/b2q3zjRUNDcXrmsNJdLI9ccaYA6RY8L0wqFBY+a/A9bekLO0yUYhqkBjvONxzg1sksn41xdPFaeekAIO7polL5iQHZD0sJNgd86mnHrMRnmxaQiPvlxzIt+BY/Ex+Dl8GzkFe5EoK80U7WpcTOHYHTLb7D7w/+w881d2PWuCreufw66AhMOtgjC7gIZTveVOk4bAg+zAWNk2Yhw8YdSrhFfICN8pUidu7Lpu4Yv5u9BkHtnuKsChddfatEheKlC4aluCXuHvBPXPbsOR5ceFSPeNL4aDHlliDBdpukfDMMw1YGFHdPkKOQq+LrEYmSrT0TUjrzaCLXCR0TrfDQVRMqo/o7URNloBg1EryS6UZxTjLzEPCTuSkBxlhYR/SPgG+MLz2BPGE0liHFTYk0XwBUy7Cs+hf3np+Dr1j8gM+9vxATfLjpS6XYKudLGsBdyE1y9Lx+VVWt0JTBpS2AwmSFzUUB1aYqDBQ2NHMvzQ/c7+8DVxwP6AhnSdH7YH+CDx9Ol/bjxiBl/dZYh/JK4M5ikiVQWyG6OJhzUluKMFMgDSx3ya+o11xCQQfPprD+xI/F9hHj0wrCot5BZfBJ/n3kcHqoQjGnzBTzV9mtQXJBagF8m/IKk3dJcXIKme6x5fI0omOn9UG+O3DFNTvnvjrp+lzANAws7xj4wK6BSeEMuc4HRLI0cUCncoJBrKhZ1yQWA1gBE+EjfLDTvlIalxwYAGtu3NQmwPXN2I27dGVw9vx38TBqsunkVQnoGY/CcbtCaswBVd6zOkqGfJlncp23w01ifF4B+br2Rp0uErywKaUVH4ebiB2VuIM7/ex6ePUtQIiuCYZsPQrq2hFfLOtiNFOhhTsoD/omDPE8PWYQXdF2CkaErgU+0r80oLKUHkO6/BZEPXYu7T3piXwHQqtiEOTE5ePCMD44UynDvCTN+7iBDsQnYkQeM8gW8XYAUHbAqE7ghoG6jj+wNmUwJV6W/6BZOLtiLP07ejwJ9sqg/VCs8rBFheyXvQp6NqCvL5lc3o90N7eAd4d3o+8UwFpJ1wF9ZwA3+UpkH1fD+kQlc5we7cg5guHmCsQOoUaIYSfg7/kEYzVq4yN0ggxL5+otYffphcYK2gUTdB9uBj3cB53MkUffpLuCr/4AjaSLqVZbss1k4ueoErp7fHlsKnsYW7VO4bnkfdH8+Gn+dnYZUvRwPnJBh8kk5vkxrjRFtf8PSvGvw4Bl3PHuhIxK1xcjVJ+DfC29g5akpyC48C7fOWmzKexybsp+Eom0W1r34j4gI1opiA7DxHGSf7ILsWIYQqKrtifD8Zj/cS0zYu3A/CrK11ptTCjTadwRyiw/iJv8ctFKb8GObswjXfYSVnbQIVQFz2shQYgZGHwZuPQYsSZO+iKefAqacAl6Nl4aV1weks8uPZiVPwMaEfgSEew/E0MhZYjlfnyhEnb9rW4xs/SE8VOUG5NoZaUfTKt1WnFUsau8YpqmgH4STT0qXWeeBLAPwzgXggZPAfSek7Yz9wBE7pskpMWmRVXwaemO+qKkb13YBig2Z+OvMDBToL4pZqO4uwaW1dmqFNGg+vQj4ZJc0FD1PJ0XufDQ26VgSjf/N24eiNC2UJW5QKdxRXJKFzcVPiiJ7nTEPupJUtHMzY0028HmyB/7I8sCFS19Usa4GyGGEUqaBviQfWmMONuQ/Kh7XYKIaQB8oS9yRuDUJcWvj0P3+7jV/AXJ1wOozl6/XGeH173mojUB2SgGUXhpoFKXDwtt4d0Zm0f/bOw/wpuq2jd/Zabr3AlqgFMooS0CWLEVEVFRQQVF5Vdx7b30FXz/3QhAERHDgFpWlspENpWwoULro3k3SzO96/qdpkzYtFLp5fteVK805aXJyTnJy5xn38wN+7DoK25Pvhpc6DGN9rNh3ifSLmk62nbTAgTLgvuPAmymofF3xnoBa1jCijh4/ywQM84XYvmQDsLkIuCYI8G3CM4wcFPX1dlmmlFNyveXniqhJojbkSrlbU2iGaSqUMiBOJ0XsPkqXRv45ziXddNJ6puXQ8s94TJtHpfBAhG4whrd7HVfHzIOfNloUwI+PmY3xXeYg0KObawMFpSUfGQQEekhFHiTqqB2TlkVXpGYroCJ0fbYehacKsfyajRimegcahS/MtjIh6ig6GKPrhBej5HgkUvLqcJywHokEno+SoYtPJ/ho2mF8zFyo5J5CgJKoIxExXP0efr92EwpOFGD3vN0iulJvTuTXukqWXISoARFI2ZwiOk8dkNjdkPwajufMwaYTN4ltInF8KGs+vGSSZUyYBvg8Frg6AC6v69MY4JYQKTV7oRzWA5clAFftl+a+njYClycC045IUcJi1+Bpo0GNEmdKd2PNicfFbfqBQGnZrLJ9WJf8EspMOWjJBHULgkeAq4+jg55TesIr1KvJt4lhHNAPxec6AI9Fup5LHooAXopq+A585sJgYce0CGR2DZSlMfCQhVc2VAR79kKwrqdLw0LdD+I+2tF9cvc67yOTSx8DWbWVdEul0EGnCqz9n51pLA83GaCVAT6qqgjn0dxfkVK8Udwe0u4Z9AieIv5OzF6CzLJ9sNurVGBj/pj2VgAdNKhM+/bfDZwwABo50NMT8GiiM4zFbkRWWWJF+rUbbuj2LUZHvylePXVaU4q/JUP1mdP+mgYP+rHiRLsh7TDmzTFQUVSaYZqZGgYFHKlrkXB8n2kxFBWUISKsSh0p5bX8DHTU1OUZpOicIxVLadlHBwFRrlG79sPaocNlHTDq877YbHoa5dYiEXlzpGKPlybhh+JO+ChdynOSUKFfpJRyoBTDsx3sUFhP4s+ke0SkjyJ1lIqlKNkm01O4Zvm7WD5hI/rf27/WqEudxFSE1Nxgj/bF6Z0Z6HxDnNN+0aJr4HXILN2LaL9R6BxwJaw2s4hq2mxWhHrGQyaTi1Ts/ceAPyoCgo7X9VCS1CV7c/CFR+2o8/aPXsDYROCIHsgzS78W1/YGBni7duM2JlqlL3qGTIFOFYQOvsOF3QnV3F3R6R34azvDR9MeLRmZXIawvmG4d8+9yD+ej+KMYgR3D4ZPex94hXC0jmleqD737VTggzTXc8mnFefIFztw1K4lwRE7pvVRbhVdpEK8kZB7eggQrJPSsmRBQtdOeEQocc3SsZB5m4Q3HgmzMf4fY3z05/BQBkCjDMUhvfTTkwbQ77lEuiYOllE0yA6jpQBmm16k+EZ7f4wRHu9Do/CB2VoGi6IU7YZGovPYzuf3enw0wLiYmsvVChQPj0KhXYZSf09Rz+ZApw7CiOjXhahTK7wAuT9igv6DXqH3iPo7qx0oswFJFYGqOV2A3f2BayuCj/tKIcyFGwJ6LqPTLqeHLbVKy5sSEnddA6+tbJQQDRU+Q+Cr7YDWAAlz6nztOKYjek/rjYj+ESzqmBaBpaKWlng0UjpHPllxjqSJM2aeONOikNmbYiBnC8NsNiMxMdFlWXx8PFQqTnc0F3q9HocPH0ZcXBx0urOYsdJbNqMEMFoqo3PlmSUoyzOgJM8gvN+8wrzgHeHt4nNWVJoOq0zqutXZ2qFEcUKkWg3mQsg0ZHeiEDYgQSog1wz8lguMr2jlp+kYWWX7oVNW2J1sdrI7OeiL8N7t4NPuAuxOykywpBZD8fcJyIpNMLf3gbF3GDLKLPjN0x/pHjq8Fg34q2oZ9VUAXHcAmBsr1c/R2K+JB4AfewDJRmBchd0Jjf+ikWMxHpLdSbZJEmDnaldQ/ThRowTV1DnSrzS5I5X6WGTAn72AyyoaKpgW/Hlimo3WdJwuZrsTfTMfp/pqFk7FMq2z0INEW4VBMZm7bnpzM3bO3gl7xbBSSmFN+W0KQnuHijQXjeMK9PEQUREZFOJaY4uDQq6CVUPGwwrcHlqVOiRx53ybav5CPXtL9X4eQI9JPaAv0EOmsMPj6gYwKPZUA7FBKPHRoCy5EPmpRchYmgi7QoaJ0/sjIErnVtQRJVbgizMABc1mHAN2lQDfZEtRs/8cAf7uLYk6EnRTDgGDfIAXoiRR9+wJINMELOx2fidnivrR85Coo/RrlBYYnwgklgH5FumXPsMwrR86P7icI9XANKfbTMuBhR3TesWdQgab1Yb93+zHjk92uKwuTi3G4tGLcW/CvfCjqJ4QZ67KyHHb0ZxR/QRV/Xb1Jg6df8P+citNLcTCIQtRQtFIJ/Yv3oe7tt4lRSfdEKIG5sQCVqqnywPmVdj+RWqA33pKJ2TylaMI5L/F0oVSJ0VmYEmFfRp1tE4KqnVwR63E6oANfYBSCxDvJe0zqrmjbtkhPoAXn2EYps1wtnMk0zLgw8K0akrPlGLz/za7XWcsNLp186c0K6URHJRYpOhVU0HPVWCWUqCHyoA0I5BvsuPgsoM1RJ3jNR745oAQsbVB4u75aqVkt4UAoRX9JxRRuymkqi6Gip4dom5WR2Csf/1FnYNYDzs6qU7BZMmpbKi41DMDdqv7SQoMwzBM48HCjmnVWE1W6Mmo2A1UiO5HTRXURUtNFVab6Nr8IBV4JxXIM0mi7s88yUH9QtzTC82A0Wn6gt4qRcSqQ9MeXjwlRdZ2lwAD90iTIPJyDWL4e23QOpod6g4SiAmlwJWuJRj4v1TJS86xHZRephRsmFOzMdXa3RfhvnbvXKAS3XxDEpYfuxPrkl+E3pSLkvIMrDh+P/48/gBKylncMQzDNCWcKGFaNUqtUjRJVI909ZnaC6Pv6w/vLanA94fE/Fj7iCjIh0bjwzQt9DapRK+XF3DHEel/5mSQtUn9h9pT9G1xpuTbRtMXqKxsXaFU0+ZsKULNur/nSfVwJPxoG8qswKp8YLVaDi+qs6sFladKePK5g8b7PHhMqnWj9Ov63sDjJyTxSNcTAgGaMupcU+cgyQC8cRp4kUxGz0PckadeUflpmKxlkkHwySdhtOSLcXAKmQYGSwG81BGuBtP1wGq2imNLxs90rD2DPaELatlF5gzDMM0JR+yYVo1XuBdGvj7SZZl/Z3+MntEP3t8dAFKKpIVGC2SrT8Bv8R5sipFCc++mVYm6UX7AvRH1F3WmCrFGAoqmL9AorbUFwLX7gXuPAX8XVrmvkC67OlDqWqXmhj0lwNudpHUfFGoR9cCgWp/n0scvhZbGpbmBulu/7yGlU0nUxeiAedQdGyzdpjQt1dhR9O7LLOl/XouqcpH/MA1YnS8Cmuc1NaSdz5AKM2Ca8nagUtRd3WUugnTVpobUA32eXjTEzOk5B/P6zcNn3T/D0nFLkXs097wej2EY5mKAhR3TqiHR0PW6rhg1c5SI6BCXPX4pvDeedjsJQnaiAL2NegynEJbT9AQSRhHn0RWqlkuikKJ11AF6RSIw4YDUodrfS+pAdQ60Uc3bJ12k7lGyDhhCdiBy4KQRyOjRHh2v7VrjOWKviUWHoXV7sXXQAt/ESaKOoIYJep6+3qLHRNTYTQ4GxgVINXWPtANeipZq7khoXn4BNXbkFxfq2QsqeZWRrrcmHN6aSMhl558USFqZhNWPr4aJPAsrOLP7DBaPXIyi1ArBzjAMw7jAqVim1UPpucFPDkavW3vBkGtAcKgnUEtDBWE9mgdjCM0SrbILeTsFeLY9EHgeMw+pWWBVvDROK6tCg7TXAMt71RSLVIv3TZZUF/dFV+CWQ1XmvtPzvPDpzAmY8MhgpC7ZK6xb+t7VV8wRPZdZodW3vfr8RhJ7i7oBGllVTR3Nf6TSQEeTxflANXV/Hr9fzM+tfJ3GZKw99QJGRc8UUyDq/ZgZJVj74lq360ozS5G5JxO+7Z3UOcMwDCNgYce0CVRaFfyj/cVFNEtQmKzaBAoHhVq1qG0b6Qt00QHzz0jNFMEq4MHI+qdjySCYmheoMcLBGZPU8RqoBE6XS/YiXUgA5gOPJkmTLTYWAmnlgJcCWNYdOG0E7j3uhWCtFzbNjkKszn7eaczacG6cIC50eLfZakRy0XqUmNIq06+lpkysTX5B1NwVGk+JMV/1fR2WcguKHGl0N6TtSBORWoZhGKYNC7ujR49i9uzZ2LFjB0pLSxEcHIwxY8bgkUcegY/PBUwFYFoX3mpgQASwtWKwoTNyGcpjAhGWByyJA9QyaVD9n/lSqrLeNXZWYEOhVFNHMjLeEyi3A0f1Us3dynjg41RgczGwsS8wwk9K0aYagfdjpMjdGH9gSSYwsyOwoKskMCkK2NCirjFQKbToEnA1zFY9Ir0HItizO/w9Yipr7oI9e57X61CoFKJJQp/rvuOZ5qi2VQyWQngoqzwLqQHFQ1kVYWYYhrkohN3Jkydxyy23QKlUYurUqQgPD0dCQgK+/vprbNu2DcuWLYOnZwNMCGBaPmolcHUscKoQyKxKD4L0xfQ+8AzQYklIVZr05SjgmQ5SR2m9n0oBRGuljlJKv34dJ9XLPX1S6palOr+EMkAlA3QmM3QFBqwIBZRBnvDXyPG0ugSGk6V4rcwML403bgzyhMpLU2+B2ZRUH2NDM1q7B98kau2opk6tUKK97zCxjpadb1PM0GeH4q+n/6qxjkbGtR/S/qyPUX1cGh0PaiIJa8HjjwoNp7AxZaZIYVOdYml5JtadfhnD2j8Hf4/znEXMMMxFRZsRdjNnzhTz1H788Ud07iydAEnode/eHbNmzcLSpUtx7733NvdmthrMerMY1UXX9EXqHe4NBamYOjCYC6BWeFdOaDCY86GUa6BSnEVQ2+3QGOzoEdABqiIr9HlFKC4wQOGlgV+El0izEmQqHKiShk6IbTSYRb2V2EZPtRADSk3FWzrAA3hkEOwZJbAfyobdRwv0CIbJQwV7iRH2lEKsX3lcRH5CeoZAbrQgR6OEyk8LXagcxtxymApssFitUPsrERARKB623GJGubEQpjQZFDRpIQCIKFJjt68RWi81PBQ2lKkC8E4nqWmB/PFClHb87luAHU9uwuGfDkOukqPPnX3Qf0Z/lGSWwMPPA96dFdCnlKNgXyairgqFQSmH3q6Dh0IDmY32q6cYa1b3brTBaCmCh6oqumO0FECj8DuvqJnNbkG5pcTl8SzKcmijuwEyybSPfAHp0kHjQ8HQSs5X0DkosckRPWMA+h3Lw54v9iD66lh0e2AQtt63HJN/mCw8CmvrUi6ySH0zT58A6J3z306ABkYsylJj/hk51vQGItUGmK0GeNABbAQoLU8NKz4Vb0fyEqTxa9TBXBtGSyFWJD2AMnM2ViY9iLGd38ffJ59BgfGE8ASc1H0ZtE6RvNrGKNPxcN772eUWBKioOqHqc6mQay/4GDEM0zJpE12x5eXl2LlzJy655JJKUedg4sSJ4prSs8y5UZxejJWPrMSnXT8VVhN02ThroxB6tVFmysbfJ59Fjn4/rDaL+PLYnv4xkos2wGwtq/3J9GZgzxko3tkK7Ts7oHhjI7Q/HoK6zIzvrlqKjTM3oTitGKcMUmqTZpDSlxcV169+YjVmd5sttu+zHp9h/WvrhdCzVHy5G2XAsaR8/PT9ISx8aS1mtv8AqVtTseru3/DFoC+EGMzal4UFgxcIO4058XPw9+OrUXLCgB+u/wWz42bj855z8c2ob5G8KRllhWXIKUzEutTnYEQusg2J2JDyCiyqImx+aS1KTCewJvlRdJSl4v1U4PYjQLoJmOdZiCWDv0DCogSUF5fDkGfA1ve24uurvhZzbA3IxtqsJ2HyOoOQoZ7INx3F+tMvI7ssASWmHKw99Tyyy2i/muoUdWQUvOrEIygpl2aKkTnwyqSHhTAgI+H6irpc/RH8dfJJlJokj5R8Qwr+OfEQDLYzOGXRiAjYR2lA953AhiJXg+YLgUTQshxgVqYKAz4YjwdTHkfY/Ml4JbwjbjzwECIuiYDcTQsvibodxcDkQ1J0jt4rN4YA1+wHTpSr8UGaHMcMwNx0OzIN2dic+j/ozXloDFH30ing+2yg2CK9F5dmA7NOu048qY5K7olR0bMgl6mEN+APh24Ux46ioKM7zoRKXrcQo0N8SC8ZVZ+BVgwrz4IaVx9QIrHUBovNIl7v1rT3kFq0GSar+zQ3wzCtmzYh7Cg1tGLFCrz++us11uXmSp5XCkULzm21IMgI9o/7/sDeBXthM0vNB2Q3sfG/G7Htg22wGC01/oeiOiTiMst2Y8XxB5BZuhfb0z/C8fzfsT75ZZSYMmt/wpMFwIK9QHHV2Af58XwE/HEME9+/EptnbcLWj7djzkmzGG5PX1q5JhtWPrYKu+fuFpMnCIrabXlrixCgpwrM+DEbSN2ahu+u+w6HfjiEjJ0ZQhBk7s1E0p/HEXNVDMqLyrFp1iZxTditdjHh4Zfbf0WPyT0qtyfvWB6WjFmC4tQCrE1/CoWmE/CK9sDm0ueRod+OzTlvYMTCOGw0PIlc/SFsyngVX3bMFV/oN/pacerzHWK/VqfgZAFyDuUg2edH5OoPY33p4zBoM5CQtQhpxVvxb/Ij0MjKkGs4gpVJD6HcWnPcWOUxsBaLKA89/8qkB5CnPyY6VelxVyU9jHJr/exBTNZScSyzyvZhzYnHkas/ipVJ94htOZr+BMy2Isw4KpkbU7pzea5kkNwQkPgiD8DPMoA30hXY6eGDCUeVWFMow5sZSpTY3EcfCyzA2ESp5nH6UWB2F0lc7ymlx5NjYTdgSrAZM8JyseroZCQXrsXB7GUictdQkLj8KUea10sTRb7NlsyrHzoOfJQumUbX0tMjZheHePbCqKj/uiy/rMMrCPXsfdaILUXq6PNBr/fyRDmMkbEYt18pPjfj9quRb7ZjW9p7OFGwSjS36M3SCDiGYdoWbULYyeVytG/fHlFRUTXWzZ8/X1wPGlS7+StTBUXljv9x3O0u2fbhNpScqSkuNEpvDAt4EjeELMRVQe/iSNaPSMpfKdYNiHhIdEW6paQc+Pmw+3UFRvgp5CLltvPj7bjKVipSW5/EAPr0Yhz+4ZDbf9v9+W5kZ5SgPLcMfz21xmVdz5t7IuHLBPF3/LR4bP9ku9vHSN+eDt9oXyg0VT8GSORueXsL2mtGiZoyQ7YJA72eFeuyjLvxR/J/YLKWwEMZgHjbI8jYWYodfc1401+PtOUVLshuOPT9IcTZpov/IzG16sRDyCzdI9YNinwMCZlfiuUjo9+oM2JD0Z4xHd+GQqZGUXkKfj4yBSWmdChkWozp+H9QU964HihlHhjT8S3IoECe4Sh+OTIVenOu8KqLi3wT04/74scKn+AZ4cBr0RfeYeugkwfwQoVtH4m78fslj0DyCqSRaI70ZnXIj5C8/Ej2bS0Ghu6V5gL7KyXvPpq68U6nEqw7NhF2WBGi64XuwZOEyXJDQb6GE4OkaR/EfcekLmjihiDgqkBXX8PqGMx52JP5hcuyvZkLoLecPbLopwR+6iE1AyUbgX57FEIkU4PQktgcbD39GE4UrK58b3FDBsO0TdpMjZ07fv75Z3GhRoqbb765zvsaDAZRo3exU5hcWOs6a7lVRJ40oVXV5woroMo2QvXzYQRSs4JGgaAhN6H30CnYZ1yGWP/rYTOpoDfVTPtojDYonJsbqq/PLkNAlwBhe6EqMeLDGDt+zpEhIqP26BMJMO9SI2K85Nh60DUiofZWV0bOqOvSEalzux9OFgrvOGfLjTPbstHJ2hk9/KdhySU/45KHeyNu0i04XPJd5X1G+r2H5VdtRuwN3WDs8i10ttFiHFhtUDr44IKTGHnve1iZO71yefegySi3FImoZ9+wuxGmGwRzuR1m1J4+81PFYniHl0Uat3J7ov8LH2UMjAbKAdaRB3RDkCZeCIBt6e9VLru807v4MrczEkqr1Mm9ETZ4Wsuh19cv3VsbJLMej1Bje7EC/xRK0TmlDPgr3g4fqwH6OjKIo72VeC1KhVdPV0X1qPv51WRgXxlw51EvvN3hE+xPewpXdHofsGihtzRsSpL67xfEatFvj1yMlSOowWZOFxu8LEboawa9BXaFXqTSHenXnsG34kDONyItu/L4g7g6Zh5k1rrTsT1VCnwdp8YNB6te/7xYG2QlHyO7dJu43cnvCsT4TYDVpHT7uWSaDvrecb5mWiaGZj5OFkstJ42LTdhRE8Urr7wi6kw+/vhjeHnVHbE4ftx9lOpiI9CvItRQC3aVHYcPH65MgXfThEH+8c6qKQ/lVqjWZSIgyQtdbr0cefrjKMv2RFlpzQ9ETHB7+HqpAafJAs6YvdSiHo2Q69R4J0WGz2Kpu7TuCEuwjxK5Cjl0wTroc6q+uCgNGzU8CkeXHxVzV2UKmUi/usMz1BPGIqPLMu923ihXFCCh8HNcvWQKtO0t2KD/0+U+e0tmY/Tse1FyWo/ksl3IlR9EnwfvwV8PrHf7PHGT4qDrJBP/50xSwSrRGemvjcGhnB/RznMkclOtop7UHdQNHhHthd1n5ros35XxKUa164iM5JJ6nRzUajVCO2iRmL3YZfn29A8xOvR9vJMeiuKK1OuoBDn+7qGAx5kklBsv/MSn9fZFml8UNhRViROK2L1+yobH/I0oTTvl9v80Gg2skV3wSYZrqvaNZDvmxdoxbK8cfxeq8ZVnT0wKmob9md8gQjUO2XX8UDgfdMHh+NsegvTyKvFLEbRfsq24zJoPfV7FXLdq+Ad5oXvgFGzNeAuXR30AuSEC4VGD8NfpR8Xy7Kw85OecrvV5qdzEI7ornjvp+vpfOy3HL93uRnbpDhgsuThdtBFd/SejNEuLsjLX9zjTPCQnJ/OubwUkt5Lj1CaFHQk58rMjMff5558jPj7+rP/TpUsX8eV4sWPKM8Gvox8KKfpWjU5XdIJ3mDf8vaQuSZUJUH2+x+3oLnlqKQKKO2J50ZMY1/lTeMg61ijgl8tksI3pCPlvR2s+gFIOQ4gnMhMyEX15J6yT64SNyIPHgdU9ghDYNRB5R2ump9oPaw97oCfmZHtg+hNDsfP5KruMxK8TMfn7yUhalSQu3SZ2E12q1fEM8RRNDdUjepc+2w+7zc+IwfeXDL4bvx+/uzL92sX/OiTmLEJm+S4oQtUY3OdZJJyUTgI9xtgRNTIKp9e7fin3uKUHArv7IVH3LjINu8SyXiG3iTS2wZKHdckvYXzMbKxIehBrkh/CDd2+gdzqXXNfif1lwPJj/6lMv/YJuxMJmQtFWnZd2lO4Om4+ZJZzTznalXr8evTWyvRrr5BbsTfzC+QbjgBZT2F7n4+gVPhjeIIMmSaqhVNhfkxXeNtrj4KeC9S9e8isxYS9sor0qx3DfIC5Z2SYm6lAgNofj3f3hs5eM7peINeiz255Zfr13gg7/i9Fhu0lMjyeZMPWvmbcfUyOGaG52H5yIcw2PTwi/dCtxzWQ2WqPqtYHq0yBP4rVeOSwJK6uDbQLc+qV+TLcd0KFn7pH4srQYMjs7gsS7bIQdPAfCpnVAzKtApAF4ebuvwE2NeR2DUJrqWogiuVajEqUV6ZfX+hgw/+lyoWovOFIFDbEf48tJ28XZtJrkh/G9d2+hhad6t1YwzQcFAEisRAdHQ0Pj4YrCWDa1nGiH+X1CT61KSVDqdSXXnoJv/76K0JCQkR9Xbdu3c7pf+lgVffnuhihCOfUP6di6dilohvVQUh8CK6Zfw18QpyMng164HTt0Q7NsXJ0GzxJ2GV4qGr5MAxuB3tqEWR7nBosNAqUTuyG1W9sQEivEEz4fAJ2+HrAoxB4JBIotctx2Q+3YO01S1Hk9PxBcUGYsPh6jEzxxGE9cNt18YjddwbHvjsg1ptKTNj6wVZMW3cHNr66HoMeHYTi1GKk70ivev3BOtz08034494/KpeRyLvsleEI690eXQ2TcbBkCajevrP2WiSXr8TY8NnI+LsIg/pHYFfZe+gdeicOFCx1/Dc2l72IQXNfwrCUIdj/1UEotAr0md4HWh8tNsxcj75v3IJM2R4M9HsKIR490C76UqxPfhXR/tfALvcRdW49Q26BUqGFVuM+FWe22tE/fAY2pbyJq7vMQZCuGyK8L8GK4w+if/h9oo5MrT53e4tyixW9Q6djV8YcXBM7D77aaIR49hRdsnGh9yFQpUWwVoYNfYCXTwEfxMgQKmoSL9xCI1IOjA+Q/AD/7CUTkznIruOLM8DtYTIEedDntOZn1WiWJnq8myqZQYerZBjgDUw9DDzfvhQ241781nMo/OQeyAsYj9TizYj2GwlPTcOOJhsqA7rrgG464LNYGWx2YMYxIMUIDPCRwVNbl5Geu/13bvWRNgvwRjQw7QiwupcN0cZsjO0diMv3qfBSByO8lBqM7/KZaIoJ9+4rakVr/VwyTQp9/9C5l2nZeDTTcapvmZjM3kZ+rlmtVjz22GNYs2YNYmNjMW/ePFFbV9tOSkxMdFlGUT0WdlWQqKN6OxJOAbEB8GnvI6J1LhQYgNc3SOMX3GC7sRtMI4LEF0htUGdo8opjiO4bDk2pCepQL1h8NUg9lANNkCe8w73g38EXp/TSRAd6s3bVAZnlwIFTxYjOLYQxpQgBMf6i0aI0wBuTDgL7yyBERweDHlkZpShKzESAvxb+nf0h18ih1qpgs9jEhaYbZB/Ihk+kD/w7+UMTokB5nhnZibmwmq0I7RsCnzBfaLw1KCrJh1xpRsb6Ivh11UIXpoY5S430bekI6uULnxgP7MlYhCOFy4TA6xZ0A34/9h8R+YoLmiyaSTRK6YuarE/InkVfWAbfOA0MmWZofbyhDrDBajfBaNNALveDBtlQyDV17kfxvraWwWwzivtRjZbVZhbdskq5x3l5llG3M0UndapAyGRyWKzlopEjt9iKIJ1X5Qku3ywJr4aEji9F7Nppqzo+aabu2UykyeZEbwMi1JLfod4qzQL2QCEUMMFTHVLpuWi1l8NLHYbGIM1IDS1VM3jPlEvdw47X01iUWoBSG+BpNeLYoYPoGtcDJQo1NDITAtTSk9PIN2qyaSwPP+bc0ev1orQlLi6OhV0LRt/Mx6m+mqXNROw+/PBDIeroxS5YsIBHiF0gPu18xAXSAAH3UH3c0PbAOjd1BzJA3jMU2goR4w59vh6/3vkrUjaliJo3Mhgm2xKlhxIR/SMwfs54+IRLEcKOOskfjAyKiQgtoOzsA+9YH3gMJ981MS0MJD2/7yFZX1DURO6tg8xkxcmtKdj04yEYcqUaMLI+mbRsEgI6B4hLu0HtXF+aHxDYuebYKl9v6cuw61WhVQs7AgEdAyr937qGjodO64seITcLQ9kJXeZjX9Zi9Au/u1LUERofjbgEQqpr9Kmmm6vuKYmRs0FG0M5m0GSfoZPXXTNZF9TtrBF7VEKp0MBUbkXO6cMIiourXN7Qoo6oPh3CcdzPhr8KcB6+RRM8pCkersa+zqbLjUF1AeeYftHYeCml942e1K2wPbAhnNrJUbVBjSVmGYZpGbQJYZeamoqFCxeK+pwrrrgC69atq3GfwMBADBtWl0ph6o1KQW2SQFI+kFqVthV+E9N6A351hyeMhUZxzBw1fZQWdXA07Sgue/GySmFHkGs/eYDtLpW+6GMqskg0l7XMCvT2kqY9UFTHEdkxlZmw6ZW1whzYmYxdGfj22m9x+9+3wyusflYgdUGRMkqD+mo6QKOUtt1X2wGDIh+tvN1YkPDVyQFPZVWUiOw3zlUUMQzDMK2fNiHsNm3aVNnx9957VdYMzvTr14+FXWPg7wE8MECayXowG/DRAL1CJVHnGO9VDcr+k41I2tY0hMaHovuk7vCO9Mbal9Yi93CFORqlywpcrRhI1O0sAUbvk2azrusjpbdGJEjCbn0foE+FuHNAqc7EJa4hbAc5B3PEBIuGFHYOcVddxDW2qDtSBozcJ/n8jQ+U0qNX7weuDwIeacfijmEY5mKhTQi7qVOnigvTTPhqpUvXOlr2nMjen40vR34JY0GV1YJHgAeuX3I9Vjy4otJLz7O9FqWmM/BSS7WSVDOlkknCLa0cGLZXqsOi+itfpbSuuvcrTc2gOrq6agnD+7mvxWwt0OunBoYsE3DzIeDDGKnRgOoMqYlkWigLO4ZhmIuFNjF5gmk90OSKZdcvcxF1BBkHr3p0FYY8NUTcjrspDtmqrWJOaVnFrFISdH29gfW9JXd9EjIkamjiwMY+QC9PSfxVNyWm+r3aoKaQ6tuRmZgpooc0izZlS0qdM3JbApRq/agLcJmv1FxCkw5I1JGp78peQLsmqu9iGIZhmh8WdkyTUpZTJjph3ZGflC86Wy99chAG/q8zfINCsTnlTdHp6YDEHY2UEvXgFWiprowsv9yMEKXpEX3u7OP2+SgN7B1R1Rygz9Njy/9twee9PxczZGk27qJhi/Db9N/cjlI7V6hT0+V1mqVmj4YkQgMsrepnEEwLAQb5AGSHxjAMw1wcsLBjmhSLoe7pB+oABfweTIIs0I59Wd+J8UobT78OvSkPRqvUKHFZAlBokRoFSNTlmGn6geTuX5hSiP3f7Mcvd/yCjTM3ilTriNdHoOfUnlJTRwXtBrfDLb/dIoSfg7xjeWIebHWSVibVOj/3bNBIKTJVPlkxkCHbBLyWLEXUGlLcpRqlmarOfJkFrMoHyuo3jYZhGIZpxbSJGjum9eAZ7Am5Si5mulZHoVbA6p+PjPJElJhvhi7wdbRXvIsBEXcjxeyPQ0WSPxl1f1JNHfnU0cNQ00C5DVAm52HBqC9Fw4SD9a+ux+QfJ2P8J+Mx8vWRMOYbRXqWtkMXVOVHRHV4O2fvFH9r/bToOLojFGo5UjanCnFIxsax18a6CMGzQdt5xxHgnwJpKD2li185JQmuxZnAwYENkyalCCCJxwMV6ddv4oBP04GNRVLN3fFBQGf+pDMMw1wU8OmeaVJoBuvgJwdjy1s1I2OXPjUAnmGe8Le/iasOSo0Yf8XPRI5djpH75CLatay7JJDIr4tq6ijoRTV3XmVGrL39TxdRR9htdvw05Sc8ePhBBMbU7ulmtVhFfd2E98Yipl84vE/mQ2a1o2R6X2TlG7Dy5bW1zpWtDRprNasj8G+RFE3sIM1gFzzdwQadvGEC5uQjRw0TR/TAZ12A4b7AUF9gyiFgSggQxJ9yhmGYiwY+5TNNitpTjcFPDIZflB82/HcDSs+Uijq3oS9fitjrOiHNshahHuNFZI5GSo3ZpxLpVho4T1E6mjoRqwXUCsmQmKCGioIsPU797X44vLXciqx9WfDvWLsprUqrwpVvjILPrgyovz9Yudxnbya8Ovjitu8mQetfv7EB1LMRr9NjZS8SplX/e3+4FeM8/oLC2h1QdUBD0MkD2NJXaiShyV4RCsmoWSsDfNnHjmEY5qKBhR3T5FAaNPbOcOhG9ILK5gUfr3Dowjzwx/G7hb3JJeFGrOx1C8Yk6oStCU0soy7Y2jpfqaHCbrG6RAX1OXoRrXNA47vORoBOBfk+qQPXGXlKEfwKDJBr6/9xKbDI8EVG1XaQSP23WIF7QuOwM2M2hnV4XkynaAjIwNkZxzgrhmEY5uKBhR1zXtAMVao9S9uWJubJ0kguf5rX2v7cBqor5Gocl32H7HIqkJNBVeAJs60UCpkW7XwGIQ9aMRuUNBzJIvKrKzHZYIAZxqwynN54GmXZZeh4bTeURwXAM8wHftF+on5u8C+3omTvGay7eVmluIvoGwYUGqumYeRXdDMEVIyvsNgg35Ja6/bKN6cCA9tJBsz1qLF7OVmLpTmSEr0pyIIHw/PhqbDg3hNR+L77LNjtxSguT4W3OlLMY21qSPBSx++pf07BbDCj05hOYpScc/0h4wq9pU4ZAR9FlZg+ZZA6tak7mWEYpjlhYcfUG6pHS/03FV+P+xoWY1XLZVBcEG789kZ4BHrAt13dAs9THYzLO/0fVp94DHmGI0LUkYy7JnY+8tBN1NTRNInlPSW/unuOAVcckGNXHxXMxRaseGAF2o3tjNxr+2DyTjlmRakwZe2dopZt5BkfXNVRiweW3SzEXc8pPeF1ogDYnAJM6SV9M3+2Q9qQBwZK4s5up6n3tW8wratnGytFGa8KkGFRJjAz2oh7QtKwJWUWMiy5WBo7F/4KHXZkfIxTBevE6w7wiGlScWcoNCBhYQLWPLnGZXmPm3tg3Efj6tUocrFAb4GEUmnaCdUvvtkJKLIAoxOAaC3wbXcWdwzDNC8s7JhaoUaEQrUKqjIjvDRKeIZ4iiiUpdiEb67+xkXUETQObMNrGxDcIxj9Z/QXnnTOUFSD0qYdKoJm5bZyGC3SlAkJOwymIpQrpUjdd92Bt1LsiPOwY2FXOcrtwDvpMpy0BuKdVbfDkFaEeQaNiOY9myzHgRAfLM+XiS/adeVqvNA3HBM+G4/YYR3gMWeX9K1s3idF7qjJgjamwABQ7RzNvR0YCRzMcb8z+oTR9PR6vVuoweNKfwv2XwIY9H/DaA5AvuEYrHYj9py+D/7aGKQUbxT3TS/ZAW9NBNSKphNThScLa4g64uCyg4i5KgZ97nDv/3cxQ7Weq/OBUisw/wyQawZ2lQCp5dLfZJjNUTuGYZoT9rFjakCC7fTm0zh6ogh3n1RiQ4kC/7z9L1LO6PFmih1Li1Xo9cxwt3vu6O9HxYiunZ/tFOlaZ1F3+T7gqkQgzQjkG9OwOuk+lJkzRfrVVxMl7rf61MOILMjC31F6ZJfbsaVYhi+y5NhYYMOWQju+zJJhY6kCieHByPzjKO47dRI3eUsOwEuyJVFHtWXrupnRMTUPfQuN8DqQDVzXVdqQI7lVou6hgQCJT0fRXkwAEOpZ80XpVMDojlI3RD2R2XNx8PTN2Jv2Ko7l/YlxMR+K11tiyqgUdZdEPIDYwGuaVNTZrDbsnCPZu7jj37f/FaluxhU/JXBvBPCK9HbFL7mSqCNPRZpVHMcZbIZhmhkWdkwN8k/k4+imNCzxD8XqUgWmZHuh5D+D8VamAh+myfBMihKaaZeg3aXtavwvWYKQaEhYlFApDMglhJog6AvwkF7yVjtjku5PIufymM9xVcxchOh6i2VmvQnrLl+ELv8cwDO+0tSJRdlyIdyIF/wMiPx9H458dwAH31iHR/wrHqyCiYF2ROSVwuv7Q5CdLgJ2ZgA0D9a5+YHSjDR1giJ1Dvw9gEcGAVfFSLV0JOiGtgeeHQqcZ82ZSq5DXNAN8NN2wsDIh+Cv7YwgXbeqD6BMiS4BE6BVnlttYkNBvn0l6SV1TghxFuaMq73MXeHSbwMHNOGDOpPPQ/szDMM0KHwaYlww683CY273mxtxW1EO+ulsICvh27K9MKdIqgx/IsIG+V9HRONEdci6xFRichEF9AU40BtYHQ+oZNQVSvVy7RAbOReXx8xHoEc3KKxeGBz2CsbHfAZPH1/YLTasv/Nn3OOhdzHxjdICd6r12PH0KoT0CkHP76bg6gzXKNvnZ2SYZ/VEwYRukjib3gf4bCfgnDrOKAG+2Q8Uu86sFeJufBfguWHAS8OByT2AYDetuOeIRukjonFXd5kLpVwjauqyyhIq19vsFvxx7G4Ul6c3yTuRmkmK04uFzczwF4cjtHeo2/tFj4yG1rd+9i4XCycMwPC90g8WB+sKgRdOSg0zDMMwzQkLO8aF8pJyIdhMpSb8deWX+DFCLyw6HAzxAZ6LsCF9WaLbPTfsuWHYPW83etzUA7rAqigXeatRmooKzMlrjSJ20461g0YdB0+lFElLP1WAAFUv+ET44coPr8TIryfjjTIvEe1zcNoIvGn0xmVf3Yh+/xuL1/XelenXowOBW0Okb9tXstUoGdIBeHEYQLNpz1SkXx8eCNzSU3owsjZJK5EaJ5xRyKXuWT8PyTDvAiFxp1MFosR0Bsfy/qhMv14b+2VlWvZQzjKYLI2b+izNKsWOT3dgXv95+KjjR/jltl/Q755+GPHKCJf70WSQEa+OgLqeNYUXA/Re+zAVSKlIv+7oB7xakZalmjuKSjMMwzQn3DzBuL4htEp4t/NGflI+Brx/Fd7NUQnbEQfbioEdRgWuWXYTdszagD3z9ogoH1mNDH1mKPKO56HgRAFu+PoG8VgOMsqBqYeAyUEluCfMiJuPBGBHiQKzTpvwZnQJZDIVbDYb7BUiq93IaKzNU+Crk5KweppSshoF3slW4ctiNQYN7IKQt1fj7Qe88WpAMN7uZEesTo73O5Mprx13+VsQobQDXjpgcDugpBzoGy7V0UX7Sd0ZFIXr6Hfe0bj64q/tiDEd3xL2Jt2CboBa4YkJsZ/jcM5PiA+9A2qlm/q+BrQ12fjfjaL20UFhciFWPrQSo2eNRperu+D4n8cROSgS4z8dj8AutU/puJghk+yXoqUmiocigb5eUgqWzLLjPYFuXGPHMEwzI7M7vkkvIsxmMxITXSNO8fHxUKnYop84+fdJHFx/GjunDMUbOVLU5k5vExKtSuzRy0WYd0s/4BKtBcUpxdDn6ZF/PB8HvjuA4O7BuOT+S1ymPFDKiobR/1tYgis9/sCJ7Nm4ovM8zMvpjGt9dmNf6uMYHf1/sOSHIjI8Cjqd9O1INif3H7Wjt6cdM/zMUHmo8HGmHEfK7Hi/vQW6nBKofdQo9/dCoNOhyzXZ4We2QOnptLDQQB4rVTV1BrNkkEep2ibEbNWL9CtF8Qj622QtbTCT4togwf1p10+l11wN8v6bsWsGZAqZSL/W5WGn1+tx+PBhxMXFVR6ni5Fck9RI4aipo3m95GPneeEB3gaBj1PrgI9T60DfzOe9+moWjtgxNQjrF4acwzmYYC/FAnUAbvQw4vqEY4gcG4OpZzwQopYhSgMo1UoExASIC5kTdxrbCR7+HlA4NyRU1NgN8wEGeJrw9/GlsNgM+OvEDFwdPBUJKV8i3Ks/EjK/wGURb4n7O35qUHp1TlcZVDIZ/JUaEVh7tB15CcsQqlEBvgHiftV7SYPUMkBd7Q1PaVVnPJpHxKsUricFap5obFFHkIm0O1FHUE2kqcyEcIpoMudEkLpmQwXDMExLgIUdUwNdgA597uwDQ54BmyNMsBUYETCiPbz8Vfg1SAaSbeGaKq+7zIRM7Jq7S3TEUs1WxCURoonCGZpXWiILxPguc7HiuGRzkpi1AD0jXkO2fDQu9QZSjhxD+67B2FwgNUl00kri7ky5VJxODRjOkTnm3KGoXJ0nAg2fChiGYdoCfDZn3KLx1oiLiCUFVIkCZ4MTGkW1/K7lSFqZVLns2B/H0H5Ye0xaNgk+EVK60YG3ErDIQ9E79Hb8m/Y2uoe/gq+LRmP2GU88196OBzrFYnmRGncdBcb6Ax/FAP4q4D9HgFUFwNI44NpA6XGY+uEd6S0Mpt1504X1CYMu+OJNqzIMw7QluCuWOW+oe9ZZ1DlI3ZyKk6tP1lhusZbjTMkubE17T9yWyRSVlhFvpcow8bgn7joqNTKQWcr+MsnUmESdWGavNZvInAUS2bcsvwUq57pDis4G63DDNzfAkyxdGIZhmFYPxz6Y87ZF2fFJxbxVN5CtRuy1sS6WJxa7AWuTX4AdVuFd1803DnfJd8CKgZif6Yk9NC4WwDh/4L5I4KaDgKlCyX3ZDbg+iKN154tMLhMp8vv334+UTSnIPpAtOmAjBkTAr0Pj1/gxbRea1HfcAPgoqko0qo8PZBim6WBhx5y30a21vPbJBJZyi7iPM2qFN8bHzMG2tPcxquNMeKlDYZUFoKfR9XFidUChpUrUETEecPHTY+qPXCEX3crOHcsMcyHQR5wi6yMSgKE+wIJugMEqRdqpS3hVPIs7hmlq+KuSOS/IFiP+9vha1/ea2gseAa6dqHKZAoG6WFzR6W0h6ootwJ8F/nj0pFSLR8bFxMfpwI5i4M2OVcvG7AN2lABmJ0+9C6X6Y5ka8LEZ5mJAbwUSSyXj5hX5wM0HgdH7gJNG4JRRsixiGKZpYWHHnDddxndBQBfJcsQZn3Y+6HVrLxEhqvGGkymgVUkRI4MNWJolLR/nb8fx/mY8ECGF6f4pBCYGAQcHSNG6chvwZx5Q0kDjS+kL54szVV885EP2NQ2i4MkBDHPOeCmB64KABV2l2xuLgGSjFF1f21sycGYYpmnhVCxz3vi298Xtf9+OhMUJSFiYAJvVhvjb4tH/3v7wizp73RZZmSyJA+ZmADPCbEg/vB8vx8UjUqPEhECIGbHUAftXPPBDDjA9rGH8wkjMPXocWJYDbC4CPu4CzEkHXk4GBngBv/YCIpzm0zIMUzs+SuByf8mcuazih1cXD6CzR5WBM8MwTQcLO+aC8O3gi+EvDEf/e/qLcWA0taC6QXFdULH1sx2oG6McmXY7fOwmPBqpFGbEuoqHifYAHoysun2hkH/xAB9J2H2TDWwoAtIrInW9vABV00wYY5g2ATVKUE2dQ9QRVHd35xEpkudoqGAYpmlgYdeIlFkAT6c9TEXFHo05cshkdR1ab7JII7TOcRYq1cs4iye9BdCdwzuEUq5eYeefc6Hn1Dvddt5nzvdpCOg1Cm+8MKnw+4wJ+DRdWjctFHirExBct5dvs6A350IuU0Gr9BW3DeZ82GGHTsUzXZnmg8Tcd9lSTZ0j/XpYD+FFSWMEjxlY2DFMU8OB8kbihAFYlCnVbhEUEXontRGLiUtNwMbTQF6FRDKagcRs4Exp1YyuOsg2Ae+mVtWYFZiBxVlAkrPiauUkG4DPMqQ5n7RHRvgBajmwuJsUpTPagJbYP1FmysHaUy/gSO4vMFqKhKjbfWYutqV9IP5mmOaC0q/3hAPPtpdE3QBvYFKwFKn7tjvQn2vsGKbJ4YhdI5BqBEYlAKnlkm3HjAhg0gFgWwlwRC9NVGjQqFCZCVh7CliVBGw6DTx2KXAsD1i8Txpy//QQILT2M2yOCXjqBLAkC/gjF/g9Hlh8Bnj2FBCpAf7t2/otC0hYX54oCW4SsQ9ESK95UxFwpT+wsBsw7TCglAEfxEj1fy0Bq82EpIKVOFO6W1xsdjPKTNk4kvezWN/RbzSi/EaIphSGaa65uc90kHzsqKbORw7cGAwxepCaKxiGaVo4YtcIkH/TFRVWYVSQ32W7JOooIXpTsPQrt2GfUAl0D5bOqjl64I2NkqgjonwBbd1nVy+FtF30ZthZCsRul0QdMYr+vQ28SzQy4OqKBl6KnPbeJYk6YloY4FXxGlOM0oSLloJCrkZswATE+F8tblOkziHq+obdjXDv/izqmGaHmpqcGyV8lSzqGKa5aANf2S2PEDXwv07AlBDpdnFFUfH33YGxAQ1XL1YJnVGj/YBHBkm3jRbpurM/cHtvwLfucBvV/Y3xB37q6bq9NwYB78VIr6ctRBVejgLuDnN9jQu7AtcFSmnZb+OA73u0vI5YD1UABrd/EhpFVaexv7YTeoZMray5YxiGYRiChV0jYbYDJw2uyw7qpTquRsFiBXKrFcQVlQOWc3tC2q4j1ebDkx+V8/SH1g69lqRqx+RQmfTaqaGCaoNamqgjDOYC7EyfjXJrYeWyAuPJypo7hmEYhnHAwq6R6rmopm57ibSD+1SUt72WDMxOB/IqGioaDIMZSMgCvqpIv4Z7SVE8Enofb69qqKgFavCYnwE8X5F+7e0lbffuUuD6/W3DtDejXKqhW1+hgxzGqe+mSalZaqhoiZ5bVGN3PP9PHMn7SdyOD70dMf7jxd87Mz5BZuke2OwN5NrMMAzDtHq4tLWRoAHYpBN+7gEM9QWePQkszJS6LxvcJo3sTOQVjxoXBNzRB8gpAz7afs5WJ45/J8uP9zsD24qB6w5Ir6Mt2LrRa3BkwL+JA64MAF5PlsaXUcNES32RVGPX2X8sThX8jUifQSL9ahdCTgaLXY8Qz3iusWMYhmEqYWHXCFAn6bIewHE9MNBHqqmjmjtK9Q3yaZjpCS5Qc0R8qFRjR9E6H43UDfvEpYC3BgjU1fnvtD13hQM9PIH+3lI9GtXcresjucfT62ntkEnq4jjgkB4Y5C0VdlPNHQk8OiaBDX1MGhBPdQiu6Pyui4/dpe0eYx87hmEYpgYs7BoJEkMR6qqAGTUgjAs45wDa+Ym7roFVT0B5RRrrdY5PSDVmzttHDRXDfRtxe5tJ3IU5HRMSsFc15jFpQHSqoBoNFQzDMAxTnRZYVdR2qC4YGl1AXOATNvn2NgMXw2tkGIZhLl5Y2DEMwzAMw7QRWNgxDMMwDMO0EVjYMQzDMAzDtBFY2DEMwzAMw7QRWNgxDMMwDMO0EVjYMQzDMAzDtBFY2DEMwzAMw7QRWNgxDMMwDMO0EVjYMQzDMAzDtBEuypFidru9xjKLxdIs28K47n+6NpvNvFtaKHycWgd8nFoHfJxaB5Zm/n5yp0/c6RgHMntda9soBoMBhw4dau7NYBiGYRiGqTfdu3eHh4eH23WcimUYhmEYhmkjsLBjGIZhGIZpI7CwYxiGYRiGaSNclDV2NpsN5eXlLssUCgVkMlmzbRPDMAzDMEx1SKZZrVaXZRqNBnK5+9jcRSnsGIZhGIZh2iKcimUYhmEYhmkjsLBjmpx9+/aJVu1///23xrqMjAw888wzGDZsGHr37o2bbroJ//zzDx+lJuTo0aN45JFHcOmll6Jnz54YNWoUZs6cieLiYpf7HT9+HA888AAGDx6Mvn374o477sDu3bv5WDURKSkpeOKJJzB8+HD06dMHkydPxu+//17jfnycWgaUSps6dSq6du1aw5eMz3vNz/PPPy+OjbvLzz//3Ko+T5yKZZqU5ORk3HbbbcjJycGiRYswZMiQynW07Oabb0ZhYSGmTZuG0NBQ/Pjjjzh48CDeffddXHPNNXy0GpmTJ0/ixhtvhFKpFF9C4eHhSEhIwG+//YbOnTtj2bJl8PT0xIkTJ3DLLbeIOg+6Hy37+uuvxRfUwoULMXDgQD5WjUh6ero4TiQW6LMSGBiIFStWYNeuXXj88cdx3333ifvxcWo5zJ49Gx9//LH4m85p9Bkj+LzXMrj++utRUlKChx9+uMa6fv36oX379q3n80Q1dgzTFKxZs8Y+YMAAe2xsrLhs2bLFZf0rr7wilu/atatymcFgsE+YMME+aNAge1lZGR+oRmb69On2Hj162JOSklyWL168WBybuXPnitt33XWXvVevXvaUlJTK++Tl5dmHDBliHz9+PB+nRuaJJ56wd+3a1Z6QkFC5zGKx2CdOnCiOS2FhIR+nFsS+ffvs3bt3t/fs2VN8jsxmc+U6Pu81P2azWRwb+lzVRWs573EqlmkSZsyYgYceegjBwcGYMGFCjfUUeVi+fLlIv/bv379yuVarFRGJgoICrF+/no9WI0Kd4jt37sQll1wionPOTJw4UVzv2LEDubm52LRpE8aMGSN+xToICAjApEmTkJSUJNLtTONB3XCUIqfPi3NnP6XP6ThSZIGPU8ugrKwMTz31VGXK3Bk+77UMTp06BZPJhNjY2Frv05o+TyzsmCZL8VE90C+//ILo6Oga66luQa/Xu3xROYiPjxfXLeVD01ZRqVQinff666+7Pak5xIPjOPCxaj7eeecdzJkzp8ZyGpVIoi8iIoKPUwth1qxZIsVHdarV4fNey+DIkSPiukuXLpVjR6vbi7Sm856U5GeYRoYEg1qtrnV9VlaWuKaaruqEhYWJ67S0tEbcQoYEgfMvUWfmz58vrgcNGoTMzEzxNx+rlgGJBqpdXbp0KbZt2yZqWOkz42g64uPUfKxZswY//fSTqK8LCgqqsZ7Pey1L2G3YsAFvvPGGqJmjH7qXXXYZnnvuOXTo0KFVnfdY2DFNQl2izvHlROh0uhrrHIOO6VcU0/RQRxhd6IRGzS1ULFzbsaLUOcHHqul4+umnsW7duspowoMPPij+Li0t5ePUjJBoe/nll0Wa7vLLL3d7Hz7vtRwnAIIaxajj1c/PD3v27MGSJUvE9Q8//NCqPk8s7JgWQV0+2Y51PBmk6aGu5FdeeUWczKijz8vLq85j5YCPVdNBNickHvbv348vv/wS1113nRDffJyaD9r3zz77LLy9vfHCCy/Ueb+zrePPUuMzYcIEkU6lbnJHEOKKK64QdibUJfvee++hW7duZ32clnKsWNgxLQJqGyeMRmONdY5fQT4+Pk2+XRczJOQohURi7vPPP6+sI+Fj1bKgYm6CokK9evUSEbtPPvmk8njxZ6rpISsnSovT54eaWRwjLM1ms7gmSydK9fFnqWUwsaI5rDpjx44VmYrNmzdXNvW1hs8TCzumRdCuXTtx7ahjcFeH4qhjYBoX+vJ56aWX8OuvvyIkJETU1zn/Wq3rWNVVh8I0jcgjIX7gwAGMHz/e5Zg4w8epcaHUOEXcKK3njqFDhyIyMhJz586t9Rjxea9lEBgYiOzs7FZ13mNhx7QIOnXqJNIWiYmJNdY5Oo3IJJJpXKgTjLqXqeibWv/nzZtX42RFUSFqtHB3rBzLKIXBNA7UoXzrrbeKqSCUIqouyik6RHWpfJyaD0rDVp/UQrz11luinmvBggXiGPF5r2V8nqZPn46OHTtWGkg7f55Onz4tmspa0+eJ7U6YFgG5sFOEgQpV6eKAwt7U7UcdZdShxDQuH374oRB1lMajOi13v0DpWNDEELpfampq5fL8/HzRAUjRPRoZxzQOtP+pluevv/4S3lnOkPs9fRlRWpaPU/NBops+I9Uvvr6+Yj35DVJqj897LSMiZzKZsHbtWhw+fNhlHZWgUIMLTXlpTZ8nHinGNDlU//Ppp5+6HSlGY12oXoF+QZHxIxXvkzfX+++/X5laYhoHOlmNGzeuMmpHI93cnQRpju+xY8dEhyzVCN15552i4NgxWoeOK5kcM43H9u3bcffdd4u0K0Xv/P39xbLVq1eLyDY1UdDYIz5OLQsyWyeT7+ojxfi817xs3boV99xzj4ii0qgwKkGhGkkScWTx9MUXX4hzXGv5PLGwY1qMsHOIC0ov/fvvvyLyQAOY77//fowYMYKPVCPzzTffuDUndoZEw7fffiv+pl+3JLhpADalKChK8dhjj9Vw12caBxIH9DmiaSEU2aZ0Ec1TJsHnbC/Ex6llCzuCz3vNz/79+0WzC53PKLhAn6drr70Wd911V6v7PLGwYxiGYRiGaSNwjR3DMAzDMEwbgYUdwzAMwzBMG4GFHcMwDMMwTBuBhR3DMAzDMEwbgYUdwzAMwzBMG4GFHcMwDMMwTBuBhR3DMAzDMEwbgYUdwzAMwzBMG4GFHcMwDMMwTBuBhR3DMAwjuO222/Dxxx/z3mCYVgyPFGMYpk1hs9nEDEfm3Dhx4gQ+++wz7Nq1C5mZmWLfderUCRMmTBCDzmkwOsMwrQc++zEM06h88skn6Nq1a70uNCy9vphMJsyfPx9vv/32BW/zzz//LLaDhE197u/u0rdvX1xxxRV48cUXhYhyh+O+JKwc0D6gZb/99luNfUmPVV/27NmDHj16YMWKFZXLNm3ahOuuuw5//PEHtFotAgMDERkZiYyMDHz44Ycigmc0Gl0eh4aiT5o0SexvhmFaHsrm3gCGYdo2JESuueaaGst///13cT1kyBAhKJzp3LlzvZ+HRB2lEUl0NBc6nQ5jxoypvG2322EwGISg+/HHH4VImzdvnnjNTUlJSQkef/xxDB48GOPHjxfLSJg9//zzMJvNuOeee/Dkk0/i9ttvx8CBAzF58mRMnToVBw4cwBdffIGHHnqo8rFeffVVEc177733xP8zDNOyYGHHMEyjMnbsWHGpTdjdd999GDRoUIOkYJsbf39/vPvuu27XLViwQEQTn332Wfzzzz9Qq9WV6xxRtKCgoEbZLnrenJwcLFq0qHLZ7t27xbLQ0FAh+mQyWeW6sLAw3H///XjppZfEtjkLuw4dOggBSK/nqquuQp8+fRplmxmGOT84FcswDNME/Oc//xEiKjs7W6RFq0co6aJUNvxv7SNHjoho4bhx40TtnIO8vDxxHR4eDoVCUeP/SLRRivbXX391+1pUKhX+97//Nfj2MgxzYXDEjmGYFgnVdn311VdYtWoVTp06JSJy7du3F/Vq06dPh4+Pj0u61wGJGLpcf/31eOuttyqXr1mzBr/88otILxYUFAhhQqJmxIgRIhUZEBDQqK+HImIUCcvKykJpaanLOsf2b9iwQdynIZk9e7bYd5RadcbxPMeOHRP7g6KNznh5eaFLly5uH5P2FQk/En1Upzd8+PAG3WaGYc4fjtgxDNPioBThDTfcIOq4Tp8+Leq+hg4dKpZTB+fEiRORnJxceX+q4YuNja1MFdJtalpwQM0GDz/8MDZu3Ijo6GhRBxcXFyceY+HChZgyZYqohWtMysrKcPLkSSEo4+Pj0RTk5+eLtC+lePv37++yjvYPCWW9Xo8ZM2aIyF59uPLKK8X1999/36DbzDDMhcERO4ZhWhxU80UNB9RkQN2Zvr6+YjmJkBdeeAErV67Egw8+KJoRKH1JdW3UMUrRJxKBs2bNqnysLVu2iAgeRfi+++47l8YMeo6bb75ZCLx169ZVNhY0FI7mCdqu999/XzQxUL1aSEgImgKKplmtVlHD6FxDR1D69aOPPsK9996LxMRE0R1L+5KaKqKiokQk07Hf3UGPSdYo//77r2jAIMHKMEzzw8KOYZgWxd69e7Fz5054e3sL4eGccqWuU2oEICGSlJQk0qtnE2MkBim61K9fvxrdtnSbxOPq1auRlpZ2wduenp7ukhauzh133CEih03Ftm3bxDVFJ91B9id//vknli5dKppZKOWdkJAgLuRfRw0UFM2rLgoJT09PER0lUbx//36xfxmGaX5Y2DEM06JwiBGKGDmLOgfUTUr1XWTDQfc9m7Cjmjy6OENRLBJhhw4dQmpqqljWEL5s1e1OHLWC1DBBz7V48WLxvCROSRg1NvRcBKVca4OichT9pAv51lFtHUERTIoykjCmCKo76HFJ2JHvHQs7hmkZsLBjGKZFQc0FZxMjjnWO+54NSodS2nbt2rUi/UpGwBaLRaxzRKMobdqYdie0rQ888AD+/vtvYSPywQcfoLFxdL66E8juoH1BUTyKKlL6mmoTydaEjJqrN1cQFFUlcnNzG3jLGYY5X7h5gmGYFsW5CCyHZ51GoznrfSmiRFYfZKxLET6qb7vxxhtFrd4PP/wgumebArI6ee2118Tf5A3XFGLIIV5r8/ij2jhq6nAHGT3TFAq6D6Vm3UGRT+fnYRim+eGIHcMwLQoSQIQjReqOlJQUcV19YoU73njjDRGho6kLVLNXvSGAJkE0FY7OXUeatLEMiR34+fm5RO6coQaTb7/9VpgNP/PMM7X+P21nbWlq6rp1fh6GYZofjtgxDNOiuPTSSys93aiLtDokMqhpgiCx5sBdgT9BjRgEpROrizqKVtEEhqaaXEHNCY5tJQ+9xsZhSOwuZU2imKJxlJ5299oLCwuFPYvz41TH8bjnMwKOYZjGgYUdwzAtCirCpwuJusceewzFxcUutXI0n5SiSORHN3LkyMp1jrSs8/0Jh/Ew+bk5p3kp2kSP74g6lZeXN+rrIqH03//+V/xNhr5NYXni8K5ziFdnKAVNjSgkNt955x2XfUP7merr6JpGhrkzKiZPQYqcUsMI1eUxDNMy4FQswzAtDmosoAjb5s2bMWrUKAwYMED4rpFAoSkJVPtFExWc5606okrUnEDzZ0mQ0DVNlSBBRUa6FL2jdGhRUZEY60XRv5iYGGGd4hB4FwJt21NPPeWyjAQTLafnI6FE2+6otWtsRo8eLfzldu3aJerhnEeHUcqb0tRUa0gmzdQFS6KYav+WLVsmhBulip2ndzizfft2cU3i2vk4MAzTvLCwYximxUHjrqgrc8mSJcJjjpoeKH1JvmnkBTdt2rRKWw5nEXPXXXeJMVckCCnNSsLu1ltvFSJm0aJFoiOWUo/U4XnZZZcJew/q7KRmCvofEnoXIlLIGoT84JwhYUXPQVEtsnCh0V7Vt72xoGglefjRzFdKbdM+coYmeFDkk/YNCTUSoHQhQXfTTTcJC5TaRpyR/x1RfVQZwzDNi8zeED3+DMMwTIuEUq0TJkwQkyIoMlcXJIKpxvFsJsrU2DJ27Fhh7kx2KAzDtBy4xo5hGKYN07FjRxGRpNFfZ5sHSyPCzoWvvvpKpJhrMy5mGKb54IgdwzBMG4dq5yjtSvV9lN6+ECidTXNl67JJYRim+eCIHcMwTBuHJk/QeDCaw7t8+fILeqyZM2eie/fuHK1jmBYKR+wYhmEYhmHaCByxYxiGYRiGaSOwsGMYhmEYhmkjsLBjGIZhGIZpI7CwYxiGYRiGaSOwsGMYhmEYhmkjsLBjGIZhGIZpI7CwYxiGYRiGaSOwsGMYhmEYhkHb4P8BoBYfsoK5IAIAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Seaborn easier to represent multiple vars \n", + "\n", + "tipgraph = sns.scatterplot(data=tips, x='total_bill',\n", + " y='tip', style = 'time', hue =\n", + " 'day', palette = ['purple',\n", + " 'hotpink', 'deepskyblue',\n", + " 'yellowgreen'])\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "6d24cb2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(\n", + " data = tips,\n", + "hue = 'day')" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "ea11bfc7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "daysplot = sns.relplot(\n", + " data=tips,\n", + " x=\"total_bill\",\n", + " y=\"tip\",\n", + " hue=\"sex\",\n", + " col=\"day\",\n", + " kind=\"scatter\",\n", + " col_wrap=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "853bdab2", + "metadata": {}, + "outputs": [], + "source": [ + "# Plotly\n", + "\n", + "import plotly\n", + "\n", + "import plotly.graph_objects as go # 'go' is 'graph objects’\n", + "x1 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "8b38cea3", + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Mime type rendering requires nbformat>=4.2.0 but it is not installed", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mValueError\u001b[39m Traceback (most recent call last)", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/IPython/core/formatters.py:984\u001b[39m, in \u001b[36mIPythonDisplayFormatter.__call__\u001b[39m\u001b[34m(self, obj)\u001b[39m\n\u001b[32m 982\u001b[39m method = get_real_method(obj, \u001b[38;5;28mself\u001b[39m.print_method)\n\u001b[32m 983\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m method \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m984\u001b[39m \u001b[43mmethod\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 985\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/plotly/basedatatypes.py:850\u001b[39m, in \u001b[36mBaseFigure._ipython_display_\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 847\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mplotly\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mio\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mpio\u001b[39;00m\n\u001b[32m 849\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m pio.renderers.render_on_display \u001b[38;5;129;01mand\u001b[39;00m pio.renderers.default:\n\u001b[32m--> \u001b[39m\u001b[32m850\u001b[39m \u001b[43mpio\u001b[49m\u001b[43m.\u001b[49m\u001b[43mshow\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 851\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 852\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;28mrepr\u001b[39m(\u001b[38;5;28mself\u001b[39m))\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/plotly/io/_renderers.py:415\u001b[39m, in \u001b[36mshow\u001b[39m\u001b[34m(fig, renderer, validate, **kwargs)\u001b[39m\n\u001b[32m 410\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 411\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mMime type rendering requires ipython but it is not installed\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 412\u001b[39m )\n\u001b[32m 414\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m nbformat \u001b[38;5;129;01mor\u001b[39;00m Version(nbformat.__version__) < Version(\u001b[33m\"\u001b[39m\u001b[33m4.2.0\u001b[39m\u001b[33m\"\u001b[39m):\n\u001b[32m--> \u001b[39m\u001b[32m415\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 416\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mMime type rendering requires nbformat>=4.2.0 but it is not installed\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 417\u001b[39m )\n\u001b[32m 419\u001b[39m display_jupyter_version_warnings()\n\u001b[32m 421\u001b[39m ipython_display.display(bundle, raw=\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "\u001b[31mValueError\u001b[39m: Mime type rendering requires nbformat>=4.2.0 but it is not installed" + ] + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "type": "bar", + "x": [ + "Luffy", + "Zoro", + "Nami", + "Usopp", + "Sanji" + ], + "y": { + "bdata": "bgC0APAAYwDcAA==", + "dtype": "i2" + } + } + ], + "layout": { + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + 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"white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Interactive Pirate Plot" + }, + "width": 500, + "xaxis": { + "title": { + "text": "Pirates" + } + }, + "yaxis": { + "title": { + "text": "Scores" + } + } + } + }, + "text/html": [ + "
\n", + "
" + ], + "text/plain": [ + "Figure({\n", + " 'data': [{'marker': {'size': 15},\n", + " 'mode': 'markers',\n", + " 'type': 'scatter',\n", + " 'x': array(['Luffy', 'Zoro', 'Nami', 'Usopp', 'Sanji'], dtype=object),\n", + " 'y': {'bdata': 'bgC0APAAYwDcAA==', 'dtype': 'i2'}}],\n", + " 'layout': {'height': 500,\n", + " 'template': '...',\n", + " 'title': {'text': 'Interactive Pirate Plot'},\n", + " 'width': 500,\n", + " 'xaxis': {'title': {'text': 'Pirates'}},\n", + " 'yaxis': {'title': {'text': 'Scores'}}}\n", + "})" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "graph = go.Figure()\n", + "graph.add_trace(go.Scatter(x=x1, y=y1, mode='markers', # we want points for a scatter plot\n", + " marker=dict(\n", + " size=15,\n", + ")))\n", + "graph.update_layout(\n", + " title='Interactive Pirate Plot',\n", + " xaxis_title='Pirates',\n", + " yaxis_title='Scores',\n", + " width=500, height=500)\n", + "# point size\n", + "# point colour\n", + "# point transparency/alpha\n", + "color='hotpink',\n", + "opacity=1,\n", + "line=dict(width=5, color='purple')\n", + "\n", + "graph.update_layout(\n", + " title='Interactive Pirate Plot',\n", + " xaxis_title='Pirates',\n", + " yaxis_title='Scores',\n", + " width=500, height=500)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9cd37201", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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quotemovietypeyear
0Do, or do not. There is no try.Star Wars: Episode V - The Empire Strikes Backmovie1890
1Listen to them. Children of the night. What mu...Draculamovie1931
2It's alive! It's alive!Frankensteinmovie1931
3Oh, no, it wasn't the airplanes. It was Beauty...King Kongmovie1933
4Magic Mirror on the wall, who is the fairest o...Snow White and the Seven Dwarvesmovie1937
...............
727I didn't know if you were lost. Stick with me....Usmovie2019
728This guy's awesome! He's holding his own while...Dragon Ball Super: Brolymovie2019
729Murder is murder, it don’t matter who you are.Black and Bluemovie2019
730You know what a lion is? A lion is a strong an...Between Two Ferns: The Moviemovie2019
731That was the best acting i've ever seen in my ...Once Upon a Time in Hollywoodmovie2019
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732 rows × 4 columns

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" + ], + "text/plain": [ + " quote \\\n", + "0 Do, or do not. There is no try. \n", + "1 Listen to them. Children of the night. What mu... \n", + "2 It's alive! It's alive! \n", + "3 Oh, no, it wasn't the airplanes. It was Beauty... \n", + "4 Magic Mirror on the wall, who is the fairest o... \n", + ".. ... \n", + "727 I didn't know if you were lost. Stick with me.... \n", + "728 This guy's awesome! He's holding his own while... \n", + "729 Murder is murder, it don’t matter who you are. \n", + "730 You know what a lion is? A lion is a strong an... \n", + "731 That was the best acting i've ever seen in my ... \n", + "\n", + " movie type year \n", + "0 Star Wars: Episode V - The Empire Strikes Back movie 1890 \n", + "1 Dracula movie 1931 \n", + "2 Frankenstein movie 1931 \n", + "3 King Kong movie 1933 \n", + "4 Snow White and the Seven Dwarves movie 1937 \n", + ".. ... ... ... \n", + "727 Us movie 2019 \n", + "728 Dragon Ball Super: Broly movie 2019 \n", + "729 Black and Blue movie 2019 \n", + "730 Between Two Ferns: The Movie movie 2019 \n", + "731 Once Upon a Time in Hollywood movie 2019 \n", + "\n", + "[732 rows x 4 columns]" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# word cloud\n", + "from wordcloud import WordCloud\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\",\n", + "on_bad_lines='skip')\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "6d5f25c8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(399.5), np.float64(199.5), np.float64(-0.5))" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# join all our text from each row from our quote column into a string\n", + "text = \" \".join(each for each in df.quote)\n", + "# generate our wordcloud image\n", + "wordcloud = WordCloud(background_color=\"white\",\n", + "colormap = 'inferno').generate(text)\n", + "# use matplotlib syntax to put our image in a figure\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.imshow(wordcloud, # remember 'imshow' from when we added pictures to our matplotlib axes\n", + " interpolation='bilinear') # this line helps smooth our image\n", + "ax.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "22739a70", + "metadata": {}, + "outputs": [], + "source": [ + "# venn diagram\n", + "\n", + "import matplotlib_venn\n", + "\n", + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "id": "777996b7", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ayeshar/Documents/DSI_Cert/visualization/visualization-env/lib/python3.11/site-packages/matplotlib_venn/_util.py:32: UserWarning:\n", + "\n", + "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + "\n" + ] + }, + { + "data": { + "image/png": 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eGhmINSMeWaG6GaTS0aPAk0/yHFwhhowrtHs399LR3fy6JKYM9KluBlVZV3IRMv5WHnedyWqTkydVt8JSGDKusMfs4YfNOxlU+xq8OaySkuHlrbVIJ0WZn4H1rAiq+0TQ++/nWPkVYMgYI6kSLZOMWdFT74JbN3g64cyzbryuMmkvusKcn6E1Wa7+29+qboVlMGSMkQzFyd4kpK+NkR4Ekpztq7t4vAED0atUN4NUb7X90ks8B2PAkDHGehhbt47lO8muFtYNoi3Wr7oZVCN6EvORCbSpbgap9PvfG2PodFkMGWPYlO9Xv+Ku3ToLugtYnulS3QyqIVIf57zjem6kpjMZO5cxdO64fFkMGW/hN7/hxme62xDqhivLehj05h1b+6LX8bDoTMbQn3pKdStqGkPGZciQ26FD1TsZVJvDJI0x7ktCo7sQn4FMoJ2HR2fPPw+cOqW6FTWLIeMSkknuS6I7DpPQWFY0nnes5bCJ7heBrDbhsMmoGDIuQephsGy43jaEejhMQmMbNqnnsInWZAM1bgs/KoaMURw/Drz88ugHjPQwN5xEYyymuhlkEX3xGdytVXdbtnC1ySgYMi6SzwMPPTTaoSJdeJxFrMpxcxq6stUmXZ51PGS63zwefFB1K2oOQ8ZFnnkG6OO2FFq7PnIB7kxWdTPIYoYGg4hFV6puBql04gSwdy/PwQgMGSPIzqosuqW3yYE0JrPoFo1TT3IB8p4wj5/OHnnEKLBEZQwZIyYIS08XJwjr7WpnDyuv0bgV8k5cCK7lEdSZBIxHH1XdiprBkDFiC/fTp9WeDFJrUd0ggkm+A6GJicWbWXJcd3v2cEv41zBkyBK0NPDEE8OHhHTkRAlLcj2qm0E26RXtcV+tuhlUC3ublErQHUPGayuPOISmt9WRAXjSnOxJlZFMhJEMz+Xh1FlXl9GjoTntQ8bAAPDii6pPA6nkdxUwJ8UlRVRZvcXlKMHBw6qzJ58EcjnoTPuQIcMksryZ9HVtXT+cOV4EVPlKoInIch5WnSUS2i9Z1DpkdHYC+/erbgWpVO/NoT3ez5NApuhNL0DR4ebR1X0DtWQSunLq3ovBeTl6u9bfC4eUayQyQS7rQn/kGh5bnWWzwLPPQlfahoyTJ4Fjx1S3glQX3mqMJ3gSyFT9g9NZoEt3O3eiPAFQQ9qGjMcfV90CUm2Nq1cWHKpuBtlcoeDAheC1qptBKhUKwNNPa3kOtAwZhw8DZ8+qbgWpNDs8hNCgvuOkVF2xeAty3gYedp3t3Qv06FeLx6lrXQzS22JwySpVj8z96g9w8zTofhE8/zx0o13IOHWKvRi6aw9kUMdeDKqy2GArCu4gj7vOXn4ZiMehE+1ChoZBki6y3MNeDKq+YsGBgfAqHnrd52Zs2wadOHXbyv3oUdWtIJUavDk0SoEcIgUGklNZN0N3u3YBqRR0oVXIkF4M1sXQ26pAPy8CUiafcyIe4dwM6F43Y8cO6EKbkBGLsbqn7oLuAloGY6qbQZrrT8/inia6e/FFbfaz0CZkyDCYDIeRvlaFB+AosLonqZXNuDFYt5inQWfJpDY7tGoRMmT4a/du1a0gldyOIqYm9ay4R7Wnr7BAdRNIta1bAQ22NNAiZMjwlwyDkb5WRuLcaZVqaofWofAc1c0glfr6gEOHbH8ObB8yZKInezH05kAJs9LcaZVqS5+DQyba27nT9ofA9iHj+HFt96Wh18wKpeDOsCuLastQIoyct151M0ilEyeAfnu/AbJ9yGAvBs1zc0UJ1R7Zmi8eZG+G1kol4KWXYGdOu0/glc3QSF9+VwENiUHVzSAaVTw9mUdGd3v22HoCqNPum95x2areFoUH4bDxLzBZWzbtQSo0U3UzSKV4HDh2zLbnwNYhw+a9UDQGM/IcKqHaFnPPV90EUm23fWss2DZknD4N9PSobgWp1OzLIpDUZ48AsqbBwUYUnR7VzSCVjhyRC8GW58C2IcPGwZDGaHFAry2VyZoKBQcGw5wAqrVi0bYVQG0ZMjIZ4MAB1a0g1bUx2oYYMsgaYkXOy9Debnu+M7ZlyJAVJazwqbe54SG4sjnVzSAak9RgEDlfI4+W7hVAz52D3dgyZBw8qLoFpNocJ3sxyFo1M2J+Dplo76D9bl62Cxm5nK1XA9EY+JxF1Nt0EhXZVyLdrroJpNpBhoyaJwFDggbpa3ZwiLUxyJJbwGf9LaqbQSr19tpuWaTtejJsGATpCk11sheDrGnQN1t1E0i1g/a6idkqZEh1T1luTHqvKmlIJ1U3g2hckoVWHjndHWTIqOkN7dJp1a0glaYEM3Bl8zwJZEmpZBAFV0B1M0ilzk5bbR1uq54MmwVAGoeZXg6VkLU35UyG5qpuBql20D43M6edfjm54yq1ZDlUQtaWxBTVTSDVDjJk1JyODtuWfqcxinjy8A1leLzI0pJDUZTs8/6PxuPMGWBoCHbgtNN8DNLb3GDytbJGRNZVyDuRDk1X3QxS3TV/6pQtzoFtQsbJk6pbQKq1F9mVRfYw6Jmhugmk2gl7vHN22mXpqmztTvpyO4qos0n3IlEy08yDoLuT9njn7LTLfAxW+dTbzFAKjkJRdTOIKiKT8iLnrefR1Fl3N5C0/kR2W4QMm/Qq0QS0uVkghewl7Z+qugmk2knr92bYImTY4DzQBDUUUjyGZCspxyTVTSDVTlj/HbTlQ0Y+b6z2Ib0FU+zJIHtJ56Oqm0CqnbT+O2jLh4yzZ42gQfqa5M/CmS+obgZRRWVSAZQcLh5V3XdlTSRgZZYPGTboTaIJmuzlUAnZT7EIpAOs/qm9k9buzXDaYWUJ6W0SOFRC9pT2tKtuAqnWYe2bnOVDxvnzqltAqkVyDBlkT6lSo+omkGrnrX2Ts3TIkL1KuF+J3nzOInxp7ldC9pROh1U3gVQ7z5ChTGenutem2jAlmDbq/BPZUC7rRt4TUd0MUimdBvr7LXsOLN2TYfGARxXQ5uKkT7K3VIBFubR33ro3O4YMsrSGIudjkL2lnSzKpb3zDBlKWPi4U4UEclkeS7K1bIHzMrR33ro3O8v2ZGSzQF+f6laQSk6U4MnkeBLI1nI5v+omkGrnGTKqrquL8/101+DL8SIg28tlvSjBoboZpFIsBqSsOf/M0iGD9NbkZS8G6VH5M+9rUN0MUu28NXszLBsyOFRCUQfnY5Aesp4m1U0g1fqtuYzVsiFjYEB1C0i1Ogd7MkgPWVe96iaQagPWvOkxZJBlhYrsySA95FCnugmk2gBDBo83VZVPlhgRaSBbDKluAqk2wJBRNXJvGRqq3utR7XE5SvBk86qbQVQVuSyXsWpvgCGjaix6rKmCmrh8lTTbw6Rk3dFtqoREAigUYDWWvGoZMqjRw6ES0ofsAZjzc4UJdL8IYjFYDUMGWVLYyaES0kvezd1YtTdgvW58hgyyJC+s121INBEFJ+dlaG+AIaMq4nHtLzXt+RgySDMFB0OG9mIcLqkKi5ZwpwryosjjSVopwKe6CaRayno3P0sOl6TTqltAqrktOMuaaCKKDBmUtt7NjyGDLMlTYsggvRTgUd0EUi3NkMHjTFXBngzSTaHIkKG9NENGVVjwOFOFOfPsySC9MGQQLHjzc8NicjlLFj2bsIGBw9i//5vo7t6OXG4Qfv8kTJ16M5Yt+wS8Xr3WzztQgqvAiZ+qHO49jM89/jl84cYvYGXbSmXt0E2x4IKuTicS+Oq+fdjR04NENot59fX48Pz5uHPmTGglzZDBY2yCePxVPPbY++FwuDFv3gcQCrWjt3cPjh79Ibq6XsDmzT+Fx6PPBkp+VxEolFQ3Q0vnEufwT8/9E4olhrxqK2gaMjqSSfzRY4+hUCzivgUL0OTz4XenT+Oz27aVv/axJUugjTRDBo+xCXbt+hKKxRxuu+0XiEbnlD83d+770dCwGLt3fxlHjvwAS5b8L+gi6CrILDiqsm1ntuHr27+Owewgj70ChbyeIeMre/diIJPBTzdvxorm5vLn3j93Lt776KP41iuv4N558xD1eqGFbBYoFgGnddZsWKel1g1yE1IoZNDdvQOTJq15PWAMmzXr7vKzDKHoJODmu+hq++IzXyz3YDT4G7Bxxsaqvz4ZW1cUnfrVynA6HNg0ZcrrAUO4nE5c19qKTKGA4xYsUDUhmQysxG3FIKcTp9OD22//HUqjdE+n072vfY9e73Cc4FBJtZ2Nn8V9y+/D3Qvvxs8P/Lzqr0+GksNy7wsn7P+tXTvq5w/095cDyOSQPkPFr4eMQABWYbmQIT1FOnE4nAiHp436tQMHvl1+bmm5FjpxOlS3QD/ffMc34XFxCaVyGoaMkWTS58lEAj84cgQvdHXhQ/PmoS0YhHZdWhZiuZBhseNrmldfvR8nTtyPYLAdc+feA91Wl1B1MWDUhpJD74T9v194AU91dJQ/XtHUhI8vXQrtFK31Tttysdhix9cUx4//Atu3/x+43UGsX/81eDxh6IQ9GaQvy/3Jrqj3zZ6Nb27YUF5RcnhgAHc9/HB5eatWStZ6k2W5K9Zix7fiXn75a9i+/fNwuwO44YZvo6lpOXTj0P0iIG2VrPcnu6JunjoVt0ydik8tX45/v/56dKdS+Pr+/dBKyVp//zhcYhGyhPXFF/8PTp58AIFASzlgNDQshI407zEmnfHif93NU6Yg7PFgf18ftFKyVsiwXCzW8XesWCzg+ec/XQ4Y0eh8bN78M20DhrDWrxhRJel19femUnjbgw/iM1u3vulruWKxvIQ14NJrdR0sdhO0XMiwUA2Sitm376s4e/bR8tDILbf8sFzxU2dFWOuXjKhSHJrtPtwcCJR/2x87exbHLqqH8T+HDpWDhgyfaMVprZug5YZLLBbiJmxw8AwOHfqf8pqKqVM3o6PjqTd9j9/fhPb29dCFxXoLiSpIv4v//159NT769NO474kn8MF589Dg9+PFri48cuYMVjc34yOLFkErDmvdBC0XMiwW4iass3MLSqV8+eO9e/991O9pbl6tVchgTwbpyqHhnjHXtrbiJ5s34xv79+M7hw8jXShgWjiMTy5bho8uWgQvh0tqmqNUstb7whMngO9+V3UrSKXpwRTWDZ3mSSDtzHU9AFchpboZpNKnPw1ErLPztuX6BXz6le6ni+RKlrtsiSrCWdRsXwV6M78fVmK5v9YWO75kglTBcpct0YQ5XSXtJn7SKPMFLLbjrOX+WjNk0GBOsyVrRLLzqIsBQ3t+673LZsggy8mXnCjpNgOYtOdyM2Roz8+QYToL9haRCYpu9maQXlxOY5UZaczPkMHjTFWR123ZGmnPyZBBfoaMqrDgcaYKK7g4XEJ6cTm4skR7fuvd/Cz5l9qCx5kqLOdkTwbphSGDYMGbH0MGWVLWwZBBenGVMqqbQKr5rFcoypIhIxRS3QJSLceQQZpxltKqm0Cqhax387NkyIhGVbeAVMuw6idphj0ZhPp6yx0ES4YMCx5nqrA0OFxCenEVhlQ3gVSrt97NjyGDLCmW96huAlFVebJ9POK6q2fI4HGmqujNsiIb6cPlKsGdH1TdDFLJ7eacjGqRXW5ZVVpviZwbJRbkIk14fKyRob36esDhsNxhsORwiQQMTv6krI9DJqQHj4vzMbRXb72hEsuGDAsfb6qglJshg/TgdSVVN4FUq7fmTY8hgywr6eS8DNKDtxhX3QRSrZ4hg8ebqipWZMggPXjy/aqbQKrVM2RUVXNzdV+Pak8/l7GSJrzZXtVNINWarXnTs+xwSVub6haQahe4jJU04HIX4cpz4qfWXC5g0iRYkWVDRmMj4GVvudaSeReKblb+JHvzcvkqTZpkBA0LsmzIkOXCra2qW0GqZb1cYUL25nGzF0N7bdbturdsyLD4cacKGfT4eSzJ1nyIqW4CqdbeDqtiyCBL6wVDBtlbINepugmkWpt131EzZJClncswZJB9ybCwL9Whuhmk+iJoY8hQQuZkcA8TvXWnvdzDhGzLF0jDWcqrbgapro/h81n2HDitvildU5PqVpBKJTiQDLA3g+wp4OF8DO21WbcXw/Ihw+LzYahC+l0MGWRP/hKLcGmv3do3OcuHjOnTVbeAVOsuBlQ3gcgU/vRZHlndTbf2Tc7yIWPmTNUtINXOpqQnw6G6GUQV5fYU4M328ajqzO0Gpk6FlTntUM69rk51K0ilobwLOT+LcpG9+P3c3l1706YZQcPCLB8yBHszKOHjkAnZS8DFnVe1N9P6XfW2CBmzZqluAanWW+LkT7IXP4twkQ1ubrYIGTYIezRBZ7PsySD7kPo//hQnfWrN4wGmTIHV2SJkyI6s0ajqVpBKXWkf8j7OyyB7CIQG4SzmVDeDVK8qcVlz51XbhQzB3gy64A/zIJAthJ3cr0R7M+3RRW+bkGGDoSuaoDOFEI8h2UIodVx1E0i1mQwZNWX2bGMfGdLXq8kg9zEhy/MFsvBkubJEa36/LeZj2KonIxIBJk9W3QpSqVByIB4M8iSQpYV9LCWuvfnzbbP7pz3+L16zaJHqFpBq5xwcMiFrC+VOqm4CqbbIPjczhgyylWMpCRkcNyNrcrmL8CdPq24GqV66Oneubc6BrUKGbPve0qK6FaTSYM6NdNDHk0CWFAoNwIGS6maQSnPnGkHDJmwVMmzWy0Tj1O3hUlaypnCpQ3UTSLVF9rqJMWSQ7ZzIcl4GWY+sjgsmuXRVay4XypM+bcR2IaOtDWhoUN0KUulcys/qn2Q5wfAgXIWU6maQ6oJPfnvtw2S7kGHD3iYah85AhMeNLCXi4KoS7S2y382LIYNs6UBKNrPhKhOyBperhHDioOpmkEpOJ7Bwoe3OgS1DxrRpxkoT0ldfxoOhMHdmJWuoC/fCWcqrbgapXlUSst98MluGDLFqleoWkGonndyal6whkjusugmk2urVsCPbhoyVK21TlZXG6cBgmHuZUM3z+bMIDJ1R3QxSKRy23aqSYba9Ddv4nNEY5YpO9MmFQFTDIv5zqptAqq2077tie/5f2bv3ia7AkTyHTKi2a2NEkvtVN4NUW23fm5XT7vNoZHdW0tfJZAA5v1d1M4hGFQon4M4leHR0NnMm0NgIu7J1yJDeJ+mFIr2d8zFpUm2KOE6obgKpttq+vRi2DxnD50+6JElfB1ISMngRUO3tuBpOHFLdDFLJ7wcWL7b1ObB9yKivB2bPVt0KUmkg60G8zn7rz8naouHzcJQKqptBKi1fDrjdtj4Htg8Z4pprVLeAVNtftO+YJ1lzKLch+ZLqZpBKDocWNyctQoYsZZ00SXUrSKVTyQCGQqwASrWhru4C3Lm46maQSgsWAM3Ntj8HTl0C47p1qltBqh12sDeD1JPZQY2ZPaqbQaqt0+OmpEXIEMuWcTmr7g4PhpD1+1Q3gzQXqovDm+5W3QxSacYMY5MtDWgTMlwuYO1a1a0glUpw4Li3gSeBlGosvMwzoLt1evRiaBUyxFVXGSuGSF8vJyIoeD2qm0GaCoSGEBg6rboZpFJLCzBvnjbnQKuQ4fUCV1+tuhWkUqHkwOlAPU8CKdHo5G6r2lu3TqviTVqFDHHddbZflkxvYc9glLuzUtX5AlmEEgwZWotGgaVLoRPtQkYoxFLjuksXXOis48ZpVF0N3uNwoMTDrrO1a40JghrRLmSI9eu1O890kd3JBpRsurUy1R6Pt4BInBM+tRYOGxMDNaPlX1kpNb5mjepWkEqJnBvnIlxpQtXR7D/MEuK6u+EGwKPfpHMtQ4bYuNGYCEr62p5oQNHDCTpkLn8wg7r4Ph5mnTU02H631UvRNmTI3AzWzdCbzM04HmhS3QyyuUnOvZyLobtNm7Qdo9c2ZIjrrweCQdWtIJV2x6PI+dmlReYI1yUQHDzOw6uz1laj5LSmtA4ZPh9w442qW0EqFeHAfg93z6PKk1IIzbkdPLS6u/VWrepiXEzrkCFkAmgTe8y1digRxlCYXVpUWdFID3zpLh5Wnc2dC8yZA51pHzJkFePmzapPA6m2qyi9Gfq+26DKcrpKaBp6kYdV95vLrbdCd9qHDLFwITBzpupTQSqdHfKjP1LHk0AV0Vh3Fu5cgkdTZ6tWGfuUaI4h4zXveIe2k3/pNdszzca7D6IJcHsLaIizF0NrsqLg5ptVt6Im8C/qayRwymoT0ldfxoNzEW6eRhPTHDgCZzHHw6gzGSbh0sUyhoyLCnQ1No78DOlma7wJeZ9+VfmoMoLhIURie3k4dTZrFjfIGoEhYwSp+Hr77SM/Q7rJFZ3Y621V3QyyIBlpa81vY+EtnckW33fcoboVNYUh4yKy2kjjuikE4EgihP5IhMeCrkhj5Ay86W4eNZ1t2MCaCBdhyBjFbbcBgcBoXyFdPJeahKKbM4FpbHyBLBpj23i4dNbcbGzxTW/AkHGJfU1uuWW0r5AuBnNuHApy+Rm9Namu0urcyV1WdSYVPe+8k0sUR8GQcQmyYd706Zf6KulgbzyCRF1YdTOoxtVHzyOQPKW6GaTSypXAjBk8B6NgyLhMMH3nO43JoKSvZ9OtKLGACl2C159Dc+I5Hh+dyfwtVva8JIaMtxhik/kZpK94zo2DIQ6b0OjDJG2uHayJofu70Xe9i5P4LoMh4y1cdZVRdpz0xWETGk0Dh0lo3TqjLgZdEkPGGMiwSR23tdDaM+lWFD1u1c2gGlpN0hTforoZpNLkycCmTTwHb4EhYwykOqz0iEnPGOkpkXNjl6+NO7USXK4SJpeehbOU59HQldcLvOc9XE0yBgwZYzR7Nvc20d2xwRDO1DepbgYp1hraD2+6R3UzSCWZrNfEvwVjwZBxBW66CWhvv5L/guzm+YFGJMMh1c0gReqj3aiL7+fx19nixUaNAxoThowrICsZpYeMy1r1VYIDT6TbUfBybbNu/ME0WuJPq24GqV6uKkW3aMwYMsaxrJX73+gtmXdhu6edk3Q04nIXMbnwDKt66v4u873v5XLVK8SQMQ4rVgBr147nvyS7OJkM4ESkWXUzqFr1MAJ74cn08Xjr7B3vYBnocWDIGKfNm40dW0lfL8QaEWfZcdtrqO9EOHFIdTNIpTVrjKJJdMUYMsbJ6TR6zhobx/sTyA6eHGpD3sf5GXYVDA2heeBZ1c0glWRPkre/nedgnBgyJkC2g7/3XsDnm8hPIStLFVzY6pqMkqROshW3t4D27FNwoKi6KaRKfT3wR3/EehgTwL+MEzRpEvDud3MOoM46hvzYE+JEULsV3Jrieg7uXFx1U0gVWUb4/vcDIS5ZnwiGjApYsIDVZXV3KBHG0Qg3UrMDqezbHtgFf+qc6qaQSnffDbRJlV+aCIaMCtm4EViypFI/jaxoZ6we5+o5ScfqWiMHERo8qroZpBL/oFcMQ0YFyf4mMkeI9PXsQDP6pWAPWVJT9AyisT2qm0GqaxRw47OKYcioILfbmAjKHja9K4I+lmjDUDiouil0haLRC2iOPcfjprP584G77uIkuwpiyKgwvx/40Ie4tFVnhZIDj6YmIxvgsiOrCNUNojX2uOpmkErSDf2+9xn1CahieDRNEA4DH/4wUFdnxk8nqyxtfbIwhXucWIA/mMHk5KNcqqoz6X6WbmhuTFVxDBkmLq++7z6WuddZf9aDLa4pKMmeB1STPL48puQeg7OYUd0UUkUqKkr3s3RDU8UxZJiopQX4wAcYjnXWmfLhRf9klFz8VavFYltTHU/DnUuobgqpIt3N8m5Qup/JFPzLZ7Jp04B77mHBOJ2dSAbxgn8qezRqiMdbwDTHk/Cme1Q3hVSWbJYejIYGngMTMWRUwdy5xj4n7DXXe9fWrT4OndTKEMlUxxPwZnpVN4VUB4zWVp4DkzlKpVLJ7Bchw9GjwE9/CuTzPCK6mhZMYV2mA45CQXVTtA0Y0/AEt23XmZQJlyES1hqoCoaMKjtxAvjxj4FsttqvTLViSjCN9dmzcOYZNKrJKz0YpcfhyfZX9XWpxuZgyNI/2XSKqoIhQ4EzZ4Af/hBIp1W8OtWCyYE0NuQYNKrF689halECxkDVXpNqcMmfBAxZTUJVw5ChyLlzwA9+AAwNqWoBqdYeyGBj/iycOY6fmcnnz2Jq4THuqKqzpiYjYESjqluiHYYMhbq7ge99DxgcVNkKUqnVn8ENhbNwMWiYwhfIYmr+US5T1b2WgAQMLlNVgiFDsQsXgO9+F4jHVbeEVJnkz+LGUgfcGU7UqaRAKIUpmcfgyicr+nPJQtrbjUmeQe4lpApDRg2IxYzJoOfPq24JqRJyF3CL7xyCSY6fVUIk0o/WxONwljgUpXXtANmLxMc9hFRiyKgRstrkl78EDh9W3RJSxeUo4ZbIeTTG2K010e3auZuq5q65BrjtNm52VgMYMmqIVCx59FFg2zbVLSGV1tVfwPSBC+WN42nsZPPM1vABROJ7edh0vggkXEjIoJrAkFGDdu0CHnoIKBZVt4RUWRpJYNngeV4EY+RyFzHF9yICyZPmnhiqXTIsIsMjMkxCNYMho0a9+irws5+xlobOpgdTuC53jitPxrBEdXLpaXgz0vtD2tbAkN0oZSUJ1RSGjBrW2wv86EdAX5/qlpAqjb4cNjk74E1xK/LRhMJJtKceg6uQqvq5oRrahfL97zfKhVPNYciocVKs6xe/MHo2SE9+VwGbg50IJ7gUc6T6aA9aYk/CAY4ramvlSuCOOwC3W3VL6BIYMiwyIXTLFuDppzlErysHSrg22o9Z8V7jgtCYy1VCS+gVROIvq24KqeL1ArffDqxYwXNQ4xgyLOTUKWOZKwt36b2L63WFTrgzOejIH0yjvfAs51/oTLZnlwmezc2qW0JjwJBhweGTX/3K2Dae9B0+2RTqQn08AV04ADREz6M5/iwcJe5eq62rrgLe/nYOj1gIQ4YFSW/51q3AE09w+ERnq6MxzE90w2Hztc5uTxFt/pcQShxR3RRSuTz1zjuBpUt5DiyGIcPiW8bL8MkAd6/WeoO19Y5O264+kdUjbZmnuYOq7vuPyPAIt2i3JIYMi0uljMJd+/erbgmp4nYUcWOkB5Ni9kmbDoeUBz+FxoFt5UmvpCG5CK67Drj5Zg6PWBhDhk0cOGCEjSRXOWprcSSBpaluyxfv8vpzaHPtQCB5SnVTSJWmJuCuu4Dp03kOLI4hw2aTQiVovPKK6paQKgFXAevDvWiWrX0t1gMgb1wbo2fQGHuBu6fq3ntx002Ax6O6NVQBDBk2dOiQETYS+iw+oIvMDKVwVbHLMnM1gqEhtBa2wZvuVt0UUkVKgsvkTqngSbbBkGFTmQzw+OPAzp3a127Seuv466J9mB7vq9llSLKx2aTQEURiezj3QldSrXPDBmD9eqm0pro1VGEMGTZ3+jTw4INAN98gamuSP4u17m6EBmtrwk4k0o9Jqefgzg2qbgqpMmOG0XvBwlq2xZChAXkTKz0aUpZc5m2QnlZE4lg41A1nXm0xK68vjxbPHoQGWVFOWw0NwC23AEuWqG4JmYwhQyPpNPDMM8D27UCBRRO1FHIXsC7UgyapTV/lPVCczhIaIufQGN8GZ1HPsujak6JaMjQikzu5qZkWGDI0JFvHP/qoMUGU9C3itcZ7AZEqlCaXBQPRSA+ahrazqJaunE5g9Wpg0yZuya4ZhgyNnTwJPPwwcP686paQyg3XVjt7ERwcMmW/kXDdAJpzO+FN91T855NFzJkD3HqrsbEZaYchQ3PSY75nD/DUU9zdVWfzwkksK/bCN5SuyM8LhQfRXNwN/1BHRX4eWdCkScDmzcD8+apbQgoxZFCZzNGQsPHcc0B/Pw+KjqR895LIIBZme+FJZ8f1MwKhNJod+xAcPF7x9pFFtLUBGzcCixYZY2WkNYYMetNKlH37gC1bgAsXeHB05EQJKyMxzE33wZUd2wRNnz+LJs8B1CUOmt4+qlFTphjhYsEC1S2hGsKQQZccRpFN1yRssMaGvhuvLa+LY3a2/5I9G9Jz0eA6gnD8AItp6Ur2F7nhBmPuBdFFGDLoLcOGrEJ59lmgs5MHS9dhlAV1SSws9iGQTJUndIbqEmgs7kcgeVJ180iV2bONnouZM3kO6JIYMmjMTpwAduwwQkeNVqkmE8l+VW9bk8Ly9Avw7t3Ci0DXi2DZMuDqq4H2dtWtIQtgyKArJhuv7d4N7NrFFSk6qK8HrrkGWLUKCARe+6QU85LEKRcBy8jan5T9lmCxYgXg96tuDVkIQwaNm/RmHD5slCx/9VVuxGYnsk/VvHnAypXGPL5LLhLI543JO7I06dQpXgR2uwgWLgTWrAFmzVLdGrIohgyqCFmJImFj716+sbWyyZONN6vSIx4MXuF/PDBgLE2Si4BLk6wrGjWqc8qjrk51a8jiGDKo4r0b0qshb25l7obsl0K1LRIxQoX0Wkj9pIo4e9bo3XjlFSCVqtAPJdNImFi8GFi6FJg6lfUtqGIYMsjUAl/HjhmBQ4ZVsuOr70Qm7VMlwyDSayGLBEyrmSTDKUeOGL0bx48b/6baIF1Vw8FCtlxn4SwyAUMGVUUuBxw9agQOeZZ/U/UncEqwkCrPsupQhtyrSlKmBA0JHfJIJqvcACpP2pRKnLLFuqRL2biMyEQMGVR1EjBkcza538ijh3tnmULemErPt4QKCRctLaitAiwdHUbYkG6uri7VLbLvRSATbaRQljzkgqh6uiSdMWSQcrIacjhwyHwOrogcv3DY6PmWlSHyCIVgDTJpVAKHjK+dPs3JPBOduCm9FBIq5PmKZ/ASVQ5DBtUUeYMrlUUlcMiKyHPnGDou9ya1qcmo6jz8aGyEPS4C6d6SsDH8kBBCl565K70VMgYmwaJis3eJJo4hg2qe7AorPesSOORZQoiOk0jdbqPI4nCgmDZNozep0t01HDjOnDGGV3QsOyvV0CRQyGZkw89cZko1jCGDLEfuLb29fwge8qa3r8+oRCpvgq1Ohsylh0LmUMibUnmWR0MD5+m9YemSXARy8mUHP3kMXwh2uAikm0pm6krXlFwEEibkYYuuKtIJQwbZakKp3GPkIbWgRj5LAKklXq/Ryy1vQuVZ7ifDYULuI5ybN06yRFbCxnD4iMWMXhC5AOS5lpbQSpCQ+RNywiVVyvPwx5IoeRGQDTBkkDYBRO4zsmpycNB4yMcyyVRqRQ0/pHiYvEmW3hJ5DH888nMj7xESFmTPKHke+fHws9SjGA4SI0OFfJ4UkJMsYWNk8JBnGX+Th1wol3oe2UMiSz8lBIx8Hv5YHjKsMfyQZaMyriWzcuUhs3GHP5YxMCIbY8ggugJyn5GgIc+8P2hETrgkzeEwQURjwpBBREREpmAkJyIiIlMwZBAREZEpGDKIiIjIFAwZREREZAqGDCIiIjIFQwYRERGZgiGDiIiITMGQQURERKZgyCAiIiJTMGQQERGRKRgyiIiIyBQMGURERGQKhgwiIiIyBUMGaako+7UTEZGp3Ob+eNLN2bNncfPNN4/5+x944AEsWrSo4u24//778bd/+7dYu3YtvvOd77z++QsXLuCrX/0qrr32Wtxxxx0Vf13Sx4svvogPf/jDo37N6XTC7/ejpaUFK1euxIc+9CEsW7bs9a8vWLCg/PzMM8+gra2tam0mqjaGDDLNLbfcgkAgcNnviUajVT0Dn/70p/HCCy9gzZo1VX1dsrc777zzDf8ulUpIp9M4dOhQOUj/9re/xT/+4z/i7rvvVtZGIhUYMsg00pMwdepUJUd48+bNWLFiBYLB4Bs+z2ESMsO//du/jfp5ud7ka//93/+NL3zhC9i4cSMaGxvxu9/9rvz15uZmnhCyNc7JIFuqq6vDnDlz0N7erroppDEZNvnUpz5VDhapVApPPfVU+fNybcrD7eb7PLI3hgyqibFtGaOWP8aPPPJIeZhFxq+lN+LgwYPl+RXy9T/+4z8e9b//m7/5m/LXv/Wtb73+uYv/m+HX2L59e/nff/3Xf13+t3zfsCeeeAIf+chHcMMNN2Dp0qVYv349/vzP/xxbtmwx/RiQfXk8HkyZMqX8cW9vb/lZrj15nD9//k3fL78Df/Inf4JrrrmmfB3K78OXvvQldHd3j/rz5Rq+7777yterfL9cvzIsuHfvXpP/z4jeGkMG1YxXXnml/McxEomU/2DKu8C5c+dW5GdLt7SMmzc1NZX/vWrVqvK/p0+fXv63TA79i7/4i/J8DfncTTfdVJ6Q9+STT+KjH/0ofvSjH1WkHaSfbDaLkydPlj8eDhujkXkcEpg/8YlPYMeOHZg9e3b5OpQhl+9///vl+RwSukf68pe/XB6W3LdvH+bPn1/+fvn9eeihh3Dvvfe+3nNCpAr76qhmnDp1Cvfccw+++MUvlv8tf1wlaFSCdE3L2Li845MVJvIH+K677nr9JvAf//EfcLlcr/eADJMJe5/97GfLX5e2yfcQjZVcWzIXI5FIoL6+HjfeeOMlv1fmbfzqV78qh4tvfOMb5Wt2+PdAeum+/vWv4+Mf/zh+//vfw+fzoaurqxw+5Of++te/fsMqlf/6r//CV77ylfJKqk2bNvGEkTIMGWSayy1llTkTO3fufNPn//RP//T1jysVMN7K4OAghoaGypNEL57DIb0dsVis3AOSz+cZMmhUEkQv7pUYGBjAyy+/XL5+ZDnrv/7rvyIcDo/638u19e1vf7v8sXzfcMAY/j34y7/8S2zduhW7du0qB9/3vve95ZAhryO/SzLnYyQZJpQgomriNdEwhgxSsoT14lUfQv5YTps2repnRP5AS1fzkSNHyr0b73znO3H99deXh1S8Xm+5xgHR5ciNfyTp8ZJrXG7ycj198IMfxKxZsy753x84cKAcSmRJ98h6GiNJL4iEjG3btpVDhlyzEn7PnDmDd73rXbj99tuxbt268rwMCRiXmsNEVE0MGVQzS1irXTNjJBkO+eQnP1kOGv/5n/9ZfkhAkqJdt912W7lwl0zgIxrN4cOHJ3RgOjo6ys/S6zFyuG40586dKz9L78g3v/lNfOYzn8GxY8fK17A8JKxL2JDQIZOnHQ4HTxopw5BBNWO8wyOFQmHCry3j4L/5zW/KQzhPP/10eRWKvLuUj+UhY9/f+973LtndTTQRw/VbZIKyVKm9nJGTR6W3TVajSO/Gs88+W75uJSg//PDD5ceGDRvK8zM4l4hUYcggy4SPS4WJeDxekdeRd3xXX311+TE8V0Nm58vyQVn58vOf/7y8tJCo0lpbW8vPMvxxqcJelyI9bFLkSx6iv7+/XOzrX/7lX8rLr2Vp9q233sqTRkpwCSvVvOH5G6PVCcjlcuXJdRMhywWla/nP/uzP3vB56bWQiZ8ypj6yS5uo0mQehlznR48eLa+yGs3f//3fl5exSq+akCDxtre9DX/3d3/3hu9raGgozwGRZeAjh1eIVGDIoJo3vIGa1Bp4/PHH3xAw/uEf/qG8JHWsZBz74t6PhQsXlifPSXfzgw8++Ibv7+vrK39eyEZXRGaQiZqy2ZoMm0idjOPHj7/h67/85S/xs5/9rFwnQ8rlC5m7Ib8TsjeKFJsbSYLK7t27yx8vX76cJ42U4XAJ1TxZcSITLyUAyFI+2dxMagO89NJL5foDw18b69wLCQ1f+9rXyuPXsppEVsFIbY7Pfe5z5Ul0MoYtKwGSyWT5D7Usb5Uqim9/+9tN/38lfcm1LT0ZMrwh1+WSJUvKwygyqXM4dHz+859/PTTIMte/+qu/KtfPkIAivSGTJ08ur1KR61ZCuNR2Wb16teL/M9IZQwZZwj//8z+Xexyk6JCUS5auZVn5IX9kZbLmWEPGxz72sXL38fPPP18OGxI6JGRIN7SMh//gBz8oD7/IH/VQKITFixeXh0tkySAnz5GZZG6FrBaRCchSFE56LWQukAQNGRaRJakXBwYJJjNnzizPF5IdX2Wysqwukd8NuWYZjEk1R0mquRARERFVGOdkEBERkSkYMoiIiMgUDBlERERkCoYMIiIiMgVDBhEREZmCIYOIiIhMwZBBREREpmDIICIiIlMwZBAREZEpGDKIiIjIFAwZREREZAqGDCIiIjIFQwYRERHBDP8fx2iBEE5x8D4AAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram = venn2_unweighted([A, B],\n", + " set_labels = ('Fruits', 'Pies'),\n", + " set_colors=(\"blue\", \"red\"),\n", + "alpha=0.5)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "id": "549603c8", + "metadata": {}, + "outputs": [], + "source": [ + "diagram.get_label_by_id(\"10\").set_text(\"n\".join(A - B))\n", + "\n", + "diagram.get_label_by_id(\"11\").set_text(\"n\".join(A & B))\n", + "\n", + "diagram.get_label_by_id(\"01\").set_text(\"n\".join(B - A))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "951159c5", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}