diff --git a/02_activities/assignments/participation/Day1.ipynb b/02_activities/assignments/participation/Day1.ipynb new file mode 100644 index 000000000..d25134dcc --- /dev/null +++ b/02_activities/assignments/participation/Day1.ipynb @@ -0,0 +1,470 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 42, + "id": "042a5f55", + "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\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0b13f1d6", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100, 50)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3f2f6208", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.hist(y) #creating a histogram plot of y frequency\n", + "ax.hist(y, edgecolor='black')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "b5331dbe", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(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": 21, + "id": "374289d6", + "metadata": {}, + "outputs": [], + "source": [ + "font1 = {'family':'sans-serif','color':'blue','size':20}\n", + "font2 = {'family':'monospace','color':'green','size':14}" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "c4b3583e", + "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": [ + "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" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "69f53fd4", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/77/ts_46pgn0136dtc7_7vm9c_r0000gn/T/ipykernel_86425/3608320870.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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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x, \n", + " y, \n", + " marker='*', # NEW ADDITIONS \n", + " color = \"indigo\") # NEW ADDITIONS\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "9cdbd5b0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/77/ts_46pgn0136dtc7_7vm9c_r0000gn/T/ipykernel_86425/2585488331.py:8: 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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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,\n", + " y,\n", + " marker='*',\n", + " markersize = 12,\n", + " color = '#7425b9',\n", + " linestyle='--',\n", + " linewidth= 2,\n", + " markeredgecolor = '#fa9359', # NEW ADDITIONS\n", + " markerfacecolor = '#000000' ) # NEW ADDITIONS\n", + "ax.grid(axis = 'y', color = \"blue\", linewidth = 2, linestyle = '-.')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "1de096e5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a dataset\n", + "df = pd.DataFrame(np.random.random((5,5)), columns=[\"a\",\"b\",\"c\",\"d\",\"e\"])\n", + "\n", + "# Default heatmap\n", + "p1 = sns.heatmap(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "ff224b6e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = sns.load_dataset('iris')\n", + "sns.set_style(\"white\")\n", + "sns.kdeplot(x=df.sepal_width, y=df.sepal_length,\n", + " cmap=\"Blues\", fill=True, bw_adjust=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "afb444cc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env (3.11.13)", + "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 +} diff --git a/02_activities/assignments/participation/Day2.ipynb b/02_activities/assignments/participation/Day2.ipynb new file mode 100644 index 000000000..c439ee541 --- /dev/null +++ b/02_activities/assignments/participation/Day2.ipynb @@ -0,0 +1,565 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "10a8e205", + "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": 3, + "id": "35d7c821", + "metadata": {}, + "outputs": [], + "source": [ + "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": 4, + "id": "355dda66", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/77/ts_46pgn0136dtc7_7vm9c_r0000gn/T/ipykernel_33767/3608551665.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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A6i4AFWB3BcyuGsFOfA1fSN4p12Gwy+Z59MeIC9brJjOw6p7ZHfwjMHoU6HsdeO5e4PuXAN9dBTx5J7mv3AuxkUElJRtUAEi1drUNdmxNYDHMzkDG9DkGFS1EBBLsYghjKpMDVt1I7qiwK3OvJGHWrnMKRdmDXT6fx1e/+lUsWrQIDQ0NWLx4Mb7+9a8rTAWCIOCee+5Bd3c3GhoasHHjRhw6dKjch1J23LphIQDg8V19iE+VsZNHLZgdXQx8ISDYQn6uw2DXH0sizwvwe1yY10IkqrqvtYufJN8XXAwsv4YUOyf6yESLR/4c+NYi4LnN5Xu9gmDHGFRonV2DKGOKzK4vlkQ6V1r3+0dfPYmP/fAV3P/MQew+FbdmHMrnAJ757EzZ6KIyKV6fDrOzBZ4XEAVZU8aEMFJZHvnFG4lzNX4S6Huj6OfujyXx8R/twN8+9hae2nO6YCNKmV0ti8kpPOYPsYdvfetbeOihh/Czn/0Mq1atwuuvv45PfvKTiEaj+PznPw8A+Pa3v40HHngAP/vZz7Bo0SJ89atfxVVXXYV9+/YhEAiU+5DKhgsWNmNFVwTvDIzjsZ29+D+XnFWeJ65lzs4XkhePOgx2VMKc1xJE2E8u17pndjEx2K38M+Bdf0MW3uMvkTFOB/8IJE4BOx4CLr+7PK9H81PeINnEaOTsqEGlLexD2O/BRDqHkyNTWFpCke+/PncYp8aSePnICO5/5hA6G/24YkUHrlzRiYuXtKHBpyFbqdt4lT1n50wrV2Mqk0WTFOzI+52EH+HlHwD2/Bew97fA3PVFPfeTb/fjxUPkfXls5yn43C5cdFYLrlzRgStXdkpOzBkZ7F5++WVcf/31uPbaawEACxcuxK9+9Su8+uqrAAiru//++/F3f/d3uP766wEAP//5z9HZ2YnHH38cN998c8FzptNppNNp6fdEIlHwmGqA4zjcumEh/u+W3fjFKyfwVxcvgqsc4+VTqhxgVXJ2zAJJ3W11WFhOg938lqBU9jE5XYIdNf94G4Cl7yNf44PAd5YBqQRpVuxSiiu/3HECE6kc/vqyxdZfj7KYxh5g5LDE7ARBUNTZAeQaXtQWwu6+OI4NT5YU7EYmSKef9yxpwxsnxzCYSONXr/biV6/2wu9xYf2CZgR9yiWmMT+K+9gbyp6zc8b8qJFMjCLMkc9OnAsDAjCVziG86kYx2D0OvP9egLO/llHl4Kz2EPK8gBMjU3jx0DBePDSMv//dPgBktNTKrhkoY7773e/G1q1bcfDgQQDAW2+9hZdeeglXX301AODYsWMYGBjAxo1yB4RoNIqLLroI27dv13zOzZs3IxqNSl/z5s0r92Fbxg3reuDzuHBiZKp8hblqGbOadXa+cF3n7E6OyMGOMrvx6RbsWAToDlcoYPBb9w/i/9uyB5v/8A6GEja69dCFvbGHfBeVgol0DnROKzWoAOVxZE5lckhmiQz68MfX442vvg8/+6sL8YkNCzCnqQHpHI+Xj4zgmf2Diq9XD6kmiNi55uhjLbkxHRmTIpUgm4QpwQ+PlyhnU5k86ULjCxOl4dTrRT33uKgcXLO6G89/6b145q7L8H+vWYGLFrXALRKBtfOatFl+lVF2ZveVr3wFiUQCK1asgNvtRj6fxz/90z/hlltuAQAMDAwAADo7OxV/19nZKd2nxt1334277rpL+j2RSNQs4AV9HjQ1eDE0nsZ4ukx5OypjekNEkqpqzo5hdnXYDJpldlS+rGs3ZmZSXpSbNK5Rb4C4X/NpwujF4BebyuDu3+6WHhZLZtHRaFHSp5Jdo9ggIJcEsikkUiTS+dwu+Jk2TYtaSUAoxaRCWZ3f40LI5wbHcbhsWTsuW9aOv/8zAQcHJ/BWbwy8Ko/XOH4EeFH+XUiOgRMEa6yCnlfDOjuH2amRGSef6zjXiKDPg8lMngQ7bwhYfjWw+zHiypx3ge3npvnzcMADjuOwpCOMJR1h3HbpYsSmMth5Ygxn13CsD4uyB7vf/OY3+OUvf4lHHnkEq1atwq5du3DHHXegp6cHn/jEJ4p6Tr/fD7/fX+YjLR4hvwcYT5dvvD1ldtE5wPDBKjE7cTHwhphgV39jfmiwW9AalH6eKNcmoxKI9ZLvgSjD4lQIRIHJIYV8/Q+/24ehcVmqt5WXpCwm3AFwbkDIA6kYEkmy8Dc2kIWIohyOzJFJEuxaQz7FcwNEKl3eFdGuq+obBl4ERtGIFiTACXlyHhqajF9QEGQZ00rOzmF2ErJisBt3NSIoMqypjHh9rbqRBLt9jxMp02VP7KMqSyRQGEqagj5cubKz4PZaoewy5t/+7d/iK1/5Cm6++Wacc845+PjHP44777wTmzcT91lXF7HvDw4OKv5ucHBQuq/eEfKTC6ZsRgnK7GgLpKr0xmRKD4rI2b1w8Iw0Y65SEARBIWPSD1RdMzsjCZOCBkEx2P3v3gFsebMPLk4u/raVl5QMKiH5uZNjill2LKgjs5SJ5aOTJDC3hm1uQsUglPU1YUoQ/9aKSSUzQdgwYNGN6TA7CjrLbtLdKOVQpY364isBX4S4hfvsS5lUxowEvCaPrD3KHuympqbgUu0O3G43eHFy8KJFi9DV1YWtW7dK9ycSCezYsQMbNmwo9+FUBNIFky43sxODXVWmHjAyps2c3Z6+OG798au4/VeV7b4Qm8pKO8d50yVnFxNrMJsW6D+GCXZjkxn83y17AAC3XbpYMozYC3Yii/EFgYZm8nMyhkRKHu/DgrYMG0ik5B2+TQyLMmZLyGfvD8Vj9TcEMYYwuc1K+QHdiHmDyiGtajgyZgGEJPlcT7k1mJ03QKRMoKgCcypjajG7ekPZg90HP/hB/NM//RN+//vf4/jx49iyZQvuu+8+3HgjKWLkOA533HEH7r33XjzxxBPYvXs3br31VvT09OCGG24o9+FUBCHxgimbK5DKWVExx1PpnB2fl2eK+cK2c3aHhgjz3NcfR7aCo2KobNnZ6EfA60a4GNZTbdhkdl97Yi+GJ9JY2hHGHRuXEokcwISdjRRd2L0NshyYHCvonkLRFPShOUhuK5bdjVIZM2wz2ImlB6FQBDGBBLuxEe1cvQJSvs6A1QFyIJzBMubx4Ul7NZJieiLlbWKCHfP3bIE5b+/zPC5tqGZhsPve976HD3/4w/jsZz+LlStX4ktf+hL++q//Gl//+telx3z5y1/G5z73Odx222244IILMDExgaeeeqqua+xY0AVpsshdcQHUMmalmR3bXootPUjGSNGvCWhHk2xewPEKduI4wZhTAEyPOjsa7KIGBiox2O072osn3uqH28Xh/31kLQno/iI2UlL+lWV2jIypsRCV6sgcmRBlzCKZnTcQQs7fBAA4cMxCRyIpX2dgTgFmPLP7/dun8d7/9zy++Yd3LP+NK0WYc8YnB7tJNtgtvoJMkhjvB46/YOt4ZrWMGYlEcP/99+PEiRNIJpM4cuQI7r33Xvh88oeC4zj84z/+IwYGBpBKpfDMM89g2bJl5T6UiiGk1r1LgSAwzI7m7KoU7Dg34PEDDS30YArLIDTQH5N3zYeGKnesvUxBOcAEu3rO2cVFg4oFZvfC7iMAgL+57CysndcEQL62ijKoeINAgDwPUjHFeB81Sp1+QA0qLSG7OTs5MAca2wEAp/pOmf8dVR2MnJjAjC4q53kB9z19AACw/7T1WmNPOgaA5ElpCibJbtS9AWDNn5OfX7rf8vMKgiBdp/SzWc9wemMWgVA5GUZ6nLjnANk6nhmvbONgtlUYxwFuj7xIWjCpsMHu4GDlzDTUnLKghSzM0yNnZ13G9GQTWN4ZweevXCrdJakGtoKdHrNTjvdhUWpDaFp6YFvGpIHZE0BzGzGkjZwZQJ43ud6tFJQDM9qN+ce9AzhyhrxfdlrmecVgl/M3y8xOLZO/+/Nk83v0OaBvp6XnTed4ZPPkfZuVObvZAOrGnCrHokuZlNsHhMhOFwJf2Q8r68SksGFSOR2XC54PDVaO2Z0QR/vMbyULWLje3ZiZKWDyDPnZINjtj5GPXZSbwnf+fC38HrngNlxKsPMFmZxdrKAJNAtJxiwy2I0ypQe2wATmtnYS7BpyCbx1Kmb8d1ZahQEzdlK5IAj41+cOS7/T99YK/OLgVjTIwY42BJDQvABY81Hy8wvfsfS89Bg4TlYk6hlOsCsCRZkI9EDzdYEmYhahqGTejs3xUNgwqfRVidn1jpLXoTm7iJ8s2nWbs6MSpj+qWzc2mc5hyz5yzs5t5wp6BhZnUKEyZoOC2ckGlcKFqFQZUzao2JUxU9KxusT8WzM3jhcOnjH+u0kLBeXi85LXmVnM7vmDZ7C3X5Yu7TC7QJakSYRgiyRjam6m3nMnAA448HtgcJ/p80oF5X5PedomVhhOsCsCIbV9txTQfF1DEynopDvTStbasU2gKSw2gx5PZRUftGPDk1LPynIik+PRH6fBTpQxA3Ku1FT2qgUsSJjvDIxjIE0CxOJIYUAryqDCyphszi5pzuxGJjO2WAJAWMZw0QYVxjkqBq4mTGCbWbCzzOzEDVwuadtZWM/4N5HVfXAtaQk3nspZmzIBIJQna4wr2CIzOy2/Qfsy4Ow/Iz+/dF/h/SqM65S21CucYFcEypqzozImXaT8IrurJLPLagU70aQyaRzsqITZGPAg7PcgxwsVmXp9amwKggA0eN1oE/NCVD4GyuiELSekGjt9J+ZQIoUEyILsShcOAS7K6avnxqSLkUbOLuz3oD1Cgq5dKXMqk0da3OAUnbPzBqVrroUbx1u9McSmMvp/ZzdnBxROWJim2HF0BK8dH4PP7cJd7yNGvjwvWDPIZZPwCWRj4g63Iug3Mddd8kXyfc9/ASNHDJ+aOjGngzkFcIJdUSjoQlAKqIxJZS8qZVbSkclOPKCwmLOjEuac5iCWdJBjrYSUyfbEpO2o/B43fG5yydZl3i5m7sQcSKSQEMTzrp52gSI2UjwvL+peVVF5UjneR41ipUxqTgl4XQVTDUwhBbuA5AJud0+CF4CXDhtI6JaZHRPsZoiUSXN1Hzl/Lha2BqUGy5akTLHGLiu44Qs2IeilpQc6f9u9Flj6fuIb+NO/GD71xDQqKAecYFcUijIR6KEWzE5TxrSWszst1tj1RANY1kmDXfmPlZYdzG9VdsuQTCr1mLezIGMOJFKIQzzvGsHO9rWVY6YjqIrKZYOK9mJUrCNzhLYKs1t2ACgDc5AE5iaOXD+GeTurOTuXG/CI9bozwKTy9qkYXjw0DLeLw99cthgcx0nBZdyK/Cy2YoshjFDAI6kjmjImBWV3ux4B4n26D5tO3VMAJ9gVhaDfZHdkBwXMTmyeW8mcHVt6QGExZ0fLDnqaGrBMbG11qALM7gTTE5OFVH5Ql8zOPNgNxhlml04U5JXk0gOLqgG7oDPMTkjFMJEiDExLxgSKd2QWXXYAqMw0hNn5+BT8yGDbwTPaeahsUpbezZgdfW72taYxHhRZ3fVre6R6UxpcLOVaRWY3JoQR9HnQQA0qRsFu/ruABe8hE+Vf/p7uwxLTqKAccIJdUQiVszemxOxEV17NmZ31YEf7OFZSxlygZnb13EXFIrNLUGYn8AXvc9huk3Ea7DwBYnASFQJO4BEGYX16O+9iZcyiyw7Y4/UGyTXPkf+30zuFwUQaB7SuJZqvc3lJpw8zUHk+U/5ccjVxcHAcf9w7CI4DPnu5PMyXGkISVjZ8IrMbQwRhv4cxqJj87aUiu9v5U2BCm3E7zG4WoKxTD9jSA6B2OTtp8oFJsIvTYCfLmMdHpuz16rOAk6ruKRR1W2uXTZKxPYBhq7DBRBppeMG7xEChkjLZonJLbjuWKQEkF+YhP0e5SQS8LkUdHws22Fl19gHAsChj2u6ewh6vJ0AKtEQmeukccoyaUiY7tNXK3LsZwuweep4YRK46uwtLOuRxSbKMaT1nFxPCCPrc2u3CtHDW5UDPOiI773hI8yHsLLvpACfYFQHK7NI5HrlSGyGzpQdAlZkdU9cXssrsxJxdUwO6GgOI+D3I80JJs9HUEARBYVBhEZGYXZ3NtIuLLa98EdkkooIgCBiIpwBwEChDSSvbPtFgl+MFyfFoCGnjwrB08VqKYkLXnAIQ1sxxhCGMTVk/n6OijNlWlIwp19kBkByZ7+4hS5FmCYLUKsyChAnMiGnlJ0em8MRb/QCATZcvUdxHZUNqQDICz8iYIb+HaRdmEuw4DrjkS+TnV38ob8oZ0M+gU3owgxFirLamOyQzqA0qErOrRs5Og9nlkrryD8/TxZoEO47jsLQCJpWRyQymMnlwHDC3uUFxX1kL+ssJqexgvi77GE/npM4VHN3cqJkd4260ZFJRMztACrZRbtJwIQp43eiJkr87Nmz9/ZP7YpYoYwJS3m5dOwnsrx0bK6xfpWqDWRNoihnQDPqhbUeQ5wVctqwd58xVNh6g76kVZpebIBuFGCII+tzyxJaMBeVg+TVA+0qyIXvthwV3OzLmLIDP44LXTRa0kgvL1QYVvyhXVDtn5wsDblGW0mF3w5NpZPI8XBzQKdZoVcKkQs0p3Y2BAgmubmVMi+YUgJQCuAIis1MFO7eLQwO1h1sJ6FrBTtw4NWFC15xCsbCNBIZjeqN+JkcKcjYjxXZP0Tpekdl1eaYwp6kBmTyPV46qrj/bzG56y5gD8RT+aydRCtSsDoAtN2ZeHNwaRxh+jwsNYrATBJgrBy4XcMld5OdXHirYBDvBbpagqIa9WtBldtXI2THBjuNMJ5ZTCbOzMQCPWO9WCZOKetoBi7qVMS2aUwAyn089rZyFrVo7rQYBCmZnvBAtMnJk5rPADy4DHn6PYqErerwPoOygAkjMjkuO4rLlpDfsCwdV15803seujDk9DSqPvHoSmTyPCxe24MJFLQX3N9pwY/IiK57yRMFxnKIu0lKd8KoPAc0LyQZ4z38p7pLG+/gdGXNGIyT1mCtBThMExqBSCzemKphIebtRzT87LToxu6Py3EFqUinnqB89JyZQx25MKdjpm1OoBNzZGDAMdmE7pS2aMmYTORRMmjM7o1q7RB/p9zkxABx/Sbq56MGtgFwXKDE7uePLpUtJsCvI280yZrevn1wT163t1ry/2UeuCysyJkcHt3rI9eZ2cfB7yLJvaaPu9hA5EwBGDivucgwqswShYnoYqpGdIrUsQHU7qGjV2QGmheV9TNkBxVLRJXaijI5MvRo7QP5g1V2dnYXuKYMis+syCXa2mJ2Ws1ZidsYGFcCk/ID+TwBweCsAYrKhdXa2c3Y8zwQ7Zc4OUyN495JWeFwcjg1PSuOdANjP2fmmd87uqDjGZ3F7uPDOUztx67ZLcafnMWvBLkWCXdor5/3o9VUw+UAPETKdAuPKifJ01JYjY85wBK0UZ5qBLnScWw5yUs6uko2gxUDqVQc748Jy2hdzDhPsOhv9iASII5N+SEuFkYxZ/8zOXMbsiloLdvYMKsy5EiXxKIwNKoDMnnvHNAIDdZgCwOFnAJDznhEdyLY7qLC9KiVmJ6sJjQEvzptPAvW2Qwy7m0VuzGyel5SNs9pDhQ/ofwNuIYdLXLstuTE9zCw7CjknbPEzFBEZ5vhpxc3jBiOk6hFOsCsSZWF2rDmFOviqkrMzY3bawa5fQ8bkOE4yqZQrbyfLmIUfdrqLLEurtnIhmyJSHwA0LdB92ECc5LqUMmas4HG2WoYZyZjchOZ4HxaUpY+ncoU5oDjD7EaPAKPHJAkz6HNLZgfLYIOPR2lQocXPNG+37QAT7KQm0FbdmNN3WvnJ0SnkeAFBn5soAGqILu253LA5s+Pz8GRIaUvWL+f+LLUMY6HB7LJ5Hqks2fQ4zG6GQ8rZleLGVJtTgCpNPdAoPQBkA4CuQaVQxgSYvF0Zyg9S2bzEgLRkzFA9tguTauzCujV2ADA0blfGtOLGNJAxLTC7oM+D5iB5DDuBHoDMVimObMVwsRImIAc7t584/QBGxiTBjubtth8ZlkdHWW0CTTGNSw+oOrKoLSQ1QFdADHYdXAzppMnnLRkDB1JeIDDzFS21DGMhMTs52LGfP2fqwQwHXZBKahmmLjsAKs/sBEG7qByQd9l6zI6psWNB83blYHanRDkt7JcXYRZ1KWNaqLED1AaVJnKjkUHFDrNjNy4SszM3qADAHLGWsW9MFexoEG9dSr4f3lr80Fb2WFkWqmJ2q3oa0RryYTKTx84TY8QRSs/RLJAxj5whn/uztPJ1gGITHE4PGj+ZeE4TQhANAfn9opMPLJdNUWaXTkjrEpUwgz635Myud0yPo6xDlKVlmLovJiDn7LKTlRk+mU0C4m5PwQYAQxkzncvjzDiR4QqZnVhrVwZHptZoHxaRepx6QOU+gzZhuTwvDTztjJqUHhhNk1ZDbeUHgABhdo3cpKlBBYBUWN6nZnb0/1r/l+T7sRcwliDvccl9MSkos0vGAD4Pl4vDpcvEEoRDZ+RrkXMZsmYFJDfmdGR2YrBr08jXAYpNcHN2wHiIsaoJNAVduyyPKPNH5I3xBAmw7JTy6QIn2BUJqRl0KTKmui8mIAc7oDJSJlsYWhDs9A0qg2K+KeB1FTAuKmOeGJlEyqrDSwdGTkwACIs1PRM2JjVXHBbMKWcm0uAFwOPi0BZig12i4LH23Jg0gBS2C2vChCXzgMTs2GAnCDKzW3ENuTYyE/Cefg1AscGOmWUnHSsNYIIU+C9dRq7DbQfOyJJ6Q4ssfZphGjM7KmNqmlMAhXFtLnfG+BqRmkCHpc4pgCxj2prHKeXtiElluhWUA06wKxplaVul7osJiA1yxQuzEsGOzfGoFw+DonKp7CDaUMC42iN+RBu84AVZhikWJ3Xm2FHQ0gPLvSOrAStOTFHC7Ij44XJxJnV2pRpUSAAJcyk0+sw3BNRdq5AxJ4fFMgEOaJwLLLkSANA+SOrtWoqqsdNwjnp88lgrkYlcIubt9p1OYGyY9Ie0nK8DpjezGzYoOwAUbQTncmeMHZlSE+iINKEcgBT4puyoI6q83fg0G+8DOMGuaNDu4SUxOy2DCsfJJpVK5O20WoVR0AUlOQbwyiCuZ04BqCOzPCaVXp0G0BRBr1tKi9WNScVKqzDaPYU6Wdl2YSqGas+gUigNZr2yOhCFeTmIFOxYZhcX/6dINwlIi0mwWzi2HQAIO7ULrcAMMIXlZHFuC/uxeg45PwePHhcfYyPY0Wt7mgW72FRGyokusiBjmjoyGWZH88AAJBftlB0VxmF2sxdlmVauZVAB5J1uJWrtMhp5EwpWUkqOKe46zYz20UK52oaZyZguF4ewnZxWNWAp2BEZWLKTU2Yn5At6Dtoqa9Fw1o5nBMTFAbFhwXzzQWVMhRuTFpRH55Lvi68AAMxNH0Y7YqW5MdXBTuXIBIDLxLxd7ynxOKwWlLPPP81kzCOihNkdDSiazSuQYYPdGeP+mIrxPiyzszj5gIWq/GC61dgBTrArGkEp2JUiY8bId5bZARVmduJzajE7t1c+FlXerk/si9kdLWR2ALCso/TpB+xoH61WYRS2clqVRi4tF9ta6ospBjtvEHCJC5BKypQ2UpbahRUaVBLJLOICeX89mUKZVA3K7IbG07Ldn+braPuzcDvQvRYAcInr7SKnlNNBs2pmp3RkAsBlyzoAAKNDfeJjipExp1ewk8wpevk6QLEmzOGGjQe4ip/hMSEibaAAmdnZ2iyqCssdg8osAjsqo2io+2JSUOdTRXJ2OgXlFDqOTLrrn6MhYwKsI7N4ZndmPI10jkxV0JJLKeqqZRgNCt6gYdHzYFwV7Dj9vJ29RtCFebBEKosYxGtIYw6ZGi0hHwJeFwRBZvCaDtMlGwEAl7nftt89BSicZUehwezWzW8ik7Vz4vHbytlNz0nlNF93VptOvg5QqD1d3BgmJw3+R0bGVDK7UmRMwuwmplmrMMAJdkWjLFMPKLNTy5jVyNlpyZiAbmE5XQS7TWTMk6NT9uQRBidEVtfT1ACvQe1OXdXasRKmUY2d1CqMCRI6wc6WRK4hS8cZZqeWo7XAcZy0uZDydmoZE4Ag5u0ucb2N1qDN7imAdukBoFnf6XW7cPGSVjRz4uLuMDtxLo9yM8mz/UvVmCLvfUwIKxgYDXzFGVQIs0tIOTtHxpzxCBVj31WDLnJqGVNidpXI2ekUlFPoMjvtgnKKtrAPzUEvhBIcmbT5r5GECbC1dnUw5sdCvg7QkDEBU2ZnbZ5dYQBJJHOIU2an0Y5MCwWOTMrsmP8r0bYO40IDWrgJtI7vt/S8ymPVM6iI1xwjYwLApcva0UqDna2cnRgscsnK1KpWCHLZgc5nM5sEBPL/xLxE5nVRI5EWJGYXkQx1ABC0W2cHKJmdIDBuTIfZzXiUpahcz6BCa+0qwez0WoVRaEw+SKSy0v/Zo5OzI1PLSzOpnDRxYlJIzK4eZEyLwY7KmF2Wgp2NadIaASSRssfsAA1HpoaMOZoS8Cd+NQDAf/x5S8+rPFaNAnhAU8YESOuwFpA6xAlPk/XXYZ+fTlmoc+R5QTJn6RaUM2mNkeBZAADfxCntxwJMUXlEYXiRneQ2gl1YDHbZKSCdcNyYswlSu7BMvrji5lxarjvSZXZVLj0AFF3oKWi+rjnoNWz+W+psu5MG0w5Y0GA3Xk8ypkH3lPFUVupD2BU1D3b0/xMEkwWJzwN54vJk389EMosYaLCLmf8PkINdfyxJNlk0SDIy5shEGi/wa8gv4hQEW1DPsqOQDCrKwDyvJYh2N7mW3hy2IZuyzz9NpMxTY1PI5Hn4PS7dvLgkYfrCmAyS661hqk/7sYIgMzshrAp2RTTE8AXl63V8wGF2FH19ffiLv/gLtLa2oqGhAeeccw5ef/116X5BEHDPPfegu7sbDQ0N2LhxIw4dOlSJQ6kY6MWTL7a4WVqEOMDfqLyvKjk7k2DH5OyMauxYSCaVIpkdNbcYJuhRxinx5YCG3KcGLTuIBDwKo4BesGvwuuES03+G/yNbR1Yqs2O7qFDTTSAq1wMCGJnMyMHu1GuWA2nB8RYwO7HkRT00mOcRFcg1se2UjQ2ly02aTQPTZlo52wDa5dLJ/dLNrz+CTLgHABBKntZ57CSQJzV76g4qRTE7QM7bJfoZg8osztmNjY3h4osvhtfrxR/+8Afs27cP3/nOd9DcLPe1+/a3v40HHngADz/8MHbs2IFQKISrrroKqdT0kBwAuZkqUOSiK5UdNBZ2MqlKzk4n2FGDCpOzM8vXUcgNoe0H6VyelwrSV3RFDB8r5ezqSsbUH+0zqJWvA+Rgl1YGO47jpJywoUwusRaOdN4REU+ybkxrwa6HzdlJEqYygI9OZnBKaMdp7zxSH3hsm6XnLjhePYOKKmeH5BhcIBvJPx7N2FNQfNOrZdgRS2UHMrPLNZL3JprWCXbiuUwLXiThV2yyig92ct7OkTEBfOtb38K8efPwk5/8BBdeeCEWLVqE97///Vi8eDEAwuruv/9+/N3f/R2uv/56rFmzBj//+c/R39+Pxx9/vNyHUzG4XJx00RRVa6fVF5OiznJ2ErOLajsxKaiM2Ttm35F5fGQK6RyPBq/bcs6u5jJmLgMkxHZWFlqFFcwnszTA1eA8ss5axgmaSOZkZmfToNIfS4Efo9LsXMVjRsRG1kca30VusCtlWikqZwOaeA3GhBB6EzkctiOPT7MxP5bKDuh64A9L11trbkD7sVNy2YHX7YLPIy/1RcmYgMKROe64MYEnnngC559/Pj7ykY+go6MD69atww9/+EPp/mPHjmFgYAAbN26UbotGo7jooouwfft2zedMp9NIJBKKr3pAsJSZdqq+mEOJFD7+ox34/dunK5yzo0Xlem5MyuzkXfZpndE+arSG/WgN+SAIsLcwATgwQHaty7oi+jKOiHC9MLvEKQACKZI2qAPTdGICgN8o2FkwQOkEj0QqK7sxLTK7rmgALg7I5Hkkh4+TG5uUecgRsZVVf/vF5IbDzxa0OjMEPV69ovJ8WhmcRCk96RWnlx88A8uYZuUHlgrKmc+up4UoCS38KMn/q6GTrwNkZpfNC8jmbaRgRGbHj5926uwA4OjRo3jooYewdOlS/PGPf8RnPvMZfP7zn8fPfvYzAMDAANmJdHZ2Kv6us7NTuk+NzZs3IxqNSl/z5umbAaqJkqaVq7qnPLV3AC8eGsZdv9mFwbR4AVUkZ2fQLgzQrHmiDr1uk2AHAEs7aScVexLsgQGygVnRaSxhAnVUZ2exxm5Qq8YOKL0ZtE7dWkJRZxfT/3sGXrdLYp7pYXE+n8p0MyIObp3supDkxBKngDMHLD0/OV4dZucLAy6RIbB5O5HZucSyg6KC3TSZVm5adgDIMqa/EQ1NnUgKPrjATKdgwTSBDvnUwU7+3V75AWF2+Zgsnc7qDio8z+O8887DN77xDaxbtw633XYbPv3pT+Phhx8u+jnvvvtuxONx6au316CQsooI2Z34y0JVdkAXxHSOx8Pbh8h9FXVjmhSVZ6ekhULunmIsYwKySeWgnU4qgoCJE2/idvcWfCL2r5pjb1jUzUw7WtDbZLz5KknGNFINdCTpRCqHmMAwO4vsS2LuUs5OKWPSJsVN0SiwkLI7G1KmXlE5x2nn7URmF2omjOLVY6PWR0hNIxlzPJXFkDgr0hKz84fR2ODDKYH0Dy2YKA9IjJ50T1E6WX0eFzyiemJLyhSDHS8WlvvcLgS8NlyyNUbZg113dzfOPvtsxW0rV67EyZPkDenqIhfu4KByyu7g4KB0nxp+vx+NjY2Kr3pAOZndUEKWIt4aEp8vXQGDStakqNwXBtxi38OpEeR5QQrEZjImIHdSMZ1+kE0CB/8IPHkn8N1VuKfvr/El72M4+9SvgT3/Zfin0ky7mgc7izV2ZgYVg2BXlIyZzCJOSw/4rOUFnzoyfRPaeUg6fLYl5JemIODIVkvPbXS8ALRr7UR1IdTciZ5oAOkcj1eOFs5a1MQ0mml3TMzXtYX9xo2VGYNKY8CLPoFsTHOjGsFOPHcxIawY70NRlElFDHYusWXYdJIwgQoEu4svvhgHDiiljYMHD2LBAqIxL1q0CF1dXdi6Vf6QJBIJ7NixAxs2bCj34VQUJVng1cxO3NlduKgFEyCLQT5VQTemnozJcUzebhjDE2lk8wLcLg4dEQvMrsNExjz+EvDIzcC3FgGP/Dnw+o+BRB+mBD/OCOLiPzFk+BpSPqvWOTvLwU6cUG4j2FmSMXXey3gyiyn4IVBp0EZhuQc5BNPi+VfJmJTZtYZ8Up9MHP+TdalQqrPTuI405HPK7LhQmzS93LKUOY2YnenAVgrGoBIOeHBKDHaZkeOFj2UMKux4Hwq5ZZj9LiruqUEAghPs7rzzTrzyyiv4xje+gcOHD+ORRx7BD37wA2zatAkAsVXfcccduPfee/HEE09g9+7duPXWW9HT04Mbbrih3IdTUZTUMkxidmTBGxJ3/59972KsXjQHAAl2OTsJZCugC5Ne6QGgaBlGJcyuxgDcJsYRQJYxT40lkdAaP/K7O4CDfyAF9Y1zgQv+D4687ydYl/4+nnSLbEFtQVchMo2YXZ4XcEZkRF1qNysb7Apm2lGDisG1pWHlT2XzYt0nB4HWr1nM2/U0NaCLE+3+bh8QapfuEwRBDnZhH9C+nOz082lg4G1Lz68rYwJyrR0bmKkjONQmjfx5wXKwmz4GFWpOWWwW7Ggpki8Ct4vDkIv4HvixE4WPlQwqEWVtpwi5ZZiNz1CYvJ6Lz6IZ49PKiQlUINhdcMEF2LJlC371q19h9erV+PrXv477778ft9xyi/SYL3/5y/jc5z6H2267DRdccAEmJibw1FNPIRAwZw71hJJahqn6Yp4RmV1HJIAvX78eAOBDFj/adrDk41Qga1JnB8h9CCdHpBq7bpOyA4rmkE8qHdh1Mlb4gEmRNdzyn8Cde4Brv4PXvOcjDR/8kcIaPy1QN+ZUJo88X0T3mnLBQo3d8EQaeZ4w47awjkGFzxUwEEuqgUaRNrWEcxzA0TZ0NgrLeyAGmOhcRf1nIplDTjzXLSEfeQFad2Xx+Q1lTI3OPVJjg2Ab3r2kDW4XhyNnJnFqzAJbk4Jd/ReVH7FSdgAwzI5sKEd95PxzWjk7alBRFZRTFCVjenyS6tPJxRxmBwDXXXcddu/ejVQqhf379+PTn/604n6O4/CP//iPGBgYQCqVwjPPPINly5ZV4lAqiqLrVQCFjJnN85Ktu7PRj642eUf971t3F92RRBNmReWAJrOzkq+jWL+A7NLfOKlaBNmu7V3nSA7Gd8Syg3Bzh/i6xsyOnc1VM3aXzwLjYm7LoFUYNae0h/2FzNgXAjjxf1G3DLMyoFZjXBNl0xG/BxxlSxZr7eY2NWAOR4Od8n8ankxLz+v3iMdMO/+YGIoAkPfeiNlpGVTopifUimiDF+vmNQEAXjionMihCWlaef0zuyNDFsoOAIVBBQASfpJD84xrGPbE8ziq6otJESxWlRLzdp3c2LRyYgJOb8ySELbTnV4NxqBCWZ3HxaE56APcXghiuyNffhJffOyt8siZuQxhEYB+zg5QFJb3x+0Hu/PmNwEAdp5QBbvMpNS1nW2R9o5YdtDSLjIFE2bn97ilItmaBbtEH/lfPAEg3KH7MKnGTosZlzrTTqsJdFKcIN3ADOK10UWFBrtseI7iPoWESUFbiaUtBDu2IbNH41xoGVQYZgfI08ufO2Cc0wUwbWRMnhdwfIRsQBcblR0ACoMKAEw2kJZhvqkh8tlmwUwp1w52Rc7jFNl8BzfmyJizCcFS3JgMs6O24/aIXyqo5sTdW2cgi7dPxfH9F46WfLyKUgZDZifLiTKzsy4xr5tPGMWu3hh4Vmaki6LLIy1GgiBIBeXd3aLV3SRnBxCGAdTQpMI2gLZSY9eoM+xUCnbKgFFsnV2cBruAl8mDxfSfg0HI78FZXnLu436lM3pEcmIywY4WxVsJdmzQ0ZQxVcxOEBhmR65HalJ5et8gLv9/z+PeJ/fh5SPD2oXR08Sg0h9PIpXl4XVzmNtssqFMK5kdH2xHSvCCA082Xyyk0oNIQekBIAc727MnxWDXiTFHxpwxyJrPwgqV1EElRr4HmiRzSkeEWRDF3dvn30Nkg/ufOSgxoKJBP/huwh51wTjjpL6YOqN9tLCii3zAxlM5HGZn29EF3d8oBYgz42mMTWXh4oC5c0Q2YSJjAkwXlVoxO6tz7PRq7CgoOypmpp1GgwA6VLOxwSOPjrKaUwOwwEPO/ZBLyVZHJGbHDp+1IWPSYOfyal97amaXipOyCUDafJ0zJ4ob182B183h2PAk/v2lY/jYD3fgvK8/jU2PvIEtb55CbEpkONOkqJw6MRe0huAxGFgMQGFQAYBIg08qP1DU2uWz0gZkTAgXFJUD5ZExG0sNdqff1nQiVwpOsNNCegK4fw3w02sNH2ZryCaLfFZmWQGZ2XWwC6KYhL5sYQM2ruxENi/gS4+9Za+9jxpmZQcU0rTyEWlCuR0Z0+N2Ye3cJgDAG6yUSRkA7f0JOV+3sC0Ef6OYq8xMaLdAYg/RSqPkSsJm2UGHbrAznmlXrIwZbWCYncWcHQD0iDJmH9+iuJ12T2lVMDsbMqZeE2gKNbOjrM4XlkoVXC4O3/3ouXjjq+/DQ7echw+vn4vWkA/jqRx+//Zp3Pnrt3DJt58j9YCSjFnvwU7M1+nNsGOhMqhEAh7twnJxc8ODQwIhQxnTfn9MkdmVKmPmMsAP3gt8cz4ZCFsFOMFOC2PHiGvw5MuGElDIV6SMyS5sgaghs+MyE/jGjasRbfBiT18CDz1/xN5rsTCbUk4h5uz4qWEMi4ucHRkTAM5b0ARAlbejDCBQmK9b0RUhshgnXpIm7K7m/TEnxKYItDmuDmQZ0yzYxRQ3h+10UFEwO0bGtJmzgyCgLUfyYYezymCnmbOjmxZLzI4eq855kJideKw02NH8MYNIwIurz+nG//vIWrz6/23Ebz/7btx++RI0B70YT+Xw6rFReYRVnefspAbQZvk6gGkXRh7b2ODVDnbiZ2fSFQYPl8LQRVEqs+vgxqTPYFEYPUImZ/giUklDpeEEOy2wH96hfboPk1s62bxgaLDzRQC3R2Z2bNE2M9OuozGAf7x+FQDgga2HsLe/SOpv1iqMQpSNhAmyyw/63IQp2MB58zUcmRKzi0o3UWa3okscddSg2uHrQMrZpTVq+Wzg/27ZjT///nZk7M4kpOaJUOFizGJA6otpl9nZcWMywS5JZUyvdu2aEaZG4BXS4AUOB6eUXYqojNkS0pAxrXT60RvcSkGZXToO5HPM+dVvsA0AbheH8+Y340tXLcc155CF+K3e2LQxqFguKM9nmUG9ZG2IBDzaMqb42UlwZDOiWWdXMrMrsfRgWCypal9mmPMuJ5xgpwV24Rncq/uwUDGFmUBB9xQa7DobC5kdlTv/bG0PrlrViRwv4EuPvW1/cQY0reqaEHfTrnQMLvDojgbA2bwgqUnlyJlJOY+SLmR21JyynM6w0+qkoQG6qxwvgdkNJVJ4ZMdJvHps1Hbjapl5GC/Gg3GdVmEUlH3pTCs3ljHNDCric1sdsioumGcQxYm48nWpQaUtXKyMadKAnB11lRyTC8pNzi+LtWJpwq7e2LQxqFguKGc3FJKMyTC7OFN+IF6bcZDHla3ODpCYXTtiiPhKCB9nxGDXtrz457AJJ9hpgV14rDA72zKmuNMWP+BU6upgg53E7MhFznEc7r3hHDQHvdh/OoEHnzts7zUBOU+oN6WcQgw4nMAjiglb+TqKlpBPykO82RsjN7IGFYgDW4dUA1u1ios1YHnyAc8DW/4GePbegrteOCTXa1HmYhkWmMdkOifN3CuW2aWyvH7ZiVbOjsqYDR77zE5cMPuENmnSBcWoxOw0Sg/sGFT0mJ3bI5+L5KhlZseC5on39MWRp+UNdRzspjI59IubIdOCcvrZdfslg08j0zJMS8YcE5uBG9XZ2fYbhNqRhwsejkczSjCXDIstJdurV1/tBDstsDvVQYNgV+wFo8PsFDKm6LhiywXaI358/YbVAIAHnzuMPX02LzYrrcIA8mESF54Wblwa7GkXlN1JJhWVQeX4yBQyOR5BnxvzmsWdeIM9Zmeasxs5BLz1K+DF+wrctWzrqTG7wc4C86ASZtjv0S/ANTGoAAYyuZYbkzWoSKwxpnuMCoijYvqENgyNpxXqwbBkUGE3ZHZKD8RjVc+yY8G+9wY5Oz0s6SAd/iczeZyaFJWIOpYxaQPo5qAXzewmQgsqcwpA2HsvZXaJPiJ1AnJBOU+DXSGzo7clszY36m4PRkDe9+a8xabcWqCjoRxmV2OomZ3OiBS6Y0pmbbatYvpi5nlBkogUBhUmZ8fiujU9uOacLlHOfAvpnI1AazalnIW4iLdgHN02yg5YUJOKlLdTGVSoOWVpJzOwVauThgbCVss+xo6T70JesSjneQEvHpKDnS1ml8/JbMmAeWgydjV0gp3f44bXTc6JrnKgaVARc3ZsnV0qDvAWrhNxZNEg1w5BkMsmeF7A2FSpBhWTnB3ASNjFMTu3i8M5c8j53D8snrM6ZnaWZthRqMwpAMnZDSOKNLykwQGttROZ3XCebGq1cnYNXmqus7dRFwQBg3wTACCcsdDJRgs8DwwfIj+3O8GutmAXnnRCqYczYIs1beXtKLMLNGFkIg1eAFycqobJYFr5169fjdaQD+8MjON7W23ImdKkYws2Z3FH3cKN23ZiUlCTyq6TMbIZYIZPAnK+bmWXvFtVLHgGsJyzY5vkMgxnT18cY1OyucUWs5MCMScHFA2YOjEBazPtTIMd0xuT7aBCc3Y6z18A8TqfDJC8zKkYef54Mitt5pqDOh1UzGbmaRxrAVhzUhE5O0DO2+0dEt/POmZ2UrCzUnagqrEDyHsswIUBqKRM8focpsxOI9hJG3WbObupTB4DArnmg2kbw3RZxHtJI3i3z7CvbLnhBDstqBcGHSnT73FJ/Q5t7ZDo8zc0SXVYbereiaqcHYvWsB/3inLmQ9uO4O1TMWuvK8le1oNdMzdeVM4OIBMQwn4PJjN5YgBJq5mdypzCvG7ZcnYxJtgxuSv1qBhbzE5qY9UCuPSHVw7ExWkHxQY7s1pCupAzmxfJoNLgIXI03TRZyduJwS7XSDrZ0IYC9Nw0BjxSmzYATMs3wXzQsFmdHaB876VzbF3GBOS83a4BGuymTJtDVAwnXgb2/0737qPDtCemFWan7J4CyPPkenlVsJuSu6cAcqcnFg1FtgubSOcwJAY7X3LQ5NE6oE7MlsUkV1slOMFOC+qFZ0jbkclxnFxrZ+eiYbunjOtIXRo5OxZXn9OND67tQZ4X8MXfWJQzrTSBFiFQZodE0cHO7eJwrrjT3nliTD6vKmanCHYWc3YRqzk7KmMCClciDXbUGGOL2VlkHYNGfTEpAvp5L9Peqyq2JAiCss4OsFdYLsqYLnHyet8YCVBUZm9VT23wNpDWb4C5lGlmUAGUEraqVZhVrJ1Hzudbg0xJCtuXs1rI58jcxl9/XKkuMLBcdgAwqgwb7Mh7fFIKdqIClZQNKj6PC16NzizFtgsbT2UxKAY7rthi8DPVN6cATrDTBl142leS70YmlWIcmRp9MQsGo+rk7Fj845+tQlvYj0NDE7j/mUPmr5u1WGcHIOMjF3QLN255vI8WaFPoN06OMQaVRkymczg5ShbrFV1MTRczccEIlqeVazC7+FQWb4p5xBvXkRZlo1PFMDuTGjuzVmEAMznAaKadxv+oaOpNAkgqyyObJ88h1UVaLSzPTEqLZEP7IgBAnyhjKoa2suA46+UHOQvBrkEjZ2eT2c1pakBryIcJnqkLNZEyMzkef9w7gFS2iIbuehg+SGoGIUA4807B3YIgWC87ADQNKiGfGy4OhYXlJuN9yN8WV1SeSOUwCHEDVWywG66+OQVwgp02KANZIE5Ot1R+YEfGjJHvgSYMSVOs1cxOP2dH0Rzy4Rs3Ejnzhy8cNV/4pXZh5h+uGEcWsbneBAJefanODOeJ437ePBlTGFQOiHVtHRG/0s5OFzczg4rlnB1jyRbP+5+ODIMXiHuPGhpGbTE7efSMEaSJB1ZkzHymgIEYbqRY44X4flJW53Zxcj7Zaq2d6MSEP4p2ccQUlTGHtcoOKKyaVCwxO3ERTfTJwdEms+M4DmvnNYGHC3mXeLwmJpV/e/4w/voXO/HNPxQGpaJxepf04y9+v7VgTNfQeBqTmTzcLg7zW6wEu0KDCsdxylo7Vc5uTGe8DyDLmMlsXtms3QTjqRwGhSbxl9OW/04BWmNXRXMK4AQ7bdAP7vx3k+/DBwtHaIgoqmWYZFCJYlCUMduLYHYA8P5VXQj7PcjxgjQqSBdWSw8AnPaRno8rXKdMH2uEdfPIAnZseBJ8SjaoaEqYgHWDipV2WskxcXfN/A655ODSpe2S5duWjDlpU8Y0cmP6wnKLNJ3Ccs3/kQYPzi3VXUnjfQIeuQmA1WbQVAKLzpVka1prN0rLDtQyJmB9zI8dgwp16rn95q3tNEDzdimIx2vC7H7/Nlm0t7zZVzZ2l+59U/5l5Ciu/pcXce+T+zAubkiOiKxuXnODMg+qBw2DCqDRH1MQ5IkHOk2gAaVpJWnjfx5PZaWcXVHMThAYZufImLUHXXQ6zya1RHxOTqqqELKy6BY8f4x8b5CZnaLsAGByduadPZpDZLEzZSc23JhHuIUAgHn5U7JtvAhEg14s6aCBm05nl4PdioJgJ7KldEKuG9JAmBnxI+g5AdW5kmQMgiBI+brLlrdL0tzYVMb6Dpfm7AxYB88LkkStW1AOkBZprJTJwHCmHVt2IAa2OOvEpLCas4vTxtbzpFEzfbEkeF7AiDi4tUDGBKzX2lkyqIjBjrqfQ21FtZKiebspgTI7/Wnlx4cnpcYG8WQWW/dbmJVnAflTcrBbHx5Fjhfw7y8dw5Xf2YbH3+zDETtlB4CmQQUguVmpZViijwQ6Ud6OIaxpTgGAgNclnVo7a9dEKifl7DB5xvAzqompETEYc0DbUnt/WyKcYKeGIMiLTiAKdIh5Ox0ps6iGqtLzN+EMNaiogx3L7Exs3dQOHjPLO1ltFwbgYKoRY0IYbuQBjZyDHZw3vwl+ZOCiI1v8jVKN3XI2XweIsp74KTRgd1TGzPEC0nqt02LqYDeGw0MTOB1Pwe9x4aJFLWgSzx0vyMHCFBaY3fBkGnlegIsjU8oNoePINJxpp9UXU21OAZicXcz4GKiMGZ2HrmgAHEdyWcOTaWa8j0aws9pFhQY7rcGtFJTZUdjM11GsEZldIk+DnT6ze2a/0lH4X2+UpmQAAPg8fCOyqW2V/wx+8pcXYGFrEEPjadzx613Y/D/7AVgsOwA0DSoAYXZDaALPeUkt6cBuAEDO3YA0fLrMjuM4BL32TSrjqRxGEUEebgACMGFzc0DNKU3zjVl+BeAEOzVyKXmOViBK2B2g2yMzbHeAK8/LCwNjUCnI69CLWsibuslosDNndhZH/ADoj6exjxdrYMQPULFYv6AZEdAFh4PgCzENoFXMzuVm2lzpB7ug1y3tTHXzdmpml4pJrO6is1oR8JKJ59TZabn8wIJTcDAul5SYzikz6aKimQ/WHO9DzkNUi9mZBTtGxvS6XegUZfX+WEp7cCuFVYOKHWZHYTNfR9ES8mF+SxApmOfsaLD7+LvItb7t4BnJIV00Rg7Dk5tCVhBZVbwXly9uxFN3XIq/vWo5Al6XtDm2z+zUMiaptZtoEKdviLnCtJdcU1rdUygaiugANZ7KQoAL417xvbErZUptwqqbrwOcYFcIuuBwLhJwOsm0AV1mZ9egIjq0AID3R6U8W2HpAfMhMMnbNQfJ4habMmEmUs7O/APWNzaFfYIY7Ab3mD7eCOfNb0aEI68t+MMYmsgiJg5slSROFhaaQbtcnNRFRdeYQ5ld80LyPSkHu0uXygtpCyNlWoIFp6DptAMWJv0xNf8/DbORoi8mhdWcHZUOxbKDOVTKHEtKm6g2LYZaToNKAbMrLtgBpLg8aZKzi01l8Npxcl5uu/QsrJvfhDwv4L/f7C/6dQEAp98CALwlLEbKHQIgAGPHEfC6senyJdj6xffi2jXdWNgaxKXLLP6PGrMgAfm9TvjFYNe/CwCQ9IjBTofZAcW1DKMdeqb8NNjZNKlIDaCrm68DnGBXCLYWjOOADjHY6TA723V2dIftDWI0TWQ4jtNYSFwueSEzydtRk4Wpfd5G6UFfLIn9vDiYtERmt7g9jE4/ObasJyKxukVtIW2np9XCcrNaO8rsutcCAPipMew4Rp7zvcvbpYfRYEcHlJrCQs7OkhOTwmymnaaMqT+4VSFjWs7ZURmTvOdzJJPKlHYTaOnY7RpUDK49X1ApcxbJ7ABg7dwokjRnpzOt/PkDZ5DnBazoimBeSxA3nUeK6f9z5yn9PLAViAFnN78I40Fxwzgidzqa09SABz92Hp7/28sxt9n8swhAV8ak7/WIl4zeocxuyk3eF72cHVBcyzCqoqQC4iR7u8GuRuYUwAl2hZDs8eICRHN2NPmrgu06O6YvJjWntIZ8moWfVh2ZlnN2FovKMzkeQ+Np7BMWkhsGdpu3gzKAy8Xh3A7y/01yQRyQBrY2av+B1WbQ4rkf15tpRwvKu88FAGQmRpDJ8eiJBrCYkY9agjaYHc/LQdiAeQxaqbGj0BnzY9hBRcPdqGlQsVJnl88BCZHNRMmCTx2Zpxhmp5mzk2RMEyOVNM/O5Hyw7K7InB2gZnbawe5pUcLcuJIMD/3gmh74PC4cGBzH3n4L/T71IDK7vcJCZJvOIreNljB0GdA1qFAJ/oxLDD6jRwEAEy7yvhgzO/t+A+omzQTFgat2ZcwalR0ATrArhGQeET/EDU2A2D4JQ/sLHi5PPrDJ7JjuKQVlBxQWau0AhtkZ5Zx4JvdnUmc3EE9BEIA+z1wIbh/ZtavNHjaxuoUk2MbyAe02YSxs1tpp7kx5Xq47EpkdJ763ly1vV8zna7Fy/ihSMZJHZY9TAwNWyg4oihngqmE2kga3skM1rYz5Ge8n/5PbJ02NpjLm3v4EqElV0RdTOnarBhULzA5Q5u1KYHarehql0oPEeOGxpXN5bDtAJO2NZ5P/ORr04n3iz/+5s0ijCs9LwW43vwie9sXk9pESg50JszvNtStuT9BgpzdtA8UNcKUbLz5URLBLTwAJ8bw6zK4OkJadkhI69aVM29PKmb6YumUHFJaZHbngx4xydhnGfm0iY9IGwO1NEXB0BzZQWt5uWRNxTA6mfXjntFmwExdoy/0xNf7viUEy2ZlzAV3nAAD8/BQ8yOGyZcqFwVawo/k6fxTw6I9lGSxKxlQuyobtwgxm2SkNKk3ku5FBhUqYjXOIfA5gbhMNduR6bQp6ddQHuwYVEwceG+xKyNkFfR74GshGYGCkMNDvODqKiXQO7RE/1oiNBQDgw6KU+cRb/cUNSB47BmTGkRK8OCzMQbBL/PyUGuykovLCOjuA6aIiIkb7Yup0UGHvs8fsxMAoDnG1JWPS8q1Qe6EZqQpwgp0aqv6NAAwdmSG7bkytvph6wc5irZ0kwxkt1nRnzbmM7d+QO2fMaWoAutaQG0vM280PkfNzJuuXpoKv1JMx7TaD1srZUSbaOFfBwFpcU3j3EuUiaquwXMrXGUtsg7YMKnp1dgbtwjTH+xjU2eWS+vWSjBOTgsqYqSxZ8DXzdYBhI2vl8VoMdg3lYXYAEImQ8zo8Fiu47xlJwuyQx0sBuGRpG9ojfoxOZvDcgSJq7vpJfd1+YQF8Xh9CPWKwK0XG5HmZ2Wm4MQHgeF55PRoNbqWgZVP2Sg/ELj1RGuxsMDsa7KrcJozCCXZqsDV2FB36jkxJxrR6wWj0xdTd/Vtkdk1SzskCs/OGTAt1aQNgEuwIKyo12AXy5PXHhSByvICgzy0VLxfAds5OIxhQc0rzAsDlRsZDFokNPS6lgQOMQcVSsKNDRY0XYkt9MSnM6uy0ZCbNwa3MLDsKX4Tp0BLTfn2poHy+dNMc1XvTFtJTH8TF14jZCQJTZ1cdZgcAzVFyXuPxmOpwBDyzT5mvo/C4XVK/1P8qRsoUJcw9/ELMaW4A1yrKmOOnTT/HumCL4tUypujG7M00Ai75fR+1EOyKmXxAmZ23qUe8wQazq1EDaAon2KmhNqgAMrMb2l9g1KBup6kimJ3pcE96YZsk/+liHZvK6LvIbEw8oA2AFcFusLRgR/+HcZDFeRk7sFUNmzk7Q2YnzsuKg5zL98wp/PDbMqhYGCqazOQli7bhxAOKUnJ2mgYV5n90ucxNKhKzmyfdFPZ7FHKoLrOzYlDJZ+U8py1mV7xBBQDaWgirnZgYV3TH2Xc6gf54CgGvCxcvKXwfqSvz2XeGpBpDyxDdkLuFRYQdNzTL/5NoHrENGiQ5V8H5o8wunhaA6Bzpdjq4Va8RNHuf3aJyAPC3iK+VHLXeYclhdnUGtUEFAFqXklEmGoNcDe3hWtCceGCSszMxqDSJObscL2izHIAJdtbKDgBRyqL5ythJ88JkI4jnNSGQD2tBMTkLC3V2ABAxqkNjmF02z2MoS173/M7Ch7aEbZQeSON9zM0pQZ9bOkZDmAS7bF4oHOGkUaSt2UEFMM/bSWUHcxU3s6OdNJ2YgNKgorfRUjSttmhQcXmUefMi0NpE/t6dT+HYiMyOntlH5MlLlrZrlr4s74rgnDlR5HgBT7xlo+ZOEGQnJr9IKt9A6xLyvVgpk5UwVaoMzdklklkFMx8ymFJOIRWVW2R26VwemTyRtcPRdtK7FAAmLEqZNNg5zK5OkNZgdh6fvBtRjfsJ2pUxNUoPTN2YJswu4HVLyWbdvFPWOrOTcnbN4s5UrL0qqbhcPK8TsBLsylBnxzC7N06MYZQni+yCYOH5scfszLunUAmzszGgcH3qQi/YMbvyApOKql2YIAhSnZ3CoAKYOzJVBeUUc9hgZ8bs+Kx+px+NptW6oCwo2FpUX0wWbj85Nw1IKwYc03zd+1Zq7HxEfHg9Cfy22oeNHQdSceQ4Lw4Kc2WZnkqZxZpU6JrkK/zM0I3NRCYHIcoEuyz53406qIRsGlTYTkXhgBdotJG3y2dlZlsDJybgBLtCaOXsAMakolzwWWZnqRBVfH4hIHdP0bWn03yI2RRoWGgZZnG8D88LErOTFrty5O1EeVjwkcVxZbeOOQWQF7xUjNSA6cBwph3D7F44dEaSMV0aRgrK7KYyefOu9xYGt1qadsBCJ9h53C4EvGJ9ovp/VBlUJjN5qUSgUS/YaeXsBEFTxgSgyKnqypi+MKRepnrlB+wsO7MAFu5Qfi8F4rkJIo23esm5PR1PYndfHBwHXL5C/zX+bG0PvG4Oe/oSUh9XU4gS5knPQmThQU+TuIltKTXYadfYATKzEwQgHZGZ+ekMDXYWSg8sFpXTYBf2e+B2cfYcmaNHSYNqX5i4fmsAJ9ipoeXGBIAOmrdTMTtx55TjBYniG0KUkia5iPT4dl03pjWDCiBPPtBtGWZxvM/wZBqZHA8XxzgJpWBXOrP7yHvOxpfevwwXLjKwHtPFGTDs/KHrVsxn5XqepgXYdvAM4oL4f2uwm4jfA6+bLMKm5QcWcnbyZsFidwxppl26IP8R1pNqM8qcHWV1PrcLfvXIGKOc3dSIHIxUi5C0WENnvA8gTm0wMalYdWICwKJLgQ23Axv/wfyxZhCDXYDLYFdvDACkqQbr5jXpf+5AHLpXriDMz7JRhZpTBDL8Vnr/KbMrVcbUaPMX8LrhE0tCphpE0wjnxmCWbE6MisqlJvYWR/xQJya9JhERu7ZYYXbUnNK2tGTGXiycYKeGlkEFYGrtVMHOayA1aT5/DAAkWa0p6IXfoyM1WMzZARaYncVWYVTC7GwMyHVVXWRALAbeNj0OXYhS7JrF83H7FUuN5T03k68xyNvRXW1BIIifAgQecPsx6mrGnr4EYhCDnUbw5DjOejNtC8zu1BgJRLpuUzV8EcjsyKJJRZWzY80pBedW3Qw6PQ7sewJ4/LPAv72L3BbuLOhuwgZrXRkTYEYUlSHYub3AVf8ELLnS/LFm8Moy5r7TCWRyvFxycLa+hElxkyhlbnmzHzkrG1mxTdirKbHlWtlkTH1mBzD9MQMk2AnBFtD4ZdQuTGZ21nJ2lNnRz50tZlej6eQsKh7svvnNb4LjONxxxx3SbalUCps2bUJrayvC4TBuuukmDA4O6j9JNaFlUAFkZjdySDHI1VBq0oK44JzJkYVF15wC2GN2ZnknyaBi3ARaUXZAQZndmXfsz6+ioAuhmjHrwcIQV0nGVOfspHzdfLzdR17XEzTOW1kuLKc5O4Oi2FPiObQc7Fwu/Vo7vZZhKhlTsy8mBTWoHNkK/PwG4FuLgN98HNj1SzKTzN8IvPvzBX/Glh/oMjvAvD+m1e4p5YYYXEOuDDI5HjtPjOHlw+T9M8rXUbxXnHc4PJHGC4fOGD+YMae8lV8It4tDJ/1st4gtw6aGizN50Tpbv3aemzoyz0TXAKtuRPJC+b0MavWepffZbBdWGOzsMLvamlOACge71157Dd///vexZs0axe133nknfve73+Gxxx7Dtm3b0N/fjw996EOVPBTr0DKoAMSppjPINWTV1cTMyhvIkA+iYYcNKWdnPsDVtHO/Rl2WFmjZAevEQ9MCsiDmM7pDbE2h07VdF5JJRZ/Z6dbZMfk62uMw0izmZ3QWG0uTDwTBUhPoPinY2VjcTWfa6RhUqIwpLkQF+TpAZnZ9O4GjzxEzSctZwLs2Abc+AfztEeDdtxf8Gbvh0c3ZAeZdVKg0a9LMoOwQr/VGNzk3//rcIWTyPBa0BrWnbaj/3O3C9ecSaXeL2SSEeC+QHIXAeXBAmIeuxoA82skfAcJiYChGyqQGNQ2DCiAHn3gawEd+itE1/wcAGdBqNF6KMjurk8qpjEmDq8PsRExMTOCWW27BD3/4QzQ3yzmYeDyOH/3oR7jvvvtwxRVXYP369fjJT36Cl19+Ga+88kqlDsca8jlZMlTbnjlOt5NKyOqYn/S4VG/UlyIXjFHewA6zazJrGSbp/tZkTEVRMccBnVTKLMKkks/Ki7N6E6EHalIxqLWL6LkxGSfm7lMkeLS3izt5HWbXbGXyQXqcBHxAV8bkeQGnYjaZHcBM/NabaafD7MQcbEKrCTTFsg8Q+/vCS4D33wvc/jrw+TeBD3wDOOsy3bZnbWEfNq7sxOXL29GmV3oAmPfHrDWz44gR7E8iq9u4stOaSxaQemW+edJkRJLI6hKNS5GBV6mMAKVJmWYyphh8aEN0ytSM8nWAHOyslk0Vzex4Hhg+RH6uQQNoiooFu02bNuHaa6/Fxo0bFbfv3LkT2WxWcfuKFSswf/58bN++XfO50uk0EomE4qsiYHemWgxEMqkog53li4bu2t0+9E+QD1uHXtkBYCtn12LW8kpaHI13tKe0ZEygNEcmWzpRAWaXzOaVORWG2e0Rezt2d4u7UB3Di6XyA8rqvEHdTcPwhIbBxwrszrRT5cHkGjuNBa51MfC5ncBfPgm8+3PEJGABHMfh3z9xPn7yyQuNg0M5DSrlhPge+QVlYbi6a4oRVnaT/+3UWFJiNpoQ83X9QbKYs+YeALKUWUywMzCoAHLwocGIXitG+TrAfrsw/ZydSbBLnCLrj8srz5asASoS7B599FG88cYb2Lx5c8F9AwMD8Pl8aBILPik6OzsxMKB90jZv3oxoNCp9zZs3T/NxJYMuNN6Qdj2QxOyUJpWwpH2bBbsY+R5owhmRQRja020xO4s5O1MZ0yzYFWFSoYugN2heZ0VhIWfH2qoVdY4is5tomCMF7wVzaccH45ydYcswKV+nL2H2iq/XHW3QbpysB1MZ09iNqTnep1owNagUdnupCsRr3Z1Pgg5MjjZ4ccHCZoM/UqIp6JM+o7SnqyZEZnfYTRicut1aSYXlJsxOUVgOuZTAMrPLWCubKpQxRWaXThivUTRf13KW9c9/BVD2YNfb24svfOEL+OUvf4lAoDwa/d133414PC599fb2mv9RMdAzp1BQKa+g/MCijKnonkKbQFvI2WUniRRgALkZtJ6Maa2ovJ8GO/WHlS0/sDvbzq45BbAU7HweF3yizV7BfERmdyhD2OGC1iAiTWJX+GRM8/hNmTFgqQk0dWIWnD8zmDE7diMlCEwAoTKmRl/MakEyqOgEA2m0VLWDnfx6i6JkYb9iRYdhHksLy8WG5XQ0VQEEQaqxeyu/EIBG2YkkYx6GbUgGFe3PjyRjisyLegeMauwAOdjxApC2MOFBYnb0ef0ReUM+YWAwpPm6GppTgAoEu507d2JoaAjnnXcePB4PPB4Ptm3bhgceeAAejwednZ3IZDKIxWKKvxscHERXV5fmc/r9fjQ2Niq+KgI9cwqFziDXsF/eIRlC0RdTbBVmhdkBlluGmbsx9YPdRDonMYQeNbNrX0E6YCRH5UGfVmHXnAJYytkBTMswmrfLTAGTpJbqzXHyPq6eE5VzsHxWOe5IhDVmZ152QJnxXPX5M4Od/pi5NChToQv6sNjDsSVUQ2anyjdKqDGzA4D3LyPH+KHz7Bc0rxS7/RzQC3bjp4mrlXPj1Ski7RXKmDTYHbW/WZQMKnrMjrzn1KREFSaj8T7kfjkYWnFk0g1lhJXKpbydgUmlxj0xKcoe7K688krs3r0bu3btkr7OP/983HLLLdLPXq8XW7dulf7mwIEDOHnyJDZs2FDuw7EHve4pFIGo3GWCkTKllmEWmZ3QYGG8DyB2nBDfIpNgx7oJNSUJjWGfalAXYbTBKxeOSscSkJPLdvN2Uu2iHWZnnrMDmJZhdKYdHdjqb8TOIXIeVvdEyf9Nu8Jr5O3sMTujGrsizCmAgYxJ88HMtaXRa/LEKLltfkuVTSCA7jw+CRp9PKsCl1vq33jXe+fixS9fjkuWtpv8USHo3EVdZifm69C+AsdihCEVvP8tiwBwZENgck0XwKqMKcqMExZlTLeLkxoQWBngmlDLmIC1vF0Np5OzsNCl1h4ikQhWr16tuC0UCqG1tVW6/VOf+hTuuusutLS0oLGxEZ/73OewYcMGvOtd7yr34diDXvcUFh1nE5vx0D5g4cUA5B5z5gaVGAAg541Ic8IMZUyOI3bjdNzCAFeyWGfzAiYz+cJgZSFn16+Xr6PoOof83wO7geUfMDweBdKVkTEBpvyAMjvGiblHLDs4Z06UnMuGJrIDT44VND22VHogMTsjGbOIsgPAnkGFBju3jxTgA+iVgp1579Oyo14NKvQ182n4+TTmtRcXbJczzE4QhEKzjpivy3Scg/GT5H0qUEa8DeSai/cSKdPOrD4TgwrN09LPAC0SN5MxAcL+0jneErOT2oXZZna07GCGyZhW8N3vfhfXXXcdbrrpJlx66aXo6urCb3/721ocihJ63VNYaJQfyNPKTYIdbRXmIh+eSMAjzZTSheTINK61a/C5peJ2TXZioaj8lF6+jqLYcT9UhqkEs1MHAzFfl22chxMjJACs6hFfV91JhIEc7LKKcTAK0GMxZHY2u6dQ2DGoqILHeCorFcPPa6lBQLHcQaUGrJO+JsuGbWJJRxhuF4d4MitNtFBAzNeNRsna0Bz0ak8bKNaRKTE74zo7aiChZi2jJtAUUsswS8GOMjuNYJfQCXaTI/LnxqILuFKoSrB7/vnncf/990u/BwIBPPjggxgdHcXk5CR++9vf6ubrqgozgwqgaVIxnDvGQswljXPkojWUMCnK1UVF1SVfC5rdU1gUW2tnhTGrwTaD5vU/iPSDJ517kdmd8ZDraW5zg1RDZ9T9n567PC9Ick0BTHJ2giAUV1AOGEw+0Li2VE29T4qsriXkU0pM1YKZQUUa3FrlonJAZpP0GIqA3+PGojZyrjWlTFHG7PUT5qK7WSzWkWnaQUXpxqTXitF4Hwo7LcMos1OYoGgpwZv/ARx/qfCPKKuLzrc0caWScHpjsjDL2QFyrd3gPinRLMmYZruj08S2fzpAdniGEiZFufpjWjCoWJIxAdLB3GTskAKlyJgCXxAAWITUMubYcQDA8RwJSKt7mPeSmlQ0cnY+j0syu+iaVExydsMTGaRzPDi7NXaATRlTyex6a5mvAyx0UKmRQQVgmF2hKckOVuiZVMYHyDw3zoVDHBkUrPv5KcaRKQimBhW1G5Pm34wGt1LYaRmmaVBZczMw710k1fKLG4G9jyv/qMbTyVk4wY6FmRsTIFTc5SW7LXFhDVphdrmMxAaPeMhFb2kETDkmHwiCpRE/fWYyZqgNiIid1VW1hoYoxqDi9sqLqIXC8gkVs9s91QQAOGcu816azHWjo350TSomdXZUwuxqDEglEZahY/LQbBem6khC5dqaBTvTDio1lDGpklECswMMgp2Yr0PbMpwYJ7m8gnwdBevItIpcmrQoBMw7qNDSA2pQsZKzE3tnmk0+yOXlvJ5CPfCHgVsfB1ZcR7oLPfaXwI7vy/fXiRMTcIKdElbkNrdXnoDQ/yYApqjcyI15Zj+5GAJRHM6QxbLDqC8mhY3+mLrMLisX1VqRMXU/rEBxExCKYXaAtWbQ6pZhY8SNuWOMnDcpXweYTuym58+c2WkbVIp2YgL6jaC12oWpJOmT9cLsckntRuG1Nqiwx1AkdGvtaLDrXivnvHWZHSNjWi0/YBUdkw4qyWwe2TwvMzsLOTv6GDMZk1UWCp3aDcCf/xw4/1MABOAPXwae/hr5H9nRPjWGE+xYWJExAWDOevK9/w0Ayk4EumA+FENi95RK5exi6pydhlVdjWyex6BYDqH7YQWKaxtWjEEFkPN2RmN+WGaXHJNqvV4ZIwx29RzrzK7VqPwgMyWfR11mV2S+DpCvuVxSrKMjCDPmJ6mkRBU8pGDXWqtgx+SStNhdrpbBrnSDCiAzu8ND48iyrelo2UH3uUy+Vuf/bF5AalWzU9aaJwPyZ8cbJKUUGmBlxfFUTm4XZiFn12DRoEJZo59p5KCAyw1c+x3gir8jv//pfmDL35BJKUDNyw4AJ9gpIQW7JuPH0WDXR4KdbksnFsyHYkh0dFljdjZydnRMjTrY0b/1NOh+YAbiKQgCyV0ZNv0tJtgV00EFkB2ZBoXliskH1IkZaMWUEEB3NIA2djSNQc4OMDh/gMzq3D5do0DRTkxAeW6YgEGlKF5gutOrZMyaMzu3Vw4qWoXlM4DZzWlqQMjnRjYv4Ngwk/9jNrE0562rjLi9QBOZdWfZkZk2NqcAZMwY3XAnklm5EbQVNyaVMU2c5Jo1dmpwHHDp3wLX/xsJ6m8/ShpwAI6MWXew4sYEgDnnke/9uwA+LxeVG+2OmA/FmXGxe0rZmZ3YRUXdMszClHK2AbRh098ucVzT0D4yJcIKiumgAjAypkHOLsDMtBPzdWM+kldUsDrAPGdHg53W5IMpJl+nc350+4pagcvNWPjlgBH0uaWXk6QkZlxTLs9LjKJmwQ5gTCoacnutph6wr6nRNccOXC6usLh8coQ0OQaQbl+FIfFzbfj+23VkmtTYUbDNoOmm26yoHJCbRZsxuwnJiWmhNHvdLcDHfi2f+2CrYYu9asEJdiysGFQAUhzpCxOH15kD+mNYKPI5YHAP+blnHQYTFrqnUFisswMMCqMlJ2YJBeUUzYuIySWXsv6BLcagAjC1dubMbjKdkwxDp0C6ZCicmIBpzq7FiNlRc4phX8wSZExA05HJcRxTfqBmdg04HU8hxwvwuV3osqIUVApGJpWaMrvyGFQAOW93YED8H+n1H52H00my6Qp4Xcaz/+w6Mk26p1DIJhWW2dkoPbAoY0asBDsAWPo+MmWjfQWw/i+t/U2F4QQ7CkGwLre53EDPOvJz307poprK5LULkocPkODgi2AyNE9igJZkTDqw0cbkg0KDinlBuWVW4nLJBh2rUqbE7CzOsqOwwuzYnJ0oYx5Ikb87Z67qfTRjdkalG1TGNKixK0nGBJhgF1PcXLCZYpgSlTDntjTA5bI2o60iMCo/kIa3Tl8ZE9BwZMbFhvTReQoJ01AZsevIpJtcncGtFGzLMDlnZ6eo3FilobPybNVxzlkPbNoBXHmP9b+pIJxgR5GZlAarWhowygY7tqGqloVXytetxdAEuWhCPnehq0kLdmbaSQYVtYxp3irMkhOTwk7ejudLN6joBCdAdmOOMzLm25NNADSYHc3ZmU0r1wp2Jq3CRiYzSGVJjV23ugmwVVittaMLt08OdgtqKWECskStyezqoc6uNIMKILcN239avJ5jNNjNNXdiUlBmZ1UVscjs2GbQlKVZWV+CFmuEpVZhVtasOoUT7CjoAuPyWvtQMo7MgNcFuqnWtPDSfF2PTXMKUNS08lF1M2gLObv+uEmNHQs7wS4zAansoViDik1md1JoR0fEX3iOKbNLxzW7sjQbTT4wKSinEmZnJAC/x3xHrQmrLcMYZlfzGjuKgA6zy2fJpAmgNsHOV75gR5ldX0wc5EqZXdM8cycmhRTsjhp2BpJgwaACyP0xhyfSyIvqUtBCYApZHOBqW8asQzjBjoI1pxjJEBQ02A3uBZdLSRdNwURpQOqdh+61GBST2O1W8nVAUdPKMzledu6xf2th4oElcwUddTRyyPyxdPFzeQGPxf+ZwkKdndwuLANBnHjQK3QUmlMAOWcHaHZlMSw9MGkVJp2/YiVMwLRlWKFBpUHqnjKv1sFOT8Zk5cOaGFSojFl6sGsK+qS86MHBcSBOzCkKGTNq8v5H5xFHbz4j/70RbBpUBuJy784Gr/mmq8FiE3tLbsw6hxPsKKyaUyiic4FQO+luMLBbkbdTgM/LDIgtO7Aa7KScnblBJehzwycOplTknUzccIIg2HMSNopdVMYHzItjWXOKlU0ECxvMroWPgcunwcOFfqFVO9i5vfKiodUfUwx2k5k8Umo5esrYoFJyvg6wMNOusPRAkjFba9t3UHfMDx3cCs7+ZqccKKNBBVCN+4nJOTvT7kMULjcxeQHWTCoSs7NmUKHBrsHrhttCDpfmg5MmHVQmHGY3g2C3WTHHKertqIW3gNkNHyKLkzcEtC6Wyg46rcqYNpgdx3HaLcNMZMyRSZs9HcNi0+58xnw2V7HdUwBlzk5nUju15s/jSJPtM1wbcvBgdY/O6xnk7RoDHnjEBaLA0WrC7ErqniIdmxgwVOwoXGBQkdtvnRgh+diay5i6zI7J19nd7JQDZTSoACqTCitj2tksslKmGSRmZ82gQqcyWHFiAkCD115RuRPsZgKsjPdRQwp2O+WWYWpXkyRhrgFcbqkWxzqzs56zA3RahpnImH1MvslST0ePT170zTpBFFt2ADDNoPO6U7A5jkPY78E87gwA4FieHJeiJyYLmrdLFTI7slnQcWSa5uwosysh6GjU2QFaBhXyWpOCT5pOXZPRPiz0DCq1LDsAympQAWRmd6JvQArsfGQOTsdIkLFk8JLKDyyYVEzG+1DQ+rfTcRrsrOWNrbYL0xzvM83gBDsKave2E+x6xOLyvp2yq0ndH5MpJgcg19hZaQINyBd5Pq3dd1AFzTE/JlPK+yTbtA0XYaM4oVhvjhVFKczO45eDvUmtHWV2J/l2tIZ8+jVnJrV2rXrBzrQJdBmZnUWDylCKXHPtEb+l1lAVhZ5BpZYF5ezrZsob7CaGRFbW0ILhjAeZPA+XVWVEKj8oo4zJGFQAa63CyOOsNYKWmZ2Ts5v+sNo9hQXtpDJ6BO1ustgVJHqZNmEAGGZn040JWMrbadrnTUoPZHOFjQWJTj8Y7zd+XCnBDrDWDJphdr1CO1bPierXOknBTrucQZMZ5zIys9RgdrZznnowy9lllDLmaXH9rrmECegPcJVq7GpU8F7mnB0d5NqUGSA3NM2Tyg66GgPwui0sqXbKD2waVGgK3cp4H4CpszNqYg9HxpxZkAwqTdb/JtgiJZtXCOTCVdSr8Lw8HUBkdtSgYmm8D0AkQ7fYkcFC3o6WH4wpcnbGReVFLdRWmV0pMibA5O2MJx/Iwa4Dq+cYvJbBtHJAHvOjCHY0L8m5Na+PsSm5a4UlGUsPpnV24rUlspS+SfLxrYtgpzfAteYyZvncmAAZ5HpWWwg9nHhNqArKLYG2DBs7Ya7WWCw9UDMuqzk7yuwyeV7Z4FoFeZadw+ymP4qZpg1I7G5JjoyyUDC70SMkQHkagLZlSGXzUo6l3SqzA2zl7TRbhpm0C5ODnY1jqhqzs+bInOciMmav0I5ztJyYFCbNoGlhvoIZS91TWkgHGRVovq4j4kfAgt1b/9j0ZEztDiq942QbXxfBztSgUisZs7wGFYBImXM48ZqIzrNfdhLpJudDyEu1obqwyOwaC4KdteuwgWGARiaVhJOzm0GwOt5HDdGksjAlBjvWoELzdV2rAbcHQwkiYfo9LmsNVSlsODKbpJwds2M0y9kVUyNWLWZnQcaM+oFukGDYK3RglbpzCguTlmGaheXVcGICtjuoHE/UYbCrN4MKveazU9ZnyJlgRVcEc2mws+vEBIgrteUs8rOZlGnRoKIOQlZzdj63S3Ig6xWW87wgMzung8oMQDFuTEAKdnMmyeRuBbMTh7vK+ToqYQaM++epYaPWriVEJx9ouDF1ppRL3VOa7OTsxGBn5saUZJjKMbu5rlG4OQFpwYtsQ5tx0LFoUFEwY6nGroJOTEC+9rJTJE8oIsQaVHhemg93NE4W7wW1mmPHgm5mMuPKziC1nGWneF2BqfkrDcu7GtGjwexsSdhSsDMpP7BoUFEHO6ttvTiOkwvLdfpjklmK9HUcGXP6oxiDCkBG3nBuhLPD6MSoMtGrcmLaLjugKIrZscFOn9lNpnNSTZ4tN6blYFf5nF2PMAgAOCW0YdWcZuONhFVmN6HF7LQLysvSPQVQzbST2Z3CjZmT5bhjcZJjqStmByg3ZbVmdmzz6TLW2lEZMxeZY72gnIWVYJdn3m+TOruQzwO2htxKE2j2bwF9ZkfNKR4Xh4B3+oaM6Xvk5YbdDioUviDQcTYA4FzXEVlqEgTgtGhO6TkXQBFlB9Jr2MjZaeWcDHJ29IPaGPDY27XRLipTI4rJ2gWQJknYnGVHYWHywbIkOc/7hAXanVNYmOTstJmdtb6YJcuYbo9csC+OKwLYdmF5xYI9JfgQ8Lqst56rJLwB2UilCHY1bAINkHNKj6tMJpW5ERc6uRgA4ES+VfoMzbXF7MQuKqPH9B/Dbm5NmJ3LxSnYnFWDCsA0g9aptZPNKR57ilSdwQl2FMXm7ADJpLLWdURO8o4dI3Z1t5/MdEIRZQcUdqaVa+bsaOlBIbOTd6U22UFDM/nfAGN2Ry37dsf7UEjBTn/ywVnxVwAAL/BrjJ2YgDmzk0oPmPNnOWdXBobVLk50PrNfuknB7MSNS94dgAAX5rcE62cB0jKpMN1eagYzk8qJl4H7zwEOb7X0dJxoykoKPrwyIDOfssuY9PNusa8su1m1w+ykAa46tXbjM6AvJuAEOxnFujEBKdit4Y7Iujetr+tcRXoyAjgozsGyLTvZyNnRdmHJLNPf0UDGlBtA2wzAHGfNpFKyQcUkZzc5gvZxki/dll9r7MQEzHN2YZnZSbMJDZhdWebYsaBNtofekW5i+xfmxfcy6yLvV11ImBRaA1xrLWMC8iZPb1r5qz8EYieBXb+09nxiT8x+oRXPHSAlL01Bry02JQW72AkiV2rBYtkBBS0sB2wyO6+xjJmYAeN9ACfYEeTScvK6KGZHTCprXEcxlRLlL1W+ThAEvHGSsIl185vsPb8NZhf2q/o75jLyiBUDGbOoYmgr5QelGlTMcnZHnwMHAfv5+UgG2s0Xf8rsckm54JkBrVPM84K0Y5e7pxTm7GJTWam2sqSCcgpRBWCZHbtwJafI+UxzZKdf82kHLOiirMXsajG4lcKI2QkCcHI7+ZnZYBhC7InZJ7ThpcNkI2T7vY/0EGWEz8k9NtWwOMtOekrGpBKy0VEnqC5tUWEmFJQDTrAjYHeixeSW2leCdwfQyCXRkhIvXNoTU8zXHRuexNhUFj6Py9garwUbObuC/o5ZZjerIWP2F5Ncp4iI+SU9ZicIpRtUWGanZR0//AwAYBu/BpcsbTOX9HwRgBMve428nd/jluzVI5NiLtKA2dHNQlu4xBo7Cg1m5/e44HWT/ystBrspgQS7mg9tZaFVflAXzM6gP+bYcVmGHzmkz7JYiKN5TgltSGWJSch2MwGXS87bjenk7SxOKadgy5mCFuvsAFny1Jt84MiYMwls4bOriAXL7UG6nQw0PSt7gCzKzHRyAHjjZAwAsGZO1FqzZRY0AFtgdgDQTLuoTGZl6cblJd1YVCjKNk0hjfrRCXbZJNm5AqUbVPhcoYzL81Ke5cYPfwL3/fm55s/ncjGTD4wdmZJJxSBnV1YJE5CZ3Xi/JLVyHCexu/QUuQYmePIez6+HsgMKrakNtS4qB4yZ3YmX5Z/zGWuTCCQZU74eimL1dNSP3mvaZHZsYbktZudTjZBSgTI7W7XBdQgn2AHFNYFWId9N8nYrcoeI/p+KkQAjOjWphHnegmb7T04vdgs5O0DVDNpkvE9pMqZJ+QFd9DiXaQcIXXgb5IVSnbcb3ANMDgHeIDpXX2adWZnk7VrY8gM+LwdFDWZXNicme2z0vJ45IN1MF690kiyAiZwY7OqR2bHBjqYHasnsjKaVn3xZ+TsjH+siToYETwS6pZuKev8lk4oes7PWPYVCIWMWw+x06uxmwiw7wAl2BKWYU0S45pK83TncYWRPicXkHSslF9UbJ8RgZzdfB8gyhmVmxwY7/fE+2TwvlUMUJWOaGVTYsoNSHINUylTn7Y6I7rlFl9obDGriyFS0XEuOARCUf8egrE5MCilvJ0uZ1ByQTRGmPsH7yv+6pULToFLj0gPAWMY8IebraMmHlbydyOx8rQukm4pSRlrMmJ09g0qkSGYnF5U7MubMR7HdUxh4558PAFjJnUD+5KvkRjFfN57K4sAguXDPm18Ks7MY7KTJB1nDVmED8RR4gbQMagsVUatlZlCR5OHizysAOcioW4ZRq/iSjfaez6w/JtsyjEqYgSbJVcui7DImIOftzhQ6MmmwS8KPrsZAefKE5YKRQaWmwU5HxhwfFNt1ccC6W8htZsyO54FEHwCgqXuRdHNRyohZ+YHF7ikUjQ3F5exoYNTrjbn/NDkOat6arnCCHVB89xQG3razMCaE4edy8O59jNwo5uve6o1DEMiC2GF1QjkLn3U3JsDk7KYyhuN92Dl2LlcRzItldlrmkVLNKRSSSYUJdulx4CSpr8PiK+w9n1VmN5mxXFBecvcUFpTZDRU6MvNSsPPVl4QJ1LFBRWfyAZUwO1cD895FfjZjdpNDJLfHudAz/yzp5qLefxrsxo6TIKqGxSnlFCzzslMmIM2005Axd54YxavHR+F1c7jmnO6C+6cTnGAHFN89hQXHYR9HRne4p0gHfnSvA8Dk64phdYAcLCYGLbnFFDKc1D2lzE5MQJZ+8mntwFFq9xQKrS4qx14kJRXNi+T5YFZhkrNTFJYbmFMEQZAMPvMqzOzo4sWL72dS8NeXOQXQHuBaF0XlOjPtqIS5YAPQIW4wRg4bj90RJUxEerBiDtmENXjdUucdW4jOA1wektfUynsXWXrAcUDAYydnp8/s/vVZMmD2Q+vmlja+qg5Q9mC3efNmXHDBBYhEIujo6MANN9yAAwcOKB6TSqWwadMmtLa2IhwO46abbsLg4GC5D8U6SumewuCgZ6n8C+cGOok5ZWcp+ToA6FhF6s2SY8DR500f3sQOIDUIdpITM1rkRewNyHVwCQ0ps9TxPhRaOTux5ABLrrT/fCbMTp5WnjZkdolkDuNibZKtJtpmoF1Uxk9LATkkBTvyniXhr19mp9Ubs1bDWwH9aeXUibng3STw+MJkAzViMImA1sRF52J5ZwR3vW8Z/unG1cV1sXF7gKb55GctKdOmQYW6MYNety2lRjaoKIPd3v44njtwBi4O+Mx7bW4o6xBlD3bbtm3Dpk2b8Morr+Dpp59GNpvF+9//fkxOyvVed955J373u9/hsccew7Zt29Df348PfehD5T4U6yiDQQUAjvlWyL90rAS8DeB5AW+KzG79gpbintjjA875MPn5rUdMH04nH8SmsobW714x31SSBCeVHwwU3ldq9xSKBhWzEwQm2NnM1wGWm0GPTmUNC8rp+WsL+xRzwUpGIAo0ziE/i+xOkqUysoxZF9MOWBgaVOqB2THBLhkjbl4AmP9uQoekVm0GUiYNdk3zwHEcPn/lUnzovLnFH5tR3s6mQSUqdlCx1ckFTG9MlYz5b8+RoH/dmh4sbNN2c08nlN1L+tRTTyl+/+lPf4qOjg7s3LkTl156KeLxOH70ox/hkUcewRVXkFzLT37yE6xcuRKvvPIK3vWud5X7kMxRBoMKAPQGVwD08yTm644OTyCRyiHgdWFFdwly3rkfA179AbD/SfJBpVKcBrSZXeHu8O1TJMiv6CrhuCLdZNHQMqmUm9nRYDd6lLRZcnmBhZfYfz6LBhUzZifn6yqwkLevIEaIof3A/HfJVnKRKU0J/vrqngIwzI6Zx1dXOTtGxuzdAUAgwSbSSW5rXwn07TQOdlTGjM4rz7GVMdit6mnEtWu6sd5muiSoMfXg8NAE/mcPkVY/e/n0Z3VAFXJ28Ti58FtayO58586dyGaz2LhR3pGvWLEC8+fPx/bt2zWfI51OI5FIKL7KijIYVAAg19COU7TQVJxh98aJGABgzdwmeN0lnO7uc8mHMZ8G9m4xfCidfBBT5OyUC6PCIVpM7R+FUfkB/bCWbFBRDXClLsz577Kcz1DAskHFOGdXVLd7q1Dl7ehuXRDZSaqeZUy6eeR5cr0CdVJUzjA7VsKk6Cg0BhVA7J6CaAlsjgUtLNfqomJTxvS4XXjwY+fhr96zyPzBDKR2YQyze3jbEQgCsHFlJ1Z0lfj5rRNUNNjxPI877rgDF198MVavXg0AGBgYgM/nQ1NTk+KxnZ2dGBjQkMJA8oDRaFT6mjevTLsqijLl7EI+D36cuxqjkeXA2X8GgM3XlRBQACKznPsx8vNbvzJ8KDVYTGbyyNEktypnp3CI2p3CwMKo/KDsBhUa7EqQMAHLReUT6Rz4SSNmV4GyAwqVI5PKmBmxg0re3VCcKaKSCDA5O0FQzN6Dt4Y5O3ZaOQXthzmfCXbthcagAkgy5vzyHJshs7NnUCkW6pzdqbEpPP4mKa+4/YolFX3taqKiwW7Tpk3Ys2cPHn300ZKe5+6770Y8Hpe+ent1GqcWi3K4MUF2SD/OX43fnP8rqW/kG1K+rsRgBwBr/px0I+ndAQwf1n1YJOCBW0xQZ8Reiuq+mCU7RKUXM+iPmS5PLlTRDDqXBo6/SH4vxpwCmDK7xoDcTDs/Qbraa+Xsyt49hYWa2YlSU15k6sFwpH5G+1DQ91nIk8DCyob11Ag6mwT63iA/azG7kcOKSfEKVEzGPFZYvmOT2RWLkKpd2Pe3HUWOF/CeJW04d15TRV+7mqhYsLv99tvx5JNP4rnnnsPcuTLl7+rqQiaTQSwWUzx+cHAQXV1dms/l9/vR2Nio+CorJINKacGO7r6nRIdePJnFoSFywdqedKCFSBewWFzgDdidy8WhSUxWZ1PazE4OdiUeV6MFZlfiJkKRszvxMllIw52kPqoYsDk7jfomtpk2DJldBbqnUFCzxMQgMDUqyZgBkEU4EqlDackXYppsJ2Qm5QmQnqS1gtqgcup14rqMdAPNC+XHNc4hNW18Tiw2VyEVlzdwZZMxFwDgSGCbPKO8r9SJIRbRwDSCHkyk8OvXSUDfdPnMYXVABYKdIAi4/fbbsWXLFjz77LNYtEipH69fvx5erxdbt8qDEg8cOICTJ09iw4YN5T4cayjTohxkJ0oD2NUbAwAsaA2iLVymadKSlPmodiGqCLpY56VgJy/IPC9I7cuKdohSSP0xNSToshlUxGPMZ4D9T5Cfl2wsvgUZlTEFXu4srwLJewpwp0T2V40m0Cz8EZk9nHlH2kgFQXJgTdESNxCVAMcpu6jQEUq1NKewr0+ZnSRhblBeQ6wjUytvR/N1Dc3lkxY9fvl9ZntkCoLM7KokYwKkri6T43He/Ca866wS14Y6Q9mD3aZNm/Af//EfeOSRRxCJRDAwMICBgQEkk+RCi0aj+NSnPoW77roLzz33HHbu3IlPfvKT2LBhQ22cmDxfNhkzTCf+ionesuXrWCy/hhxn4hRw/AXdh1GTCp8udGOWzSEKyMxu8kyh9FMug4o3KNdpUXOO3a4piudrkJ/PIG/XiEm4BDFpr2J28WRW6gZf1u4pLJi8HXVjBsRg19JUh8EOkNURBbOrdbBTMbsTfyLfWQmTgkqZWnm7ckuYFC0LyXc2b5edIpsxoOIyZsDjlmL+r14lTa5vv2JJ/cnkJaLswe6hhx5CPB7He9/7XnR3d0tfv/71r6XHfPe738V1112Hm266CZdeeim6urrw29/+ttyHYg3pBKRGvyUuyjKzI4vgm6VMOtCDNwCsvon8vEu/5k7qY0d3h4wbrmwOUYBIjG5R8ptQsbtyGVQ4jsnbjQHgSgt2gCVHZivHzBNTNZqmBfktIZ/0vpcd0sJ7QGJ2DRzZULQ1l/GaKicCTPlBPZQdAMqi8nwO6H2N/K4V7KhJRZPZVSrYaZhUpD64nO7EknLB5eLQIPZYzfECVnY34vLlHRV9zVqg7J9SQatHogqBQAAPPvggHnzwwXK/vH1QVucJ2Oucr4GQxOzy4HkBu8QZdiXnxdRY+zHg9R8D+39H2JNGMGkJ+XCZ6y20xPeRG2iJAMpoTgFIIIp0kbFGidNKl1q5ZEyABFWaF5xznixtFotAE+lQolNr1xzyogXi8Ye0zCkVlDApJHfgfilnFwSRBrva6lRiUnRREZlBLcsOAKWMOfAWGWgcaJLPLwsjZscUlJcVWsGONadUgWEFfR6pXdimyxfPOFYHOL0xy9Y9BZBroSbTORwamsB4Ooegz43lnSUyGzXmng+0LiFSx77/1nzIYpzC97wPwAUeOPcWqe4PkOXVsjhEASZvx5hUchl5llmpMiYABJljLbbkgIUps/OjlRODnWa+roJOTAqp7uudAoNKR0udM7tUoj5m2QFKGZPW183foG2aoQFw5Ahx/rKomIypxezKpIpYBM3bndUewtWrp3fDZz04wa5cjkEwFt5MTgooa+c2wVOqVKgGW3OnJWVODuOjh76ERi6JIw1rgOvul3aHZXeIAnKwY8sP2GbA5WJ2FIuLLDlgYVZrF/SihcqYqnzdeCqLX79GFr6FrRWUmNpEs8TkEEK5ONzIw88RidzXUNk8TtFgB7hKMmYNa+wAJtgKwJHnyI8LdMxwjT3kfxDypASBRbkLyim0CsurVGNH0REhqtZnLlsslS3NNDjBrkwF5YDM7KbS+fLW12lhzc0AOJJsZ11cuTTw679AY6oPJ/gO3NdyD+mtKaIiDlGt8gMa7HxhwFWGvpE02AWiwJz1pT+fGbML+2UZk2F2eV7AFx7dhQOD4+iI+HHrhoWlH4se/GEgSmRhz8gBNHmZbvy1lgb1QJkIa1Cp9bGyr0/NKfM18nWA6MjU6aRSMRlTDHbJMblxQpVq7CjuvXE1vvORtfjw+jIH8jqCE+zK1CoMkKWAiXROzostaCr5eTURnQOc9V7y81ti0b4gAE/eCZzcjpw3jE9lv4RTaaWE9EYlHKJa5QflMqdQ0HFCZ11OusWXCrP+mEHGoMLk7Db/z348+84Q/B4Xfnjr+eiKVpi1SDmk/WjzkZwKD67k/HLFENBidjWWMd0e2USVS5HgJ/au1YRW3i6Xka/vaJm6p1D4QvL1TdldlZndiq5G3LR+7ozM1VE4wa5MZQeAXFQ+NpXB0TPE8r9uXgVzK2z7MJ4H/vQvwK5fApwLxy7/VxwW5mJ0SlkO8EYlHKKU2WnJmOUqiF3/l8BFnwHe//XyPJ8FN2aLlLMjwe7RV0/i318ii9F3/nwt1laju0S7nLdr8REJM+8KVMW0UBTY/pj1wuwAZcCde75C7SiAliMz0QdAIEY2nUG+JYHtpAKU//PjwAl25TSo0Iaq2TxxpJ7VFpI7cVQCK64jtvjYCeCZe4Bn/p7c/oFvwr30fQCA2KQsfVXMIaplUCnXeB+KcDtw9TfL15PQQn/MLpBAKARb8fKRYfzd42QkzJ0bl+G6NT3lOQ4zMG3DWiizq4fgoQcFs6sTgwqgDLh6EiYFU/IhgZljV5GNhtqkUmUZczbACXZlzNmFVXOk1pVTKtSCLwisuoH8/PL3AAjA+Z8CLrxNagY9ns4hkyPFqRVziLKTD2jpSb3vTM1m2rkmsd5FFrsDnuX4zH+8gRwv4INre/D5K6vYRonJH314DWGY3kAdzxajReVpVbuwWoMNdlr1dSwosxs9KjsyK+XEpJAKy2sjY84GOMGujMGuwetWbPoqZk5hQaVMgOTwrv4WwHFobPCCmqpiSSJlUgmz7A5RyuxySTkHVq7uKZUCZXY6OTv/4afg4/J4h5+Hv/jvGOLJLM6d14R//vCa6uY1aPuqqWFc3klyYC5fHTM7hUGF5uzq4HjpMbg8wNwLjB8b6SLrgZAHhg+R2yrlxKRwmF3F4QS7MgY7juOk8gOgguYUFvM3EDlz/ruBj/wUcJPOKW4XJ00uHhOlzDfKXV9H4W2QDR80b1dug0q5EaDMLqZ9v9iW7Pf5izA8kUFPNIAf3LoeAW8ZJ5JbgS8ENC0gP9NO/fUQPPRQjwYV9hi6zy2Y7VgAjisc9xMnbbTKJqOroQ52UhNoJ9iVC06wK6NBBZAdmWG/B0s7qrDQcxxw8y+Bv/qDLM2JoPnCMdGksrOSDlGp/EAMduUa71MpGOXskmPAUVKP9T/8RQj63PjhJ84vbe5fKaB5u/43yfd6DnasQSVXT8xODHZmEiaFepBrpWVMWms3OUQCXZUmHswmOMGujAYVQK61O3deU82LM2nebmwyg1ilHaKSSUXF7Mq0iSg76MYgMw7ks8r73vk9wOcwFFyCfs983P/Rc7Gqp4b/B83b9e8i3+tZxmQHuNZLUTkgdkzxyjluM7Sryg8qLWM2NMn9X8eOOzJmBVChDrbTCGVelGl/zLJa+4uEFOymsnhTdGFWzCHaqOqiUu8GFfb9TsWVdnJRwuy46Gbsuvh98HuqLF2qQZldVpxgUQ+yoB7o+51Py6y5Hpjd5XcD77nTeuBlC8t5Xg525S4oZ9FyFtA3SqRMx6BSdjjMrow5OwBY3E4uzvcuby/L85WCZnHywdhUpjL1dSwiqi4q5S49KDdcbtk5yDoyp0aBo8+Tn1fdUPtAB8gLL0U9BA89sDnaiUHyvV6Csx2GSTcYY8dI2UE+DYAjA14rBTZv5zC7smN2MztBKGsHFQD49ofX4I6Ny7Corfb28JaQLGPuO02CT1k7p7CIiB0gJGZHcw51alABiHSUjiuD3TtPkknVnecAbUtrdmgKtC0DmSAglnXUc7BzuckCnZmov2BnB+FOYrpKxYAjz5LbIt2SAawiYIPddPj8TDPMbmaXSwG8mK8pE7Pze9x1EegAoEmUMYcn0nhL7IlZMYeouj9mvcuYgLZJhQ6HtZrbqQZ8QaB5ofx7vQcP+p5TdlLr4a3FgONkdnf4GfK9khImoOyi4gS7smN2BzvK6jjXjJQLWkJkF7rj2CgmM/nKOkTVkw/qXcYECgvLJ0eAo9vIz6turM0x6YEuvEB9Mzug8D2v9+CsByofU1m7Uk5MCtoQevSYI2NWAE6wA8hOtF57DZYAyuxOx0nbpnXzK+gQpcxu8gxxN04HZqduBv3O70ghcdcaoHVxrY5KG2zerp7dmEDhe17vwVkPdINBA0+lnJgUlNklTgF5saetY1ApG2Z5sKtze3yJaFG5LivavizYRqzdEIBEv7xA1PO5VTO7vY+T7/UkYVJMJ2anlt6mO7OjqLSMGWwt3Cj4HBmzXJjlwa685pR6A3VjUpS1+bMaLpdsUqEtloD6zjmwObvJYeDYC+T3s2+o0QEZgF146z14zBQZk91gAOUf7aMGx8lSJkB6ipZjnJUDALM92NEuH1TOmmGgdXYUFR03BDDBTuwW7/bX79w1QMns9osSZvfa+pMwAeLI5MSPa90zuxkS7ELtcqE3UHlmB8idVID63ihOQ8zuYFfmGrt6A+2NCQBLO8KIBitomwZkkwrtOlHvjJnN2UkuzDozplB4A/JC6KsPt68u1O/7dHRjAkpHJlD5nB0g5+0Ax5xSZjjBDqhvE0UJ8LhdUsCrWH0dC2pSoXPA6v28UmY3fAg4/iL5uR4lTIrLvgwsuxpYcHGtj8QYfmbz6PZNbymOyseBpuowLTbYOeaUsmIaX4VlwAw3qADEpBJPZqszgWG6MTsa7EaPkO8965Q5k3rD2pvJV72Dfd+nK6ujoMyuGhImoGJ2joxZTjjMDqj/RbkEXH9uD5Z0hHHlys7KvxhldhJjrvMPKzWoUNSrhDndwL7v0zVfR7HsA0DLYmBNlTYZDrOrGGY3syvzeJ96xB0bl+GOjcuq82KU2VFMFxmT4uzra3McMw3s+z7dg13TPODzb1Tv9SJdhA3nkvW/WZxmcJgdMKODXVWhDnb1fl5ZF27PecqWXA6KB6uU1LtztN7Alh84BpWywgl2QP0zkOmCxmnG7HwhsRAejoRZTiiYXR3MsptuoFKmw+zKilke7Ga+jFlV+EJKJ16950I5Dug5lxzz6g/V+mhmDhxmVxrmXUi+t1Up/TBLMLtzdrPAoFJ1NHYDZ6aJQQUAPr4FyEwBkSoYeGYLZlLOrhbY8Dlg+TVA65JaH8mMwuxmdrPAoFJ1sHm7epcxARKQnUBXXjjBrjS4XGSW4gxsTl9LzN5gl88xzYqbanooMwq0/ABwGPNshcdH+joC07/OzsGMwewNdpTVAdNDbpsuoP0xgenB7BxUBvS9d5idgzpBzYLdgw8+iIULFyIQCOCiiy7Cq6++Wt0DoPk6bwhwV7hn5GwCK2M68vDsBWX1jkHFQZ2gJsHu17/+Ne666y587WtfwxtvvIG1a9fiqquuwtDQUPUOwjGnVAasjOkw5tkL+t47zM5BnaAmwe6+++7Dpz/9aXzyk5/E2WefjYcffhjBYBA//vGPq3cQTkF5ZTDdDCoOKgNHxnRQZ6h6sMtkMti5cyc2btwoH4TLhY0bN2L79u2af5NOp5FIJBRfJcNxYlYGjXPknx3WPHtB+47W+zgiB7MGVa+zGx4eRj6fR2en0u7d2dmJd955R/NvNm/ejH/4h38o74F4AkDXOUDr0vI+72xHpBO48K+JI89Z6GYv1n8SyEySejEHDuoA06Ko/O6778Zdd90l/Z5IJDBvXokjN5a+j3w5KD+u+Xatj8BBrbH4cvLlwEGdoOrBrq2tDW63G4ODg4rbBwcH0dXVpfk3fr8ffr+/GofnwIEDBw5mIKqes/P5fFi/fj22bt0q3cbzPLZu3YoNGzZU+3AcOHDgwMEsQE1kzLvuuguf+MQncP755+PCCy/E/fffj8nJSXzyk5+sxeE4cODAgYMZjpoEu49+9KM4c+YM7rnnHgwMDODcc8/FU089VWBaceDAgQMHDsoBThAEodYHYReJRALRaBTxeByNjY693YEDBw5mK6zGg9nbG9OBAwcOHMwaOMHOgQMHDhzMeEyLOjs1qPJalk4qDhw4cOBg2oLGAbOM3LQMduPj4wBQemG5AwcOHDiYERgfH0c0qt/+cVoaVHieR39/PyKRCLgSpvnSTiy9vb2O0UUDzvnRh3NujOGcH2M458cYds6PIAgYHx9HT08PXC79zNy0ZHYulwtz584t2/M1NjY6F5wBnPOjD+fcGMM5P8Zwzo8xrJ4fI0ZH4RhUHDhw4MDBjIcT7Bw4cODAwYzHrA52fr8fX/va15wm0zpwzo8+nHNjDOf8GMM5P8aoxPmZlgYVBw4cOHDgwA5mNbNz4MCBAwezA06wc+DAgQMHMx5OsHPgwIEDBzMeTrBz4MCBAwczHk6wc+DAgQMHMx6zNtg9+OCDWLhwIQKBAC666CK8+uqrtT6kmuCFF17ABz/4QfT09IDjODz++OOK+wVBwD333IPu7m40NDRg48aNOHToUG0OtgbYvHkzLrjgAkQiEXR0dOCGG27AgQMHFI9JpVLYtGkTWltbEQ6HcdNNN2FwcLBGR1xdPPTQQ1izZo3U6WLDhg34wx/+IN0/m8+NGt/85jfBcRzuuOMO6bbZfH7+/u//HhzHKb5WrFgh3V/uczMrg92vf/1r3HXXXfja176GN954A2vXrsVVV12FoaGhWh9a1TE5OYm1a9fiwQcf1Lz/29/+Nh544AE8/PDD2LFjB0KhEK666iqkUqkqH2ltsG3bNmzatAmvvPIKnn76aWSzWbz//e/H5OSk9Jg777wTv/vd7/DYY49h27Zt6O/vx4c+9KEaHnX1MHfuXHzzm9/Ezp078frrr+OKK67A9ddfj7179wKY3eeGxWuvvYbvf//7WLNmjeL22X5+Vq1ahdOnT0tfL730knRf2c+NMAtx4YUXCps2bZJ+z+fzQk9Pj7B58+YaHlXtAUDYsmWL9DvP80JXV5fwz//8z9JtsVhM8Pv9wq9+9asaHGHtMTQ0JAAQtm3bJggCOR9er1d47LHHpMfs379fACBs3769VodZUzQ3Nwv//u//7pwbEePj48LSpUuFp59+WrjsssuEL3zhC4IgONfO1772NWHt2rWa91Xi3Mw6ZpfJZLBz505s3LhRus3lcmHjxo3Yvn17DY+s/nDs2DEMDAwozlU0GsVFF100a89VPB4HALS0tAAAdu7ciWw2qzhHK1aswPz582fdOcrn83j00UcxOTmJDRs2OOdGxKZNm3DttdcqzgPgXDsAcOjQIfT09OCss87CLbfcgpMnTwKozLmZllMPSsHw8DDy+Tw6OzsVt3d2duKdd96p0VHVJwYGBgBA81zR+2YTeJ7HHXfcgYsvvhirV68GQM6Rz+dDU1OT4rGz6Rzt3r0bGzZsQCqVQjgcxpYtW3D22Wdj165ds/7cPProo3jjjTfw2muvFdw326+diy66CD/96U+xfPlynD59Gv/wD/+ASy65BHv27KnIuZl1wc6Bg2KxadMm7NmzR5FXcAAsX74cu3btQjwex3/+53/iE5/4BLZt21brw6o5ent78YUvfAFPP/00AoFArQ+n7nD11VdLP69ZswYXXXQRFixYgN/85jdoaGgo++vNOhmzra0Nbre7wNUzODiIrq6uGh1VfYKeD+dcAbfffjuefPJJPPfcc4pZil1dXchkMojFYorHz6Zz5PP5sGTJEqxfvx6bN2/G2rVr8S//8i+z/tzs3LkTQ0NDOO+88+DxeODxeLBt2zY88MAD8Hg86OzsnNXnR42mpiYsW7YMhw8frsi1M+uCnc/nw/r167F161bpNp7nsXXrVmzYsKGGR1Z/WLRoEbq6uhTnKpFIYMeOHbPmXAmCgNtvvx1btmzBs88+i0WLFinuX79+Pbxer+IcHThwACdPnpw150gNnueRTqdn/bm58sorsXv3buzatUv6Ov/883HLLbdIP8/m86PGxMQEjhw5gu7u7spcO0XZWqY5Hn30UcHv9ws//elPhX379gm33Xab0NTUJAwMDNT60KqO8fFx4c033xTefPNNAYBw3333CW+++aZw4sQJQRAE4Zvf/KbQ1NQk/Pd//7fw9ttvC9dff72waNEiIZlM1vjIq4PPfOYzQjQaFZ5//nnh9OnT0tfU1JT0mL/5m78R5s+fLzz77LPC66+/LmzYsEHYsGFDDY+6evjKV74ibNu2TTh27Jjw9ttvC1/5ylcEjuOE//3f/xUEYXafGy2wbkxBmN3n54tf/KLw/PPPC8eOHRP+9Kc/CRs3bhTa2tqEoaEhQRDKf25mZbATBEH43ve+J8yfP1/w+XzChRdeKLzyyiu1PqSa4LnnnhMAFHx94hOfEASBlB989atfFTo7OwW/3y9ceeWVwoEDB2p70FWE1rkBIPzkJz+RHpNMJoXPfvazQnNzsxAMBoUbb7xROH36dO0Ouor4q7/6K2HBggWCz+cT2tvbhSuvvFIKdIIwu8+NFtTBbjafn49+9KNCd3e34PP5hDlz5ggf/ehHhcOHD0v3l/vcOPPsHDhw4MDBjMesy9k5cODAgYPZByfYOXDgwIGDGQ8n2Dlw4MCBgxkPJ9g5cODAgYMZDyfYOXDgwIGDGQ8n2Dlw4MCBgxkPJ9g5cODAgYMZDyfYOXDgwIGDGQ8n2Dlw4MCBgxkPJ9g5cODAgYMZDyfYOXDgwIGDGY//HzpCuiyTIQIAAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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='best')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e0aff8e3", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/77/ts_46pgn0136dtc7_7vm9c_r0000gn/T/ipykernel_33767/956797410.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": [ + "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": 7, + "id": "e9ab46a5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/77/ts_46pgn0136dtc7_7vm9c_r0000gn/T/ipykernel_33767/4026882426.py:5: 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", + "ax.plot(x,y1, label = \"Person 1\")\n", + "ax.plot(x,y2, label= \"Person 2\")\n", + "ax.legend(loc='upper left', bbox_to_anchor=(1,1))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f1a51b99", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/77/ts_46pgn0136dtc7_7vm9c_r0000gn/T/ipykernel_33767/885433491.py:10: 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", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label= \"Person 2\")\n", + "ax.legend(loc='lower right', prop={\"family\":\"serif\",\"size\": 12})\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": 9, + "id": "70384a09", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.2, 0.2, '. Figure: (0.2, 0.2)')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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Figure: (0.2, 0.2)\", transform=fig.transFigure)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "97636b5a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/77/ts_46pgn0136dtc7_7vm9c_r0000gn/T/ipykernel_33767/4096247684.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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06YLp06fj2muvRXZ2NgDgkUcewbhx4zB48GDk5uZi1apVeP/99/HJJ590+Li9evWCwWDA6tWrcfvttyM2NhYXXHABUlJSsHjxYqSlpeHgwYOYPXu2322+5JJLcOLECaxduxaDBg1CXFwc4uLiADhTVP/3f//nvd+NESwlJt1ggELSiI2NxYMPPoipU6eirKwMv/3tb2GxWGAwGHwGK9XV1ejatavPAEDpba4vUiYuLg579uzBG2+8gaNHjyItLQ1FRUV44IEHFP18VFQU5syZg2+++QaxsbG47rrrsHz58gC32tnuRx99FD/72c9w+PBhXHfddfjjH//ovn/MmDFYsGABnn32WcyYMQMZGRkoKyvzuZBd9+7dUVpaitmzZ2PKlCkoKCjA0qVLsXz5cvzqV79CVlYW+vXrh4ULFypaFO9sw4YNwy9+8Qvcc889OHr0KEpKSjB37lwAzhGgxsZGP3uBSE4GEew/U8+DzWaDyWSC1Wp1Lz5Foef06dN48803UVpaiv/+978dBio8F8hfHa3ISkSB4c/nN+egkPpU2jE1KioK/+///T/85z//wZ/+9Cf07NkTQPtLtWs1x4LkZHcIVO4/ig93HEbl/qOa7rhKRIHBFA+pKwA7pkZGRmLKlCm477778Pbbb2Pu3Ln4z3/+A6PR6A5MdDgQSCqpqLagdFWNx06saaYYlORncqNPIh1jiofU49oxFeeeUj+MeKhUzmi327FixQqUlJRg3759AIDvvvsOKSncRyncVFRbULisytsZx93IiSTDFA9pz+eOqXDumHqe6Z6zRUREYPz48dizZw9WrFiBRx55BBdccEGnH5f0xe4QKF1V09EZh9JVNUz3UNAw9dg5TPGQOoKwY6rRaMTdd98d8BJaktPW2kaPtM65BACLtRlbaxu5SzlpjqnHzuMICqnjRL26xxH50HDce3ByPscRqcWVejw3gK6zNqNwWRUqqpVvAxHOGKCQOrhjKmmsW9cY3wf5cRyRGph6VA8DFFJHr2HOap02m5G5GIDE7s7jiPzhpWw9OyMZaaaYjs44pJlikJ2RrFlTifxJPVLHGKCQOrhjKgVCTTnwYhbwxk+Av97v/P5iFlBTjgijASX5zj1xvJxxKMnPDNpOrBSemHpUDwMUUg93TCU1ucrWz518bbM4b68pR15WGhZNvApmk2cax2yKYYkxBQVTj+rhOiikPofdWa1zot4556TXMI6ckH8cdudIidfKMIMz8C3eBRgjYHcIbK1tRMPxZnTr6kzrcOSEgsHuEBgxfx3qrM3tzkMxwBlAf/7oTWF5jvrz+c0yY1Ifd0ylzvKzbD3CaGApMUnBlXosXFYFAzxXhmLq0T9M8RCRfFi2TjrG1KM6OIJCRPJh2TrpXF5WGm7JNDP12AkMUPwkZa6bcz4o1LjK1m0WtL99wg9zUPRets73bkhj6rFzGKD4QcqliwOwezBR0LnK1lcUAN4y+XovW+d7l6hDnIOikJRLFysowyTSrVAuW+d7l8gnlhkr4Cob87Y6YFDKxvwswyT1SJnmC2Whlgbhezd8hNq5qwKWGatMyl1Tg7B7MEma5gt1oVa2zvdueGAKr9OY4lFAyqWLWYapOSnTfKQ/fO+GPqbwVMEARQEply5mGaamuEMpqYbv3dDmsDtHTjq6WlTMdm96Sd4xQFFAyl1TuXuwprhDKamG793Q5k8KjzrEAEUBKXdN5e7BmpIyzUf6xPduaGMKTzUMUBSScuniUC7DlIyUaT7SL753QxdTeKphmbGfpCwxZSlbwHGHUgoIvndDj7uM3McqyGFaRs4y4wCScuniUCvDlBB3KKWA4Hs39ITDKsgaYYqHSCEp03xEJB+m8FTBFA+Rn6RM81F4Y6pITnxd2mCKhyiApEzzUfjiiqXyYgqvU5jiISLSK65YSiGMAQoRkR5xxVIKcQxQiIj0iCuWUohjgEJEpEdcsZRCHAMUIiI94oqlFOJYxUNEP2JZpH64Nh30tWIpNx0knWKAQkROLFfVF65YSiGOKR4iYrmqXnHFUgphHEEhCnc+y1UNznLV/qP417iMMkc7Xxum5ijEMEAhCnf+lKtmXMd5KpBwuwOuWBr2pDsnVcAAhSjc+VOuynkqqKi2oHRVDSzWZvdtaaYYlORncsNICopQPSc5B4Uo3CktQz26P+znqVRUW1C4rMrjgwAA6qzNKFxWhYpqS5BaRuEqlM9JBigBYHcIVO4/ig93HEbl/qOwO3S3YTSFE1e5KrwNBxuArulA1VIoXVY9FN8DdodA6aqajnoApatq3L+rkj4IxX4i7QTinJSJ6ikeu92OuXPnYtmyZairq0N6ejomT56Mxx57DAaD8wIohEBJSQmWLFmCpqYmDB8+HIsWLcJll12mdnM0F6pDbRTClJSrDpkMrH+qgwf5cZ5Kxck+Ifke2Frb2Oav1LMJABZrM7bWNsL6/WmffcBrBXWW2uekbFQfQZk/fz4WLVqEP/zhD9i9ezfmz5+PZ555Bi+99JL7mGeeeQYLFy7Eq6++ii1btiA+Ph4jR45Ec7P3jtaDUB5qoxDnq1w1pbeih/nX7j0h+x5oOK7s+rSmps5nH/BaQWpQ85yUkeojKJs2bcIdd9yBUaNGAQAuueQSvP3229i6dSsA5+jJiy++iMceewx33HEHAODNN99EamoqPvjgA9x7771qN0kTvobaDHAOtd2Sadb9zGoKUR2Vq9Z+pughXvvyVMi+B7p1jVF03Ac7jnTYB3PLvwJgCNl+Iu2odU7Ker6pPoIybNgwrF27Fv/+978BAP/617/w+eef47bbbgMA1NbWoq6uDrm5ue6fMZlMGDp0KCorK9t9zJaWFthsNo8v2fgz1EYkLVe56hV3Ob+7yocVzFNpiUtDxfFLvT603t8D2RnJSDPFdDRTB8nxkWg8edrrYwgAdbYW1Nl4raDOU+uclPV8Uz1AmT17Nu699170798fkZGRGDx4MIqLizFhwgQAQF1dHQAgNdWzciA1NdV937nmzZsHk8nk/urRo4faze40pUNtSo8jkoprngqAtkGK8///ypoNh4JLil7fAxFGA0ryMwF46wHgziu7q/Z8eu0n0o6a56SM55vqAcqKFSvwl7/8BW+99Raqqqrwxhtv4Nlnn8Ubb7xx3o85Z84cWK1W99ehQ4dUbLE6lA61KT2OSDo+5qnY++Urehg9vwfystKwaOJVMJs8fwezKQaLJl6F3Eyzas+l534i7ah1Tsp4vqk+B+WRRx5xj6IAwBVXXIEDBw5g3rx5mDRpEsxmZ2fV19cjLe3HC119fT2uvPLKdh8zOjoa0dHRajdVVa6htjprs7d9RWE2OVf3I+VCcXVEXetgnkq2Q4TFeyAvKw23ZJrbPS/tCvogNTEagAH1ttDuJ9JOZ89JWc831QOUU6dOwWj0HJiJiIiAw+EAAGRkZMBsNmPt2rXugMRms2HLli0oLCxUuzmacQ21FS6r8laoiZL8TH64+oFlmJLysqx6OL0HIowG5PROafd2X30wd/TlABAW/UTa6cw5Kev5pnqKJz8/H7/73e/wt7/9Dd988w1WrlyJ559/HnfeeScAwGAwoLi4GE8++STKy8uxa9cuFBQUID09HWPGjFG7OZryNdTGD1XlWIapT3wPKOsD9hNpSa/nm0EIoepScsePH8fjjz+OlStXoqGhAenp6Rg/fjyeeOIJREVFAfhxobbFixejqakJI0aMwCuvvIK+ffsqeg6bzQaTyQSr1YrExEQ1m68KpiU6x+4QGDF/ndeqKNeQ5OeP3sR+lRTfA8r6gP0kH81fEw0335ThfPPn81v1AEULsgco1DmV+49i/JLNPo97e+q17Q5pEhGdD83TymG4+aY/n9/ci4ekw5JtItKa5mnlmvKw33zTFwYoJB2WbBORlvzddK/THHbnyInCzTfDFQMUko6S1RHTJC2LIyL90Xwl8AOb2o6cnPuMP2y+Gc4YoJB0lKyOKGtZHBHpj+Zp5RP16h4XohigkJT0WhZHRPqjeVo5IdX3Mf4cF6JUX6iNSC0drY5IwSNDqSKRmjRfCdy1+abNgvbnoRic9/caps7z6RQDFJKat9URKTi4ui+FIs1XW3Vtvrmi4IdnaOcZ854O2HooesEUDxEpwtV9KZRpnlb2sflmqK6D4g8u1EZEPnF1XwoXobySrAz8+fxmioeIfPKnDJMpOdIzzdPKXjbfJKZ4iEgBru5LRFpjgEJEPnF1XyLSGgMUIvKJq/sSkdYYoBCRT1zdl4i0xgCFiBTh6r5EpCVW8RCRYlzdl4i0wgCFiPzC1X2JSAtM8RAREZF0GKAQERGRdBigEBERkXQYoBAREZF0GKAQERGRdFjFQ0TkEmY7y4YbzXcqVkuYnpcMUIiIAKCmHKh4FLAd+fG2xHQgbz6QOTp47SJVVFRbULqqxmNX7jRTDEryM+VeZDCMz0umeIiIasqBFQWeHwIAYLM4b68pD067SBUV1RYULqvyCE4AoM7ajMJlVaiotgSpZT6E+XnJAIWIwpvD7vwLFaKdO3+4rWK28zjSHbtDoHRVTUevLkpX1cDuaO+IIOJ5yQCFiMKD3SFQuf8oPtxxGJX7j/74gXRgU9u/UD0IwHbYeRzpztbaxjYjJ2cTACzWZmytbXTe4LADtZ8Bu95zfg9WAMDzknNQiCj0dTj/QNQre5ATCo8jqTQc9x6ctDlOpvkeSs+3ED4vOYJCRCHN1/yDrd8q/DstITUAraNA69Y1xvdBAPofWy/XfA+l51sIn5cMUIgoZCmZf/DQ5jiIxHQA3spNDUBid2dpZxB4TU2RItkZyUgzxXT06qJ7YiT6fvkkpJrv0WuYc/RG0vNSCwxQiChkKZl/cNjWin8PfuyHW879MPjh/3lPB2XdiYpqC0bMX4fxSzZjxvIdGL9kM0bMXydv1YmEIowGlORnAvD66uKFa0/BINt8D2OEM7UEQLbzUisMUIgoZCmdf7DnghuAcW8Cieesh5GY7rw9COtN6LY0VkJ5WWlYNPEqmE2e6R6zKQaLJl6F7IvOKHsgred7ZI6W7rzUEifJElHIUjr/oFvXGKD3aKD/KClW7PSVmjLAWRp7S6ZZHyuhSiAvKw23ZJrbX0m2VuL5HpnynJdaY4BCRCHLNf+gztrc7oe9Ac6/orMzkp03GCOAjOu0bGK7/CmNzemdol3DdC7CaGi/v1zzPWwWtD8PxeC8P1jzPSQ5L7XGFA8RhSwl8w9K8jOlG4XwqzSWOo/zPaTEAIWIQpqv+Qcy7sPiV2qK1BHm8z1kxBQPEYW8DucfSMjv1BSpI4zne8iIAQoRhQWv8w8k5EpNFS6rggGesyJkTk2FhDCd7yEjpniIiCSkx9QUkZo4gkJEJCm9paaI1MQAhYhIYnpKTRGpiSkeIiIikg4DFCIiIpIOAxQiIiKSDgMUIiIikg4DFCIiIpIOAxQiIiKSDgMUIiIikg4DFCIiIpIOAxQiIiKSDleSJfqB3SG4pDgRkSQYoBABqKi2oHRVDSzWZvdtaaYYlORnclM2IqIgYIqHwl5FtQWFy6o8ghMAqLM2o3BZFSqqLUFqGRFR+GKAQmHN7hAoXVUD0c59rttKV9XA7mjvCCIiChQGKBTWttY2thk5OZsAYLE2Y2tto3aNIiIiBigU3hqOew9Ozuc4IiJSBwMUCmvdusaoehwREamDVTwhgOWx5y87IxlpphjUWZvbnYdiAGA2OfuUiIi0E5ARlMOHD2PixIlISUlBbGwsrrjiCmzbts19vxACTzzxBNLS0hAbG4vc3Fzs27cvEE0JeRXVFoyYvw7jl2zGjOU7MH7JZoyYv46VJwpFGA0oyc8E4AxGzub6f0l+JgM+IiKNqR6gHDt2DMOHD0dkZCQ++ugj1NTU4LnnnsMFF1zgPuaZZ57BwoUL8eqrr2LLli2Ij4/HyJEj0dzMPL8/WB6rjrysNCyaeBXMJs80jtkUg0UTr+I6KEREQWAQQqhaPzl79mxs3LgRn332Wbv3CyGQnp6OWbNm4eGHHwYAWK1WpKamYunSpbj33nt9PofNZoPJZILVakViYqKazdcNu0NgxPx1XitQXKmJzx+9iX/9K2Q/cwZ7tnyM748dRuwF3dF/6EhEdGEWlIhILf58fqs+glJeXo6rr74ad999N7p164bBgwdjyZIl7vtra2tRV1eH3Nxc920mkwlDhw5FZWVlu4/Z0tICm83m8RXuWB6rsppyRCy8Apev+Rmu3vYILl/zM0QsvAKoKQ92y4iIwpLqAcp//vMfLFq0CJdddhk+/vhjFBYW4le/+hXeeOMNAEBdXR0AIDU11ePnUlNT3feda968eTCZTO6vHj16qN1s3WF5rIpqyoEVBYDtiOftNovzdgYpRESaUz1AcTgcuOqqq/DUU09h8ODBmDZtGqZOnYpXX331vB9zzpw5sFqt7q9Dhw6p2GJ9YnmsShx2oOJRoKO1ZCtmO48jIiLNqB6gpKWlITMz0+O2AQMG4ODBgwAAs9kMAKivr/c4pr6+3n3fuaKjo5GYmOjxFe5c5bHeZpcY4NzsLhzKY+0Ogcr9R/HhjsOo3H+0/WXpHXag9jNg13vO766A48CmtiMnHgRgO+w8jsjF2/lERKpRfQbg8OHDsXfvXo/b/v3vf6NXr14AgIyMDJjNZqxduxZXXnklAOekmS1btqCwsFDt5oQsV3ls4bIqGOD59384lccq2oW4ptw5SnJ2IJKYDuTNB+ynlT3RiXrfx1B46Oh8yhwdvHYRhRjVR1AeeughbN68GU899RS+/vprvPXWW1i8eDGKiooAAAaDAcXFxXjyySdRXl6OXbt2oaCgAOnp6RgzZozazQlp4V4eq6jM2tf8kqP7lT1ZQqrvYyj0cb4SkWZULzMGgNWrV2POnDnYt28fMjIyMHPmTEydOtV9vxACJSUlWLx4MZqamjBixAi88sor6Nu3r6LHZ5mxp3BcSVZJmXV6YiQ+j5kBg9cUjgHomuY82GZB+/NQDM6/jot3AcYIdRpP+uSwAy9mdZAS5LlC5Is/n98BCVACjQEKVe4/ivFLNnd4zLXGGiyPetL3g93wf8D6eT/8p51k2bg3OXRPzrkmb/zE93GTVgMZ1wW+PUQ6FNR1UIi0oKR8uhualD1YSm9nEJJ4TkosMZ3BCf1I6TwkzlciUgWXySRdUlI+3YAkZQ+WkOr8i7f/KGe1zol65229hnGonn6kdB5SEOYrhWOal0IfAxTSJSW7EB9KGAQRkw6Dr/klvYY5/2uM4NA8eddrmPN8UXo+aURRJRuRDjHFQ7qkZBfix0dfAUPe/HNuPeeovKc5SkLKGCOcpcQAZDmfuGEohTIGKKRbisqsM0dzfgmpR6Lzye4QKF1V09EayChdVdP+woVEOsAqHn857LqcpxDKOWpFv5tOXzdVsQ/UI0FfKqlkA4C3p16LnN4pAEL7OkAqCuD57c/nN+eg+EOnK0iGeo46wmhwX4C9Cvf5JTo9d6Ulwfnk74ahoX4dIJVIdK1gikcpna4gyRw16fXcpY75s2EorwOkiGTXCgYoSuh0x1vmqPVP0UaIHdHpuUu+Kd0wdEivC3gdIN8kvFYwQFFCpzvebq1t9LoUPOA85SzWZmytbdSuUaRYRbUFI+avw/glmzFj+Q6MX7IZI+av8++vXZ2eu+Sbkkq2kvxMbD9wjNcB8k3CawUDFCV0uoKkvzlqkodqQ/I6PXdJGSWVbLwOkCISXis4SVYJiVeQ7Ig/OWqSh6/UnAHOIflbMs2+KzB0eu6ScnlZabgl0+y1OofXAVJEwmsFAxQlJF1B0hclq62aTc6LGQWBl1I+f1JzPquXdHrukn86qmTjdYAUkfBawRSPEhKuIKmE0hw110EIgppy4MUs5+64f73f+f3FLKCmXN0heZ2eu6QeXgdIEQmvFQxQlJJoBUl/KFptlbTlo5Sv/7H1ih5G8ZC8Ts9dUg+vA6SIZNcKriTrLwlWkDwfXEFSEg67c6TE62x5A0RiOkY0v4gjttYOh+Q/f/Qm/15DnZ67pB5eB0gRriSrUxKsIHk+FK22SoGnoJTPYDuMF/7nFO75RyQM8MwGd2pIXqfnLqmH1wFSRJJrBVM8RFpSWKKXfdEZDskTUVjjCAqRlvwo5cvL6Lh8lIgolDFAIdKSn6V8HJInAudPhSkGKERacpXyrSgAvM0wYdkv0Y8k2l2XtMU5KERak6yUj0haku2uS9riCAq5aV6CGM7Dtpmjgf6jwvf3J13T5Frhc3ddg3N33f6j+L4JUQxQCIBzc7rSVTUeS6ynmWJQkp8ZmIoRDttKU8pH5A/NrhX+7K7L91FIYoqH1Ns5VykO2xLpkqbXCgl31yVtMUAJc752zgWcO+faHSotOOxz2BbOYVuHXZ3nIyJVaH2tsMd3U/U40h8GKGHOn51zVeHPsC0RSUPra8VWe38cEcnwFu84BHBEpGCrvb8qz0fyYYAS5lTdOVcJDtsS6ZLW14qGk60obS0AgDZBiuv/pa33oeFkqyrPR/JhgBLmlO6Iq3jnXB84bEukT1pfK7p1jcHHjmwUthajDske99UhBYWtxfjYka3a85F8WMUT5rIzkpFmikGdtbnDnXOzM5Lbudd/W+390Uskw4xGtFeV6BDOi88Be3/kqPKMRKQGra8Vruf7hzUba1quRrZxD7qhCQ1IwlZHfwgYkXbW83Gn5tDDEZQwF2E0oCQ/E8CPO+W6dGrnXC84bEukT1pfK85+PgEjNjsyUe4Yhs2OTIgfPrpcz1dRbcGI+eswfslmzFi+A+OXbMaI+evUr0AkTTFAIeRlpWm2cy6HbYn0S8trhdLn03yZBNKMQQihUv2odmw2G0wmE6xWKxITE4PdnJChxRCp3SEwYv461FmbYYCj3WFbsykGnz96E4dniSSldTrF2/O5rifeqotcaSdeT+Thz+c356CQmxY757qGbQuXVbmHbV0CMUxMROrTepdtb8/nT+kzdwXXH6Z4SHNaDxMTUWjSfJkE0hRHUCgo8rLScEummbPuiei8aV36TNpigEJBo/UwMRGFFq1Ln0lbTPEQEZEuaV36TNpigEJERLrFOW2hiykeIiLSNc5pC00MUIiISPc4py30MMVDRERE0mGAQkRERNJhgEJERETSYYBCRERE0mGAQkRERNJhFQ+FBa13X9Ur9pOEHHbgwCbgRD2QkAr0GgYYI4LdKqKAY4BCIa+i2oLSVTUeu56mmWJQkp/JRZzOwn6SUE05UPEoYDvy422J6UDefCBzdPDaRaQBpngopFVUW1C4rKrNlux11mYULqtCRbUlSC2TC/tJQjXlwIoCz+AEAGwW5+015cFpF5FGGKBQyLI7BEpX1bS7iZjrttJVNbA72jsi8OwOgcr9R/HhjsOo3H80qO2QuZ9U47ADtZ8Bu95zfnfYg90i7xx258hJR69KxWy5f4dQpqdzSceY4qGQtbW2sc2IwNkEAIu1GVtrGzVfgVKmdIrM/aQavaVKDmxqO3LiQQC2w87jMq7TrFkE/Z1LOsYRFApZDce9f+iez3FqkS2dIms/qUaPqZIT9eoeR+rQ47mkYwxQKGR16xrj+yA/jlODjOkUGftJNXpNlSSkqnscdZ5ezyUdY4BCISs7Ixlpphh4K5I1wJlWyc5I1qxN/qRTtCJjP/nN25wAf1IlkGdeEHoNc6YNOnpVErs7j5OUNH2pFj/PJeo8zkGhkBVhNKAkPxOFy6pggOffPa7Lfkl+pqbrfMiYTpGxn/zS0ZwA+2llj3GiXqp5QTBGONu/ogDw9qrkPS3teihS9aVamHbTHEdQKKTlZaVh0cSrYDZ5pifMphgsmniV5hdLWdMpsvWTYr7mBBzdr+hhtn7bRap5QQCcEy7HvQkkntP3ienO2yWdkCnbHCvVMO2mOYMQQnfjbjabDSaTCVarFYmJicFuDumALCuk2h0CI+avQ521ud1MtgHOoODzR28KWvtk6CdFHHbgxawOht0NQNc0Z6faLGh/7oABIjEdI5pfxGFbq7dHCeproqeVZF3nt7c0ZtD7sjPc55v3cwmJ6UDxLmlfHxn48/kd8BGUp59+GgaDAcXFxe7bmpubUVRUhJSUFCQkJGDs2LGor+ewGAVOhNGAnN4puOPK7sjpnRK0i6MrnQK0nV0gQzpFln5SRMmcgONHgKsm//D/9nv834N/7TU4+eFRNJ8X5MEY4SwlvuIu53eJP/xknGOlGlfaDYDXd6/EaTc9CmiA8sUXX+C1117DwIEDPW5/6KGHsGrVKrz77rvYsGEDjhw5gp/+9KeBbAqRNHSbTpGN0lx/Su8OUyV7LrhB0cPotsxaQzLOsVKVTtNuehWwSbInTpzAhAkTsGTJEjz55JPu261WK/74xz/irbfewk033QQAKCsrw4ABA7B582Zce+21gWoSkTTystJwS6ZZP+kUGfkzJyDjOqD/qHZTJd32H1X0MLoss9aYrHOsVJU52uu5ROoKWIBSVFSEUaNGITc31yNA2b59O1pbW5Gbm+u+rX///ujZsycqKyvbDVBaWlrQ0tLi/r/NZgtUs4k040qnUMe8zotxleL6mhPgKsV1pUrO4Sqz9jUvSOoyaxV1Zh5S2PSll3OJ1BWQAGX58uWoqqrCF1980ea+uro6REVFISkpyeP21NRU1NXVtft48+bNQ2lpaSCaSkQS81muqkIpru7LrFXU2fJg9iWpSfU5KIcOHcKMGTPwl7/8BTEx6gzjzZkzB1ar1f116NAhVR6XiOSlqFxVpTkBnBekXnkw+5LUonqZ8QcffIA777wTERE//tVit9thMBhgNBrx8ccfIzc3F8eOHfMYRenVqxeKi4vx0EMP+XwOlhkThTa/y1VVKsXVVZm1igJRHhyufUkd8+fzW/UUz80334xdu3Z53DZlyhT0798fjz76KHr06IHIyEisXbsWY8eOBQDs3bsXBw8eRE5OjtrNISId8nuHZZXmBITrvKBA7Ggdrn1J6lE9QOnatSuysrI8bouPj0dKSor79vvvvx8zZ85EcnIyEhMT8eCDDyInJ4cVPEQEIAzKVSXD/iYZBWUvnhdeeAFGoxFjx45FS0sLRo4ciVdeeSUYTSEiCYVFuapE2N8kIy51LzMdLXFNpCbZtwQINezvEKCTz4ugzkEhlXS0QytXK6QQx3JVbbG/dS5EPy+4m7GMfO3QWlMenHYRaYjlqtpif+tUCH9eMMUTCJ0ZalOyQyt3zKQwwnJVbbG/dUSHnxdM8QRTZ4falOzQajvsPI5LLVMYYLmqttjfOhLinxdM8ahJjaE2pTu0Kj2OiIhCU4h/XjBAUYvD7hw5aXcO/A+3Vcx2HtcRf3ZoJSKi8BXinxcMUNTiz1BbR1w7tMJbztcAJHb/cYdWIiIKTyH+ecEARS1qDbUZI5zzVQC0PemU79BKREQhLsQ/LxigqEXNoTaVdmglIqIQF8KfFywzVou73MuC9uehnEe5l05WBiQiOi+8xqlHSV9K0N8sMw4G11DbigLA21qM/g61qbRDKxGRdEJ09dOg8fV5ocP+ZopHTSE81EZEpJoQXv1USjrtb6Z4AkGCYTQiIinpcPVTXZOsv5niCTamZoiI2hfiq59KR8f9zRQPERFpJ8RXP5WOjvubAQoREWknxFc/lY6O+5sBCsnNYQdqPwN2vef87murACKSW4ivfiodHfc356CQvHRYFkdEPgRiSQbyTsf9zREUkpNOy+KISAEuyaAtnfY3y4xJPpKVxRFRgHBJBm1J0N8sMyZ903FZHBH5gUsyaEtn/c0UD8lHx2VxRESkDgYoJB8dl8UREZE6GKCQfHRcFkdEROpggELycZXFAWgbpMhdFkdEROpggEJy0mlZHBERqYNVPCSvzNFA/1FBL4sjIiLtMUAhuemsLI6IiNTBFA8RERFJhyMoRESkfxKskkrqYoBCRET6xo1FQxJTPEREpF/cWDRkMUAhIiJ9ctidIydob8/bH26rmO08jnSHKR6iQAj3fHi4//6kDW4sGtIYoBCpLdzz4eH++5N2uLFoSGOKh0hN4Z4PD/ffn7TFjUVDGgMUidkdApX7j+LDHYdRuf8o7I728qwkjXDPh4f77x9OHHag9jNg13vO78F6TbmxaEhjikdSFdUWlK6qgcXa7L4tzRSDkvxM5GWldfCTFDThng8P998/XMiUwnNtLLqiAM4g5ezgmBuL6h1HUCRUUW1B4bIqj+AEAOqszShcVoWKakuQWkYdCvd8eLj//uFAxhQeNxYNWRxBkYzdIVC6qsbrILkBQOmqGtySaUaE0duwJgVFuOfDw/33D3U+U3gGZwqv/yjtRyy4sWhI4giKZLbWNrYZOTmbAGCxNmNrbaN2jSJlwj0fHu6/f6jzJ4UXDK6NRa+4y/mdwYnuMUCRTMNx78HJ+RxHGvohHy4AOM65y4Ef/u4M5Xy4az4AgLZBCucD6B5TeKQxBiiS6dY1RtXjSFsVjmtQeHoG6kSyx+11IgWFp2egwnFNkFqmEc4HCF1M4ZHGOAdFMtkZyUgzxaDO2txuptcAwGyKQXZGcjv3UjC55g9ZHNn4R8vVyDbuQTc0oQFJ2OroDwEj/hUO84c4HyA0uVJ4Ngvan4dicN7PFB6phCMokokwGlCSnwnA6yA5SvIzQ/sDTqfOnj/kgBGbHZkodwzDZkcmHDCG1/whzgcIPUzhkcYYoEgoLysNiyZeBbPJM41jNsVg0cSruA6KpDh/iEIeU3ikIaZ4JJWXlYZbMs3YWtuIhuPN6NbVmdbhyIm8OH+IwgJTeKQRBigSizAakNM7JdjNIIU4f4jChiuFR5qwO0RY/rHKAIVIJa75Q4XLqrwtus35Q0Tkl3De9oRzUIhUxPlDRKSWcN/2hCMo4cJhZ85YI5w/RKRMuKYulOC2JwxQwoNMu4+GCc4fIupYOKculPBn25NQvdYwxRPqZNx9lIjCWrinLpTgsgUMUEKbz91H4dx91GFX9WntDoHK/Ufx4Y7DqNx/FHZHe89PROHIV+oCcKYuZL5uaHGN47IFTPGENn92H1WpZJDDtkTUEb2nLrS6xnHZAo6ghDaNdx/lsC0R+aLn1IWW1zhue8IAJbRpuPtoKAzbElHg6TV1EYxrXLgvW8AUT7BoUfar4e6jeh+2JSJt6DV1EaxrXDgvW6D6CMq8efNwzTXXoGvXrujWrRvGjBmDvXv3ehzT3NyMoqIipKSkICEhAWPHjkV9vTppBl2oKQdezALe+Anw1/ud31/MUr+iRsPdR/U8bEtE2tFr6iKY1zjXsgV3XNkdOb1TpOubQFE9QNmwYQOKioqwefNmrFmzBq2trbj11ltx8uRJ9zEPPfQQVq1ahXfffRcbNmzAkSNH8NOf/lTtpshJ67JfjXYf1euwLRFpT4+pC17jtGcQQgR0UsC3336Lbt26YcOGDfif//kfWK1WXHTRRXjrrbdw1113AQD27NmDAQMGoLKyEtdee63Px7TZbDCZTLBarUhMTAxk89XlsDtHSrxW1vyQcinepX66J8ApJbtDYMT8dT6HbT9/9Kawif6JqGN6WkmW1zh1+PP5HfBJslarFQCQnOzMJ27fvh2tra3Izc11H9O/f3/07NkTlZWV7T5GS0sLbDabx5cu+VP2qzbX7qNX3OX8rnIApNdhWyIKHj2lLniN015AAxSHw4Hi4mIMHz4cWVlZAIC6ujpERUUhKSnJ49jU1FTU1dW1+zjz5s2DyWRyf/Xo0SOQzQ4cjct+tabHYVsiIqV4jdNWQKt4ioqKUF1djc8//7xTjzNnzhzMnDnT/X+bzabPIEXDst9gCecZ50QU+niN007AApTp06dj9erV+Oc//4mLL77YfbvZbMbp06fR1NTkMYpSX18Ps9nc7mNFR0cjOjo6UE3VjoZlv8HEjfKIKJTxGqcN1VM8QghMnz4dK1euxLp165CRkeFx/5AhQxAZGYm1a9e6b9u7dy8OHjyInJwctZsjFw3LfomIiPRM9RGUoqIivPXWW/jwww/RtWtX97wSk8mE2NhYmEwm3H///Zg5cyaSk5ORmJiIBx98EDk5OYoqeHTPVfZb8ajnhNnEdGdwolLZLxERkZ6pXmZsMLSfhysrK8PkyZMBOBdqmzVrFt5++220tLRg5MiReOWVV7ymeM6l2zLjs2mxkmwg6LXdREQUdP58fgd8HZRACIkARY9qyr2M/MznyA8REfkk1TooFCK0XgGXiIjCGgMU8s1hd46cdLSPZ8Vs53FEREQq4G7G5Js/K+BmXKdZs8g/elpWnChc8H3pHQMU8i3EV8ANBxXVFpSuqvHYLj7NFIOS/EyufkkUJHxfdowpHvItDFbADWUV1RYULqvyuAgCQJ21GYXLqlBRbQlSy4jCF9+XvjFAId9cK+C2WVzOxQAkdtf9CriKOexA7WfArvec3yWee2N3CJSuqulo9hBKV9XA7tBdMR+RbvF9qQwDFPKNK+D+qKYceDELeOMnwF/vd35/MUvaKqattY1t/kI7mwBgsTZja22jdo0iCnN8XyrDAIWUca2Am3hOXjQx3Xl7OKyDosNS64bj3i+C53McEXUe35fKcJIsKZc5Gug/KjxXkvVZam1wllr3H6V9f3Swum+3rjE+fhh+HacmVi9QuJL5fSkTBijkH2NEeJYSy1pq7WN13+yMZKSZYlBnbfa2fzbMJmdwoCVWL1A4k/V9KRumeIiUkLHUWkHKKcJoQEl+JgCvs4dQkp+p6cgFqxco3Mn4vpQRAxQiJWQrtfZjdd+8rDQsmngVzCbP4WKzKQaLJl6l6YgFqxeInGR6X8qKKR76EXcq9s5Vam2zoP2gwOC8X6tSaz9TTnlZabgl0xz0OR/+VC/k9E7RrmFEQSDL+1JWDFDIiTsVd8xVar2iAM5B2LODlCCUWp9HyinCaAj6hz6rF4g8yfC+lBVTPKTL8tmgkKnUWraUk0KsXiAipTiCEu5kLp+VkSyl1rKlnBRi9YIOMNVLkmCAEu5kLZ+VmQyl1j+knMSKAgh4DoU64PygN0i4uq+reqFwWZW3RBmrF4KJqV6SCFM84U7G8llSpMJxDQpPz0Cd8BxtqBMpKDw9AxWOa4LUso6xekFSTPWSZDiCEu50Opch3LnKdS2ObPyj5WpkG/egG5rQgCRsdfSHgBH/WlWDWzLNUo5GsHpBMkz1koQYoASJNMt863QuQ7g7u1zXASM2OzLbHCN7uS6rFyTCVC9JiAFKEEi1zLds5bOkCMt1SVVM9ZKEOAdFY1Iu8y1T+SwpwnJdUhVTvSQhjqBoyNcy3wY4l/kOyrwBWcpnSRGW65KqmOolCXEERUP+LPMdFK7y2Svucn5ncCItbjZGqnKlegF4PaOY6iWNcQRFQ5w3QGpyleueO5/JHKz5TKRvrlRvu+ugPB30VK/dbkdra2tQ20C+RUZGIiJCnUCWAYqGOG+A1MZyXVKVhKleIQTq6urQ1NQUtDaQf5KSkmA2m2EwdO46xABFQ5w3QIHAcl1SlQwrJZ/FFZx069YNcXFxnf7Qo8ARQuDUqVNoaGgAAKSldW4UlwGKhrjMNxGRcna73R2cpKQwCNeD2NhYAEBDQwO6devWqXQPJ8lqjMt8ExEp45pzEhcXF+SWkD9cr1dn5wxxBCUIOG+AiEg5pnX0Ra3XiwFKkHDeABERkXdM8RAREZF0GKAQUXA47EDtZ8Cu95zfHfZgt4hINZMnT4bBYIDBYEBUVBT69OmD3/zmNzhz5kywm+a3999/H7feeitSUlJgMBiwY8cOTZ6XKR4i0l5NuZcFweYHfUEwCk3B2EE+Ly8PZWVlaGlpwd///ncUFRUhMjISc+bM8fux7HY7DAYDjEbtxxVOnjyJESNGYNy4cZg6dapmz8sRFCLSVk25c/fss4MTwLkPzIoC5/1EKqqotmDE/HUYv2QzZizfgfFLNmPE/HUB35w1OjoaZrMZvXr1QmFhIXJzc1Fe7jy/W1pa8PDDD6N79+6Ij4/H0KFDsX79evfPLl26FElJSSgvL0dmZiaio6Nx8OBBrF+/HtnZ2YiPj0dSUhKGDx+OAwcOuH9u0aJF6N27N6KiotCvXz/8+c9/9miTwWDA66+/jjvvvBNxcXG47LLL3G3y5r777sMTTzyB3Nxc9TpHAQYoRKQdh905cuJ1y0wAFbOZ7iHVyLSDfGxsLE6fPg0AmD59OiorK7F8+XLs3LkTd999N/Ly8rBv3z738adOncL8+fPx+uuv46uvvkJycjLGjBmD66+/Hjt37kRlZSWmTZvmrppZuXIlZsyYgVmzZqG6uhoPPPAApkyZgk8//dSjHaWlpRg3bhx27tyJ22+/HRMmTEBjY5D2gOsAAxTyi90hULn/KD7ccRiV+4/C7mjvg4bIiwOb2o6ceBCA7bDzONI3CeYY+dpBHnDuIB/o65gQAp988gk+/vhj3HTTTTh48CDKysrw7rvv4rrrrkPv3r3x8MMPY8SIESgrK3P/XGtrK1555RUMGzYM/fr1w5kzZ2C1WvGTn/wEvXv3xoABAzBp0iT07NkTAPDss89i8uTJ+OUvf4m+ffti5syZ+OlPf4pnn33Woz2TJ0/G+PHj0adPHzz11FM4ceIEtm7dGtA+OB+cg0KKVVRb2mxMl8aN6cgfJ+rVPY7kJMkcI392kA/Esg+rV69GQkICWltb4XA48LOf/Qxz587F+vXrYbfb0bdvX4/jW1paPFbMjYqKwsCBA93/T05OxuTJkzFy5EjccsstyM3Nxbhx49xLyu/evRvTpk3zeMzhw4djwYIFHred/Zjx8fFITEx0L08vEwYopIhrmPTcvzNcw6RcBZcUSUhV9ziSj2uO0blXC9cco3FvahakBHsH+RtvvBGLFi1CVFQU0tPT0aWL8yP3xIkTiIiIwPbt29ssBZ+QkOD+d2xsbJtFz8rKyvCrX/0KFRUVeOedd/DYY49hzZo1uPbaaxW3KzIy0uP/BoMBDofD318v4JjiIZ9kGSalENBrmPMvaXirnjAAid2dx5H+SDbHKNg7yMfHx6NPnz7o2bOnOzgBgMGDB8Nut6OhoQF9+vTx+DKbzT4fd/DgwZgzZw42bdqErKwsvPXWWwCAAQMGYOPGjR7Hbty4EZmZmer+YhrhCAr5FOxhUgohxgjnMP+KAsDblpl5TzuPI/3xZ46RBjsmy7qDfN++fTFhwgQUFBTgueeew+DBg/Htt99i7dq1GDhwIEaNGtXuz9XW1mLx4sUYPXo00tPTsXfvXuzbtw8FBQUAgEceeQTjxo3D4MGDkZubi1WrVuH999/HJ5980qn2NjY24uDBgzhyxPna7t27FwBgNpsVBVTniyMo5FOwh0kpxGSOdg7zJ56TEkxM13T4nwJAsjlGrh3kgbZjdsHeQb6srAwFBQWYNWsW+vXrhzFjxuCLL75wT3htT1xcHPbs2YOxY8eib9++mDZtGoqKivDAAw8AAMaMGYMFCxbg2WefxeWXX47XXnsNZWVluOGGGzrV1vLycgwePNgdON17770YPHgwXn311U49ri8GIYTuxuVtNhtMJhOsVisSExOD3ZyQV7n/KMYv2ezzuLenXssRFFLOYXf+JX2i3jnnpNcwjpzoXe1nwBs/8X3cpNWKRlCam5tRW1uLjIwMxMScfxqGE/y11dHr5s/nN1M85JOsw6RhIZQ/xI0Rmgzzk4Zcc4xsFrQ/D8XgvF/jOUY/7iB/FA3HrOgWZ0R2RgoiYrpq2g7yDwMU8sk1TFq4rMrbrIGgDZOGNElKNYkUk3iOUUSLFTnxdUBsq/OGY02AMRIwXQzEJmneHvKNc1BIkbysNCyaeBXMJs/hOrMphiXGgcDl4EmvZJxj9H0TcKwWcLR63u5odd7+fZP2bSKfOIJCiv04TKrthlthx2eppsFZqtl/VOikeyi0ZI52np8ypCeFAKz/7fgY63+BGBNg4LVMJgxQyC8RRgMnwgaaZKWaROdFljlGp0+0HTk5l6PVeVw056TIhCkeItlIVqpJpGt2H8GJv8eRZhigEMmGy8ETqSci0vcx/hxHmmGAQiQbLgdPpJ6oBGe1TkeMkc7jSCoMUIhk4yrVBOB1/UsuB0+kjMHgLCXuiOliTpCVEAMUIhnJWKpJpFexScAFGW1HUoyRztu5DoqUGKAQySpzNFBc7VwWfOwfnd+LdzE4ITofsUlA6uVASh8gqZfze+rlAQtOJk+eDIPBAIPBgKioKPTp0we/+c1vcObMmYA8X6C0trbi0UcfxRVXXIH4+Hikp6ejoKDAvXFgILHMmEhmspRqEulde9tGBDitk5eXh7KyMrS0tODvf/87ioqKEBkZiTlz5vj9WHa7HQaDAUajtuMKp06dQlVVFR5//HEMGjQIx44dw4wZMzB69Ghs27YtoM/NERQiIgptNeXAi1nOjQz/er/z+4tZAV+ROTo6GmazGb169UJhYSFyc3NRXu58zpaWFjz88MPo3r074uPjMXToUKxfv979s0uXLkVSUhLKy8uRmZmJ6OhoHDx4EOvXr0d2djbi4+ORlJSE4cOH48CBA+6fW7RoEXr37o2oqCj069cPf/7znz3aZDAY8Prrr+POO+9EXFwcLrvsMneb2mMymbBmzRqMGzcO/fr1w7XXXos//OEP2L59Ow4ePKhuh52DAcrZHHbnbpy73nN+d9iD3SJSgq8byYjnpRwk2jYiNjYWp0+fBgBMnz4dlZWVWL58OXbu3Im7774beXl52Ldvn/v4U6dOYf78+Xj99dfx1VdfITk5GWPGjMH111+PnTt3orKyEtOmTYPhh5GglStXYsaMGZg1axaqq6vxwAMPYMqUKfj000892lFaWopx48Zh586duP322zFhwgQ0NjYq/j2sVisMBgOSkpI63ykdMAgh2ltPWxMvv/wyfv/736Ourg6DBg3CSy+9hOzsbJ8/5892zYpxYzZ94utGMuJ5qYrm5mbU1tYiIyMDMTExvn/gXA67c6TE68rMP+yuXLxL9aq4yZMno6mpCR988AGEEFi7di1+8pOf4MEHH8SDDz6ISy+9FAcPHkR6err7Z3Jzc5GdnY2nnnoKS5cuxZQpU7Bjxw4MGjQIANDY2IiUlBSsX78e119/fZvnHD58OC6//HIsXrzYfdu4ceNw8uRJ/O1vf3P+xgYDHnvsMfz2t78FAJw8eRIJCQn46KOPkJeX5/P3am5uxvDhw9G/f3/85S9/8XqMt9fNn8/voI2gvPPOO5g5cyZKSkpQVVWFQYMGYeTIkWhoaNC+MRJF2OQHvm4kI56X8vBn24gAWL16NRISEhATE4PbbrsN99xzD+bOnYtdu3bBbrejb9++SEhIcH9t2LAB+/fvd/98VFQUBg4c6P5/cnIyJk+ejJEjRyI/Px8LFiyAxWJx3797924MHz7cow3Dhw/H7t27PW47+zHj4+ORmJio6LO3tbUV48aNgxACixYt8rs//BW0AOX555/H1KlTMWXKFGRmZuLVV19FXFwc/vSnP2nbEJ8bs8G5MRuHZ+XC141kxPNSLkHeNuLGG2/Ejh07sG/fPnz//fd44403EB8fjxMnTiAiIgLbt2/Hjh073F+7d+/GggUL3D8fGxvrTt+4lJWVobKyEsOGDcM777yDvn37YvPmzX61KzLSs9zaYDDA4XB0+DOu4OTAgQNYs2aNetmLDgQlQDl9+jS2b9+O3NzcHxtiNCI3NxeVlZVtjm9paYHNZvP4Uk2QI2w6T3zdSEY8L+US5G0j4uPj0adPH/Ts2RNduvxYNDt48GDY7XY0NDSgT58+Hl9ms9nn4w4ePBhz5szBpk2bkJWVhbfeegsAMGDAAGzcuNHj2I0bNyIzM7NTv4crONm3bx8++eQTpKRos2FsUMqMv/vuO9jtdqSmep4Uqamp2LNnT5vj582bh9LS0sA0hhuz6RNfN5IRz0u5uLaNsFnQ/qjWD3NQNN42om/fvpgwYQIKCgrw3HPPYfDgwfj222+xdu1aDBw4EKNGjWr352pra7F48WKMHj0a6enp2Lt3L/bt24eCggIAwCOPPIJx48Zh8ODByM3NxapVq/D+++/jk08+Oe+2tra24q677kJVVRVWr14Nu92Ouro6AM6UU1RU1Hk/ti+6qOKZM2cOrFar++vQoUPqPTg3ZtMnvm4kI56XcpF424iysjIUFBRg1qxZ6NevH8aMGYMvvvgCPXv29PozcXFx2LNnD8aOHYu+ffti2rRpKCoqwgMPPAAAGDNmDBYsWIBnn30Wl19+OV577TWUlZXhhhtuOO92Hj58GOXl5fjvf/+LK6+8Emlpae6vTZsCOxIYlCqe06dPIy4uDu+99x7GjBnjvn3SpEloamrChx9+2OHPq1rF457l7SPCDsAsb+oEvm4kI56Xqup0FY9Lu1VV3Z3BCauqVKfrKp6oqCgMGTIEa9eudd/mcDiwdu1a5OTkaNsYiSNs6gBfN5IRz0s5cdsIXQpaimfmzJlYsmQJ3njjDezevRuFhYU4efIkpkyZon1juDGbPvF1IxnxvJSTa9uIK+5yfmeQKL2g7cVzzz334Ntvv8UTTzyBuro6XHnllaioqGgzcVYzmaOB/qPa7tXAk1hufN1IRjwviTotqCvJnq+ArCRLRERSUW0OCmlK13NQiIiIiDrCAIWIiKTma5VTkotar1fQ5qAQERF1JCoqCkajEUeOHMFFF12EqKioNku/kzyEEDh9+jS+/fZbGI3GTi/ixgCFiIikZDQakZGRAYvFgiNHOtpCgGQSFxeHnj17wmjsXJKGAQoREUkrKioKPXv2xJkzZ2C3c5NF2UVERKBLly6qjHQxQCEiIqkZDAZERka22YWXQhsnyRIREZF0GKAQERGRdBigEBERkXR0OQfFtfitzWYLckuIiIhIKdfntpJF7HUZoBw/fhwA0KNHjyC3hIiIiPx1/PhxmEymDo/R5V48DocDR44cQdeuXVVftMdms6FHjx44dOgQ9/nRAPtbW+xvbbG/tcX+1tb59LcQAsePH0d6errPdVJ0OYJiNBpx8cUXB/Q5EhMTeYJriP2tLfa3ttjf2mJ/a8vf/vY1cuLCSbJEREQkHQYoREREJB0GKOeIjo5GSUkJoqOjg92UsMD+1hb7W1vsb22xv7UV6P7W5SRZIiIiCm0cQSEiIiLpMEAhIiIi6TBAISIiIukwQCEiIiLpMEA5y8svv4xLLrkEMTExGDp0KLZu3RrsJoWEf/7zn8jPz0d6ejoMBgM++OADj/uFEHjiiSeQlpaG2NhY5ObmYt++fcFpbAiYN28errnmGnTt2hXdunXDmDFjsHfvXo9jmpubUVRUhJSUFCQkJGDs2LGor68PUov1bdGiRRg4cKB7saqcnBx89NFH7vvZ14H19NNPw2AwoLi42H0b+1w9c+fOhcFg8Pjq37+/+/5A9jUDlB+88847mDlzJkpKSlBVVYVBgwZh5MiRaGhoCHbTdO/kyZMYNGgQXn755Xbvf+aZZ7Bw4UK8+uqr2LJlC+Lj4zFy5Eg0Nzdr3NLQsGHDBhQVFWHz5s1Ys2YNWltbceutt+LkyZPuYx566CGsWrUK7777LjZs2IAjR47gpz/9aRBbrV8XX3wxnn76aWzfvh3btm3DTTfdhDvuuANfffUVAPZ1IH3xxRd47bXXMHDgQI/b2efquvzyy2GxWNxfn3/+ufu+gPa1ICGEENnZ2aKoqMj9f7vdLtLT08W8efOC2KrQA0CsXLnS/X+HwyHMZrP4/e9/776tqalJREdHi7fffjsILQw9DQ0NAoDYsGGDEMLZv5GRkeLdd991H7N7924BQFRWVgarmSHlggsuEK+//jr7OoCOHz8uLrvsMrFmzRpx/fXXixkzZggheH6rraSkRAwaNKjd+wLd1xxBAXD69Gls374dubm57tuMRiNyc3NRWVkZxJaFvtraWtTV1Xn0vclkwtChQ9n3KrFarQCA5ORkAMD27dvR2trq0ef9+/dHz5492eedZLfbsXz5cpw8eRI5OTns6wAqKirCqFGjPPoW4PkdCPv27UN6ejouvfRSTJgwAQcPHgQQ+L7W5WaBavvuu+9gt9uRmprqcXtqair27NkTpFaFh7q6OgBot+9d99H5czgcKC4uxvDhw5GVlQXA2edRUVFISkryOJZ9fv527dqFnJwcNDc3IyEhAStXrkRmZiZ27NjBvg6A5cuXo6qqCl988UWb+3h+q2vo0KFYunQp+vXrB4vFgtLSUlx33XWorq4OeF8zQCEKYUVFRaiurvbIGZP6+vXrhx07dsBqteK9997DpEmTsGHDhmA3KyQdOnQIM2bMwJo1axATExPs5oS82267zf3vgQMHYujQoejVqxdWrFiB2NjYgD43UzwALrzwQkRERLSZeVxfXw+z2RykVoUHV/+y79U3ffp0rF69Gp9++ikuvvhi9+1msxmnT59GU1OTx/Hs8/MXFRWFPn36YMiQIZg3bx4GDRqEBQsWsK8DYPv27WhoaMBVV12FLl26oEuXLtiwYQMWLlyILl26IDU1lX0eQElJSejbty++/vrrgJ/fDFDgvLgMGTIEa9eudd/mcDiwdu1a5OTkBLFloS8jIwNms9mj7202G7Zs2cK+P09CCEyfPh0rV67EunXrkJGR4XH/kCFDEBkZ6dHne/fuxcGDB9nnKnE4HGhpaWFfB8DNN9+MXbt2YceOHe6vq6++GhMmTHD/m30eOCdOnMD+/fuRlpYW+PO709NsQ8Ty5ctFdHS0WLp0qaipqRHTpk0TSUlJoq6uLthN073jx4+LL7/8Unz55ZcCgHj++efFl19+KQ4cOCCEEOLpp58WSUlJ4sMPPxQ7d+4Ud9xxh8jIyBDff/99kFuuT4WFhcJkMon169cLi8Xi/jp16pT7mF/84heiZ8+eYt26dWLbtm0iJydH5OTkBLHV+jV79myxYcMGUVtbK3bu3Clmz54tDAaD+Mc//iGEYF9r4ewqHiHY52qaNWuWWL9+vaitrRUbN24Uubm54sILLxQNDQ1CiMD2NQOUs7z00kuiZ8+eIioqSmRnZ4vNmzcHu0kh4dNPPxUA2nxNmjRJCOEsNX788cdFamqqiI6OFjfffLPYu3dvcButY+31NQBRVlbmPub7778Xv/zlL8UFF1wg4uLixJ133iksFkvwGq1jP//5z0WvXr1EVFSUuOiii8TNN9/sDk6EYF9r4dwAhX2unnvuuUekpaWJqKgo0b17d3HPPfeIr7/+2n1/IPvaIIQQnR+HISIiIlIP56AQERGRdBigEBERkXQYoBAREZF0GKAQERGRdBigEBERkXQYoBAREZF0GKAQERGRdBigEBERkXQYoBAREZF0GKAQERGRdBigEBERkXQYoBAREZF0/j9fBd8o0zApWwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label= \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(20,94),\n", + " arrowprops=dict(facecolor='black'))\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "e0ccb079", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/77/ts_46pgn0136dtc7_7vm9c_r0000gn/T/ipykernel_33767/2274028655.py:10: 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()\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label= \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(20,94),\n", + " arrowprops= dict(arrowstyle = \"<->\"),\n", + " color = \"hotpink\")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "2634b5ea", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label= \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.yaxis.set_major_locator(plt.NullLocator())\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "0ef4807f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label= \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "97e706bc", + "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": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\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='left')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "3b63bbe8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'New X axis!')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\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='left')\n", + "font1={'family':'serif','color':'indigo'}\n", + "ax.set_xlabel('New X axis!', fontsize=30,fontdict=font1)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "2c4446a6", + "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": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plt.style.available" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "67806840", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/77/ts_46pgn0136dtc7_7vm9c_r0000gn/T/ipykernel_33767/2128743411.py:10: 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": [ + "plt.style.use('fivethirtyeight')\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)\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": null, + "id": "8da0ed5a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env (3.11.13)", + "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 +} diff --git a/02_activities/assignments/participation/Day3.ipynb b/02_activities/assignments/participation/Day3.ipynb new file mode 100644 index 000000000..d25dd5531 --- /dev/null +++ b/02_activities/assignments/participation/Day3.ipynb @@ -0,0 +1,370 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "id": "57575012", + "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": 7, + "id": "5088ff84", + "metadata": {}, + "outputs": [], + "source": [ + "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": 8, + "id": "35c05331", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/77/ts_46pgn0136dtc7_7vm9c_r0000gn/T/ipykernel_74692/2077348523.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": [ + "fig,(ax1,ax2) = plt.subplots(ncols=2,\n", + " nrows=1,\n", + " figsize=(7, 3))\n", + "ax1.scatter(x1,y1)\n", + "ax1.annotate('This is important', xy=(10,65),xytext=(30,65),arrowprops=dict(facecolor='black'))\n", + "ax2.bar(x2,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f302d667", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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sWIZVuccJt5MKKytBhVUKMgl7NJNiYHUyOf6ZjM8pJhVxpAeUErnn+EAQD+/+B/7rT4cQMemJnhVS1QkjulzBAsStQKegWJkoJJQNYC73OuFyxP+9UtyCNaDCKg16jbikGBhLJkZoveNzGMWiIpJ5nMglLJKA48x5og9HY/zoF1ZYKbUCh0UeK/ZF15StQI8TLr4VaH1VfSRA5nUN6DHi0nZz48nECC3+ndc/PoZf7vpH2ucpJhWRzONErugPCFlPwXAMpeZIJ+ARG9WrE4tTbAWGhV2BTLEy0yBmFrVQ7nGin4v/fzhivkKWSIYKK40wI64WmGIgz7GqK7IdaPlEz/GX/87cSdX4/f7P0dEbUNytaUP8b1NsKmImx4wg0tEfENSfoAlP9IGEEmWzAf4SFwDluAWxYlWeSGU3lWIVYOZ1J4KJET3ksbIGVFjlCFIMzAOpiARhHH1ixSqiPOC4kLA5gSUuB0rcDgDKcQt8YeVywlcSPxX2DocRCEfhdTnytFp1BhKp6+VeJ/qD8WNuxtYrkQx5rHKIlu3mhRoUbLY15BryHRGMzz//HNdeey1qampQUlKCc845B++88w5/O8dxuOuuuzB27FiUlJSgsbERH330UQFXbC7MrlgNi2IUSllhJVOsOI7jR9p43Xb4S1x8pMFxkxjYxbsCyWNlLUixKiCFHhRsljXkC1IRie7ubixYsAD/+q//ij/+8Y8YPXo0PvroI1RVVfH3+elPf4oHH3wQTzzxBCZNmoQf/vCHWLhwId5//314vcXjw8uUvmGpx8pssMLK63KgxKWsWAUjMT7VvNTthM1mw+gKDz7vGcax/iDGV5Xmdc1KCOZ1B5x2iluwElRYFQg29kb+/YMFVqZTUaIxLusCIds1WBHyHY1s7r//ftTX12Pjxo38dZMmTeL/n+M4rF+/HnfeeScWL14MAHjyySdRW1uLZ599Ftdcc03SYwaDQQSDgsrR19dn6Jrf+Mdx/Gbfp/jRV842xQYLqWJlvlYgU6e8Lju8CcVK7rESX2bF16hEYWUWA/sAr1i54HbGP9upsLIG1AosAOnG3gCpAyt3HDyKC+5/FV9/fB9u23IAX398Hy64/1Vd6eHZrkHtMfPVUhwJ7UvCeJ5//nnMnj0bV199NcaMGYOZM2fi8ccf528/fPgwOjo60NjYyF/n9/sxb9487N27V/Ex165dC7/fz//U19cbuuYn3/gUf3i3A0+/1Wbo42aK1GNlvhN9ICIEf5aqKFYsfsHjtPNfSM02L1BoBTr4VmDIhMebSIYUqwKgZ+yNXF0xSmXKZg1K5LOlOJLal4Sx/POf/8QjjzyC5uZm/OAHP8Dbb7+Nb33rW3C73bjhhhvQ0dEBAKitrZX8Xm1tLX+bnNWrV6O5uZm/3NfXZ2hxxbbdtx7pNuwxs8HsihXbFSgxr8sUK/GOQIbZIhcox8q6kGJVADIde2OkymTk6B1W7MkLtVzM4cvncxHFRywWw3nnnYd7770XM2fOxC233IKbb74Zjz76aMaP6fF44PP5JD9GwlSh/Z92I2YCZVaeY2U2JB4rd1w7kBdW4tR1xuhycylWA4rmdfMdbyKZnBdW9913H2w2G26//Xb+ukAggKamJtTU1KC8vBxLly5FZ2dnrpdiGjIde2PkgGejRu/koqVohuciipOxY8di6tSpkuumTJmCI0eOAADq6uoAIOnzqLOzk78t3wQThUJfIIKPjw0UZA1i+oatsyuQ+aeGZK1AofgSToFjfOYqrCSzAh3ksUrFx139aNq8H699dLzQSwGQ48Lq7bffxq9+9StMnz5dcv2qVauwfft2bN26FXv27EF7ezuWLFmSy6WYikzH3hipMuldg5qnychij5HP5yJGFgsWLMChQ4ck13344YeYOHEigLiRva6uDjt37uRv7+vrw5tvvomGhoa8rpUhLl7e+aTw7UCxx8qMnh/BvC7ELQRUW4FKipU5RlvxAaEixYpyrJLZ988TWPLwG3jxb0ex6Y3DhV4OgBx6rAYGBrBs2TI8/vjjuOeee/jre3t7sWHDBmzevBkXX3wxAGDjxo2YMmUK9u3bh/nz5+dqSaYh08BKIwc861lDKk+T1m+sWovCfD4XMfJYtWoVzj//fNx777346le/irfeeguPPfYYHnvsMQDg1fV77rkHZ5xxBh+3MG7cOFx11VUFWbN4HEvrp93493kTCrIOhtk9VuxzosTl4IM+k83rgsGdMcZnrnmBEo+VM9EKjJAaL+a5A5/jO1v/ynvPlIJgC0HOFKumpiYsWrRIsrsGAFpbWxEOhyXXT548GRMmTFDddRMMBtHX1yf5sTqZBFYaPeBZyxrSeZo+OT6o6bm0FHv5fC5iZDJnzhxs27YNTz31FKZNm4af/OQnWL9+PZYtW8bf54477sDKlStxyy23YM6cORgYGMCOHTsKlmEVEPmYWj8tvBpr9l2Bw6KiqVQ1biFetCiZ148NBMFxhS1gOI7DYGLNFV7yWMnhOA4tuz7GbVsOIBzlUF9dAsA8CmpOFKstW7Zg//79ePvtt5Nu6+jogNvtRmVlpeT6VLtu1q5dix//+Me5WGpB0RtYmYvRLKnWkM7TZAPw1FtHUOfzorMvuzl8+XwuYmRzxRVX4IorrlC93Waz4e6778bdd9+dx1WpI1aFPjkxhGP9Qb4IMJpwNIbVz7yLhtNqsHTW+KTbYzGOV1LiazPHiUyMUkCofAgzu4+4sBpVHh/YHI5y6BkKo6qscNOlA+EYb4EoI49VEj976RAe3v0PAMB/XDAJ806rwc1PvoOQSXZNGq5YtbW14bbbbsNvf/tbw77hrV69Gr29vfxPW5s58lyMQMvYGzG5GM2itgYtnqaOviC+PjfempCvXE+xl8/nMjuU0UWIYYpVRWJQ8P4cxi68dfgkftf6Gdbv/FDx9oFQBGIxJ2iS1osYsTFdUKwiEhWKbwW6BG3B43SgsjQ+tPlYgcfaiIvXUpeDPFYyntz7KQDgf315Cu68Yio8TnPlfBmuWLW2tqKrqwvnnXcef100GsWf//xn/PKXv8RLL72EUCiEnp4eiWqVateNx+OBx5Obb2hWJF+jWbR6lU4dVYpHrj0vyRtVpyNbKp/PVUjSJeZTRhchhuM4PvBy3mk1eOWDTrR+2o2FZ+dmh+KRk0MAgJMDIcXbxf4qwJyKVUC0K5Alr8e4eFHicUpzrcSKFRA3sPcMhdHVF8SZtRV5XLUU8Y5Au91GOVYy2N/4yhnjAABuvrAyR6FveGF1ySWX4N1335Vcd9NNN2Hy5Mn43ve+h/r6erhcLuzcuRNLly4FABw6dAhHjhwp2K4bK5KP0Sx6zPINX6jJqtjL53MVinRF00gcMUSkJhzleIVowelCYZUrPuuOF1aDoSiCkShfiDDEcwIBkxdWbqEVCMSLKb6wCieb14F45MJHXQM4NlDYDTDiOYEAROZ18x3vfMNxHCIJFd+ZaJGywsoshafhhVVFRQWmTZsmua6srAw1NTX89cuXL0dzczOqq6vh8/mwcuVKNDQ0jIgdgVaCmeU7erV5mrIp9vL5XIUgXdHU8u8z8ZMXP0jpMfvx9vdx6dQ60xeQhHEERN/AF5w+CgDw7me9CISj/I43I2k7Ocz/f89QGLU+6XMkK1bmUAjEiOMWXA47XA4bwlEOw+EoKhP3Yeb1EleyYgUAXX3maAWWJdq/5LESiIisEa7EcGq3yUb+FCR5fd26dbjiiiuwdOlSXHjhhairq8MzzzxTiKUQKWBmeSD3nqZ8Ple+0RJseudzBymji0iCJZvbbMAZY8oxqtyNUDSGg5/35uT52hKKFQCcHExuByYpViZPXhf/V7wzcEilFWiWyAXWCmS+OvJYCUREqpRcsTLL8clLYbV7926sX7+ev+z1etHS0oKTJ09icHAQzzzzTMFSjYnU5MIsb4bnyidajPknB8Oqt4uhjK6RBWtreZx22Gw2nDehCgBy1g78rFtQrLqHkgur/qAVWoFCjhUgFE/isTapPFaAeczrZbLCihQrIBwTjgFfWDnM1SqlIcxEWvJlls/3c+ULI4shyugaWbBWG/MGzT61Cn96vxPvfNqN/2nwcwXCUYlS061Q7FuhFSg2r4v/Kw6PFAJCpadAfhCzyVqBZF4XEBdPrBXIPGhBkxSeVFgRmsinp8lq/ql0aC2Gqsvc6B4MUUYXwcPUFzbTbtbE+N9//6fd4DgONptxXzjEahWgrFixVqDbYUcoGjOlYiUY0+2J/yYPYlZTrMYkCqv23mHEYhzsBfpCJ94VCABuJ3msGMxjZbeB//uIPVZG/7vIhIJ4rAhiJKE1Mf+exdP4y/LbAet6zIjMYYoQ8wlNO8UHt9OOE4MhfHJiKNWv6kbsrwKAbgWPFVOsmLJjysIqJFX5ShJFqdhjNSxTtRhfGFMOp92GT08MoWnz/qRg0XwxEIw/b7ncY2XC451vWHHpdAjlC/NYAVJze6GgwoogcoxWY/6Xp+feY0bho9aCmcNZAKLH6cD0U/wAgHc+MXYjQ7JildwKZONsWEq5GQurgCxKgQ1aDkhagRHJfRi1Pi9+/tUZcDvs+OPBDvz74/sUTfy5RjyAGSCPlRhmXneJvmS6RUWWGYpPagUSRB5gxvx0waa59JhR+Kj1CMgUKwCYNbEK73zajf1HunH17HrDnuuzRDgoG2el2ApMnPBHJUzeZkxel5vXlQYxq7UCAWDxuaeg1ufFLU++g/1HerDk4dex6aa5OHVUWa6XziO0AhM5VuSx4onEUitWoUgMZQXOE6fCiiDyhNaiKRceMwoftSYBmWIFxAsrAHjnE2N3BjLF6szaCnxwtC+lx4q1As2gDoiJRGP8lnvevK4wiHlIYVagmPmn1eD3t56PGze+jU9ODGHJI29g2zfPx8Sa/BRXAyGZxypHitVrHx3HU28fwd1fORs15daYbsKKS5dD+Nx02G38FwIzqHrUCiSIPKJ3NqQRaMnR+vH296ktaELkHitAKKw+6hpAr0K7LlOYx4q1GlN5rHjFymSFVUC0HnbMShUGMavtChRzRm0FtjWdj7NqK3ByMITnDrTnYsmKJLUCc2Re3/j6Ybz4t6N45YNOQx83l7BWoNMuLV9YoWWG9yQVVgRR5GjJ0aLwUXMiKFZCYVVT7sGkRFvKyIHMTLE6Z3yisFIo2voDUsXKbHEL4uKJqXwlokHMQPyLBlPaStOk14+p8KJx6hgAyoGpuUK+KzBX5nVWhPQYWKDnmjDfCpR+KXWbKESVCiuCKHK05mhR+Kj5YB4mj0v6Uc1UK6OCQgeDEb5wOCeFYpXssSr8SUyMMM7Gzm/FL+EDQuNrFXut5OZ1JSpL4kb9HoXWaK5gOVblXnkr0FhVmRUh8nwyM8Ob1x3SfxPuxJcPagUSBJFz9Ay4JswFa215ZcOQeZ/Vp8aojEyt8pe4MKG6FADQH4wknaSYYlWTwa7A3qEwVj71F+w+1GXEkhWRh4OK/384HC8emHJls0m9a2r4S10AgJ7h/Kk6+Upej/CFlXUUK7Zmp12uWMUvm8H3R4UVQRQ5WnO0KHzUfARUFKvZicLqQFuPISfbtsSOwPrqEvhKXGDnLLGBPRSJ8a1J3rwejSGm0Zv3p/c7sP2v7djw2uGs16uGfE4gkDzSht8R6HJoCpKsLEkUVnlslyW3AuPrjMQ4zcdbCyzzqc9CilU4pqZYmSfriworgihyinnAdbETVFGsvjC6HD6vE4FwDB8c7cv6eZhxfXxlKRx2G/wKxYRY1Rgl2s+u1dPSlRiXI05ANxp51AKQPIRZi3FdTFVZ/luBg4mAUMG8LpyqxbPysoUVIVZUrFxyj5WJBjFTYUUQI4B8DLim8FHjCYQFz5AYu91maOwCawXWV5cAEIoJsWGbqRrlHqfEm6TVZ8XmEObyxJdSsQpLCyu1qAU5vGKVp1ZgMBLlj5E8bgEw1mfFK1bDFlKs2K5Ah3xXoHkUK8qxIogRAoWPWg+lXYGMWROrsOvQMbQe6cY3MCmr5xFagXF/VVWpG8CgxMDOVI0KrxMuhw02G8BxQDAaBeBK+xxsc0QuT3zDIWnqOiDyWMlbgRoLK+ax6h0O52V+IFOrAKDMLQ0IBQTFxgjYY/VZSbGKqXisMmgFrnv5Q7z+8XHcuOBUXDF9nGFrHHGKFX2rJkYyucjRYuGj8kgHFj664+DRrJ9jpCLkWCV/VLOBzK2fxAcyZwNTrMZXJRSr0rhi1S1pBcZVDZ/XBZvNxhu/dStWOSysFM3rSYqV8jgbNdiuQI7LTwHC/FVel51XZRx2G+97M1LxY+pPMewKzCSd/qOufrzzaTdODBjb5h1RipWVv1VHY1xOlAaCyIZ04aM2xMNHL51aR+/XDJDPChQzo94Ph92Gjr4A2nsDOKWyJOPnYR6r+qq4YlVdFldpxOZ1lrpekYgA8DgdCIRjmncGssIqlwGOSq3TJMVKZQCzGm6nHWVuBwZDUfQMhVGZKDpzRT/fcpWqgC6HHcFIzNBWYNiCipUwhFn6eeLhPVbaPXxDCgqnEYyYwsrKIz2sXBASxY2e8FGjx/SMBJSS1xmlbifOHufD3z7rxTufnMQp556S0XP0Dof5k/kpcsVK0gqM30corOySNaajq0AeK7lipbcVCACVpW4Mhobz4rMaDEnnBDLcrLAysDBlHquBYCQvbU4jYGuWJ6+7M/BY6fXbaWVEtAKtPNKD2iyEmaHw0dzCPFZKhRUg5FntzyIolPmrRpW7UZrYKceb18WKVULV8CXM3CwCQosCNRiM8CexnHqsFNQoNfO61l2BAFBZmqzg5Qp5hhWD7Qw0MsuKFWkcJ8wnNDtquwJ587oORY8V2WU63gtaGBGFlVVHeli5ICRGBhQ+mlv4HCuVIEshKDTzwor5q05JtAEBoKo0OW6hL0mxihcsWjxWTK0CcpuMHVBo7cjjFliBlW6cjRhWWBk5m1GNgYA0w4rBCglDPVai6Aar+KzUdgVmYl4f1Om308qIKKys+q3aqgXhSIA2QcSh8NHcwudYpVGsPjjax5ue9fIZ768SPFqsFXhSYVegz5tQrHS0Ao+JCqt8KFbSuAUn/7zRGKfbvA7kd6yNPByUkYk5Ox0R0WP15TFZPhvYrkCXAbsCM2kLa2FEeKys+q3aqgVhsUOeNwEWPnrrb/bDBkjUVQofzR615HXGWH8JTqkswec9wzjQ1oMFp4/S/RzCjkCRYqUQismyjiqSCqv0JzJxYcXSw3Ph51FqnYrbgsPhaEa+mso8jrVRawW6DR5rw3Ec71cCrKhYKbcC9Rwf8lhlgVW/VVu1ICwU+VCRCuV5M7NClo/w0ZEKK1qUcqwY2QaFisfZMFIpVqwV6NZRWMm//OXKwK7ksRLvEBwORRUjGdJRqdAazRWqHitWOBik+MmVL6ukrwu7AqXliycrxcpYjWlEKFZW/VbNCsKO3oCiz8qG+MnLbAVhIciHilSoaAErKGS5DB8dyaglr4uZNbEKz/+1Ha1HMiusFBWrRCHRF4ggEo3B6bAnm9d5j5W+ViAQL8bU2pvZIBRWwvGy2WwocTkwHI5iOBTNaIt9IVqBrIBluJzGeqwistE4Volc4HOsVFqBWhWrcDTGH0tSrDLEiiM9aMabNoxWkdT+joXwvFlpV2guwkeN5kc/+hFsNpvkZ/LkyfztgUAATU1NqKmpQXl5OZYuXYrOzs6CrVcwr6dXrP7yabfuzxyO40QZVoJi5S9xgc0nZu0v9bgFfeZ1IHc+K2Zelxdt4p2BQxmoFP68tgKVd6oZ7bEKR+SKlUVagTFlxYqZ+7XmpA2JZlZSjlUWWHGkBysI5Y9dZzLFolAYrSKl+jtq/QdrlOeNwjdzw9lnn41XXnmFv+x0Ch+Dq1atwosvvoitW7fC7/djxYoVWLJkCV5//fVCLFVkXlf/Djy5rgKlbgf6gxF81NWPyXU+zY9/cjDEn2DGiQJGnQ47fF4XeofD6BkKYVS5R1CsmMcqUbxoKZLkilWuWoGBiLIaJewMjGRkWFZKos8Vg3wrULq+TDxEqZAPc7aMeV3FY+V2JN6PGo8Pex847TbJLEYjGFGFFSB8qzaSXIePUptFHSMDKtP9HW9vPEPTmvR63tRS9Sl8Mzc4nU7U1dUlXd/b24sNGzZg8+bNuPjiiwEAGzduxJQpU7Bv3z7Mnz9f8fGCwSCCQaFw6OvrM2SdHMel3RUIxIugmRMq8frHJ/DOJ926CivWBqz1eZKeo7rMjd7hME4OShUrXwaKVVJhlSPFalhFsSqRKFYZ7Ark4xaUW4GfdQ/h3j98gOUXnMYriFr474+OYdv+z/GDRVMwqtwDQPBYyVuBRpvXI0keq/wrVnv/cQK/efNTrLlyqubPTT7HSh4Q6tTnQRNHLdhsxp5LDW8Frl27FnPmzEFFRQXGjBmDq666CocOHZLcx2xyezbkK2vKCm2WQmDUzkktf8en3jqCOp+xmyB2HDyKC+5/FV9/fB9u23IAX398Hy64/1XsOHiUdoXmiI8++gjjxo3DaaedhmXLluHIkSMAgNbWVoTDYTQ2NvL3nTx5MiZMmIC9e/eqPt7atWvh9/v5n/r6ekPWKS5Y1HKsGGeP8wMA/nlsUNdzyEfZiBGHYnIcJ2oF6o9byFcrcDixK1BuTOdbgaEMdwWWpG4FPnegHX94twO/fu2wrvU+9ud/4pm/fI57Xnifv07NvM4UGqOOnbxA6ytAYfXEG5/gxb8dxUvvaT//h2PKipXenK9cRS0AOSis9uzZg6amJuzbtw8vv/wywuEwLrvsMgwOCv/gV61ahe3bt2Pr1q3Ys2cP2tvbsWTJEqOXkhcoa6qwGLVzUsvfsaMviK/PnQDAGM9bOv/UJ8e1nSRpV6h25s2bh02bNmHHjh145JFHcPjwYfzLv/wL+vv70dHRAbfbjcrKSsnv1NbWoqOjQ/UxV69ejd7eXv6nra3NkLWKgzfTGb1ZIaFnThqQPHxZTLVorM1QKMp/OfSVyAJC05zoozEOJwfjhVUmY0f0EFDIsRJfHg5HhYBQnSNtgPj4H6UvyUd748eRFapaYcXqswfasT+x+WAw3a5AozxWSYVV/luBTDXqGdS+KUBIXs9uV2AmXjutGP6IO3bskFzetGkTxowZg9bWVlx44YUZy+1mhVSFwmLUzkmtf59TR5Ua4nnT4p9iCllnH+0KNYrLL7+c///p06dj3rx5mDhxIv7f//t/KCnJbIixx+OBx+Mxaok8zC9kt8V9IKnIJBwREEctKClWgq+IFQAOu40v4viRNmmS108MBhHj4q9jjM+Dz7qHdReAWlGLUmBF1FAoqtouTIU/oVhxXDyWQD6IuaM3XjiyQlXvegHg7u3vY9s3zxdagTnOsYrECt8KZO8dPUUd77HKclcgawnnQrHKuceqt7cXAFBdHf/wTye3KxVWufIwGAFlTRUWo6I09PwdG75Qk7XnTatCtqrxTKx/5UNLxYRYicrKSpx55pn4+OOPcemllyIUCqGnp0eiWnV2dip6snJNUBR2mc4D4nFmpmakVKzKhFagYFx38mvR2grs6ot/dteUe/iCR+tGEL3wcQtuqZrBnjcQjmaUXeR22lHmdmAwFEXPUHJhxb6YnRwMYTAYSVKb1BDvTDvQ1oPnDrSnUKzix92owkpehBfCvM6+PLDwWS0IrUD5rkDtnj8gd+GgQI7jFmKxGG6//XYsWLAA06ZNA4CM5PZceRiMwKrho8WEEVEaev+O2Xre9CpkWl6bmUNEzcrAwAD+8Y9/YOzYsZg1axZcLhd27tzJ337o0CEcOXIEDQ0NeV8bO+loUVZcGbbYOvvi78M6f3JhVSlqBQrhoC7+dq2twGMD8cJqdLknY2VNK+nM60OhKIYyaAUCYgUvuW3VIfqSpKcdyArBK6bH/x3f98e/814ntZE2xuVYFT4glCl2+hQr5SHMet9bmQzj1kpOFaumpiYcPHgQr732WlaPs3r1ajQ3N/OX+/r6TFNcWTV8tNjIdudkvv+ORitkVggRNQPf+c53cOWVV2LixIlob2/HmjVr4HA48PWvfx1+vx/Lly9Hc3Mzqqur4fP5sHLlSjQ0NBTEopBuALMYPSnoSs9RplBkVJcJhYQwzkY4ZWjdFXgsoViNrhAiG3JRWMVi6rsomWLVJ/JI6c0uqix14fOe4SQDeyQaw/EBoaPy2clhzTszWSG48uIzcKCtR9JKTFKs+F1vxnxhisgKtEK0AtkIol4dahlTZeUeK72t0mHWCsxBUG3OFKsVK1bghRdewK5duzB+/Hj++rq6Ol5uF5NKbvd4PPD5fJIfM2GlkR7FrGpkqyKl+ju2/PtM+Evchh03IxUyK4WIFprPPvsMX//613HWWWfhq1/9KmpqarBv3z6MHj0aALBu3TpcccUVWLp0KS688ELU1dXhmWeeKchatUQtMDL136RKIa/idwWGkzKsALHHKnUrkClWYyo8gnk9BzlW4gJPzWN1YkBQm/SeUIXIBWkRcHwgBPHHgVbFiuM4XrGqLHXhB1+eIrldnmNltMeK/Q1YgVwI8zprI+tSrFhAqOzznRWeWt9bfCvQYwGPFcdxWLlyJbZt24bdu3dj0qRJktvFcvvSpUsBFFZuNworZE2RqpEepb9j92AIP3nR2ONmlEJGIaL62LJlS8rbvV4vWlpa0NLSkqcVqaNHsXJl2GJTmq3HqJK0ApMVK7dGTwvLsBpd4UFHovWYC8VqWFTgqSlWJxK7z9wOe5JHJx1qrUD2mhhaDeyhaEyinl0+rQ5zT63GW5+chNthT0rbN9pjxUzgNWVutPcGEAjHEIrEePUzHzDFSo/HKqKiWHl0tsMHreSxampqwm9+8xts3rwZFRUV6OjoQEdHB4aH4282sdy+a9cutLa24qabbiqY3G4kZs6aIlVDO+K/Y+9wCE2bc3PcjFA6CxX3UczKp1lg5nWPDsVKrxKUysgtaQXK5gSK15XWvJ7wE46p8GQ0KFcrrLByO+1Jn73MR8NiH1Il2avBZ1nJFKsO2b8/ttMyHYGQVGGz2Wy468qpcDlsOG10WdL9jfdYxR+nqkww4ufbZ8W+POhrBbKRNmq7ArV9FvGtQCt4rB555BEAwEUXXSS5fuPGjbjxxhsBxOV2u92OpUuXIhgMYuHChXj44YeNXgqRQK+qoZYEPtLIhxqUrdJZiLgPUj7zA29e16AgeHRuNWf3ZQZmJcWKKTQ9w2G+/aXksUpXJAmKlVcwGOegFciKRKXXwoYyn0woVpmcTPlWoKwIYP+2St0ODIWimhWroXD8xO602/iiadopfrx0+4WSTQIMo0fahBJeLa/Lwe947A9EUFNufHSIEuLJAv2BMGIxDnYNn3vsPeuUJa/r3cCRy12BOWkFpsNMcvtIQI+q0TscopNmgnyNlMlmzFK+4z5yPb6JEAjoUKwy2RUo3urvdScXb6yQ4DihvSXdFaitFdglagXmMiBUCAdNfi0lMo9VJidT1hrtkbcCE58R59ZX4o1/nNDssRpW8bedNrpc8f5uo83rIq9ShdfFF1b5Qvy+iXHxsFClglJOul2BWjdwWCp5nTAfWtWKl9/voHahCDOHv7JWXEfvMKrL3HmJ+8jX+CYiTlCHYpVJjAErRBwqQ2hdDjuvUH16Mj4FwCdRrDTGLfSLzOsZ7l7Uglo4KCC0AvuD+ucEMlhIqHwQc2di1+PsxIzA/kBEU2trKIXCpkSuPFYuh51P08+ngT0g2/SgdaROmB/CrDIrUOPxEWYFWqAVSJgPrWrFswfayQQtwqzhr0qtOCWMjomgodD5RY9ilUmLTXxiVwsgrS5zoz8Qwacn4iqM4q7AFB6rwWCEf57RFbnNsRpWGWcDqO8S1IO4NSqGZYGdOqoMo8rdOD4QQtvJIfhP8ad8vIDOPC2jPVZhkfLDlKJ8eqwCssT+3qEwTqlMP/2AKW0uefJ6pq1AK8UtEIVHj6pRXebi/QdKjMSZh2YMf1XbhKCE0XEfZlbwihE9ipUrgwG9aq0oMayYYC0ipmwAolZgipE2rA1Y5nagzOOE28FmGubQY6XweuTFSyYqhRC3oLwrsNbnxSmJYdafaWgHpioElTDaYyVWfpgyqWd3XrYkK1bairpIGsVK7xBmeayFEZBiVaToVTX+7dxTsOH1T9I+7kg6aZot/DVVK45RXebCD684G3U+4zcdmFXBK1YCopE26fBkoFililpgVJdKPS96k9fFUQtA5jMNtRBguV/O5NeTHL+gX1MQ53qJ6RQVVvVVJfirLOhTDb3maSHHyliPlcthQ4kr/try2QqUv2+0jtQJqe0KTByfaIxDNMal/ezLZfJ6UStWI3VLeCaqRuNUbbPQRtpJ00zhr+lacQBwcjCMOp83J3EfZlTwipmgnuT1hBIUzkCxSnVir5LNxFNOXldvBQpRC/F/PzktrHQoVpnsCvSXxI9FX0BIbx8KRXg1r87vxfiEYqUlcoH3hGltBTqN9ViJE8zZ3zWf5vVMPVa8N0y+K1D070TLMbL0EOZCMVK3hGeqakRjHMb6vejoDSj+rg3xD46ReNI0S/hroVtxZlPwih09yevspJuJYpXq8cUZR4CaxyoGjuMUfVpyxSofOVbKcQvKswP1wMzrHBf3IlWWuvkdgWVuB8o9TtRXxz1CehSrEpe203Cm8yDV4POg7HY+n6yQ5nWtWVb8bkYVxQqIvyfT/bvRu3lAD0WpWI3kMMxMVQ120gSQpEjQSdMc4a9maMWZScErdlLFB8gRt4liGpV5Ld/Yq5Jagcm7AjlOvT2V1ArM4UibVIVikmKVwcnU7bTzg5FZO5DtCKxN/HvgFSstHisNHjcxRnusIhLzegEUqwxbgYLSJhtpI7qs5RgJHivaFZiWkT7iIxtVg5005Upf3QhQ+qwAa8UVWlU0i4JX7AgjbbTvCgSAcCwGjz3976SKJ2DIFSulHCsg3g5UGoXSlU+PVYpC1JvUCsxMpfCXuDAQjCSyrMoEf1Xiy0x9laBYqal4DFYIai3yjPZYiVuBTInUWtwYQebmdUFpE2OzxWNDQtFY2vcXx3F83AK1AjUw0reEZ6tq0EnTvJipFZdNqCmhDaEVqGVXoHCfUCSmqRhLNYCZIfZYeV12SfEkLaxiqFD4fTXzei5yrPS1AjM79VWWuvB5zzAfucAKK6bgjkvEBQyFojg5GEqZYl5oxUo8GsYMHiutrcAwS153JH/OuZ3aCqtgJMYPzs6kLZyOomsFFtqHUmiMMBiboe1FKEOtuJGDLsVKVlhpQcuuQHFhJU/FZgoBoF4oicNBxevMRSswlXnd5bBLWkWZqhTy9HVx1AIQb0PW+uKvNZ3PihW22uMW9PvoUsFGw0gUq3zuCgzLW4FazeushZlcvmgNCR0WTR3IRY5V0SlWZvChFBIzqRpEbiBVcWTAihWPBsXKbrfBabchEuN0DKHVoFiVCcWUOHWd4UmjEKi3AlMPbs6EdGZ8r8uBcDSRtp3hydRfKh3ELEQtCMrU+KpSdPYF0dY9hBn1lWnXqzkgNIN5kKkQB4SyfLL8eqzir99mi/v0tBR1sRjHK01Ohc87VnymU0SHRAO75XlYRlB0ihVtCSdVYyRAqmLxE9AZIKnXv6SlsKpOoVgBqdPXozEOJwfz57EaTpP7JS5gMm3/VJbIC6v466vzCZ+1Yp9VyvWG9BV5vMfKoFmB4l2BhUheZ4rVqES7VIu/KxwT3jdKBZHWkNChYO78VUARKlak2MQhVYMgrA0/0kZDjhUQP6kMhaIIRbWpQUMaWoGVosKKbckXw4eEKqSvnxgIIsYBdhtQUyYrrHLRCkzzesTXZ9sKZH4gFrdQK/oSqzXLalhvjpXhuwKF3XVCKzCS1nRvFOzvNabCg2P9QU2FVUSkxsp3BQLi4jNNYZXDcTZAERZWQH52t0VjnOmLFjIYE4R14Ufa6Bx5EtKoaAQ0BISyiIGBYEQStcDwpDCjszZgTbmH/2z0GJzFJEYI3FQuRMWG9YwVKz59PYRYjOO9urVixSqRZdWm0WOldwizcbMCk0faRGMchsPRjAJU9cJagWMqPHgP2gJCxYWVfFcgoH2eIl9Y5SBqASjSwgrIrWIzUsNHCYLIH7oVK53GcC3mdSDusxoIRhQ9Vu4U6evHBqTGdUDwCeWkFZimUBGPscm0cPCLWoHdQyG+OBG/xvEa5wVmOoTZeI+VHaVuBx8U3TccyU9hlXh/szbxQDCCSDSW0vMkbgUqKVYereb1cG5bgUXnsRKTCx/KSA4fJQgif+hJXgf0p5prnZXG2l8+RY+VeivwWJ/UXwWIir8cxi14VD1WTtH/Z6pYJXYFDof5HYGjyt2SHWr1fGE1nDKslTfba50VyBcNxs8KtNnEkQv58VkJrUBB7RsIplat+AHMdptiu1JrOv1gMHep60CRF1ZGky58FIiHj46UmYQEQeSOoE7zul5FQ7NilSgm9LYClRQrwWOl/TNy/5FuNP12v2YFSO31iI9jpifUKn5XYEgyfFnM2Eov7Lb4yf144hgoodfnw/6+bMhwtvCtwERLjf19tc7syxamWJV7nXyhmy7LSpy9pYTWnDQtczKzgQorHegJHyUIgsgG5kHRY14H9O8KTHdyOX1MOQBg0qjypNtSDWLuShQeo5UKKx1xC7/Z9ylefPcoXvxb6m4AO1GrFU2G7AoUxS0o7QgE4gXQWD/zWakXg6lyt5TQO7IlHeK4BQB5z7Ji72+vU5z8nkaxYtlbCv4qQLuqx49zypHHigorHYz08FGCIPJDVJRHpTduQWuquZYhzADw3YVn4Zlvno/Lp9Ul3cbvCkyhWI0uV2gF6igMBhIKymAodTGWbpedEbsC/SVx9a4vEMbRnrg5fYwvORNxvIbIBS27MsWI241GFFYR0UgbAHlPXxcrsixHK11RF0mjWGltBQ7pHCekFyqsdDDSw0cJgsgPYgVIq2LFlAfNrUCNipXX5cB5E6pgV/Co8jlWYQXzOktdFxUeen1ggFAwyUegJN2PJZmrJNWLCy61+6SDKVYcB3zYOQAgWbECtEUuZDrSBjDGZyVvq+V7XqDYQ8g2BaRvBQo7GZXQqogOBakVaBoofJQgiHwgNoNrV6zi99M90iaLk4uWuAWlVmCME9SHtOtMFCDDKRQrjuOE1pJq3EL8dZa4HIpFohZcjnj8BAAc6uwHIE1dZ7DIBTXFKhrj+GOmVbFy2G38BixjW4FMsWIhofnyWAlDs7UWdbzhXuXv53FobQVq27iRKVRY6YCFjwJIKq5GUvgoQRC5hRUJLodN8+eJ3jbbkM7kbyVSKVAnBuLz9EaVJxdW+tYZlfxXiWAkBo4N1U0TEJqtSsHUlU9ODAKQhoMyeMVKxWMlVt/0RBvoVSVTIcwKjD9m/ncFsjgRBx8+m64VmE6x0ppjxeIWykixMgc0LoYgiFwjPuloxe3UftKNxTjB7J2VYqXssQpHY/zW+UpRYns2w6JTtQLFt6UbaaNVAVSDzU9khZxSK5CNtWk7qaxYiYtEra1eQLzz0/hdgVqLG6Pgh4y77HxGWlrzukG7Avm4BRppYx5oXAxBELlESF3XftLVkxEVEHlQjFCs5LsCxS0d8Sgcp8MOuy3eCtSetxU/2Q6nKKzYbS6HTeJFEuM1SLGqLHFLLsvjFgBgfHVcsWrvGUY0xiWdG8TREHrakm4DQ0LlrUBfns3rAdFkAb0eq/S7AjUmr+eoFUiFVYbQuBhCjhXGHClh1XUXM5kpVtp3BYr9SsYUVtLnZCfICo8z6b3kdtoRCMc0714c0uCxYscrlSmdFVRZtwJLpQpcVWlycGqdzwun3YZIjENHXwCnVJZIbh/SaVxnaN31poWIWtxCnszr4r+Z5lZgzJhdgblOXi9YYdXS0oKf/exn6OjowIwZM/DQQw9h7ty5hVoOQWSFVcccWXXdxY64TaIVPQGhfEq5056xkRtQT15nhZXS4Ga3I15YaR69wwqrVIoV2xGY4kQ5IaEiTagp0/S8aogLqTE+j2ICuMNuQ63Pi897htHRm1xYaQ1nlePS0e5Nh9yvlO+4hYzM65p3BWpVrIrIY/X000+jubkZa9aswf79+zFjxgwsXLgQXV1dhVgOQWSFVcccWXXdRnHffffBZrPh9ttv568LBAJoampCTU0NysvLsXTpUnR2duZ9bfxW9AwUKy1qhlHJ02qtQFZYVSqoOXp2L4ajMd5kncpjpaVQmTWxCttXXIB7/21a2udNhbgVqOSvYrD2lpIZnN84kKFiZWTcAq9YleR3V6A4bkHIsdLmsVLdFai1FRjMbSuwIIXVAw88gJtvvhk33XQTpk6dikcffRSlpaX49a9/XYjlEETGWHXMkVXXbRRvv/02fvWrX2H69OmS61etWoXt27dj69at2LNnD9rb27FkyZK8ry8TxUqrvwTIXDGRk64V6FdQrPRkWYlN3qkUq3TjbADAZrPhnPF+PlYgU8TFotKOQEaqETF6BzAzjPRYCbsC5SNtct8KjMU4/u8fL6w0eqxiTLFSawXGr08fEJpZYauVvBdWoVAIra2taGxsFBZht6OxsRF79+5V/J1gMIi+vj7JD0GYAauOObLquo1gYGAAy5Ytw+OPP46qqir++t7eXmzYsAEPPPAALr74YsyaNQsbN27EG2+8gX379qk+Xi4+nzJSrHT4bzL1+MhR2xWYqrAS5gXq84Kl9ljpN/tnChvEDAC1KcKghVyo5GJhOKRvwDZDa5yAFviAUDuLW8ifYiV+v+hrBUoN93LYv4FguriFxHupzFMkhdXx48cRjUZRW1srub62thYdHR2Kv7N27Vr4/X7+p76+Ph9LJYi0WHXMkVXXbQRNTU1YtGiR5MsdALS2tiIcDkuunzx5MiZMmKD6pQ/IzedTJoWCnhwrI8JBAVHyurwVOJSisNJVAAoneS27ArONUtCCOD6izp8cDspg7S2lQiXTDDE+x8oA87rarsCBYCTnSrW4retxCrsC04+0YRERanEL8eOZ7vgIA7CLqBWol9WrV6O3t5f/aWtrK/SSCAKAdcccWXXd2bJlyxbs378fa9euTbqto6MDbrcblZWVkutTfekDcvP5FOTN5dpPvC6+xZb+pDhs0ImFbwWqmNdTKlY6W4EpPVYGKXBakLQCU3isUqkwmbYCnQZ6rJJnBQqvayDHqpU8AJe1AuO7RdX/zsKuQLWA0EQrMMWXi1iMM0yxVSPvuwJHjRoFh8ORZAjt7OxEXV3ykE8A8Hg88HjUvxkQRKFgY446egOKfiUb4uGxZhtzZNV1Z0NbWxtuu+02vPzyy/B6jSsYc/H5JBh7c6RYadhFp4W0rUBF87qOWAhRMRWOcghHY4ptIC0eK6PQXlilUqwyW69RHiuO43iPFfMruZ12eF3xHZt9gbDi384o5PEYFR4nbLZ46GrfcASjK5SPi1AMpg4ITVW0izPcimZXoNvtxqxZs7Bz507+ulgshp07d6KhoSHfyyGIrLDqmCOrrjsbWltb0dXVhfPOOw9OpxNOpxN79uzBgw8+CKfTidraWoRCIfT09Eh+L9WXvlwRyECx0jqAFgCGmGJikHldfiLrSaVYZVAA8pdVVCv+RJ2XwkrbrkCmACm1tzJtxWpRZLQgVrzEhWqqNRuJsDkj/vrtdhs/gzHVcwu+MOXSRcuuwCGDMtxSUZBWYHNzMx5//HE88cQT+OCDD3DrrbdicHAQN910UyGWQxBZYdUxR1Zdd6ZccsklePfdd3HgwAH+Z/bs2Vi2bBn//y6XS/Kl79ChQzhy5Ejev/Rlo1hpaRMFDGqFuNPELRjZCgSEdavdL18eq+oyN3xeZ9K/HTGpcqGGM1Ss9GSVpYINM44/pvDlKV/p60oeQi0GdrnKJkdLQKj42GeT4ZaKggSEfu1rX8OxY8dw1113oaOjA+eeey527NiRZGhXg0sMaaLdgYRZOH9CGf5w62y0ftKNYwMBjC73YtapVXDYbaZ+n5pt3ew52b9xI6moqMC0adIMo7KyMtTU1PDXL1++HM3NzaiurobP58PKlSvR0NCA+fPnG76eVAQyMGNnUrBkW4iotQL7DCqsWEK2cFmlsMrxUF0xTocdzzUtQIzjUh4/X4ocq+EMPVbMR5eteV1cfIvVn4o8pa+LM6wY/hIXPu8ZThm5IORYpQ4ITdVmHgzlNnUdKGDy+ooVK7BixYqMfre/vx8AaHcgQRQp/f398Pv9eX/edevWwW63Y+nSpQgGg1i4cCEefvjhvK9DGGmjP8dKW8FiUECoS/lExgeEyubqSdepoWWpsRXIBz568nNKq0+kuKeiIsVg4aEMPW56VMlUiBUvsWKVr/R1RcVKQ0goPyvQqeKx0qDo5dq4Dlh0VuC4cePQ1taGiooKxXECYvr6+lBfX4+2tjb4fL48rXDkQsc7fxTjseY4Dv39/Rg3blxenm/37t2Sy16vFy0tLWhpacnL86vBWmseHYqSnowjo8zewq5AacHTkyJuwZONx0qlFchUiHwoVlrxpcqxytDjZpTHShxbID6Hap3Zly1Ksx21tQJTe6xcGjLS+AyrHKWuAxYtrOx2O8aPH6/rd3w+X9GcfKwAHe/8UWzHuhBKldnItWKV6UgVOUqtwFAkxhcORnus0ipWJiqsUiWvZxoPYZTHijeBy7xK+fJYCV8chPe3X0P6etpdgRo8VoPB3KauAxbJsSIIghhJsBOPLo+VroDQ+H2MUqwiMY73v7ATo80mFBeSdWZjXlf1WOV29lsmMPVHKXBTKKz0rdc487o0w4qRSmUzEr4VKFasNKhl8sHRcoRdgeqtUqPa4KmgwoogCMJkZBIf4E74TjTNCjTIwCtWHEKywsrndSnuutI6dgRILqTYKBg5QwkVIlcjSjJBXFQOBJVN+LpzrDQUDlqQp64zUvnCjETp/S20AtWfm7UC1YYwa9kVyKeu57AIL/rCyuPxYM2aNRQwmifoeOcPOtbFi5BjpSduIX6S0mNezzpuQXRiZunrvcMhAMptQCCzliVDrRU4mKEClEs8Tgf/WuW+oczjFrQNGU6HfE4gg58XGEytWD3253/gnhfez3j3rtKQccG8nrlipeW9JRRWZF7PGI/Hgx/96EeFXsaIgY53/qBjXbwobUdPRyYttmxbgU6HHU67DZEYx685VYZVputkqBVWwyY0rwNxFeb4QDDJs5R5QKhBrcCoSiuwJL1iFYtxuH/HIURjHG66YBJOqSzR/fxKihU/L1BD3IJajpV4wDfHcYqb25i6Sa1AgiCIEUQmipWeHWNGztbzyEJCjSys5LsA1QJCB/PQ3skEn1dZhcm0sDXavC43gVd40nus+gOCZ+zkQCij5+c9hLp3BSYKQrVdgaJCUa1dOmSQWpsKKqwIgiBMRq4VKyMNvCwSgj1vb4qoBUCfyZ4VIBWJfCq5gsXfz4QeKwCo4ENCpQpQpkOYjcuxUm6p+VTWK0a8a+/kUGaFlaBYiVuBzLyu/tyhNIqV+IuI2vsrH3ELVFgRBEGYjKBCgGI65G2QVAwbOALGI0u77k20kdSG+KrNF1SCqQvV5fGgUaVWIMdxeVEhMkGILxCKEY7jMo67MCzHKqbmsUrvc+oZFoqpnkwLK4Vdr0IbUksrUINipfL+MipqJBVUWBEEQZiMQITlWOmPW+A4JG3vl5PprjQl5K3AnjTmdS07txis9VddFi+slOIWAuEYWB2ZSxUiE4RddkKxEIrGwP48ugsrw0baxH/f7VRWrPqGI6rFuUSxGsxUsUpudYtzrNSem/eGqewKdNht/OB4teJzMA/mdSqsCIIgTEY2ihWQXtEYNtCTxM9nC+s0r2tpBSZmANYkCiul5PVB0c5BIwpFIxFyoYQ1il9D4TxWQvK6mMrE3ywUjaluFBAXVt1DmeVdBVPELURinOpzh2OpdwUC6UNCh6mwyp6Wlhaceuqp8Hq9mDdvHt56661CL8nyrF27FnPmzEFFRQXGjBmDq666CocOHZLcJxAIoKmpCTU1NSgvL8fSpUvR2dlZoBUXD/fddx9sNhtuv/12/jo61sVHNooVkFoNCkdjvAnYGMVKmr6eagAzoG1QLoOdBKtK1VuBLHW9xOVQzM0qJEqtNfYaXA5b0q68dBjlsYqoeKxK3Q7+OdSKJklhlaViJf7iUOp28GqT2q7EiIrpXky6wn2Iz3Ajj1VGPP3002hubsaaNWuwf/9+zJgxAwsXLkRXV1ehl2Zp9uzZg6amJuzbtw8vv/wywuEwLrvsMgwODvL3WbVqFbZv346tW7diz549aG9vx5IlSwq4auvz9ttv41e/+hWmT58uuZ6OdXERjsb4Vp4excpht4HtLk+lBokN4LncFViZzryuI24hlceKqVpmM64DyorVUBb+Nj3zIFPBtwJlhZXNZuO9cWr+KaliZZzHymazpR1rI8w4VP93ka7VTIpVljzwwAO4+eabcdNNN2Hq1Kl49NFHUVpail//+teFXpql2bFjB2688UacffbZmDFjBjZt2oQjR46gtbUVANDb24sNGzbggQcewMUXX4xZs2Zh48aNeOONN7Bv374Cr96aDAwMYNmyZXj88cdRVVXFX0/HuvgQKzl6Tr42m01T0cLUAofdlvKbv1ZYyCNbd6oBzID23YscJ7SEalJ4rAaDxrU1jaZCYfZeNid29vfK1axAQCiIe9UUqyEDCquwsiKrFk/BCMfU180Qxtqk9liReT0DQqEQWltb0djYyF9nt9vR2NiIvXv3FnBlxUdvby8AoLq6GgDQ2tqKcDgsOfaTJ0/GhAkT6NhnSFNTExYtWiQ5pgAd62JEXDzIFYV06EqedjkUAxT1wrcCZR4rX5rCKl1xIDal15TFpwsoeayGDBrPkwuU5t9ls3HApfHYpYO1gpWUH9Z27VFRjaStwAw9VhFlD6EvTUhouiHMQPp/A0b6C9UwX4lvEMePH0c0GkVtba3k+traWvz9738v0KqKj1gshttvvx0LFizAtGnTAAAdHR1wu92orKyU3Le2thYdHR0FWKW12bJlC/bv34+333476TY61sUHU37cTrtuz5AWDw4ftWBQIaI3INSj0bwuHmfDdgUqtQIFxcp8hRUbEdOnoFhl0grk/74RY2YFsvmSYlgrUE2NMqQVqDILkw8JVVOs+FE8qVqBqcf+DOUhpb9oCysiPzQ1NeHgwYN47bXXCr2UoqStrQ233XYbXn75ZXi93kIvh8gDvLFXR+o6Q4tiNRw2VuER51gFwlG+MFTLsdI603BYtCW/LBEQqlRYDfMeK/OdzvhW4HCyYpVZK9DoXYHJ7zHWCuzRYl7PuLBSLi79adqQvNKWlXmdWoEZM2rUKDgcjqTdUZ2dnairqyvQqoqLFStW4IUXXsCuXbswfvx4/vq6ujqEQiH09PRI7k/HXj+tra3o6urCeeedB6fTCafTiT179uDBBx+E0+lEbW0tHesiQxhQm425WXm7OgAMh+InHKOiCcS7AtlJ12G38WnpcrR6rMReJLZWpZE2ZlasfCkUq0xO7IYFhKbwWFUl1EE1A7m44AqEY4rt2XQIHiuVWYUq6evCrsDMzOtR0UxL2hWYAW63G7NmzcLOnTv562KxGHbu3ImGhoYCrsz6cByHFStWYNu2bXj11VcxadIkye2zZs2Cy+WSHPtDhw7hyJEjdOx1cskll+Ddd9/FgQMH+J/Zs2dj2bJl/P/TsS4uhHE22ShW6q0io5OnxeZ13l/ldar6t7QWVuJ5eiXu+O8MKe0KzMP2+UypUEheFzxW+tdr9KxAJQ8fU43UohTkBVcmqlVQRbFKNy9QLX9LTKqRSeL2ci4LcfO9Ew2kubkZN9xwA2bPno25c+di/fr1GBwcxE033VTopVmapqYmbN68Gc899xwqKip4L4/f70dJSQn8fj+WL1+O5uZmVFdXw+fzYeXKlWhoaMD8+fMLvHprUVFRwXvXGGVlZaipqeGvp2NdXAip1Jl7cFIpGkamrgNSj1U6fxUgyrFK67ESlB12AlY2r5tYsUoch2AkhmAkCo/TkVUrSjD+GzUrUGFXIItbUClu5EXPycEQxlWW6Hr+QDrzuorHio3iSaVYpdocwd4/dpu+Aed6KerC6mtf+xqOHTuGu+66Cx0dHTj33HOxY8eOJEM7oY9HHnkEAHDRRRdJrt+4cSNuvPFGAMC6detgt9uxdOlSBINBLFy4EA8//HCeVzoyoGNdXGSjWLk0qEGZDgBWQ7wrMN0AZkCaY8VxnKqyJXjBnHwRGIzEEItxElM/K1TM6LEqF62pPxCBp9whHP8sWr3ZjrQRZgUqeawSrUAFn1M0xqE/MfB6VLkHxweCql4sNaIxji/svPK4BY05VikLqxStwEHRjkAjdsSqYb53osGsWLECK1asKPQyiop0A14BwOv1oqWlBS0tLXlY0chi9+7dkst0rIsLvk2SgWLl0dAqyiagUvE5ncmtQH9iy74S4tE74SinuDNNvM4St0Oi7gQiUUnbbzBxojfbOBsg7jUr9zgxEIygbziMUeWerFqxRnmsWGEjnxUIAFUpdgWK1apTa0pxfCCIkzpbgeI4keRWIJutqOyxSpW/xUjVas7HAGagiD1WBEEQVoQ39mblscpfK9AtagX2aGgFilswKVuWohafuMiUtwMFxcp8hRUgFAssJJTfPJBJK9Bgj5WSV8mfohXIritzOzC6Ip4tpnesjTgAN9m8nq4VyIYwp28FhhTapey9k8uoBYAKK4IgCFPBhydmoFily/ABjB/poahYlag3Q7TONBTHEtjtNv555JELZjavA0KWFV9YhTNX2FgLLMaBH3uUCWqzAgGgslRoBcq7E2IPHds9qNe8zhQrpZw2zSNtUihWqXYFCipobt8rVFgRBEGYCEMUKw1KkGEBoS7BY5VuADMA2O02XinRkhDPds8xhUc+1sb0ilWJdExLViNtJG3UzFUrYVegQtxCQrEKRWNJRay41cu3DHUqVqly2tLuCtQw0kZLKzDXGx2osCIIgjARgSw8Vm5n+vDNId48bcy3dr27AgF9o3dY1EIpvzNQ+juCx8rsilX82GQ3hFkoKLLxWYVTKFYlLgevKnbLjOliRZKNvpHfJx3CF4fk18+3TYORJLUsGuP4EUcpW4Ep2qX52kFqzndiGmKxGNrb21FRUZFTZz9BEPmF4zj09/dj3LhxsKf48CxmmAcls4DQ9EN6A7KCJVvEAaE9ibYQ21mmhttpx1AomibIVNriYwpbcivQ3IpVhcyQndWsQNG/iWx2Bgq7ApPPnzabDf5SF471B9EzFMIpoiiF3sTf11/iEhVWOhUrlagFQHjPc1y8cBRHjojf05kmr1NhlYL29nbU19cXehkEQeSItrY2SZr/SCIgGuWiF48uJchoxSrGJ2OrDWBmMFUhqKkV6JD8V62wMqvHyidTrLJpBbI2akQUWZAJwqxA5fdYZUm8sJJHLogVyeosPVZKiqy42AqE1QurTOMW8jGAGbBoYVVRUQEg/uHr8/kKvBqCIIyir68P9fX1/L/xkYiQY2WRgFCWvB6O8ic/I1qB8gKkRCUkNF++mUzhFauAVLHK1OPmctgRiUWz9FipzwoEoNrmExdWlbzHSl8rMKgygBmIv39ttrhiFQxHAdH7KCIqJFMmr6dQrAbzFLdgycKKtf98Ph8VVgRRhIzkFn82ipVLS2Fl+K5AwdfFigdDCitZkGkJ3wqUZhyxWYFlZlWsZBECw1kEhALxdu9wODuPVapZgYA4ckGqRrHCqrLUnb1ipdAKtNls8DodGA5HeS8WgxnXgXg+mBqpdgVS3AJBEITBPPLII5g+fTr/payhoQF//OMf+dsDgQCamppQU1OD8vJyLF26NGmQe64JpPhGn45C5FhJ4xYSHqtSba3AVMWBvGXpVTCvx2KcUKiY3GMl5FhlPtIGEP7GkaxagYmAUJWWWmWiGJSnqvOzIEtcfCzDUCiatFMzFekUWVZwMS8WQ0hdt6X84pV6VyDFLRAEQRjK+PHjcd9996G1tRXvvPMOLr74YixevBjvvfceAGDVqlXYvn07tm7dij179qC9vR1LlizJ6xqDKcy96dBVWBk8hLlnKMSfsNMpVlq8YMMaPFbi/zetYiWLEJArcXoxYhBzugRzllHVI1OjekQji3xeJ68c6Rlrk24WJvs7y4u1SJr2JSPVrEAyrxMEQRjMlVdeKbn8v//3/8YjjzyCffv2Yfz48diwYQM2b96Miy++GEB8/uWUKVOwb98+1aHWwWAQwWCQv9zX15fVGvnt6BkFhKY/6coLlmxh62Rz2Jx2W9oTl6a4hbDUO6V0wmWeGZsts0I0H8gVq2xHCmlp96aDJZirFSn+NIqVv8QFm82GqlIXjg+EcHIwhDq/V9Nz84WVyt/Ly/+dlVuBqXYEAkI2F+VYEQRB5JloNIotW7ZgcHAQDQ0NaG1tRTgcRmNjI3+fyZMnY8KECdi7d6/q46xduxZ+v5//yXbHcjaKlSYlyGjFSuYFYyfdVGgJMh2Stcx4j5XIvM77xVwO0/ry+ByrYBjRGMf/bTLdmcZHamQRtyDsClQ+ZpUqY22Y6sZahczkLle2UhFgrUCVLw4eld2fWgYwA1rjFmhXIGFRTv3+i4VeQhKf3Leo0EsgCsy7776LhoYGBAIBlJeXY9u2bZg6dSoOHDgAt9uNyspKyf1ra2vR0dGh+nirV69Gc3Mzf5ntbMyUYBaKlbaCxdihxUqFVTq0xC3ITfZehRMuM66Xesx7KmPjffqGI5K1Z3r8BVUye49Vul2BqeIWAKFlqGcQcyrzuvh6eSsw1XxDMW6Hekiu0Rs31DDvu5EgCCIHnHXWWThw4AB6e3vxu9/9DjfccAP27NmT8eN5PB54PB7D1pcqQDEdwo4o5ZNuLMbxLRajFCt5FpI/jXFd/Du6dgUqFFZmj1oApMnrbL1A5q1LIzxW6XYFMkVKvOMvHI3x7V6+sGKRC7o8VmnM604Vj1VMm2LFz8ukuAWCIIj84Ha7cfrppwMAZs2ahbfffhu/+MUv8LWvfQ2hUAg9PT0S1aqzsxN1dXV5W1+qnJ90pNttJ95pZXTcAkOTYqVl9I5sBxdbbyAk9liZOxwUEMzrMQ44MRAvVEqyaF2mKhy0IswKVPFYKbQCxYORWYQEH7mgY16gVsUqKPNYpSsGGamKdnHrOJeQx4ogiBFNLBZDMBjErFmz4HK5sHPnTv62Q4cO4ciRI2hoaMjbeljxk0mOlXBSUd7+LvYnZTKLUIn49nfhsp5WoFpxIPEiJU6CSiNt2NibXOcSZYPXZefbV519AQDZKSbG7ApUnxUIgI9S6B0K8zP7WGFVIdoNWJnBWJtgGo8Vb16PyFuBrH2prbBKtSuwLMetY/OW+QRBEAazevVqXH755ZgwYQL6+/uxefNm7N69Gy+99BL8fj+WL1+O5uZmVFdXw+fzYeXKlWhoaFDdEZgLslGs0vlvhB1pdtjTnKC0YrPZ4HHa+RaPNsUqdStQ3DIrSdEKtILHymazocLrRPdQGF198d2j2fjbUhUOWkk1KxAQWnyhaAxDoSjKPE7FAdvVpfoVqyCvWOmMW0isOa15PUVA6BC1AgmCIIylq6sL119/PY4ePQq/34/p06fjpZdewqWXXgoAWLduHex2O5YuXYpgMIiFCxfi4Ycfzusas/FYpdsVGDA4HFR4XgdfWFVqKKzSrZMpazabcF+lkTa8xyrHrZ1s8ZW40D0UNlaxUvHRaSHdDrsSlwNuhx2haAw9w2HVwqoyE49Vmve3RyVugc+x0tgKVPpyQTlWBEEQBrNhw4aUt3u9XrS0tKClpSVPK0omXYBiKlKN8wByt91c3LZMN4AZSO8TGlKIUShxx59Dal43d+o6g2VZdfbHC6tsTuxGeKzY77pUihSbzQZ/aXwQc89QCKdUlvA7BCWKVQZjbdLltLGCSx63EI5qVKxEkwDEhCIx3gBf6qLkdYIgiBEBx3H8CUEtQDEV6dpEw2mMw5kiXqsxrcDk0SNeBcWKmdfNmrrOYAb2zkQrMNNwUMCoXYHpd9ixdiALCVVWrBJxCxmY19MHhKrsCkyTvC58uZD+vvh9k+tWIBVWBEEQJiEUjSHhFc4qx0otH0qIMDBasRLWqs28Hr9/+nUKj6sYtxA0f9wCIChWXf3xwiqb9bqNKKw0pJhXlrDwT2lhJZ4DWV0mvY8WAmk8VkLcgix5XeuuQBWfIUvydzlsSREhRkOFFUEQhEkQn0wyy7FK3SYyepwNQ9wKNEKxUgpyZCqDWMkYylGhaDRMsepiHitDFKvMPFYcx/G/m0qxEiIX4mqUeAAzg6laA8FIyugMMWlzrPi4BZVZgWlagR6VkFy20cHo974SVFgRBEGYBDbOxmZTzxhKhSddK1A2JsYoxIUVaw+lIl1CvNLuLUXzekKxKjO9xypegBxLKFZZmded6rPwtMBaakDqtlqlbF5gj4LHyud1gW0s1DrWhjevq6hGanEL/K7ANLtZWbEYjXGIil7rcJ6iFgAyrxNEUUFjhKyNMM7GnlGAZKpxHoCg8ORiVyBDn2KlkrelsE5xK5DjONhsNksEhAJCK5AVNcYoVhkWViKlK1VbrapMOgdQyWNlt9tQWerGycEQTg6FMMaXfhBzujiREpVdgWGduwLjvxODwx5/vP5AfP35KKxIsSIIgjAJwgDmDOfIpVEzArlSrHSa1z2ady8K62QBoTFOULqsMNIGSN4pWUiPlVglTNkKlClWwgBmqSLJj7UZ1OazSvce96jMChSS17XtCow/l/Bajw3E1cLR5caNn1KDCiuCIAiTEBApVpnATrqRGIdYTD3Hx+jCij2v22HX5A1L3wpM3hUoVnkCoZjkfmYvrJhixSikxyoiKaxSmNdlY22UFCtAGNisNXJB8FilbgUmxy2wXYGpFStx6Km4cGfhrGN8VFgRBEGMGNLtmEqH+Nu6UtGi1GIzAhbq6C91aWph8rEQKiGX7DiIgz9dDjtfCLDXMRTMn28mG5h5neE1ICA00xwr1o502G0p/1asYErVCgSElqH2wip1TptXrRUY06ZY2Ww2xdgRUqwIgiBGIINZ7toTt3YUC6sctc6YwqalDQgICldQh3kdSFYzBvM0oiRbfDLFKpukeNbuDWdoXmcqTiq1ClAwryd2ByYrVqwVmL6wikSFkE5VxYpFhqjsCky3bkC51cw2DoyuoMKKIAhixMDUgSoNO+uUEO8kVDrxDmepiKmhu7DSGBAqLwDlOwOHLRIQWiFTrLIpBLP1WGkN2vSLWoHBSFR1FqSgWKX3WAVEf2/1uAWVgFDmsUqzbgBwKbSauxKp99QKJAiCGEGwb/0seFEvdrstZZZVrjxJrK2jv7BS2RWoVli5mWIVV6oGLWNel3mssigEjfJYpdtdJ24FsjagzZbsF6vSMYhZXCyp+Qj5vLKIvBWobVcgoDyImVesytPvXMwWXYXV2rVrMWfOHFRUVGDMmDG46qqrcOjQIcl9AoEAmpqaUFNTg/LycixduhSdnZ2S+xw5cgSLFi1CaWkpxowZg+9+97uIRCIgCIIYyZwcSk631kuqeYE5G8KcaOtoGcAMaDevy1UNQbGKIRrjeBXF7IVVkmJlgHk9U49VSOPMPfYeDEc5HO2Jqz0+rwt2mXm8Wod5XfBXqceJCMnryopVunUDyu8vlnpvOsVqz549aGpqwr59+/Dyyy8jHA7jsssuw+DgIH+fVatWYfv27di6dSv27NmD9vZ2LFmyhL89Go1i0aJFCIVCeOONN/DEE09g06ZNuOuuu4x7VQRBEBaEtQIzVayA1PMCefO6wYXI+KoSAMBpo8s03V9JURCjNixa7LFiPizA/OZ1ucpjxBDmbHOs0hUoJS4H/3f69OQQAGVFkhVgJzW0Aln8QapWtFcUt8BxgirH51il2RUIiCYQJJ4vGInyXrF8mNd1vRt37Nghubxp0yaMGTMGra2tuPDCC9Hb24sNGzZg8+bNuPjiiwEAGzduxJQpU7Bv3z7Mnz8ff/rTn/D+++/jlVdeQW1tLc4991z85Cc/wfe+9z386Ec/gtud+QcKQRCElWHDbLWkl6vBG8MVipahHI20uWbOBEwZ68O0cX5N9/ekG2kTVm7xiUNCWbvQbss8niJfuBx2lLgchnjc0g3aToeWOYFAfHedv9SFY/1BfHo8Lp4oFVbVsiDRVAi7XtX/XmyHKcsrY23miMZdgQDgTvwOO0YnBuJrczlsWanBWsnq3djb2wsAqK6uBgC0trYiHA6jsbGRv8/kyZMxYcIE7N27FwCwd+9enHPOOaitreXvs3DhQvT19eG9995TfJ5gMIi+vj7JD0EQRLHBvlVXl+WmFTico6Ryh92G8yZUaR5uq3VWoFxZ4/03oSi/g7LM7cwopT7fiH1W2SlWqaMq0hGKaFOsAGHHH1OslIoS9iXgpCaPlXbFSnx/QKS0aVCs3DLFqqtfiFrIx3sl48IqFovh9ttvx4IFCzBt2jQAQEdHB9xuNyorKyX3ra2tRUdHB38fcVHFbme3KbF27Vr4/X7+p76+PtNlEwRBmBYjFCthXmDyiVdoBRZW4dHqsUqlWA0GrRG1wBD7rArpseKVHw0FCktZ//REXLGSJ8gDgmLVH4ikVdGCIo+VGm6HHaz2EUcuhDUOYQaSC/d8Ri0AWRRWTU1NOHjwILZs2WLkehRZvXo1ent7+Z+2tracPydBEES+4T1W2bQCU6hBwyqm8HzjFu1sU0qIZwWg+q7AKH8fs/urGGKflRU8VoAQufDpCXWPlb/ExRdCPWl8VgENI5tsNpvIwC5SrNgQZi27AmWFO4taGF2R+x2BQIaF1YoVK/DCCy9g165dGD9+PH99XV0dQqEQenp6JPfv7OxEXV0dfx/5LkF2md1Hjsfjgc/nk/wQBEEUGyezzLECxIpGcpRBrlqBekmXEC94wZRHwQyHBMXK7DsCGeL09WyS142aFailQGGtQNZKUyqsHHabaK5g6nYg3wpUSV1nCJELwns4osu8biHFiuM4rFixAtu2bcOrr76KSZMmSW6fNWsWXC4Xdu7cyV936NAhHDlyBA0NDQCAhoYGvPvuu+jq6uLv8/LLL8Pn82Hq1KnZvBaCIAjLMhwSQhirsvBYCYpVilZgoRWrdKN30nmswlHLzAlkiBWrrFqBKVq9WojoaKnJW9JqcRpVGn1WfNxCmnmSLH09IGkF6jCvO+SKVX4LK11fW5qamrB582Y899xzqKio4D1Rfr8fJSUl8Pv9WL58OZqbm1FdXQ2fz4eVK1eioaEB8+fPBwBcdtllmDp1Kq677jr89Kc/RUdHB+688040NTXB48nPiyYIgjAbLAfIabehPIv2lvykwghFhHEihfYliRPi5S1LjuP4KAV50eRV8FgVWn3TCvMnuRw2TW04NVJtThDz+9bPsPefJ7B2yTmS59PTUpMrVGoBsFWlLhxG+iwrLeZ18e3SVmD8vevW4bEKyxSrMWZUrB555BH09vbioosuwtixY/mfp59+mr/PunXrcMUVV2Dp0qW48MILUVdXh2eeeYa/3eFw4IUXXoDD4UBDQwOuvfZaXH/99bj77ruNe1UEQRAWg52UqsrcWe1ccslOKoxh0bf/QitWNptNNcsqFI2B2a6SFKvEuodCYo+VtRSrbP1tWj1Wa//4d/yu9TMcaOuRXC/MCtSyK1CqWKkXVtrG2gQ1eKwAIXJhWFGx0pG8Hi1MK1BXqS8O61LD6/WipaUFLS0tqveZOHEi/vCHP+h5aoIgiKKmezB+UqrKMmdHTbFibRWn3aY5FiGXuJ12hKKxpMKKtQGB5GHFJYkWUlyxModfTCvMY5Vt61KLx6p7MITjA/Fioj8gLXaY8qNl5p48XkG1sCrT2gpkHqs0rUBXcitQTwvTsrsCCYIgCOPoNsC4DgBupzTDh5GrcNBMUYtcYOt0O+xJJ1FxjpVau9Cs+BKKVbbHX8uswI+PDfD/PxBUGw2jJW5BWkgpxS0A2kNCAxoDUpXG2vAtTC05Vvx7iwPHceZuBRIEQRC5wbDCSkXRUDOEFwq1VuBQinVKR9pYS7FiOVbZDGAGhFZvqhyrj7uEwop50RihDOIWGGqp5fxYm0FtcQvpkvKZYhUUeaz05FiJfWi9w2H+WI3KwzgbgAorgiAIU8DaKFVZzAkEhG/r8pE2bEyMaQortXWm2O1XojArsMwkrycdbI7ihOqSrB5H7LFSs+d81KleWEV0eJW0eqxGlcULlmOJ9qMaQY3mdcW4BY2jeABpK/CYKCoiX/lt1ij1CYIgihwWrpitx0pt19hwKH7ZdK3AJMUqUQAqrJMPCA0JHiuzFIrpmD6+EttXXICJo0qzehym9HEcEI1xioXGR139/P8PyluBMTYaRp/HypFityobwv1Z91DKx9MyKxBQbgWyET5a1i1WbfPtrwKosDI9p37/xUIvIYlP7ltU6CUQRNHBFKtqgxQreSuQL1hMUoiomeyHwuoFU4lLOOHyipVFktcB4Jzx2oZUp0LcwgtHOShlbUpagSFZKzCiXfkpcTngdsQ3Gfi86jMZx1fFi8XPu4fBcZzq/bR6rDwKcQvhDBUr8ZzAfEGtQIIgCBPAPFbZzAkE1JUgs4SDMtTWGUjVCnQreazM8XryhbiwUvJZ9QfCONob4C8ntQL5HKv0p3+bzcarVqnel2MrvbDb4m1dphApwQolT9ocK/VdgZpG2igoVmN8VFgRBEGMKFhhVZ1F6jqgrgQNmCxQU70VyBSr5HVKRtok7ldmkteTL1wOG194HOsPJN3+j2ODksvJHivtBQogtAPVdgTGH8uOsf54O7Cte1j1fnyOVVrzenKOFe8N09IKZP69aEyYE0iKFUEQhPGsXbsWc+bMQUVFBcaMGYOrrroKhw4dktwnEAigqakJNTU1KC8vx9KlS5Pmm+YClmOVtWKlsiuQebiyLdyMwsPvbpN6gFgrUJ5hBYhH2sQwZLFZgUZhs9kwfXwlAKD10+6k2z/q7JdclscthHSMhgGAypL4+1HNuM7Q4rPSnLyuMIQ5zPK3NBSEYp8hKVYEQRA5ZM+ePWhqasK+ffvw8ssvIxwO47LLLsPgoPAtf9WqVdi+fTu2bt2KPXv2oL29HUuWLMn52njFyqBWoHy3XfegMXEORqFuslcvmJhiFYrG0B9I3M9CHiujmD2xCgDwzifJhRXzVzGvnrpipe30zyIX0hdWcZ9V28kUhZXG5PUSN4tbSFastKxb7DNkOxXJvE4QBJEDduzYIbm8adMmjBkzBq2trbjwwgvR29uLDRs2YPPmzbj44osBABs3bsSUKVOwb98+fuapmGAwiGBQ8JX09fXpXpd4qHC2hY9awXJyyJg4B6PIJscKEMz+VolbMJJZicKq9YiCYpUorGaM92PXoWO8yZ+hJ2gTEHapqg1gZtRXM8VKvRXIe6w0tgIlcQssx0pPQKhIsRpd7k37e0ZBihVBECOW3t5eAEB1dTUAoLW1FeFwGI2Njfx9Jk+ejAkTJmDv3r2Kj7F27Vr4/X7+p76+Xvc6WJvOYbfxM+UyRW1XoFFxDkaRLsdKyWTvcdrBNpyxlpZZdjnmk/MmxAurfx4bTBojw6IWZtRXAhC8dQw9QZsA8IXR5QCEHC41eMUqRSswqDt5PXlXoCbFyiFMH2CKFbUCCYIgckwsFsPtt9+OBQsWYNq0aQCAjo4OuN1uVFZWSu5bW1uLjo4OxcdZvXo1ent7+Z+2tjbdaxFS112wa1QS1FAzhZ80WStQbaQNMywrtQJtNltSwTXSzOtAXHX8QqLQ2S/yWQ2HorxidG6isJLnWIV1jLQBgG9cMAm/v/V8XDt/Ysr71VdpUay05Vh5Us4K1K5YDQQj/BeKfJrXR947kiAIAkBTUxMOHjyI1157LavH8Xg88Hiy+9Bm/qdsjeuA+q7AHrO1AjPYFQjElawh8aBmz8hTrABg9sRq/OPYIN75tBuNU2sBAP84NgCOi/urJlTHFSR5jpVej5XLYedbj6kYn3i+9p5hRGMcHApfEAIRjeZ1UV4ZAHAcp2t4tNvh4NcSfw021XE8uYAUK4IgRhwrVqzACy+8gF27dmH8+PH89XV1dQiFQujp6ZHcv7OzE3V1dTlbTzfbsWdEYcVagRHpuBPTKVaq5vXU+VTik7LTbuMfZ6TB+6w+Pclfx4zrp48u51PSB4MRyeibsI6RNnqo83nhtNsQjnLo7EuOgQBEipVSqqkIIW4hvlZWVAHalDZ2n77EBofR5R7V0NJcMDLfkQRBjEg4jsOKFSuwbds2vPrqq5g0aZLk9lmzZsHlcmHnzp38dYcOHcKRI0fQ0NCQs3Wd5MNBs/9WzQqNoEixikRj/EnGLB4rT7qRNiqFlfj6ErcjrydMMzHr1Hhh9dfPevljyPxVp9eW87slY5zMq6Rjd50eHHYbxlUmsqxUdgYGecUq3Ugb6a5AprIB2rxhbpk5Pp87AgFqBRIEMYJoamrC5s2b8dxzz6GiooL3Tfn9fpSUlMDv92P58uVobm5GdXU1fD4fVq5ciYaGBsUdgUbRY9A4GwBwKRQsPcNxRcxmS79tPl+oeazSJaqLPVYj0V/FOG1UGapKXegeCuNgey/Om1DFD18+Y0y5JAdsIBjhC1J+VqDBihUQ3xl45OQQPusexjzZbeFoDNHEc6dLXhfyyuLvBWZcB/TtCmSMrsjfjkCAFCuCIEYQjzzyCHp7e3HRRRdh7Nix/M/TTz/N32fdunW44oorsHTpUlx44YWoq6vDM888k9N1nTRonA2gHBDK/FU+r0vzbrBco9oKTDN6R6xYjVR/FRA38rN2IDOwf3yMFVYVsNttfBSFOHIhrCPBXC/jK9V3BoqN6NrjFhKtwKi4Fah9CDODFCuCIIgcIfaaqOH1etHS0oKWlpY8rCiOkanoSqbwk4Ps8c3hrwK0mNfTK1YjLXVdzqyJ1Xjlgy6880k3rmuI4tMT8YLmjNp4REKpx4nBUFQSuRDWaV7XQ6osK9aOtNk0FFZOqWLFwkFtNiia4uUUuhVojq8uBEEQI5iTudgVKCpYxHEOZkE8z02MYF5X3xXIMMvcw0LBFKt3Pu3G4eODiMY4VHidGJMoJAQDu1KCeS5agerp66xIimeRpX5u8RBmjuP4cTZai0F5YTWGCiuCIIiRRY9B42wA5YBQs42zAdQVq1Q5VoBUyRqJqetipo/3w+Ww4fhAEK/+vQtA3F/FCpeyRKt0UEGxykVLeHyKLKugxnE2gODBinHx9fLFoMaMN3kBRooVQRDECEMYN5O9ouQSpU4nP76JCiuVYdH8rkCVE7CXFCser8uBs8f5AQBPvx0Ppj1jTAV/OzP3Dyp4rHKiWCXS14/2Dif9XfkBzGmiFgDprsHhcFR3MUiKFUEQxAinZ5CNmzFOsQpKzOvmGmcDKCtWsRjHn4C17Aoc6R4rQBjIzPxVp48p528rE2VZMSI622p6GFXugdtpR4wDOnqlWVaCYqXNfM66hcFwVJhvqLEYLLR5nQorgiCIAhKKxNAfZBlTxrYCmVmfDwc1kWKllGM1LNo5puqxcgunLVY4jGTkqein1yYXVgMij5WwK9B4xcput/HtQLnP6kjishYfoXh0USAcEw1g1qhYyQqrUXkcZwNQYUUQBFFQeobjRY/dBvgMyJhiJxWOE9QJfpyNGT1WImVNPKpGbecYKVZS5IXVGSLFqjzhsRoKKrUCc3P6Z8OY5T6r3YeOAQAWnF6j6XGEyIUo/x7RmhZvt9v4wtFf4tLk6zISKqwIgiAKSHeiDegvcWnaSp4Osb+EqUFmG2cDCPPcxIpVQJRhpTaM2kuFlYQxPi8fc1DqdmCcv4S/jXmsBkQeK72zAvXChjGLs6yiMQ57PowXVhedNUbT47D09UA4mtGa2b+DfLcBASqsCIIgCkq3wcZycRuEqRNW8VilS10HZAGhI9y8zpg9sRpA3F8lLkhLFTxWuZoVyFBSrP76WQ96hsLweZ2YWV+p6XG8klag/vYlK8JG57kNCFBhRRAEUVCMjkJw2G288ZdXrIaMG5ljFLzJXlRYfXJiEEDqdYqLrrIRnLwu5pIpcRVo3qRqyfXlfNyC2GMVV39yNbyaqWdijxVrA/7LGaM17+zzuISQUJZjpScigr2/xvjyX1hRuU8QBFFAuoeM2xEIxI2/bocdwUgMwUh8PltvYlagEQGkRsEHmYo8VoIPZ5Tq74k9ViWkWAEAFp0zFqeuLJPsCATUdgXmX7HafSiesfXFs0Zrfhy2e3A4HOWVKj0REe4CKlb0riQIgigguUhFdzvjhVU4GkPvcBhskk+liVuBHMdhj4YTsNdFAaFybDYbpp3iT7penmPFcZyQCZWDWYGA4LHq7A8gGImiPxDB3z7rBQBcdKaOwko01saT+H89rUBSrAiCIEYozFhuZJtOrAaxwq3C68yZYTkT5HELH3UNoL03AI/TjobT1HeO0Ugb7cjjFtguUSB3rcDqMjdKXA4Mh6No7wngL0fiA6LPHufDGJ9X8+MwL10wHOM3dehqBTrIvE4QBDEiYYWPkW06sRrUnYPCzQjkcQusXTT/tJqU2+NLyGOlmTJZ3ALbXQfkrhVos9kkPivW3r1IRxsQEM0LjIh3BWpf8ykJ5ezM2oo09zQeKvcJgiAKiFD4GNsKBOI7wJiHy0z+KkBQFKIxDtEYh11/13YCphwr7ZTLPFbhmOBny1VhBcR9Vh92DuDTk0P480f6YhYY4lYg+5vraV+u+9q5aDs5xI/8ySdUWBEEQRSQXBQ+rOUXFCtWJvJXAdK8rZODIbzz6UkAwL+mOQHTrEDtsOMzwAor0Q5MV448VoDgs3rxb+26YxYYHnHcQky/YuUvccGv4DvLB9QKJAiCKCDdOYhCEAYccyJzvMkUK1FhtftQF8JRDqfWlOLUUWUpf0/SCqTCKiW8YhWKguM4vkBx2G2qAaxGUF8d3xm475/xYvlfztQes8DgW4HhqCjHyholC70rCYIgCojROVaA1GN10uAAUqNwJvK2OA740/udALS1i3xeF59STx6r1LDjE41x/C5RIDdzAsWweYEMPbsBGUyZHA5HhZ2MOWxfGgkVVgRBEAUiEo2hL8AGMBvosXIIhVXPoPlS1wFp3tafE+NOtOQcuZ12bF9xAWw2fbvERiLiVulgMMIXKLneHcqyrBh68qsYkiHMsdzONzQaKqwIgiAKRE8iuNNmi3tCjEJsXjerYgUIeVvBSCxtzIKYCTWl6e9EwGG38dEHg0GhpabHq5QJ9aLC6uxxPoyp0B6zwGCtwKBYscqx0mYU1ij/CIIgihDWBvR5XYaqL+JWYI9JPVaAkGUFAA1fSB2zQGSGkGUVEbXUcnvq95e6UOGNP6/emAUGPytQFLdgFYXSGqskCIIoQtiOQKMzppgiEYzG+ABSMxZW4pDKTHw4RHrYvMChUIT3WLnyoPzMnFAFh92Gy6eNzej3hbgFoRXoJo8VQRAEkQpW9Bg9asadOCmFIzH0sFmEBuZkGYVLpFjpzTkitCGOXGAqkvi454oHrzkXx/qDOCPDgE6PaFdgvpQ2o6DCiiAIokCwNl21wWqSW5xjlaPnMAK2Ti0xC0RmCCGhUb69lg+vUmWpO6tsNr4VKI5bsIhiZY3yjyAIogg5mYNxNgDgdsZPQMcHgojxA5hNWFgllBNSq3IHi1wYFLcCLaD8CHELooBQi+RYWWOVBEEQRUgP77EyuBWYOHF29gUAxFULdx7aP3o5pTKed3T5tLoCr6R4KRONtYnkKW7BCFjcQnxXoLUUqxHRCjz1+y8WegmKfHLfokIvgSCIAiJ4rIw2r8dPnF19wcTjm89fBQD/9dUZ+OexQZyrc9wJoR2WTh/PsbJOgeKVeKyso7QBpFgRBEEUjJ4cjLMBhBZbR0KxMvrxjcLndVFRlWOEuAXBBG6FlpoQtxAT4haKNcfqz3/+M6688kqMGzcONpsNzz77rOR2juNw1113YezYsSgpKUFjYyM++ugjyX1OnjyJZcuWwefzobKyEsuXL8fAwEBWL4QgCMJqCFEIRu8KlLYCzeivIvKDOG6BTzB3mr9AEeIWogjHrLUrUPcqBwcHMWPGDLS0tCje/tOf/hQPPvggHn30Ubz55psoKyvDwoULEQgE+PssW7YM7733Hl5++WW88MIL+POf/4xbbrkl81dBEARhQfgohBy1AoOR+Im02qStQCL3lCoFhFpCsUoewpzrxHij0H10L7/8ctxzzz34t3/7t6TbOI7D+vXrceedd2Lx4sWYPn06nnzySbS3t/PK1gcffIAdO3bg//yf/4N58+bhggsuwEMPPYQtW7agvb096xdEEAShhhGKu5Hcu+QcPPj1mTgzw6wfNTwyozopViMXqXndOgWKJ9EKjHHAUCgKwBoFIWCwx+rw4cPo6OhAY2Mjf53f78e8efOwd+9eAMDevXtRWVmJ2bNn8/dpbGyE3W7Hm2++qfi4wWAQfX19kh+CIAi9GKG4G8n802rwlRnjDJ/jJ98BaFaPFZF7hFagtUzgTLEC4mobYA3TPWDwrsCOjg4AQG1treT62tpa/raOjg6MGSPNLHE6naiurubvI2ft2rX48Y9/bORSCUIV2kVavFx++eW4/PLLFW+TK+4A8OSTT6K2thbPPvssrrnmGsXfCwaDCAaD/GUzfPGTnziN9nAR1qHMnf9ZgUbgdthht8UVq4FAvLCygtIGWGRX4OrVq9Hb28v/tLW1FXpJBEEUGVoUdyXWrl0Lv9/P/9TX1+djuSlxywsrUqxGLJJWYCx/swKzxWaz8TsDecVqJLYC6+riIW+dnZ2S6zs7O/nb6urq0NXVJbk9Eong5MmT/H3keDwe+Hw+yQ9BEISRaFHclTDjFz95K9CMA5iJ/FAmGmkTtlBAKCBELvQH4ps8RqRiNWnSJNTV1WHnzp38dX19fXjzzTfR0NAAAGhoaEBPTw9aW1v5+7z66quIxWKYN2+ekcshCILIOWb84pfcCqTCaqRSrjDSxipeJW/iC4LVFCvdHquBgQF8/PHH/OXDhw/jwIEDqK6uxoQJE3D77bfjnnvuwRlnnIFJkybhhz/8IcaNG4errroKADBlyhR86Utfws0334xHH30U4XAYK1aswDXXXINx48YZ9sIIgiD0IFbcx44dy1/f2dmJc889t0Crygz5rsAqg0fmENbBqiNtAEGxYvMurVIQ6j6677zzDmbOnImZM2cCAJqbmzFz5kzcddddAIA77rgDK1euxC233II5c+ZgYGAAO3bsgNfr5R/jt7/9LSZPnoxLLrkEX/7yl3HBBRfgscceM+glEQRB6EeL4m4VqBVIMEoT5vVwlMNgyFomcBa5wLBKQahbsbrooovAcZzq7TabDXfffTfuvvtu1ftUV1dj8+bNep+aIAgiK7JV3K2C+ARU4nLw3/yJkUeZW/jb9yYCaa2wKxAASlzSdVplpM2IGMJMEAQBxBX3f/3Xf+UvNzc3AwBuuOEGbNq0CXfccQcGBwdxyy23oKenBxdccEGS4m4FxIoVZViNbJwOO7wuOwLhGHqGEyZwixQo8i8EVikIqbAiCGLEYITibgXEcQuVlGE14ilzOxEIh/ih31ZpqckLK6u0MK1xdAmCIAjNuEVDdkmxIpiBnSlWVlF+vEmtQGus2xqrJAiCIDTjdgjf9GlOIMEKK+axsory43VKFSvxFwYzQ4UVQRBEkSHxWFErcMTDsqx4j5VFFCv5rkBSrAiCIIiCIFYkaJwNwSIXojE2K9Aayk9SK9Ai66bCiiAIosgQK1aUYUWUe6T71FwWUX5KLJpjZY1VEgRBEJqRFFakWI14yjyyAsUiXqWkuAWLxERQYUUQBFFkiBWJKvJYjXhYK5BhFa9ScivQGuu2xioJgiAIzdjtNt5nRa1AIqkVaBGvEuVYEQRBEKZhfFUpPE47xleVFHopRIEp81hUsXJac1cgJa8TBEEUIVtumY/+QIRyrAg+boHhclqjQPHIWoFWUayosCIIgihCan1e1PoKvQrCDMg9VlacFeiw22CzWWPd1ihbCYIgCILIiKRWoEVM4OK4BavsCASosCIIgiCIoqYYzOtWybACqLAiCIIgiKImKcfKIkWKOG7BKqnrABVWBEEQBFHUJLcCrVGkeCWtQOuUK9ZZKUEQBEEQupEXVpZRrJziVqA1ikGACiuCIAiCKGrKk3YFWuPUT61AgiAIgiBMR6nMY2WVIsXrFilWFikGASqsCIIgCKKocTnsksHcVmwFWqUYBKiwIgiCIIiiRxy5YBW/ksthA4uvIvM6QRAEQRCmQRy5YJWAUJvNxu8MtEoxCFBhRRAEQRBFT5nbeooVAFFhZZ1yxTorJQiCIAgiI8SRC1YygnsT3jDyWBEEQRAEYRpYYWW3AXYLzd0jxYogCIIgCNNR7rFegQIIhRUNYSYIgiAIwjSUJjxW1iusWCvQOuu2zkoJgiAIgsgIFrdgJa8SANoVSBAEQRCE+SizfCvQOuu2zkoJgiAIgsgIvhVoIa8SIG4FWmfdVFgRBEHIaGlpwamnngqv14t58+bhrbfeKvSSCCIrhFagtU77bKyNlSIirLNSgiCIPPD000+jubkZa9aswf79+zFjxgwsXLgQXV1dhV4aQWQMi1uwklcJADysFWihdVNhRRAEIeKBBx7AzTffjJtuuglTp07Fo48+itLSUvz6179WvH8wGERfX5/khyDMhlXjFkoox4ogCMK6hEIhtLa2orGxkb/ObrejsbERe/fuVfydtWvXwu/38z/19fX5Wi5BaGZiTRkAYFxlSYFXoo8J1fH1jqv0Fngl2nGmvwtBEMTI4Pjx44hGo6itrZVcX1tbi7///e+Kv7N69Wo0Nzfzl/v6+qi4IkzHlLE+vLDyAtRXlxZ6Kbq4dv5ETK+vxDmn+Au9FM1QYUUQBJEFHo8HHo+n0MsgiLRMs1BxwnA67DhvQlWhl6ELagUSBEEkGDVqFBwOBzo7OyXXd3Z2oq6urkCrIgjCSlBhRRAEkcDtdmPWrFnYuXMnf10sFsPOnTvR0NBQwJURBGEVqBVIEAQhorm5GTfccANmz56NuXPnYv369RgcHMRNN91U6KURBGEBqLAiCIIQ8bWvfQ3Hjh3DXXfdhY6ODpx77rnYsWNHkqGdIAhCCSqsCIIgZKxYsQIrVqwo9DIIgrAg5LEiCIIgCIIwCCqsCIIgCIIgDIIKK4IgCIIgCIMoWGFF0+MJgiAIgig2ClJY0fR4giAIgiCKkYLsChRPjweARx99FC+++CJ+/etf4/vf/37S/YPBIILBIH+5t7cXADRPkY8FhwxYtfFoWb8Z127l427VYw5Yd+1a3y/i+3Icl6vl5By2dj2vmyAI86P584nLM8FgkHM4HNy2bdsk119//fXcV77yFcXfWbNmDQeAfuiHfkbIT1tbWx4+jXJDW1tbwY8f/dAP/eTuJ93nU94VKyOmx8diMZw8eRI1NTWw2Ww5Xa8YNrW+ra0NPp8vb89rBFZdu1XXDdDaM4HjOPT392PcuHF5e06jGTduHNra2lBRUZH288nK7xErQsc7fxTjsdb6+WSJgFCl6fGVlZWFWQwAn89n2TeKVddu1XUDtHa9+P3+vD6f0djtdowfP17X71j5PWJF6Hjnj2I71lo+n/JuXqfp8QRBEARBFCt5L6xoejxBEARBEMVKQVqBVp0e7/F4sGbNmqS2pBWw6tqtum6A1k6kh45zfqHjnT9G8rG2cVxh9jX/8pe/xM9+9jN+evyDDz6IefPmFWIpBEEQBEEQhlCwwoogCIIgCKLYoFmBBEEQBEEQBkGFFUEQBEEQhEFQYUUQBEEQBGEQVFjp5LHHHkN9fT3sdjvWr1+veh1hDnbv3g2bzYaenp5CL6Vo+dGPfoRzzz2Xv3zjjTfiqquuKth6CIIgCkrOB2eZjBtuuIFbvHhxRr/b29vLuVwu7qGHHuLa29u5wcFBxetyxa5du1LOL7roooty9tzZcMMNN3AAuLVr10qu37ZtG5frt2AwGOSOHj3KxWIxTff/4he/yN12221J12/cuJHz+/3GLi4PdHV1cf/5n//J1dfXc263m6utreUuu+wy7rXXXjPsOfr7+7njx4/zl3t6erju7m7DHr+Y+eUvf8lNnDiR83g83Ny5c7k333yz0EuyPPfeey83e/Zsrry8nBs9ejS3ePFi7u9//7vkPsPDw9w3v/lNrrq6misrK+OWLFnCdXR0FGjFxcPatWs5AJLP0JF4rEmx0sGRI0cQDoexaNEijB07FqWlpYrX5Yrzzz8fR48eTfr51a9+BZvNhm9+85sZPW4oFDJ4pcl4vV7cf//96O7uzvlziXG73airq8vrTEkzsXTpUvzlL3/BE088gQ8//BDPP/88LrroIpw4ccKw5ygvL0dNTQ1/2e/3F3TklFV4+umn0dzcjDVr1mD//v2YMWMGFi5ciK6urkIvzdLs2bMHTU1N2LdvH15++WWEw2FcdtllGBwc5O+zatUqbN++HVu3bsWePXvQ3t6OJUuWFHDV1uftt9/Gr371K0yfPl1y/Yg81oWu7PKNmmKlpEiIFZWNGzcmKURK1/34xz/mqquruUAgIHmsxYsXc9dee63hr+f999/nKioquP/1v/4Xf93u3bu5OXPmcG63m6urq+O+973vceFwmL/9i1/8ItfU1MTddtttXE1NDa90pfu9TLnhhhu4K664gps8eTL33e9+l79efHyPHz/OXXPNNdy4ceO4kpISbtq0adzmzZslj/PFL36RW7FiBXfbbbdxlZWV3JgxY7jHHnuMGxgY4G688UauvLyc+8IXvsD94Q9/4H+HqXxaFRQtitWuXbu4OXPmcKWlpZzf7+fOP/987pNPPuHv+/DDD3OnnXYa53K5uDPPPJN78sknJY8FgHv44Ye5L33pS5zX6+UmTZrEbd26lb/98OHDHADuqaee4hoaGjiPx8OdffbZ3O7duzW9BkZ3dzcHIOXv/fznP+emTZvGlZaWcuPHj+duvfVWrr+/P+l179ixg5s8eTJXVlbGLVy4kGtvb+fvs2bNGm7GjBn85WxU4ZHE3LlzuaamJv5yNBrlxo0bl6TsEtnR1dXFAeD27NnDcVxcUXW5XJJ/cx988AEHgNu7d2+hlmlp+vv7uTPOOIN7+eWXJZ+hI/VYk2Klka997Wt45ZVXAABvvfUWjh49iquvvjrpum9/+9uIRqN4/vnn+d/t6urCiy++iG984xuGrqmnpweLFy/GRRddhJ/85CcAgM8//xxf/vKXMWfOHPz1r3/FI488gg0bNuCee+6R/O4TTzwBt9uN119/HY8++qjm38sUh8OBe++9Fw899BA+++yzpNsDgQBmzZqFF198EQcPHsQtt9yC6667Dm+99VbSukeNGoW33noLK1euxK233oqrr74a559/Pvbv34/LLrsM1113HYaGhgxZt5xIJIKrrroKX/ziF/G3v/0Ne/fuxS233MIrYtu2bcNtt92Gb3/72zh48CD+5//8n7jpppuwa9cuyeP88Ic/xNKlS/HXv/4Vy5YtwzXXXIMPPvhAcp/vfve7+Pa3v42//OUvaGhowJVXXqlLaSovL0d5eTmeffZZBINBxfvY7XY8+OCDeO+99/DEE0/g1VdfxR133CG5z9DQEP7rv/4L//f//l/8+c9/xpEjR/Cd73xH8zqIZEKhEFpbW9HY2MhfZ7fb0djYiL179xZwZcVHb28vAKC6uhoA0NrainA4LDn2kydPxoQJE+jYZ0hTUxMWLVokOabACD7Wha7s8k2mihXHcdxf/vIXDgB3+PDhlNfdeuut3OWXX85f/vnPf86ddtppmn0+WohGo9zll1/OTZkyhevr6+Ov/8EPfsCdddZZkudqaWnhysvLuWg0ynFcXJWZOXOm5PG0/F6miI/5/PnzuW984xscx6X3WC1atIj79re/zV/+4he/yF1wwQX85UgkwpWVlXHXXXcdf93Ro0cl34aMVqxOnDiRUgU6//zzuZtvvlly3dVXX819+ctf5i8D4P7zP/9Tcp958+Zxt956K8dxgmJ133338beHw2Fu/Pjx3P3336/pdTB+97vfcVVVVZzX6+XOP/98bvXq1dxf//pX1ftv3bqVq6mp4S8zVfbjjz/mr2tpaeFqa2v5y6RY6efzzz/nAHBvvPGG5Prvfve73Ny5cwu0quIjGo1yixYt4hYsWMBf99vf/pZzu91J950zZw53xx135HN5RcFTTz3FTZs2jRseHuY4TvoZOlKPNSlWOeDmm2/Gn/70J3z++ecAgE2bNuHGG2801Ofzgx/8AHv37sVzzz2HiooK/voPPvgADQ0NkudasGABBgYGJErRrFmzJI+n9fey5f7778cTTzyRpM5Eo1H85Cc/wTnnnIPq6mqUl5fjpZdewpEjRyT3E/fvHQ4HampqcM455/DX1dbWAkDOfCrV1dW48cYbsXDhQlx55ZX4xS9+gaNHj/K3f/DBB1iwYIHkdxYsWJD0euUDxxsaGlLex+l0Yvbs2Un3ScfSpUvR3t6O559/Hl/60pewe/dunHfeedi0aRMA4JVXXsEll1yCU045BRUVFbjuuutw4sQJieJXWlqKL3zhC/zlsWPHkg+IsARNTU04ePAgtmzZUuilFCVtbW247bbb8Nvf/hZer7fQyzENVFglsNvt4GTTfcLhcEaPNXPmTMyYMQNPPvkkWltb8d577+HGG280YJVxtmzZgv/6r//Cli1bcMYZZ2T0GGVlZYatRw8XXnghFi5ciNWrV0uu/9nPfoZf/OIX+N73voddu3bhwIEDWLhwYZKx3uVySS7bbDbJdawwjMViGa3P5/PxrQMxPT098Pv9AICNGzdi7969OP/88/H000/jzDPPxL59+zJ6vnzg9Xpx6aWX4oc//CHeeOMN3HjjjVizZg0++eQTXHHFFZg+fTp+//vfo7W1FS0tLQCkGxqUjrn83wqhj1GjRsHhcKCzs1NyfWdnJ+rq6gq0quJixYoVeOGFF7Br1y6MHz+ev76urg6hUCgpgoWOvX5aW1vR1dWF8847D06nE06nE3v27MGDDz4Ip9OJ2traEXmsqbBKMHr0aPT390t2jhw4cCDjx/uP//gPbNq0CRs3bkRjYyPq6+sNWGV8TcuXL8d9992HhQsXJt0+ZcoU7N27V3Lie/3111FRUSH5cDHq9zLhvvvuw/bt2yU99tdffx2LFy/GtddeixkzZuC0007Dhx9+aOjzauGss87C/v37k67fv38/zjzzTP7yzJkzsXr1arzxxhuYNm0aNm/eDCB+HF9//XXJ777++uuYOnWq5Dp5IbZv3z5MmTJF9T6RSAStra1J98mEqVOnYnBwEK2trYjFYvj5z3+O+fPn48wzz0R7e3vWj0+kx+12Y9asWdi5cyd/XSwWw86dO5PUTEIfHMdhxYoV2LZtG1599VVMmjRJcvusWbPgcrkkx/7QoUM4cuQIHXudXHLJJXj33Xdx4MAB/mf27NlYtmwZ//8j8Vg7C72AQtDb25tUNE2dOhWlpaX4wQ9+gG9961t48803+XZJJvz7v/87vvOd7+Dxxx/Hk08+md2CExw/fhxXXXUVLrroIlx77bXo6OiQ3O5wOPDNb34T69evx8qVK7FixQocOnQIa9asQXNzM+x29To609/LhHPOOQfLli3Dgw8+yF93xhln4He/+x3eeOMNVFVV4YEHHkBnZ2dSQZJrbr31Vvzyl7/Et771LfzHf/wHPB4PXnzxRTz11FPYvn07Dh8+jMceewxf+cpXMG7cOBw6dAgfffQRrr/+egBxw/lXv/pVzJw5E42Njdi+fTueeeYZfpMDY+vWrZg9ezYuuOAC/Pa3v8Vbb72FDRs2SO7T0tKCM844A1OmTMG6devQ3d2tawPEiRMncPXVV+Mb3/gGpk+fjoqKCrzzzjv46U9/isWLF+P0009HOBzGQw89hCuvvJLfyEDkh+bmZtxwww2YPXs25s6di/Xr12NwcBA33XRToZdmaZqamrB582beJsE+J/1+P0pKSuD3+7F8+XI0NzejuroaPp8PK1euRENDA+bPn1/g1VuLiooKTJs2TXJdWVkZampq+OtH5LEuqMOrALCwSvnP8uXLuW3btnGnn346V1JSwl1xxRXcY489lpF5nXHdddcpRi9kyqZNm1IGhE6cOJHjOG1xC0oG7VzGLcjNzIcPH+bcbjd/fE+cOMEtXryYKy8v58aMGcPdeeed3PXXXy/5PaV1T5w4kVu3bp3kOgDctm3bOI7Tb17nOI576623uEsvvZQbPXo05/f7uXnz5vGP19HRwV111VXc2LFjObfbzU2cOJG76667JAZ/LXELLS0t3KWXXsp5PB7u1FNP5Z5++mnJsQHAbd68mZs7dy7ndru5qVOncq+++qrm18BxHBcIBLjvf//73Hnnncf5/X6utLSUO+uss7g777yTGxoa4jiO4x544AFu7NixXElJCbdw4ULuySeflBwvLZs6yLyeOQ899BA3YcIEzu12c3PnzuX27dtX6CVZHrXPx40bN/L3YaGVVVVVXGlpKfdv//Zv3NGjRwu36CJC/jk9Eo+1jePILJErLrnkEpx99tkSZYYgbDYbtm3bpjr25ZNPPsGkSZPwl7/8RTIqxqysXr0a//3f/43XXnut0EshCIIoOCOyFZhruru7sXv3buzevRsPP/xwoZdDEDmB4zj885//xM6dOzFz5sxCL4cgCMIUUGGVA2bOnInu7m7cf//9OOusswq9HILICb29vZg6dSrmzJmDH/zgB4VeDkEQhCmgViBBEARBEIRBUNwCQRAEQRCEQVBhRRAEQRAEYRBUWBEEQRAEQRgEFVYEQRAEQRAGQYUVQRAEQRCEQVBhRRAEQRAEYRBUWBEEQRAEQRgEFVYEQRAEQRAG8f8BHUFhRyc8xSsAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + "['ax2', 'ax3']],\n", + "figsize=(7, 4))\n", + "\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e916b988", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "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']],\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)\n", + "#fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "410d102d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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1NfuuHnnEvGP79u0wbBgsWGAGrEaNnF2hiIhIodKzAsV6zZqZze3Tp4OPDyQmmlcRqrldRERKOQUrKRxubuY9r/bsMR/wnNvc3rAhrFzp7OpEREQKhYKVFK5q1eCTT8wG92rVIDkZunaFfv3gyBFnVyciImIpBSspGr16mc3tzzxjNrd/+KF55/Y5c9TcLiIipYaClRQdX1947TXYutXsw0pPh+hoaNsWvv/e2dWJiIjcNAUrKXp33GE2t8+YYTa3b9pk3rn9uecgM9PZ1YmIiBSYgpU4h6srjBx5sbn9/HmYNs1sbv/iC2dXJyIiUiAKVuJcuc3tn35q3sX9wAHo1g0efFDN7SIiUuIoWEnxcO+9ZnN7bKzZ3P7vf5t3bp89W83tIiJSYihYSfHh4wOvvmo2tzdvDhkZMHy42dy+c6ezqxMREbkuBSspfu64w2xonzHDvJJw0yZzmZrbRUSkmFOwkuIpt7n9hx/g/vsdm9s//9zZ1YmIiORJwUqKt2rV4D//gc8+g+rVzeb27t15jg8JIMPZ1YmIiDhQsJKSoWdP2L0bRo8GV1fuZDezmUk3tuCCmttFRKR4ULCSksPHB155BbZu5X/cgjdZDGc50/gnNUhxdnUiIiIKVlIChYczhiHMoTun8aAevzKdOTzGl3hw1tnViYhIGaZgJSVSDi4spxXRjOQbbseVHPqwgVm8SXP2Ors8EREpoxSspEQ7hh9TeJAX6c9R/AkkjRdYxF/V3C4iIk6gYCWlwlbqEs1I/kNbzuNCO3Yzh5l0Z7Oa20VEpMgoWEmpkYU784hiFE+yl1vwIotoVvAP3qYGeu6gSLH0668wfz4MGABDh8Ivvzi7IpGb4ubsAkSslkwwYxlCV7YykK+oy29M5y2WEsFi7iYLd2eXKFJ2ZWRAQgKsWgVffQU//ui4ftEimDQJnn4a3PQjSkoe/auVUikHF1bQikTqM5QvaMdu+rCBO9nFbHqwlbrOLlGkbDh3DjZvvhikNm82n6SQy8UFWrSAjh1h/XpzGjMG3nsP3noLWrZ0Xu0iBaBgJaXa8QvN7c3ZSzQrCCSNiSxiAw2YSzeO4efsEkVKF8OAPXsuBqmEBDh1ynFM7doQGQmdOkGHDlCxork8JwfmzYOxYyEpCVq3hpgY+PvfwU/fq1IyKFhJmfAtdRlODR7ma3qTSFt+IJz9LCSSz2lBjtoNRQruyBFYvfpimDp82HF95crmEalOncxAFRaW935cXGDwYPNJC6NHm0et3nwTPvnEfCj7/feDzVb470fkJihYSZmR29yeQBNi+Ix6/MowVnAPSczkXpIJdnaJIiXDqVOwbp0ZpFatMh83dSlPT7jzzotBqkkTMzTdqKpV4d13YeBAiI6GffvgL3+BHj3MoHW1YCZSDChYSZmTTBDP8gRd+JaBrKLOheb2T2nNYu7mDB7OLlGkeMnOhm+/vXhEKjHR7J3KZbPBHXdcPL3Xtq0Zrm5WZCR8/z28/DJMmQLLl8OaNWpul2JN/yqlTMrBhc9pySbq8QQruYtd3M/GC/e/6s4W6jm7RBHnMQz46aeLQerrryE93XHMrbeaIapTJ7j7bvN0X2Hw9DSD1EMPwZNPXmxuf/dds7m9VavCeV2RAlKwkjLtOH5M4wHW0JRolhNIGhNYrOZ2KXuOHjX7pL76ygxUhw45rq9YEe655+LpvVq1ira++vXNRvj5883m9h07ICIChg83m9v9/Yu2HpGrULASAb6lDsMZwUMkcB8bL2lu78jntFRzu5Q+p0+bR39yg9SOHY7r3d3NU3q5QeqOO8DV1Tm15nJxgccfN5vbx4yBhQshPv5ic3ufPmpuF6dTsLqGHraXnF1CqbDceN7ZJdyQLNyZT2cSaMwIe3P759xDEm/Si5/V3C4l2fnzsH37xSC1YQOcPes4pkmTi0HqzjvBy8s5tV5PlSqwYIHZ3D5smHnasm9f6N7dbG6/9VZnVyhlmIKVyGUOEMRYnqAL2y40tx/mdeawjNa8xz1qbpeSY//+i0FqzRo4ccJxfbVqF/ukOnY0r8YrSe65B3buhMmTzWnFCrMf7IUXYNQoKFfO2RVKGaRgJZIHAxe+oAWbqMcQvuAudtGbRNrwg5rbpfg6dswMULlN58nJjuv9/MwwEhlpTnXqlPxTZ56e8OKLF5vb162DZ5+9eOf21q2dXaGUMQpWItdwAl+m8QCrLzS3B11obt9Ifd6iG8dQw6w40Zkz5im93CC1fbt5RV8uNzezwTv39F6LFqX3FgX16pnN7QsWmDcX3bkT2rQx74P18stqbpciU0q/w0SstY06xDCCfiRwPxtpwx6asp93iWSFmtulqOTkmE3muUFq/XozXF3q9tsvBqn27cHHxzm1OoPNBoMGmb1WY8eaIWvWrIvN7X/5S8k/QifFnoKVyA3Kwp0FdGbtJc3tT/I5d5NEPPeynxBnlyil0S+/XOyTWr0a/vjDcX1w8MUgFRlpzpd1VaqYt2XIbW7/3//ggQegWzfzKkI1t0shyvev2evWraNnz56EhIRgs9lYunSpw3rDMJgwYQLBwcGUL1+eyMhIfvrpJ4cxx48fp3///vj5+VGhQgUGDx7Mqcsf0ilSTOU2t8fTk1N4UofDvMZbPMEXeJLl7PKkhPPmT/MIy/DhZg/UrbfCE0/Ahx+aocrHx3y0y/Tp5qNkfvvNPDIzYIBC1eXuvts8wjdxonn7iM8/hwYN4B//cLxzvIiF8h2sMjMzadKkCfHx8XmunzZtGjNmzGDOnDls3rwZb29voqKiOHPJ4er+/fuze/duVq1axfLly1m3bh1Dhw4t+LsQKWK5ze3RjGQdDXHFoDeJzOJNWrHH2eVJCeJGNg1J5hG+4lXeYjFTzPsxzZ5t3kbA1dXsFZowwTz1d/w4LFtmPtKlQQOd2roeT0/zKsEdO8xTo3/+aTa3N28OmzY5uzophfJ9KrBr16507do1z3WGYTB9+nTGjx9Pr169AFi4cCGBgYEsXbqUfv36sWfPHlauXMnWrVtp3rw5ADNnzqRbt2688sorhITodIqUHLnN7V8RznCWE8QJnud9EqnHBm4nDW/S8CENbzLwVi+WAAZhHCWcfTTlZxpyAE8uO3pSr97F5+61b6/GayvUq2feimHBAvPmornN7cOGmc3tFSo4u0IpJSztsUpOTiYlJYXIyEj7Mn9/f1q1akViYiL9+vUjMTGRChUq2EMVQGRkJC4uLmzevJn77rvviv1mZWWRlXXxFEtGRoaVZYvctO3UJoYY+rGW+9hABD8SwY8OY3KwkYHXJWHL58LXF+dPXFiWjjfZaoEsNSqRTlN+pin7acrPVMSx9eEE3uygFt9Rix3UZP6eV5xUaSmX29zeo4fZ3D5/vnlkcMkSeOMN8yajOgIoN8nS/7lTUlIACAwMdFgeGBhoX5eSkkLVy25C5+bmRkBAgH3M5SZPnsyLL75oZakiljOb2zuRQGN6s5GqpOFPJhXIxI/TuGBQ4cI8HL3u/k7haQ9ajkHsymVZuBf+G5QbVp4zNOIATdlPOPsJxbHh/Azl2EUYSdQiiVr8QlUMHc0sOpUrw7x58OijF5vbH3zQDFrx8VCjhrMrlBKsRPxKHBcXR2xsrH0+IyOD0NBQJ1YkcnW/EMgbOB55deE8fpymIplU4NSFKfOyP0/Zg5crOfhwBh/OXPFDOS+ncSf9srB14sLX6ReOiuXOn8YD0G/lVnLlPHX59cIRqf3U5TdcybGvP4+NfYTYg9QeQov8iKQe0ZU3N/rRl/U8wDrKffEFZ2rW5X06sJQ2nOfKZyOWlEd0ifNY+p0dFBQEQGpqKsGXXJ2SmppK06ZN7WOOHnX8bT07O5vjx4/bt7+ch4cHHh56jIiUXDm4koYvafhed6ztQqjKDVu5Ycz/wp8VLwtl7mTjxVm8OEswJ667/7O42Y940WMzBAZeOVWtav4ZEGA++FYuYxDK7zTlZ8LZR0MO4IXjc/cOE0DShdN7O6lBJuWdVKtcSzZuvM/drKMRMXxGYw7wGKvowE7i6cmPVHd2iVLCWBqsatSoQVBQEKtXr7YHqYyMDDZv3kx0dDQAERERpKWlsW3bNpo1awbAmjVryMnJoVWrVlaWI1IiGbhwEi9O4sUhrvfsNgMvsvI46mUGMP/Ljop5cRZ3sqlKOlVJhxW/XXv3bm7mPYEuD1x5TZUrW/Z3UBxV5CRN+JnwC0elKnHSYX06Xuyg5oWjUjU5SkUnVSoF8RuVGcdj3MMOBrOSGqQyjXdYSXMWEKlgLDcs38Hq1KlT7Nu3zz6fnJxMUlISAQEBVK9enVGjRvG3v/2N2rVrU6NGDZ5//nlCQkLo3bs3APXr16dLly4MGTKEOXPmcO7cOUaMGEG/fv10RaBIvtk4jSen8eQwla472oOz9pDlTyYT5naA1FTH6ehR888TJyA7G44cMafrlmJjEeWvcirShxOXnaos7s35nmTRkF/sp/duvawv7ixu7Ka6/fTezwSpT6rEs7GGpnxLbR7jv3TiO7qxlQj2MJeurKehswuUEiDf/7N9++233H333fb53N6ngQMHMn/+fJ599lkyMzMZOnQoaWlptGvXjpUrV+Lp6WnfZtGiRYwYMYKOHTvi4uJCnz59mDFjhgVvR0SuJQt3UnEnNfdoypAhVx989uzFkHVp4Mpr+uMPMAz8OY0/pwm7gVpO4XmdxvyL4awomvNdOE9tDhPOfpqwn3r8SjnO29fnYONngvjO3idVnbOUK/S6pOhl4M0b3McamjKcZYTyB8/xER35DpIHqLldrinfwapDhw4Ylz7k8zI2m41JkyYxadKkq44JCAhg8eLF+X1pESlK7u5QrZo5Xc/58/DHH4wImmQ/9eh4KtJxmdslzfnVOHbd3f+Ju/02FCeuCGKOYSwTT26sOd8ghGMXTu39TCOS8cHxuXspVLAfkdpJDTLwvoH9SmnxPTUYyXD+wnoeZB3N2Wc+i3HiRIiNhXIK1nKl4n0sXkRKBldXCAzkAHlfgHIpGzl4c8YetPK+MvLinx5kU56zlM93c763w5WSuaciXTBoTDJN2W/2mV3iFJ72PqnvqEUKFdEVlGVbNm58YG9uX0aTP5Phr3+F996DuXMhIsLZJUoxo2AlIkXKwIVTeHEKL36lynVHlyeLimTif1lj/qW9YrnzXmQ5Nudfxzlc+YHqJFGTHdRiHyG6O77k6TCV+T8GsXxhDfNo1a5d5p3bn3wSJk+GirpYQUwKViJSjNn4E0/+vMHmfHfOXXFPsMtPRZYj+0KYqsVuwnRzVckHm/mw627dzOcN/utf8NZbsHSp+VDsBx/UndtFwUpESo+zlOMoFXWrAylclSrBO+9cvHP7jz/CQw+Zd26fNQtq1nR2heJEOuYtIiJSEO3bQ1ISvPQSeHjAl1+aze1TpsC5c9fdXEonBSsREZGC8vCA8ePh++/hnnvgzBmIi4PwcNiwwdnViRMoWImIiNys2rXhq69g4ULzKQS7d0O7dmZz+4nrX80qpYeClYiIiBVsF5rbf/wRBg82l82dC/XqwfvvwzXuASmlh4KViIiIlSpVgn/+E9auNUPV0aPw8MPQpQvs3+/s6qSQKViJiIgUhrvucmxu/+9/oWFDePll85FRUiopWImIiBSWS5vbO3Y0m9v/7//M5vZvvnF2dVIIFKxEREQKW+3asGqV+SicKlXghx/gzjth6FC8+dPZ1YmFFKxERESKgs0G/fubze1PPGEue/tt5jCD9uwE1NxeGihYiYiIFKWAAHj7bVi3DurXpyKZjOVjJrGQII47uzq5SQpWIiIiznDnnZCUxEI6chY37mA/8bxJX9biRrazq5MCUrASERFxFnd3/k17YohhO7XwIJuBrOYNZtOAX5xdnRSAgpWIiIiTHaESE3iUf/AXTuBNGL8zjXcYyaf4cNrZ5Uk+KFiJiIgUCzbW0phoRrKSZgBEsY05zKQDO1Bze8mgYCUiIlKMnMKLN+nFswzmF6pQgUzG8B9eYgHBHHN2eXIdClYiIiLF0A+E8TTRLCCSLNwI52fiiedBEtTcXowpWImIiBRT2bjxEXcRwwi2Uwt3shnAGmYwm9s54OzyJA8KViIiIsVcCgFM4FGmXWhur87vTOVfjGSpmtuLGQUrERGREsHGOhozjKf4guYARLFdze3FjIKViIhICZJJeeK5l7EM5heq2pvb/8YCQtTc7nQKViIiIiXQHsJ4mmH25vam/Mybam53OgUrERGREkrN7cWPgpWIiEgJd7G5vS8n8LE3tz/FUnzV3F6kFKxERERKBRvraMQwRtqb2zuznTnM4G6SUHN70VCwEhERKUVym9vH8AQHqIo/pxnNJ/yd+YTwh7PLK/UUrEREREqhH6nO00Qzj06coRxNSOZNZtFPze2FSsFKRESklDqPK//hTmKIYRu34U42j7CGmcyiIcnOLq9UUrASEREp5VIJYCIDmHqhuT2UP5jCPJ5miZrbLaZgJSIiUibYWH+huf1zWgDQie+YwwzuUXO7ZRSsREREypBMyjOLnozhCZIJxJ/TxKq53TKWB6sXXngBm83mMNWrV8++/syZM8TExFCpUiV8fHzo06cPqampVpchIiIi1/Aj1RnFMIfm9nji6cfXam6/CYVyxOr222/nyJEj9umbb76xr3vmmWdYtmwZH330EWvXruXw4cPcf//9hVGGiIiIXMOlze3fchvlOM8jfK3m9pvgVig7dXMjKCjoiuXp6em88847LF68mHvuuQeAefPmUb9+fTZt2kTr1q0LoxwRERG5hlQCeIEBtGM3Q/nc3ty+inDm0ZkMvJ1dYolRKEesfvrpJ0JCQqhZsyb9+/fn4MGDAGzbto1z584RGRlpH1uvXj2qV69OYmLiVfeXlZVFRkaGwyQiIiJWsvENDYlmJCtoQQ42OvEds5nJPXyHmttvjOXBqlWrVsyfP5+VK1cye/ZskpOTufPOOzl58iQpKSm4u7tToUIFh20CAwNJSUm56j4nT56Mv7+/fQoNDbW6bBEREcFsbp9NT55lsL25fShf4KfbMtwQy08Fdu3a1f5148aNadWqFWFhYfz73/+mfPnyBdpnXFwcsbGx9vmMjAyFKxERkUKU29zem41k4K3TgTeoUHqsLlWhQgXq1KnDvn376NSpE2fPniUtLc3hqFVqamqePVm5PDw88PDwKOxSRURE5BK5ze1y4wr9PlanTp1i//79BAcH06xZM8qVK8fq1avt6/fu3cvBgweJiIgo7FJERERECpXlR6zGjBlDz549CQsL4/Dhw0ycOBFXV1ceeugh/P39GTx4MLGxsQQEBODn58fIkSOJiIjQFYEiIiJS4lkerH799Vceeughjh07RpUqVWjXrh2bNm2iSpUqALz++uu4uLjQp08fsrKyiIqKYtasWVaXISIiIlLkLA9WH3zwwTXXe3p6Eh8fT3x8vNUvLSIiIuJUelagiIiIiEUUrEREREQsomAlIiIiYhEFKxERERGLKFiJiIiIWETBSkRERMQiClYiIiIiFlGwEhEREbGIgpWIiIiIRRSsRERERCyiYCUiIiJiEQUrEREREYsoWImIiIhYRMFKRERExCIKViIiIiIWUbASERERsYiClYiIiIhFFKxERERELKJgJSIiImIRBSsRERERiyhYiYiIiFhEwUpERETEIgpWIiIiIhZRsBIRERGxiIKViIiIiEUUrEREREQsomAlIiIiYhEFKxERERGLKFiJiIiIWETBSkRERMQiClYiIiIiFlGwEhEREbGIgpWIiIiIRRSsRERERCyiYCUiIiJiEacFq/j4eG699VY8PT1p1aoVW7ZscVYpIiIiIpZwSrD68MMPiY2NZeLEiWzfvp0mTZoQFRXF0aNHnVGOiIiIiCWcEqxee+01hgwZwmOPPUaDBg2YM2cOXl5e/Otf/3JGOSIiIiKWcCvqFzx79izbtm0jLi7OvszFxYXIyEgSExPz3CYrK4usrCz7fHp6OgAZGRmFWus5zhTq/suKwvic9NlYw+rPRp+LNfQ9U3zpsym+CjsT5O7fMIxrDzSK2G+//WYAxsaNGx2Wjx071mjZsmWe20ycONEANGnSpEmTJk2anDodOnTomjmnyI9YFURcXByxsbH2+ZycHI4fP06lSpWw2WxOrMy5MjIyCA0N5dChQ/j5+Tm7HLmEPpviSZ9L8aXPpvjSZ2MyDIOTJ08SEhJyzXFFHqwqV66Mq6srqampDstTU1MJCgrKcxsPDw88PDwcllWoUKGwSixx/Pz8yvQ/9uJMn03xpM+l+NJnU3zpswF/f//rjiny5nV3d3eaNWvG6tWr7ctycnJYvXo1ERERRV2OiIiIiGWcciowNjaWgQMH0rx5c1q2bMn06dPJzMzksccec0Y5IiIiIpZwSrB68MEH+f3335kwYQIpKSk0bdqUlStXEhgY6IxySiwPDw8mTpx4xWlScT59NsWTPpfiS59N8aXPJn9shnG96wZFRERE5EboWYEiIiIiFlGwEhEREbGIgpWIiIiIRRSsSri5c+cSGhqKi4sL06dPv+oyEbl5CQkJ2Gw20tLSnF2KSLH0wgsv0LRpU/v8oEGD6N27t9PqcQprHlQjBTVw4ECjV69eBdo2PT3dKFeunDFz5kzj8OHDRmZmZp7LpGC+/vrraz7WoEOHDs4usUwaOHCgARiTJ092WL5kyRKjsP9Ly8rKMo4cOWLk5OQU6uuUFO3btzeefvrpK5bPmzfP8Pf3L/J65NqOHj1qDBs2zAgNDTXc3d2NwMBAo3PnzsY333xj2WucPHnS+OOPP+zzaWlpxokTJyzbf0lQIh5pI3k7ePAg586do3v37gQHBwOwa9euK5ZJwbRp04YjR45csfyzzz5j2LBhDB8+vED7PXv2LO7u7jdbXpnm6enJ1KlTefLJJ6lYsWKRva67u/tVnxAhUtz16dOHs2fPsmDBAmrWrElqaiqrV6/m2LFjlr2Gj48PPj4+9vkbuVN5aaNTgcXU/Pnzr3hsz9KlS+3PRpw/fz6NGjUCoGbNmthstjyXTZo0iUqVKpGVleWwr969ezNgwIDCfyMlWO4P0UunEydOMGbMGMaNG0ffvn0BWLt2LS1btsTDw4Pg4GD++te/kp2dbd9Phw4dGDFiBKNGjaJy5cpERUXd0HZydZGRkQQFBTF58uQ81x87doyHHnqIW265BS8vLxo1asT777/vMKZDhw6MHDmSUaNGUbFiRQIDA3n77bftNyv29fXltttu44svvrBvo1OB+ZeQkEDLli3x9vamQoUKtG3bll9++cW+fvbs2dSqVQt3d3fq1q3Lu+++67C9zWZj9uzZdO3alfLly1OzZk0+/vhj+/oDBw5gs9n44IMPaNOmDZ6enjRs2JC1a9cW2XssCdLS0li/fj1Tp07l7rvvJiwsjJYtWxIXF8e9994LwGuvvUajRo3w9vYmNDSU4cOHc+rUKfs+cn8uffnll9SvXx8fHx+6dOni8AuoTgUqWJVYDz74IF999RUAW7Zs4ciRI/Tt2/eKZaNHj+b8+fN89tln9m2PHj3KihUrePzxx51Se0mVlpZGr1696NChAy+99BIAv/32G926daNFixbs2LGD2bNn88477/C3v/3NYdsFCxbg7u7Ohg0bmDNnzg1vJ3lzdXXl5ZdfZubMmfz6669XrD9z5gzNmjVjxYoV7Nq1i6FDhzJgwAC2bNniMG7BggVUrlyZLVu2MHLkSKKjo+nbty9t2rRh+/btdO7cmQEDBnD69OmiemulSnZ2Nr1796Z9+/bs3LmTxMREhg4dav8FccmSJTz99NOMHj2aXbt28eSTT/LYY4/x9ddfO+zn+eefp0+fPuzYsYP+/fvTr18/9uzZ4zBm7NixjB49mu+++46IiAh69uxp6ZGYki73SNLSpUuv+EU7l4uLCzNmzGD37t0sWLCANWvW8OyzzzqMOX36NK+88grvvvsu69at4+DBg4wZM6Yo3kLJ4exzkWXd1Xqs8upRuLyH5LvvvjMAIzk5+ZrLoqOjja5du9rnX331VaNmzZrqE8mH8+fPG127djXq169vZGRk2JePGzfOqFu3rsPfZXx8vOHj42OcP3/eMAyzDyU8PNxhfzeyneTt0u+Z1q1bG48//rhhGNfvserevbsxevRo+3z79u2Ndu3a2eezs7MNb29vY8CAAfZlR44cMQAjMTHRMIyLfXdlrWfkaq7XY3Xs2DEDMBISEvLcvk2bNsaQIUMclvXt29fo1q2bfR4whg0b5jCmVatWRnR0tGEYhpGcnGwAxpQpU+zrz507Z1SrVs2YOnVqQd9aqfTxxx8bFStWNDw9PY02bdoYcXFxxo4dO646/qOPPjIqVapkn583b54BGPv27bMvi4+PNwIDA+3zEydONJo0aWKfv5k+4pJKR6zKgCFDhvDf//6X3377DTAP5w4aNMj+W6Nc37hx40hMTOTTTz/F19fXvnzPnj1EREQ4/F22bduWU6dOORxJadasmcP+bnQ7ubapU6eyYMGCK45enD9/npdeeolGjRoREBCAj48PX375JQcPHnQY17hxY/vXrq6uVKpUyX46HbA/Zuvo0aOF+C5Kr4CAAAYNGkRUVBQ9e/bkjTfecDhttGfPHtq2beuwTdu2ba/4PCMiIq6Yv9YYNzc3mjdvfsWYsq5Pnz4cPnyYzz77jC5dupCQkMAdd9zB/PnzAfjqq6/o2LEjt9xyC76+vgwYMIBjx445HLH18vKiVq1a9vng4GB9f1xGwaqYcnFxwbjsaUPnzp0r0L7Cw8Np0qQJCxcuZNu2bezevZtBgwZZUGXZ8MEHH/DKK6/wwQcfULt27QLtw9vb2+KqBOCuu+4iKiqKuLg4h+X/+Mc/eOONN3juuef4+uuvSUpKIioqirNnzzqMK1eunMO8zWZzWJYbfHNycgrpHZRsfn5+pKenX7E8LS3N3rQ8b948EhMTadOmDR9++CF16tRh06ZNRV2qXODp6UmnTp14/vnn2bhxI4MGDWLixIkcOHCAHj160LhxY/7zn/+wbds24uPjARy+b/L6nrn8Z1VZp2BVTFWpUoWTJ0+SmZlpX5aUlFTg/T3xxBPMnz+fefPmERkZSWhoqAVVln5JSUkMHjyYKVOm2JvOL1W/fn0SExMd/mPZsGEDvr6+VKtW7ar7Leh2cqUpU6awbNkyEhMT7cs2bNhAr169eOSRR2jSpAk1a9bkf//7nxOrLJ3q1q3L9u3br1i+fft26tSpY58PDw8nLi6OjRs30rBhQxYvXgyY3wcbNmxw2HbDhg00aNDAYdnlQWzTpk3Ur1//qmOys7PZtm3bFWPkSg0aNCAzM5Nt27aRk5PDq6++SuvWralTpw6HDx92dnklkm63UAykp6dfEZoaNGiAl5cX48aN46mnnmLz5s32w7UF8fDDDzNmzBjefvttFi5ceHMFlxF//PEHvXv3pkOHDjzyyCOkpKQ4rHd1dWX48OFMnz6dkSNHMmLECPbu3cvEiROJjY3FxeXqv7cUdDu5UqNGjejfvz8zZsywL6tduzYff/wxGzdupGLFirz22mukpqZe8QNbbk50dDRvvvkmTz31FE888QQeHh6sWLGC999/n2XLlpGcnMzcuXO59957CQkJYe/evfz00088+uijgNlw/sADDxAeHk5kZCTLli3jk08+sV+Ek+ujjz6iefPmtGvXjkWLFrFlyxbeeecdhzHx8fHUrl2b+vXr8/rrr3PixAldoHOJY8eO0bdvXx5//HEaN26Mr68v3377LdOmTaNXr17cdtttnDt3jpkzZ9KzZ0/7hTZSAM5t8ZLcmx1ePg0ePNhYsmSJcdtttxnly5c3evToYcydO7dAzeu5BgwYYAQEBBhnzpwpgndW8s2fP/+aNwgNCwszDMMwEhISjBYtWhju7u5GUFCQ8dxzzxnnzp2z7+dqDb7X207yllczbHJysuHu7m7//jh27JjRq1cvw8fHx6hataoxfvx449FHH3XYLq/PJSwszHj99dcdlgHGkiVLDMNQ83petmzZYnTq1MmoUqWK4e/vb7Rq1cr+95WSkmL07t3bCA4ONtzd3Y2wsDBjwoQJDhdozJo1y6hZs6ZRrlw5o06dOsbChQsd9g8Y8fHxRqdOnQwPDw/j1ltvNT788EP7+tzm9cWLFxstW7Y03N3djQYNGhhr1qwpkvdfUpw5c8b461//atxxxx2Gv7+/4eXlZdStW9cYP368cfr0acMwDOO1114zgoODjfLlyxtRUVHGwoULHf6938hFVWpeNwybYejkaFnRsWNHbr/9doff7EVEijObzcaSJUuuei+kAwcOUKNGDb777juH+yeJc8TFxbF+/Xq++eYbZ5fiNDoVWAacOHGChIQEEhISmDVrlrPLERGRUsYwDH7++WdWr15NeHi4s8txKgWrMiA8PJwTJ04wdepU6tat6+xyRESklElPT6dBgwa0aNGCcePGObscp9KpQBERERGL6PIjEREREYsoWImIiIhYRMFKRERExCIKViIiIiIWUbASERERsYiClYiIiIhFFKxERERELKJgJSIiImIRBSsRERERi/w/B9beokoxmmUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 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": 12, + "id": "80bb2055", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y2_sd = np.std(y2)\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"blue\")\n", + "ax.errorbar(x, #our x values\n", + "y2, #our y values\n", + "color='red',\n", + "yerr = y2_sd,\n", + "fmt = \"none\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "89e19a77", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "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,\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, errorevery=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "ec595d67", + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image\n", + "import requests\n", + "from io import BytesIO" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "904bbe3b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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", + "fig, ax = plt.subplots(figsize=(7,3))\n", + "ax.plot(x, y2, 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')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b9c5a5b3", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env (3.11.13)", + "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 +} diff --git a/02_activities/assignments/participation/Day4.ipynb b/02_activities/assignments/participation/Day4.ipynb new file mode 100644 index 000000000..37a4c1f27 --- /dev/null +++ b/02_activities/assignments/participation/Day4.ipynb @@ -0,0 +1,1351 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "63a52947", + "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": 2, + "id": "eab438be", + "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": [ + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "556c3df8", + "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": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('darkgrid')\n", + "sns.lineplot(data=tips, # choose our dataset\n", + "x='total_bill', # define our x variable\n", + "y='tip') # define our y variable\n", + "\n", + "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')\n", + "\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + "xlabel='Total Bill ($)',\n", + "ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "95e6674f", + "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": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "tipgraph = sns.scatterplot(data=tips, x='total_bill', y='tip', style='time', hue='day', palette= ['purple', 'hotpink', 'deepskyblue', 'yellowgreen'])\n", + "\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + "xlabel='Total Bill ($)',\n", + "ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "dd6de37f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "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": null, + "id": "0ca52e91", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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xaxis_title='Pirates',\n", + " yaxis_title=\"Score\")\n", + "\n", + "graph.write_html(\"pirategraph.html\")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "7d98c4ce", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "marker": { + "color": "hotpink", + "line": { + "color": "purple", + "width": 5 + }, + "opacity": 1, + "size": 15 + }, + "mode": "markers", + "type": "scatter", + "x": [ + "Luffy", + "Zoro", + "Nami", + "Usopp", + "Sanji" + ], + "y": { + "bdata": "bgC0APAAWgDcAA==", + "dtype": "i2" + } + } + ], + "layout": { + "height": 500, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + 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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": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "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": 39, + "id": "b1962d48", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(399.5), np.float64(199.5), np.float64(-0.5))" + ] + }, + "execution_count": 39, + "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": 42, + "id": "3496c7af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])\n", + "diagram = venn2_unweighted([A, B],\n", + "set_labels = ('Fruits', 'Pies'),\n", + "set_colors=(\"blue\", \"red\"),\n", + "alpha=0.5)\n", + "\n", + "diagram.get_label_by_id(\"10\").set_text(\"\\n\".join(A - B))\n", + "diagram.get_label_by_id(\"11\").set_text(\"\\n\".join(A & B))\n", + "diagram.get_label_by_id(\"01\").set_text(\"\\n\".join(B - A))\n", + "\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "4877ea6c", + "metadata": {}, + "outputs": [], + "source": [ + "diagram.get_label_by_id(\"10\").set_text(\"\\n\".join(A - B))\n", + "diagram.get_label_by_id(\"11\").set_text(\"\\n\".join(A & B))\n", + "diagram.get_label_by_id(\"01\").set_text(\"\\n\".join(B - A))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bba0b7b4", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env (3.11.13)", + "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 +} diff --git a/02_activities/assignments/participation/pirategraph.html b/02_activities/assignments/participation/pirategraph.html new file mode 100644 index 000000000..b726caad8 --- /dev/null +++ b/02_activities/assignments/participation/pirategraph.html @@ -0,0 +1,3888 @@ + + + +
+
+ + \ No newline at end of file