diff --git a/02_activities/assignments/participation/lecture01_03_04.ipynb b/02_activities/assignments/participation/lecture01_03_04.ipynb new file mode 100644 index 000000000..48c7286a2 --- /dev/null +++ b/02_activities/assignments/participation/lecture01_03_04.ipynb @@ -0,0 +1,3838 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "8d1e3505", + "metadata": {}, + "outputs": [], + "source": [ + "#this notebook contains ALL lecture coding follow along! " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ce583b92", + "metadata": {}, + "outputs": [], + "source": [ + "#2026-01-15 In Class Follow Along - Evan Chan " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5d2e24fd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: numpy in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (2.3.3)\n", + "Requirement already satisfied: matplotlib in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (3.10.7)\n", + "Requirement already satisfied: pandas in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (2.3.3)\n", + "Requirement already satisfied: scipy in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (1.17.0)\n", + "Requirement already satisfied: pillow in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (11.3.0)\n", + "Requirement already satisfied: requests in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (2.32.5)\n", + "Requirement already satisfied: contourpy>=1.0.1 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib) (1.3.3)\n", + "Requirement already satisfied: cycler>=0.10 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib) (4.60.1)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib) (1.4.9)\n", + "Requirement already satisfied: packaging>=20.0 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib) (25.0)\n", + "Requirement already satisfied: pyparsing>=3 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib) (3.2.5)\n", + "Requirement already satisfied: python-dateutil>=2.7 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib) (2.9.0.post0)\n", + "Requirement already satisfied: pytz>=2020.1 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from pandas) (2025.2)\n", + "Requirement already satisfied: tzdata>=2022.7 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from pandas) (2025.2)\n", + "Requirement already satisfied: charset_normalizer<4,>=2 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from requests) (3.4.3)\n", + "Requirement already satisfied: idna<4,>=2.5 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from requests) (3.10)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from requests) (2.5.0)\n", + "Requirement already satisfied: certifi>=2017.4.17 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from requests) (2025.10.5)\n", + "Requirement already satisfied: six>=1.5 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from python-dateutil>=2.7->matplotlib) (1.17.0)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "#Ensuring packages are installed! \n", + "%pip install numpy matplotlib pandas scipy pillow requests" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "140938f3", + "metadata": {}, + "outputs": [], + "source": [ + "#importing all of the libraries\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": 8, + "id": "34a171b9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pip in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (26.0)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "#I just realized I should update pip as well :)\n", + "%pip install --upgrade pip" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "24c3df4e", + "metadata": {}, + "outputs": [], + "source": [ + "#generate some data with reproducibility\n", + "np.random.seed(613)\n", + "x=np.arange(50)\n", + "y=np.random.randint(0,100,50) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9c9b0898", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#make a basic plot \n", + "fig,ax=plt.subplots(figsize=(5,3)) #width and height\n", + "ax.scatter(x,y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2e40dbc4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#trying it with a bar plot\n", + "fig,ax=plt.subplots(figsize=(5,3)) #width and height\n", + "ax.bar(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3336df87", + "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": [ + "#trying it with a line plot\n", + "fig,ax=plt.subplots(figsize=(5,3)) #width and height\n", + "ax.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "1af4bc0b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#trying it with a hist plot\n", + "fig,ax=plt.subplots(figsize=(5,3)) #width and height\n", + "ax.hist(y) #no \"x\", because historgram only needs y value " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "308d38fd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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w8HDp1q2bHD58uPxx3f9q1qxZEh0dbR4fMGCA5OTkSKDSw9OlpaVJXFycqY9OnTrJ3LlzPQZzDfQ627NnjwwZMsQMu6Q/gxs3bvR4vCr1o4fwS05ONiNl6JGR3n777fIB0KvM0UiFeGgDBw5UK1euVKdOnVLHjx9XL730koqNjVVFRUXly7z77rsqJiZGbd++XR0+fFg99dRTqm/fvirQHTx4UHXo0EF1795dTZo0qXw+9eXpypUrqn379uqtt95SBw4cUOfOnVM//fSTOnv2bPkyCxYsUE2aNFEbN25UJ06cMANex8XFqVu3bqlANG/ePBUZGam2bNmizp8/r7755hvVqFEj9cknn5QvE+h1tnXrVvXhhx+q7777zgx0e+/A6VWpnxdffFH16NFD7d+/X/38888qPj5evf76647KQWj5WH5+vnkD7N6929y/evWqql+/vvnQlHG5XGaZffv2qUB1/fp19eijj6qsrCz17LPPlocW9VXR9OnT1dNPP33fx91ut2rdurVatGhR+Txdj6GhoWrt2rUqEA0ePFiNGTPGY96rr76qkpOTzd/Umad7Q6sq9fPbb7+Z9Q4dOlS+zLZt21RQUJC6ePGiqioOD/pY2fXFmjdvbm6PHDkiJSUlpmldpnPnzhIbGyv79u2TQKUP/w0ePNijXjTqq6LNmzebEWtGjBhhDkH37NlTVqxYUf74+fPnzcAAd9eZHrhUDxAQqHXWt29fMxzdmTNnzP0TJ07I3r17ZdCgQeY+dfZgVakffasPCer3Zhm9fHBwsBw4cED8ZpR33J8et1Gfm+nXr58kJiaaefqF12M83jsSvr78i34sEK1bt85cJfvQoUMVHqO+Kjp37pxkZGSYIddmzpxp6m3ixImmnvQQbGX1UtklhgK1zvQFbPUlNfQOjx4UXJ/jmjdvnjn/olFnD1aV+tG3eifqbvXq1TM77E7qkNDycevh1KlTZo8OldPX5Jk0aZJkZWVJWFiYr4tjzc6Q3pudP3++ua9bWvp9pq8yrkMLFW3YsEFWr14ta9aska5du8rx48fNDqXudECd+RcOD/rIhAkTZMuWLbJz505p165d+Xx9iZd//vlHrl696rF8oF7+RR/+y8/Pl6SkJLNXpqfdu3eb8S7133pPjvrypHtvdenSxWNeQkKC5Obmmr/L6oVLDP1r2rRpprU1cuRI09PyjTfekClTppjevhp19mBVqR99qz/Ld7tz547pUeikDgmtWqbPYerAyszMlB07dpgutnfTl36pX7++x+VfdJd4/YUTiJd/6d+/v5w8edLs+ZZNuhWhD9uU/U19edKHm+/9GYU+V9O+fXvzt37P6S+Ju+tMHxrT5xUCtc5u3rxpzq3cTR8m1K1WjTp7sKrUj77VO5d6R7SM/g7UdexowPUqd9lAjXjvvfdMt9Bdu3apS5culU83b9706MKtu8Hv2LHDdOHu06ePmfD/7u49qFFfFX8aUK9ePdONOycnR61evVo1bNhQrVq1yqN7ctOmTdWmTZvUr7/+qoYOHRpQ3bfvNWrUKNW2bdvyLu+6W3dUVJT64IMPypcJ9Dq7fv26OnbsmJl0dCxevNj8feHChSrXj+7y3rNnT/NTjL1795oewXR593P6xa5s0r/dKqNf5HHjxqlmzZqZL5vhw4ebYEPloUV9VfT999+rxMRE0+W4c+fOavny5R6P6y7KaWlpqlWrVmaZ/v37q+zsbBWoCgsLzXtK7/yEhYWpjh07mt8kFRcXly8T6HW2c+fOSr+7dOBXtX7++usvE1L6N3CNGzdWo0ePNmHoBJcmAQBYg3NaAABrEFoAAGsQWgAAaxBaAABrEFoAAGsQWgAAaxBaAABrEFoAAGsQWgAAaxBaAABrEFoAALHF/wFRJ5jr6CxVAQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding plot labels \n", + "fig,ax=plt.subplots(figsize=(5,3)) #width and height\n", + "ax.hist(y) #no \"x\", because historgram only needs y value \n", + "ax.hist(y, edgecolor='black') #adding black edges to bars" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2a7d8d9a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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JLUY8v4yOFp2m/7vlbBrRJcOn1wqLOupQpEnjKJo4sJWy8mIYhmHCg/zSM8JIo5FYvzYpAX1vNtQGc80ga6nXT7tOUP6pM8HeHIZhGMYANhwuEn+7ZSVRUlw0BRI21AbTOTORBrZNpdo6Cy3ccCzYm8MwDMMYwIbDxeLvwHbNKNCwofYD1wy2etUL1h8VPcsZhmGY0GbDIatHPbAtG+qw4LK+LSguOor25pfRxiPWVRjDMAwTmlTV1NHmYyXi+iD2qMMD5C8u6d1CXF+w7miwN4dhGIbxgW05JcJYpyXEUPv0phRo2FD7Ofy96I8cOl1VG+zNYRiGYXzMTw9ok6ppfrTRsKH2E2d3SKM2afGiS9nibceDvTkMwzCMr/npIIS9ARtqPxEV1YiuHmgTlXH4m2HoTHUtbT5azAJLJmRLswYGQUgG2FD7kasGtRLF8Sv3FYqBHQwTyTz93+10+eu/0ZLt9hPxGMbM5BSfpuMlZ6hxVKOANzqRsKH2I62bNaXhnaxt5j5fz141E9nsyy8Xf9fbwogM4wpMIDSLtmeDzZvu0SKJmsYEZ44VG+oADeqAoa6r45AfE7kUn64Wf/fklwV7UxgTg/TIhbNW0AOf/0FmYMOh4qCGvQEbaj+DwRxJcU3oWPFpWrW/MNibwzBBo7jCOnFoN89rZ9yw74R1IXfghDUCE+n5acCG2s/ERTemy/tZZ2N/xoM6mAimuMLqUWOwQUVVTbA3hzEpZWesx0a5CY6RM9W1ooYasKEOc6611VQv3ppLJbbwH8NEEjjhna6ubZCvZhhHyiqtx0l5ZfAN9dZjJVRda6GMxFhRbhss2FAHgL6tU6hrViJV1tSJBigME2k4LlA5/M24oqzSeqygB4V5wt6pQWl0ImFDHQDwBV+rGtTBMJEa9pawoIzxFPo+U11HNbV15hCSBanRiYQNdYCYMKAVNYlqRH8cKabtOaXB3hyGCShFNiGZuvyGYZxxSuVJlwexRMtisdB6m0cdjEEcathQBwjkOC7qnS2uz12+L9ibw2igoKxSNOJnjPOosVgF7FEznjzqYOepjxadphOnKsUx26dVcBqdSNhQB5A7Lugk/n6zOYcOFrCYxswcLqygc55dSnd+tCHYmxJWpVm9bCe8I0UVpmlowZgLdW46mIZ6g82b7tUyWVTvBBM21AGkV8sUGtmtOaHvyVsr2Ks2M+sOnaSaOgvtOM5pCiObnXRqnkDNmkYT2n3LelmGcWWogyko2xDkQRxq2FAHmCkjOyudynJLzgR7cxgX7Lc1WyjlcjpDQ9/NmsZQl6wkcX1PPuepGU+h7+BFXeRoy2DWT0vYUAeYwe3T6KwOaaI2791f9gd7cxgX7C+wentlVTXc+tXA0HdqfDR1yUwU1/fksUfNuBeTBcujrqiqoe22aBp71BHKnbZc9UdrDlNRub0aljGXR40QrfrEwfjmUacmxCiGejcbasakYrLNR0uots5C2clx1DIljoING+ogcH7X5kKggE5N81YeDPbmMA7Agz6gEvtx+Nt3ik/Xe9RdbaHvvRz6ZhxA3bS6g12w2ohukI1O2gW30YmEDXUQwBcvc9Xv/XbAFB14mHowQAVd5CSlZ9hQG+ZRN42mzllWj/rwyQrRWpRhXOWkg3Vu3GCCiVlq2FAHcapWx+YJVHqmhj5ecyjYm8Oo2O9QOndKFYpjfBeTNU+MFQYbqX9WfjNqoAlRE4zQt8ViUTzqAWyoI5vGUY3ojvOtuep3fjnAnoWJ2O9gPDj0bVxnspT4aBFRknnqvdz4hHGRnw6W6vtQYQWdLK+imMZR1LtVMpkBNtRB5Ir+rYRQAd1vUK7FmEtIJkHUg/EeLEJlKgGeNOicaSvRYkEZ42QgR/3twP/2pDcNIx3bJLiNTkLCUNfW1tJjjz1GHTp0oPj4eOrUqRM99dRTIjQhwfXp06dTixYtxHPGjBlDe/bsoVAgpkkU3XZeR6WtaLAb0DP2pVm2bpd0inPUhrUPTYxtIq5jmhzgKVqMuzRTMELf62WjE5OEvU1vqJ9//nmaM2cOvf7667Rjxw5x+4UXXqDZs2crz8Ht1157jebOnUtr1qyhhIQEGjduHJ05ExrNRK4b0pbSE2JEX9lFm3kEppk8aqlOLj3NHrURYW9401JB28XmURsZ+uaFbujj6EH7w6Ouq7O47Y0gG50EexCHGuvy1qSsXLmSrrjiCrr00kvF7fbt29Mnn3xCv//+u+JNv/LKK/Too4+K54EPPviAsrKy6Msvv6Trr7+ezE58TGOaPKIDvfj9Lprz8z66ol8ripKuHBOURgfHbR3j+rdJpZ25p1j1bZjiO0a5r4vNoz5YWE6VNbU+hxjn/36Y/vfLrdQ+vSmN6JxBwzpn0Dkd00VOnAm9HDXWcwicGu1RF5RV0thZK0SN9LBO6eI4Gd4pnTpkJIhFJBYGu3LN0+gkJAz1sGHD6O2336bdu3dT165d6Y8//qBff/2VXn75ZfH4gQMHKDc3V4S7JSkpKXT22WfTqlWrQsJQgz8PbUdzf94nGkD8uCOPxvayTtligudNox91m7SmESkmw0kMYkd/dCWTZCbFUnJcE5H/xz7v0cI30c5Pu/LFdu87US4u7686JFIXfVqnihPx8M4Z1LNFsstFMAxDchwb9WAjPej0hFhhVI0Wk20+WiyEYuC7rbniAlqkxIljpHlSrKhGaJUaT1nJwW90EhKG+uGHH6bS0lLq3r07NW7cWOSsn3nmGZo0aZJ4HEYawINWg9vyMWdUVlaKiwTvEUxwgoCxfvPnffTOL/vZUAcR2eikY/NESrYZlkgpz0KECl7poj9yaNFdI6h9RoKhAzmkkAwI5XdWksgHYuSlr4Y6/5T193zLiA5iNOlv+wrEAgDz33HBb8sTVw1sTS9d28+n7WB8Q/7WslOshtro0HeJ7VjE8XZpn2z6dW+BqJlGFE0t6DWTN216Q/3ZZ5/RRx99RB9//DH16tWLNm3aRPfddx+1bNmSbrrpJq9fd+bMmfTEE0+QmZgwoJU4mezKZXGNGTzqjhkJwuMDkRL6/nD1Ifp4zWFxHQbUMEPtJPQtBWV4n70GCMpQOQEu6dNCyS0eLzlNv+0tpJV7C4ThziutX5w748tNx+ixy3o02E4mcEjDjNadW4+VGt6ZrMR2LHbIaEp3jeoiLhi3iml5MNor9xbSocJyumpgKzITpjbUDz74oPCqZQi7T58+dOjQIWFoYaizs62eZ15enlB9S3C7f//+Ll/3kUceoalTp9p51G3atKFgInNpOFDh2ZihbV0kK76FR20LhUaCoYbX+dQ325XbRirdnYW+1SVavvb8xu9FGmqE1CUtUuLp6kGtxQXPwdhSV4yf/avQIyzdkU9XDWrt0/YwvueoZdjZ6Bx1iU0Yqk5zQCd0bpfm4mJWTK36rqiooKgo+01ECLyuzqruRNkWjPXSpUvtjC7U30OHDnX5urGxsZScnGx3CTaybAXnEnWv20gHJ1h1OV7APOrmCZQc3yQiVN/wMqZ8vEFMdJPrQyPD/UpXsgR7T1WZouVjz2/kuWWdNnKMzsDCN7pxlMuLTDd9v811yowJrEcNcExW1hh3PpSL7lATGZraUI8fP17kpP/73//SwYMHaeHChUJIduWVVyo/PoTCn376afr6669py5Yt9Je//EWExidMmEChRNOYxkrdrmN3nkjmL//+nS6b/avIO/obLAhkV7JOMNS2VXc411GjTGXagk2iPLBtWlO6dpA1smTkxDB1VzI1svztYGGFTydj6U0nxTWhuGjv1OMX2Qz1ij0nhPKfCQ7yuFMLucoNFJTJHLXUn4QKpjbUqJe++uqr6c4776QePXrQAw88QH//+99F0xPJQw89RHfffTfddtttNGTIECorK6PFixdTXJx5FHtawKJDetU8VrHe0/tlTwFtyykNSO4egqTyqlqheG6blkBJSujbmo4IR97+ZT/9uCNfNN95c9JAapkab3zo24mYDGQlx1JSbBOh1j5YUOH16zsLe+ulR4skapMWT2eq62jF7hNevw7jGzLUjWhWvG3RVW7g+VAaavaoDSQpKUnUSSMvffr0adq3b5/wnmNiYuwM3JNPPilU3mhy8uOPP4pSrlBEGgb2qEmZriTZllPi9/eTAyLaNIsXhkuGvmFIKqrCLx2xZn+hqN8HM8b3pN6tUoRXanTou0Q1kEMNfrtykpYv4e/8U2fchr21gG0Z11OGv/O8fh3Gyr9+PUBnP/uj7lGm8tyXGBtNCTbHpYwNtbkNdaQhPWoee9nQUG8/XhrA/LTVeGBFj7aX4ViiBS/07k82ikXIhP4t6Yaz2or7/WGoXYW+QVcDBGXSo26e5FsUbVxvq6FeuiOPqrnLmU9jYp9fvFOo7BER04M89yXGNaHEWOM96lIOfTO+goMz3HOiejhSpPaoA2iobWVJ8LLkDzqclN8wzvfO3yhC/Z0zE+mZK/soVQYyqmPUMYiUgavQt7pDmV7PS82JMt9D37K3c0ZijEh1rN5f6NNrRTIv/bBL0ZRIIaFW5HEHp6VpjPGOSyl71IyvKDnqMPPejPCodxwvFQYmEKVZHZrX1w9LDzOcupO9+uNuWrmvUEQM5kwaqIQY/eFRo4JBnrQdQ98ATU98naJ1wlYf7UvoG0CbcKES/mb1tzdszymlhRuPNQg1a13USaOM41CeD8v9ICZjQ8347FFz6NvKEZWhRo4YfaED41FbvTwQbrXUGOE3+6e94vrMiX0UQ+loqI06BqVHFd24kahscESWaKEjnLfKfulRN0/0zVCDcb2sXQ5/2JbndnAD4xyEvKG7hMZD7wIXizq5y2GkEwwOfVfX1gmxKGBDzXgNFLCAxWT2hhoD3OVq3V+gPOioLdSO0iyJFJSFS5Tjl90F4kQ6tmeW6IbnSH3o21hDjW5fzpr4oMcyTspoRoKOUN6Qb/OoM5N9N9TDOmWI3yHSAhuPWKcoMdr4bW8BLd99QizK/jaig7hPpj30DuTAos5oMVmpaltk18FQgQ21iWAxWT0Ic0OUAkZ0yfB7nvpQYYVYzeM7UIdQk2Kjwyr0fazYuhiBwtsZao/aiFSDq65kdspvpfFJmW8etY+hbwBPcGT3THH9Bw5/awbRh5nf7RDXJ53djvq2TtEd+pZlqfgNqstVyw06H8ptSYhpTE1si/9QIbS2NsxRvBk21JRbekZ0JcLqXJ44/VmiJRudoCOZ2vNTupOFiUedU2wtZcJ0IHeG2qgFozshmWP4e7cXPb8RzpTTkIwIfYNxqi5l4Vo/bzSLNueI3twwrneP6qyIMEu88KhlZFHxqKsM8qhtrx9qYW/AhtqMOeowMQq+cLiwQjEofWzeH0Lf/jpxYjSiWvEdrjlqGaWQjU0cwVxomWowwlDL0ix3gy6k8tsbjxoTlgDK6JyJ1bzhgm7NhWeNjmm+9iGPBJA2+ucP1nr828/vSOmJsZQaH6Nb9a0uzVIb6nKDPepQK80CbKjNmKNmj1opzcJM6O7ZSUKRW1hepYwz9HcNtUQpzwqDft9Y5EhD3bqZc0Ntr/yuNi5H7ebkKAVte70wirKGOiMx1uWsab3AQJxnS7csts0rZlzz0erDdOTkaVEeN9mWm05pWp8y0rq4lroIGfKur6OujWjFN/Aqo15cXEy///475efnKwMyJOi1zXgH11E3FJKh/zT6N0PgBe8G4W9/DHSvn5pl71Er5Vlh8J0UlFUJZTUi++72IT4zFkVGCMpKdIS+8R0glI0hGfqbnRgT9pZgSAdaqyL8fe+YLoa+djiB38XsZXvE9fsv7KrUPktjWFVbJ9Tc8n5tHrX1/xotJiuJJEO9aNEimjRpkuipjalT6nwerrOh9h6uo25YQw2PGvRskWw11MdKaVR3awmNscM4GpZm2YW+w0BMlmPzprOS4pTyGWcY2fSkqNxz6BvpDQh8UDoDUZ8Ul2lBRlh8bXbiyJgeWWJIDjriYdEoj0PGnrk/76OiimrxnV2jGg8qBFtRjYSaHwZSk6G2HW8ysmi0mKw0kkLf06ZNo8mTJwtDDc+6qKhIuZw8edI/WxkhcB21c48a9GqZ4jflN8RIcrXdwTFHbftRh8PiqT4/HRewBaMWMZla+a23Q5m/POq0hBg6q0OauM7NT5yTW3KG/v3bAXH9Hxd1t1NS4ztN0SkokzXOsn46IcY/hjolEgz1sWPH6J577qGmTXmFaTSco67n8EmrUWnTTBrqZL/1/N5fUK54dhgiH66h7xwPQjJ/dCdzNZDDkc5e9vw2YnKWp9GXbKidM2vJbjFtbEj7ZjSmh7UyQ43MU2sVlNXnqDn07bOhHjduHK1bt07vf2N0qr4juSzkdFWtouaVHnVPm6FGSNxoo6kuzXKkPvQdPh51KzdCMqObniiqbw8nx65eKr+NmJzlLk8N1h0qUhYEjJW9+WW0YP0Rcf3hi3s4bWaj16Muq6y2Ow8a3UK0JNxz1F9//bVy/dJLL6UHH3yQtm/fTn369KHoaPsPffnllxu/lRGCPEEir1NZUydEVJGs+Eb3ILkqR44THi+MDcq0zumY7rdhHGrqO5OFvkd9rMhmqDV71AaovuXJ0U3o265EK88coW8ZeUDjjs1HS+jHHXn0J9uEMYbop535okHQeV2b06B2zZw+RzHUGj3qhnXUxrYQLQl3Qz1hwoQG92EGtCNYVdXWht/c3kDRNLqxUOTCmYY3E6mGWtZQOwp44FX7w1Dvc1Gapc5RY+F0pro2pL+TnBJ9htrXkKOYnGXzqD2FvrvYQt9YNNXU1mnuHFXflcz4SgDZ/ASGGuFvNtT17LItqAa1dW6k1VEU7R51jXOPusoaYXTmtXtXRx1a7UOBpl8DSrC0XNhI+wbqQBP9MNotVD1qGfaWyDy10YIyV6VZAN+HPD+EuqBMetSBylFjkAq6y3kSk8nFQ2yTKFHOI0P0nsDJW+nz7QePWj2kY+XewrDQKRjFrlyroe6W7Vqhrzf07VhHLXPUdRbrwA5fkd9fROSoP/jgA6qsbJivqaqqEo8xvsG11PWlWY6GGiVaRrcSRd2u9OCdedRi8WQ7YYTyibqiqkaU0ejLUVcbEvZGKRhGaroD+1l+3yjR0gJa7SLS4a/QtxS5oYYfCwiEexlrH/49NnV+V4fpa2pSbFGU4tPWqIpejxqDOeQiucwAx0WG4CPCUN98881UUtLwRHnq1CnxGGPQYI4Q9958AV2OQGtHj9rWShRCFrQtNOa9KoQmIC46ilq4aAIiBWWh7FFLxTfyf/LzuKJe6V5jTA11fLSmsGW7dJuhVo03dYf0prG9/kxJyN7fGH3JWH8zUHsjAtIuvWEUqqFHre04UmZR286BOGYSlBKtWp+HhsgZChFRR+0qV3D06FFKSXE+kYfxwqOO5NC3C4+6ZUqcCKHCsO4xqAezFJJ1yEh02YJSMVwh3PTkmBzG4cGbNnKxqKUrmZq2aQkN5pAHS0jmzFD/vCtf6BQiHZmfhgAQrX095ailTsET8niT50AjBWWnRCWN9bqnhaoZ0ZxVHzBggDDQuIwePZqaNKn/r8hNHzhwgC666CJ/bWfEEOkeNRaCSlcyB6OCYw956t/2Forwt6tRjUblpxv0+w7h0LfW/LT9FLdqvw/kcOpRa5xLrQjJDJqa5QoovzE3+3jJGTFzeXQPYzvjhWp+2l3YW+1Ra13gqsdcSqx56kqfQ99y0YgoQCgKQjUbaqn83rRpk6ilTkysz+fFxMRQ+/bt6aqrrvLPVkYQRiluQxX0mIZwBEEbZ94f8tRWQ11qqEfdyUlpVjiGvj0pvmVZnBGfV8tADjV6c9T5pdYoQaYfer87LhDH9syi91cdEurviDfUNo+6mydD3VS7mAypLPShV8+AN7KNaGkIC8l0GeoZM2aIvzDI119/PcXG+ncVG6nIgzRSDbX0ppEvxshFR4xuJepqapYaZSZ1SIe+vfCoz/hWFqM79G3zqHEMaHnfQHnUYFzvbGGol2zP01U+Fo7sVhTf7g21EvrW8LtR56BluFtcN6gKpiSEa6iB7qNt3759tHLlSjpzxrqaZfyl+o5MQy3zk45CMscSrR3HS4VAJCCh7zCYSa21z7f6GIS615eyGCkm0zonGqM3YZtR1oVJX2bJUYOz2qdRs6bRQjm/9mARRSrwfA/YWu56MtTq0Len36r0mFEdoF4E1c+krvVpuyPOUK9atYrGjx9PqampdO6559Kjjz5KP/74I50+ra32kdGYo/YxPxhuQjIJhmYgz4ST+UGNuUx3P15pEByHcTgLBYdyG1GZo3Y3h1o9+UhqhHzRSmjtSiZBBKVlSrxdZCVYfb4dgfGQIe9I7v0tGtLUWUSKLttDykFqO2CjPYljpWMiDbOkfiZ1jU/bHXGGesmSJWJq1tKlS+mSSy4Rfb8nTpwoDPeIESP8s5URhJEDEcKphlp9wuyu1FOXGtLjGyd6Ge51Rv0ErdBcPMEzzrXlc7WEvhFyrq8d98FQa+xKpkZ+74dPlpvKo7Yv08qN2F78u2356e7ZSR5TExBtoexRS9pIKc1SKb6NHMxREsIjLoFXiRYovocPHy7EY1deeaUQl6Ez2c6dO43fwggj0lXfsoa6TZprg2LUJK36/LRrb9o+9B2a3wkGV8BYYz5wpsZWm0Y0PdErJtMrKFM86uTAGOpzu2SIJhw5JWdoyzHjmu6Eo+Jbb3cyZSBHA4/aIDFZpHnUb7/9Nt1www3UqlUrGjZsGC1evFh40vCsT5w44Z+tjCAivY7ak0dtZCvR+vy0ayFZONRRy7B3dkqc27pXoyM7ekPfdoIyD4YaHeVQIRAoMZn0EC/o1jyiw9/1rUO1GerUeFt3Mg+DORzbhzbIUVdFtketuzv57bffTs2bN6dp06bRnXfeaVemxfhOJHvUOPkeL7GfQ+0M2Up0e06JT6pkd1OzwqmOWhlvqSHsbWSZoDehb63dyQpt2gJECfS8vhHh72+35NL32/LowXHdKVJLs4z3qBs2O7EPfdeSL0Rcjvo///kPTZo0iebPny8MNrzq//mf/6EffviBKiq01T8yronkOmrU+kJ4ArGYu7xj9+xkIXaCECzfhznBSg21B4861OuovTPUvoW+rZOz9JVngXa27mSexGQy7J2RGOuyo5w/GNk9k6IbNxJtbPfZNA6RAs5JR23RGU811BIZTfHU79txxKWExWReGmo0Pnn55Zdpw4YNlJubK4z0sWPH6LLLLqO0tDQyGrz2jTfeSOnp6RQfHy9mYCPMrj4hTJ8+nVq0aCEeHzNmDO3Zs4dClcQIrqNWh73decnxMY0V44qRl96A5gqyzKRTmIe+lWYnGhTfRoW+cfxCHawOf2pBpjxgiDFIxF3ePZBCMvWibWinjIgMf8tZ4RBfNkuICbBHXUO+IH+7soIjIsRkhYWFwrN+7LHHhKH+v//7P0pOTqaLL77Y0I0rKioSorXo6Gj67rvvaPv27fTSSy9Rs2b1M1BfeOEFeu2112ju3Lm0Zs0aSkhIEOK2UK3zVjzqEPXejBGSuQ57q2dT+zJJC+pVTETCD9edcE0d+i6vqhXNLsK5fahRgzmkN43oCBZWWoEHJk/u7rzqQCu+nY2+/H5rZBlqvflpPYbaY4660tfOZDWR5VHDo83KyqK///3vwtu99dZbaePGjVRQUEALFy40dOOef/55atOmDc2bN4/OOuss6tChA40dO5Y6deqkeNOvvPKKqOW+4oorqG/fvmLUZk5ODn355ZcUisgVJYyIUROiwklIZpSgbKtNtYt+4Z5y3OqSkVCMdOTIgRw6DLUS2fHSUOvtSua857drQ50fwBpqRy7smSUas/xxtETRVEQCWluHqpGKfzliUq9HbZTqu8QLYWNIG2qIydDvGwrvL774gu6++25hIP3B119/TYMHD6ZrrrmGMjMzxWCQd955R3kcg0AQfke4W4IJXmeffbZozOIKzNMuLS21u5iFBFvLPKNzom+v2Eefrj1MIdGVTEOI1tdWoptthrqPhsEe0Y2jRFlOKDY9wWJWT/vQhqHvap8Gcngj9FJqqQvN6VGjxG1Q22YRN/pS1lB31eNRa+z37SpHnaC0EK0lX34DEZejnjJlCvXu3VvZAf4s/N+/fz/NmTOHunTpQt9//z3dcccddM8999D7778vHoeRBvDw1eC2fMwZM2fOFAZdXuC1mwWUz6AzlJHhbxjAZ7/dSf/4Ygt9szmHzMqRIu0etVR+wwv3Ro0tPeo+rVN0hoJDK0+NkJ/0VrS0DzVqMIcMfXtzYqxXfpeb0lCrm59EUp5aCX3r8Kjl918cRI+6vKpW9BFQb09E5KgRXkYIHOItXOBRf/jhh4ZvHJqoDBw4kJ599lnhTd92220i1I58tC888sgjVFJSolyOHDlCZkIerEaFWdXzfR/+YovSkcu0oW/bidodELNgPjXYodOrhpBs5/FTmj1qu6YnISYok/nptIQYaqqK1vh71KUszfIm9F3fney0RzFZMELfakO95sBJpad5OFNQVimqLBDyxxxqregWk6kmZ6kHdJyurje2epHvjVI+9BKPCEMNxTc8W7QP/eyzz8QFc6gREp81a5ahGwcld8+ePe3u69GjBx0+bA3hZmdbfyx5efbhJ9yWjzkDk78gflNfzIRcRRoV+sYcXfUP4s6PNtDpKnPlv+GpylW3uxpqNT29DH+rhWRavHf7WuqakFR86/Gmjajnl9+ld6FvW4mWm17uyuSsIBlqLCbRRhPG48cdeRET9sbvRc+CT7+hdi4m86Xpibormbc9F0LOUM+ePVuEoyH0uvzyy8UFyus333xTqK+NBIrvXbt22d23e/duateunbgOcRkMMvqOS5Bvhvp76NChFKok2rwZozxqKXg5v2tzykiMoZ25p2j6V1vJTEivPz0hpkFjfqMFZVt0CMlCPfSdY/vu9QjJjCjP8qYrmWPoGzW7zlT2SLcpoe9E/86idsdFvWX4OwIMtc7WoZJU20JNa47a0VCjaqCJrU7e2/B3qOenvTLUx48fF01OHMF9eMxI7r//flq9erUIfe/du5c+/vhj0cIUeXKAk+x9991HTz/9tBCebdmyhf7yl79Qy5YtRb13qJJk8AQt9CYG/Vqn0GvXDxDNQhasP0qfrTtiOkOtpTTL0VD/cbTYK0OtNT8dDqFvPUIydejb2wiCL2IyTGWKaRIl6rDV0SAJ2uueqa4LqketDn//sueE25rvSFV8q40jnA50HtSbo8Y5PsHHPHWotw/1ylB37txZhLsd+fTTT4Xoy0iGDBkiSr4++eQTIWB76qmnRDkWOqNJHnroIaE8R/4azy8rKxP9x+PigrfSNlstda7tZNciNZ6Gdc6g+8d0Fbcf+3KrmOscajXUkiHt00TODF2ipIelS0imMT8NkuNDc6qZN13JjFB9l3gxkEOCTmNtbMp/ZyVa8rvGglZPjbbRIPSNUHBlTR0t33UiMoZx6FB8OzYYcbXIxaxqV6Fv9X1lXiq/w8Gj1t2m5YknnqDrrruOVqxYIULT4LfffhPhZ2cG3FfQ8QwXV2DF9eSTT4pLuKDkqA0Kfcs8JYYygCkjO9PaQ0W0YvcJka/++q7hbsc8BraGWrtBgaAM7USx2Fi9v5DG92vpFyGZ/QSt6ogy1DBC2GfwcL0JfXsjJgMwgPtOlDtteqKEvQM0NcvduQfNT9755QAt3pZLF/dpQeEIUg2788qUxYkeMJYWCyqcy2Aw050MUFHnnh3HXKoFZeVeng+VrmSR5FFjtOXvv/9OGRkZoqkILriO+zDykjFQ9W2wmKxlSrzisbxyXX9qkRIn2mhCCR7s+bqyNEurkEwytGO6+Ltqf6HfhGR2oeAQq6P2pn2oo2fjjVZChr5ljlIv7dITXJZoyWYngZqapSX8vWxHPv28Kz8sQ+BIneEYQI/z9rbvRQ/SQLrKU8vjC7lo5KQdSfCxjWi9mCw024cCXVteXV0tOpKhdSjahjL+zVEbEWbFiUP+QFqolL8o13n9hoF03Vur6L9bjtOQlc3or8M7UCh0JVMztFM6/fu3A7R6X6Hu/LQeBagMfYeSRw1PWBo1vTnqJrYmLxVVtSL8jePFq9C3Dx61q6Ynwa6hVjOwbTPKSo6lvNJK+uu8tcKYDWjTjIZ3zqDhndOpX5tU0TAnlNmVa02PdcxI1B1ZkccAIjsyyuJSSBbXxOlvMtGgHHUoh7517XX03EY3MiZ06qilN40mKo5dfwa1a0YPX2wd1ffMtzto0xF9oiyjQI7qqBc5anBWhzQhjttfUE55pWd0Kb71UD9BK3QMNbQJCJTAS4GaXi/eKr/F5CwZ+tYxkENrG1FpqNEhLNggOvXWnwfTtYNbi/RCda2Ffj94kmb9uJuunruK+j/xA90873davjt0c9i7cst09/hWIw2kqxz1KTf5aZBgKwdjQ60DqKlDtY92qCCL/o3wqNVCMmer1VtGdKCLemWLE8yUjzYojSoCCbw+hKPRlQ3heD3gxyfbia7S4FVvOapfSGY/QSt0QptHi61GDgbEm/pReeLUG0XAiVc2p/DWo5aGGpEWx7RMsCZnuaJ/m1R64ep+9Os/RtLPD1xAz1zZmy7t04KaNY0WXbF+2nWC7pu/USxIQ7mG2ltDLY8BV93JXJVmGTWTuiQMDLXuoD2U3RBuQUA2aNAgMa1KDVp8MkZ51NWG5ShdGUCcwF+4pi/tyC0V3svUz/6gd/8yOKAzfmXYGwYFIVe9IPwNTxmGesKAVm5DwVK92rdVqq73qG94YoxH/dWmY9S6WVMR1fD3MA69YW/HvLxerYQMe8dFR1Gcl52gsG/Ee1fWUFGFfejdTKFvx99S+4wEcZl0djthmPG7umbuKvEZ9uSXeW3sggn6LnhTQ6216YmMHDoTkhkxk7rUdvzKqFhEGOp//etflJqaSuvXrxcXxwOVDbWRddTGhb7deao4gN+cNJCufHMlLduZT3NX7KM7L+hMga6h1pufVgvK3l6x36OgTArJcOLwNNrSdejb9+9k3cGTdO/8TWIbfnloFPm7hlqv4tvX0LcvNdQSGHjUU+eWnqFDheVODXWw2odqBYtdRHsGtE2l3/YWipB4qBlqNJzZl28LfXtpqD2KyTR71DUR61Hrdl8wscrVBUM0GHPVUdcbavcna5xQnri8l7j+z+93iXKnQHvUeo2nZEiHNBE2x+vIciRnbLaFvXu3StYdCq6vo672OYT57ZZcxZB6279YX/tQ7/art3l5XwZyqJE93x1LtMzqUbur9wdrD5ykUONgYYVY3EJYqGWqnTOkTsFl6FtpduL8eEnghifeDeVgQklMpr3X8/VD2tCVA1oRbMc9n2zU1UQk0F3J1GAlLnPO7vLUiuJbZ9hbbbSwb7ztOQyQb5UTl/Ba0vv0a/tQL0+w3vacry/N8u3E2C6toaAM3a1O2l4/VAz1WdJQHzwZ9DJIb/PTXbKSvE6HaQ19u/KoE6Whropcj1p36Hvq1KlO74eHgm5g6Fx2xRVXUFqa9eBkgjuU47gtT5ntwaOW3yGEMOjchXzavfM30oe3nC28VTPWUDvmqaFah6G+elBrwzqSSaCcjmkcJbwL5Ly8bRCDvuRqrx9TiTL8VA9c3z40zrfIjs4Fozwx+hL6dqX8LiyrEkp2HJNpPr5+oBjQtpmoEUZ0C/3LvV2QBjM/3U3HxCxH5IKt5HSVVznqBB/EZGeqa4U2xdu+8yHrUW/cuFHkqdFze/ny5eLyzjvviPvQnQyGHMZ6+/bt/tniCCDJpvqWXaEM8ag1qqkxGWfOjQNFqGvlvkJ65cfdZNYaameNTxCyd+a1VNbU0k5bPag3hhqLGHX421t+cJhfXHDKPx419oFcELRO9W6/etvvW4Y4ffWopUE7rGp6IqM8GC4TSMGjL6DNqSwHhFcdisM4umV7P2HQk0ctHRLXHnVjr0PfsiQMma5EHVO/Qt5Qw1seM2YM5eTkKIKyo0eP0oUXXkh/+tOf6NixY3TeeeeJgRqMd8iWeb6Gv3Fgy5MsyrO00jkziWZO7COuz162V3Rc8hdY8aJZhK+GenD7ZqLZBIwTvBZHdueWiRI0b4RkRnYnQ6tJIG0MPGp/UFheJRZ6OEHJ1rF68bbftwx9p3hZQ+3YnUydoz5RZq7SLD31/iFpqL0cxuFN6NvV1LwEH3LUSn46LjpkFnaGGOoXX3xRDMdQz3BOSUmhxx9/XIy7bNq0KU2fPr2BIpzRDkqU5IBzXwRl0puGitzVatUVV/RvRZPObiuu3//pJkWYZDTSqGL7fPHAEAno1zrVZZ66Pj+tryOZswED3k7QQrtW9ExGGPS8rs3Fff7SAcjvC8pob7pJ+aL6luVZqCM2IkeNhRwWdCC/1DzNTrwRlP0eQoIy7PODtpngXbMTfTbUruuorfc7NmQyQvVdEgb5aaD7F1xSUkL5+Q09rBMnTohZ0ADlW1VVgW+cEY6CslM+1FIrim8vc5SPXdZTKKRRA3rXxxvcjqkzQkjm61B35KmBszItbzuSqZGqUW+/EykiO6djOnVqnuhXj9rb8ZZG5KiNEpPh/8ttkF51/Rzq0PKoB9vq5TFopFDHd47F3bdbjvtFhIb2rJ+uPeyyNwCm0kHwiAWXL/tb5oYR4ZELLi0jLo1oIVoSqYYaoe/JkyeL8ZMIeeOC67fccosyAxoDOrp2tY5SZHyspfbFoy7WVprlrpb1zRsGiZPlhsPF9LMfRvnVC8m8NygNBnTsa5in3nKs2Ov8dMOZ1DU+GepxvbMVAdkJfxlqL6dmOQv16y7PUiZn+Rb6xsLNUVAm91dmkCdn6QWT3rpkWhdnaw8Wafo/OIZv/WCdmHD33VZ7bYMRPPrVVvrHF1vovBd+ordX7GtgRGVzINR++7KIxrlMClKdhb895agTFEOtX0wWsYb6rbfeotGjR9P1119P7dq1Exdcx31z584Vz+nevTu9++67/tjeiMFbb8ZZeY7etpyOtawjOmdYX88P4W85dMGX/LRkYLtmQpmNJhmo/1QLyeRJxxdDXd9GVL9HjT7kGw9bFwtje2YJMRQoKKsysaH2LfTtzSxqR+RxgaYn6tB3qOWoZb2/bHijha3HSoVXC9777aDh27PHln9GSPrZb3fS+S/+RB+tOaREzozITytCTNux5MxQe/SoY6z3o+JCr7i2fsRl6ArJvDLUiYmJQuVdWFgoFOC44DpU4LKdaP/+/cWFCW4ttdLn20uPWiK9Pz0hO/3NTnw31IgA9G/bME9thJDM1zaiUu2NLlVZyXGKoSnwc47at9C3d93YfB1xqaZtWoJdikR61KEW+nasp9bCos05ynV0NdueY00tGgG8ZyxoZYoLCzpoAf534VYa8/Jy0eJ2+3Hr+3U1oJuaO0GZUp7l0qNurFzXG/4usUW/Is6jVhvsvn37iguuM+arpcYcWV9y1JJ0m/d3wg/en1KaZQtx+oqz+dRGCMmA9Aq8+U6+35ZnN784FELf8hjEiVRrNzY8r76O2veToxL6dshRh1roW+1Rb80p9WhwsB8X/WE11BijCT5cbZxXfbQIw06s3/Hk4e1p2QPn04zxPUWkB2kGtLj9ZU+BIR41SLEt2hwFZQjvq8dcuhLXxtoEkd7W9IdyVzLAncnCeILWcQ8DObSS7iePGj9SaailwtdXFEGZKk8t89O+CMl88agRCpYtWaWhlh71yfIqv0xV8nUgh2MDijKNXaFwvMqPY0SDCXlcIEWC71OZnJUYWqpvuWjCBW1jZRrEFesPFwkxKLzMf17TT9y3cOMxJa3gKzLnj9QCFq+xTRrTzcM70PIHR9KD47op3z3Wtf70qCEwq7EdMO4qUxK97E4WsTlqJtA56urgh75tAxFQm2skyM9WVNWKk4GcluQrCC1j9Q019b4TZXYedd/Wvhlqb0ddLt2ZJ05G8Ew6ZFhDuXLIBE7aRrcRPV1VKxYAvrQPlakE5Pz1LBiLbd2n0DAHJ39fkSkRiA6x389U14VsjhoMad9MCWW74+tNVm96bK9soRHpnp0kPvtn644Ysh3KAtkhkgXh1pSRnemXh0bStAu70tMTehsydSrVhaFWe8gJbhqSJHip/GZDzfgVJezopUcNpa4cyG5Wj1p2nGqZEu91ra8jMA5ydCS8aqOEZHaqb50e9WKbYndcryzlvujGUUpo2GhBmQx74xiS4Xpv0dv0ROlKZtCJEREBNLKBxmCzLTICLxPdvkIRGf52N6ADE6tQkgXG92shPN6bhrUXtz9cfciQQS5qj9oZ0BfcPbqLGNdpBIpH7bAoVU/OcteQJMHLNqLytxrKIy4BG2rT11HX+FRDjRO1q44/enPU6LNsJJ5OFkbkqWGkpZDM2+k/DeqodSye4N2u2HNC8Y7UKIIygxdAUkiGMKuvtemKqFHjZ1a6khnUhxtlPTLass5W1hSq3rRaULbxSJFLBTNa9yJ6hajLcFvFxRX9W4rfMjzh5bvzTacN8Tb07Wkgh69tREvDxKPWdAb/+uuvNb/g5Zdf7sv2MAZ51NJQ+5KjlEjhExYNUIsiJOrP8Jsheeol6Pt9koZ1yjBESOZtedby3SdEyBJGs1fL5Ab7FZ3KjO5OJj1qb4dx+FKiZaSQTIKFHBp/rD9kNdQZIWyoO2cmin2DJkJbc0poYFtr9EeNFJFd0idbRF5k573rhrShd345QO+vPESjutdHZ7xBlru1s6nq/Y1sfiNr7BvUUHuI/CR42Z2sJJIMtWxk4gmcCGtr9RelM8bXURslJANYycvwI3KfRhh/uxpqgw1139apogUrtvU/G46K+/r4mJ92DH1D2KTF8MuyLIjIHJ8vF0B+86gNaCIjB8RoDfcXlRvTlUyNXMhtPFyktEUNVXAMDGqXRj/uyBPhb0dDjVSN7Ac/vm9Lu8duPKcdvfvrAbH423+ijDrautvpBeLFI7bOdUYvkj1Fo7z1qBM4R+2Zuro6TRc20uYx1LI0S8t4Sy0nl/QE442KLLkxelWPfDeGdAB0VDMiP60+2WDBArWqJ9A4AidkcFFv+7C3P0u0jGgf6q1HLT0mXwdyqJGpkfKq2pAPfYOzOjRzWU+N7n/Y19nJcUp/cPWQkpHdMpVctbfknTojwu7oOW/EQt43MVm1ttB3jH5Djd8fxKoRY6iZ4JVneRv6ztU53jIYeWp/5ajVZVoSIwx1QkxjZeqVlvA3SrIwvSw9IUYRuKnJSIrxy6hLI2qovW28I8VkRoe+1YS6oZYGeN2hogaleTLsfVnfFk7FVVJU9vm6o171vlb/7hBxQY1yIKgXkzkYag/tQ30Rk5WqfqOuZl2HCl5tfXl5uZhDffjw4QbDN+655x6jti2ikQeu3lnADQdyGBOmlspvozxqnGTka/lD0CIFZTIM66uQTEYW0K0LXgFCwZnJcZp6e1/YM0vpdaymuZ9C30Yaahnu16769kfo2z7iEmqTsxxBPT9SM1jU7D1RRl1tDUXwm5ARmMv724e9Jed2zhAlfsjZo64a4fBgtu3Viqypd/SopVjWU4460QsxmXwvnEsDtSAxjaFGy9BLLrmEKioqhMFOS0ujgoICMd4yMzOTDbVJ6qhlntKo0JbRtdRSSIYTuj/CUvCg8QOFJ2iEkEyCnsE4AcjWhK6Ap/SDQzcyR6QoykgxGUp3ZP18MEPfRrQPDVePGgIx1PtD3Y2xl9JQw0hDeNg+vanLCBC87D+f046e/GY7fbDqoBhFq/fYPmQriwxUfhqk2lIhOD7U+g69HnW5F4Y61MPeQPcy4/7776fx48dTUVERxcfH0+rVq+nQoUM0aNAg+uc//+mfrYxA5IGLH67e8ZL4ISgeteGhb2OMitEdyRzBClo2l/C1I5k3Huamo8WUf6pSfI/DOtuH4f3pUaNzF5qrwINHT/GAG2qD66gBaqbVArJQFpM5hr/VeWoZ9h7fr6Vb43v14NaioQwqBpyNdNUa+g6U4lttLLGQlFoDuz7fflB9l4RJ+1CvDPWmTZto2rRpFBUVRY0bN6bKykpq06YNvfDCC/Q///M//tnKCERd+6y7dvBMjSKi8LUrWcPBHFUGK779d7J4cFx3unJAK7p5uDWvZwRKiZYHwyXD3iO7Z7rs0KXsUwPbiMqTMEL9zsLt3rey1Rv6Ns6jdvSqQ92jBmc5ND5B7hZqbnB5P+dhb/ViceLAVuL6Byv1i8qOBLiGGsRFRylNjdThb60edaIXLUTrPerQzk97Zaijo6OFkQYIdSNPDVJSUujIEWPa27niueeeEyvN++67T7nvzJkzNGXKFEpPTxfDQa666irKy7OGHEMZHNSyEb3eft/HbUIyhJWN6uCk5KgNCn3L8FtbH6ZZeaJny2SadV1/Q3Oa9TOp3RuuH7fLsHeWxygFvAzH+lKf62MNWgB5G/o2UkymNipYfKQZvAgIBgh9Q3WN6gwMyFi87bioJkCr0C4ahmD8Zah18fnD9lxFk6C72iKAhhrnbelVy8Wcnhx1gjdiMtsxG+pdybwy1AMGDKC1a9eK6+effz5Nnz6dPvroI2E8e/fuTf4C74lZ2JjW5RiKX7RoES1YsEAI3HJycmjixIkUySVa9WFv44ygNCpGjWUMRvjNCLR0J0P99r4TVoMpZ3k7w76NqDH7Vc7hRp4z0IYaCw7FizHYUMvjBNOd3LWaDBXQwKSXLSWD8PeiP2TLUPfetAR5bQgmEYj5SEepFr4fmZ5oY1B/fV+6k8loocccdYx+MVm4dCXzylA/++yz1KJFC3H9mWeeoWbNmtEdd9xBJ06cEIbUH5SVldGkSZPEHGy8n6SkpIT+9a9/0csvv0yjRo0SefJ58+bRypUrRe481JHzgHUbajk5ycAayQxbHXVhubE56kCG34xAS79v2ZijY/MEjyFgpZbasAWQdYHQ3jCP2rYw0SBqRHjcNrBMEQ8ZRfuMpmGh+FZzlk1D8e2WXFq5r8BpkxN3yFKtz9YdVSbFaU054bjztbWw17XUqhItvTnqchaTaWPw4ME0cuRIJfS9ePFiKi0tpfXr11P//v39sY0itH3ppZfSmDFj7O7He1ZXV9vd3717d2rbti2tWrWKIrWNqAx9ZxtoqNV11FpPCu6GDsimHIEMvxmBljaiG2yGepCT9pCOGN2d7GBBhZ1hC6RHLT01eD9GDVmRjOqeSRf3zqY7LuhE4cJgm6BsyfY84Rn3b5Oqa+GKfYLpZjh2jtp+T2ZUfLvzqOtz1NHGi8kqIthQw3MtLm44SxXGGo8Zzfz582nDhg00c+bMBo/l5uZSTEwMpaam2t2flZUlHnMFBHDYXvXF3LXU1UHr8y2RYxmhKNY75tHZ9uF1cDLPCjEPqX4mtet9IHtSD3TS5MSfJVpYQPkrR40TqqcFWpGfhGTW7YimOTcOokv6WKN54YBj5zFPIjJH8PvpZpsVLUe5BrvaQm8ttZKj1iomq/R8HEr8lYYJCUP9888/N2hyIkVdv/zyCxkJxGn33nuvyIHHxRl3QofRh/hNXqBaNyN6u0I5etRGtgfEIA550i7wMfwt89NtmsWHXL5Rjo10pYJGtOCPI9aTprOBC44g52rUqEu0IkXpC3apEQ1e1KFvLKzkLGjPNdShf2IMBFj8YkgHQDXWpX31L0JkD/vNR0uC2l9fC4qYzIlH7Tn03Vj8ReRBS/vecBpxCTQnKTZv3qxc3759u53Hih7fCIG3amUtGTAKhLbz8/Np4MCBdu+1YsUKev311+n7778XiwZ4+GqvGqrv7GznTSbAI488QlOnTlVuw6M2o7HG3F2vQt+2HLWRoW8ZpkUIFOHvTs29f5368FtoCcnUhstV6Htn7ik6XV0rvrsutpOwO4wcdSkXQIikuCoJ87ZtKk6QWJy4qyLwx0COcAde9d78MjqnQ7pXde+yMcpWjR61P9v26g19Y1GL34o2MVkT5TocFy0T/MIpR63ZUCP/DIk9Ls5C3Gh+Mnv2bEM3bvTo0bRlyxa7+26++WaRh/7HP/4hjCvKxZYuXSrKssCuXbtEydjQoUNdvm5sbKy4mB1vPGp1s5OWBqq+AXpWo3Whr01PgtHC0CjQmcxd6Fvmp/u3TdUULTBSTHawwFghGcDvHSdRfF5cMu0ndToNqxp93IUzfzu3gyjPmnphV6/+vzTUCH1rmejmr9Gy3ojJylWlVp6EbVFRjUSTF/SHQPhb/m4ipeGJZkN94MABcSB07NiRfv/9d2revN6lQp4YwjI0QDGSpKSkBiVfCQkJomZa3n/LLbcI7xitTJOTk+nuu+8WRvqcc86hUEeuMvXUUePglKtUoz1qpUTLV0MdxJOFvzuTbZD5aQ1hb6O7kyklbwbvV0QRYKQ9LRj320rSvB2/GIl0ap5IH95yttf/H2VaEJThd3/k5Gm3IW2M0MyxpcXaBqEs0jFHLSsJkGvXIj5MiG0iDLVWxyUiPep27azN3zHO0kzMmjVLNGCBRw2R2Lhx4+jNN9+kcMAbjzrHFvZG/ktLeMi7wRxVpjQogUD+6F0J6uRYTWfTsvyt+j5ocGlWQ+W3e1Hj/oIypSyNCQwwcN1bJIkcNbxqd4YalRbQYcEzldqIQCJL9qQBVUqzNJaJJcY2EZEntSfurqZfOjgRZajV7Nu3j1555RXasWOHuN2zZ08h+urUyf+lExCzqYHI7I033hCXcEOpo9bhUeeWGi8kaziYw3ujgqiMUkMdgqFvabQQtcBMX7UngJMIPhuijwh9a0GOukTeH21EfRHX+c+j9hzZwfd6wOZRd2JDHVDQy14aaneCtEOq351RQ2r0IEPQxaer7EuzNI6gTNAxQUt9zpTpqohSfUPABcOM8De6hOGyZs0a6tWrFy1ZssQ/WxmhKGIyLzxqI7uSOXrUvvT7RtcufB6cJ1oHuDOSEahFL44epsxPQ0SmVWmabmskA1W14whAPcBQKh51htEeted+33mlVsU5WnwGI6wayfRV8tQNy2bNpA1xnEmttTRLkhCj/Xwof0voMW6UsDKY6F5qPPzww6JtJ/puO94PgdeFF15o5PZFNPU56uqglmYZOZhDruqzk+MMD80HAkzlkuMz4WHKxYtdoxONYW8AjxwqaTQLQXlVM1vUQi9FFdWKx2v0iViLVmL/iTKl5M7oZieMe+R0uK3HSt0KyoKdcpLVANA7IDStdSCHs1rqSMpPA92/KIS7IeByZPLkyaJsizEOGRKSK09dfb5TjTfUipjMh9D3kRAOezecoGW/gNp4yOrRDNAoJGuQp/ZB+S29aSzQjF4AaQl977MpzllIFngcBWWuOCwH4QSpLFJtNOF8SIPrqYbam+5kEW+oofbGqEtHcB+U30xwW4jKGmr/eNT1+VRvCfaq3tgJWvXfC/LVfxwt1qX4dtyv8KjN0uPbeejbs0fd0eCwO6NdUAY2uwl/B7MrmRxCI4drwJCW6Q19x0qP2rOYLGIN9ZNPPkkVFRV066230m233UbPP/+86ESGC8Lgf//738VjTHCnZ9WHvv2Qo7blU/EjgGHyhmA2XDAKKU5RpyR2HC8VHZMQ3tNrrOqV31Wm6fGtV/XNpVnBRV1P7UnEGcxFcv2oy/pUjVYxWaIUk2mYSR1OXcl05aifeOIJuv322+mxxx4T9c0vvfSS6PAFWrZsSY8//jjdc889/tzWiEOuNFE7iJwOhDrBanYif2TYBmwLRGHe1GkHO/zmrwlaMj89oI22RidGl2gZ3eNb74KRS7OCi6cOZfmnKkULWPx+jZwB4I3yGzO47T1qbcY0IYJD35oNtWyEDqECxGS4nDp1StwHw80Yj3qliYPT00EHQZHsg5uVYnznNRgg1GejDAlGxRtDXT+HOnQ96voJWjUNB3HoDHur24j60p3M6DnUenLUZ6prlelNbKiDKyjbctR5h7L69rJxIgQdLKSgDP2+tfb59kVMFg5dyYCub8zxy4eBZiPtP1BWIBW0WlaROcWnlZynv0oS0EYUFNr6OuvhdFWtWNmHfI46vqFHvVFnoxOju5Md9KdHbfN4XIW+YQSwjkc5ofwsTBAEZU2ihKJahridRlyCXDqn7vftfY66xuNzI9ajBl27dvVYKH/y5Elft4lRgZNfYU2VJkFZrlR8+7HXMrw/DJ7wpt/3kaIKZQKVP0YhBr6NaI2y348VnxbDK/q10dboxFnTE28NdXFFlTILul0QPGpFSNY8ISiNNBiroKxHdhL9YWt84rhgU6otgrxAlt3JMNRGdx11LIe+NeepMRaSCWz4G95rma0vrhYhmdE9vp161F4InxQhWQh703aDOWwnA5mf7pad7HG4gPvyLO/EZHK/ZibFUlPVlCGjUzCuBpHs59Is04S/paG+rG9Lp/0Lgp1ykv2+sbgss0VotP5mEpXOZJ5V36WRbKivv/56LsEKMHK16eokqaZeSOZHQ+1DmNYs4TfDRl3aTjRyEMegdvq9abtGMuWVXrUR9VePb8cIgqvF4j4uzTKX8tvJbGqzVFs4C31rrqOO0R76Lo3UHDWHtMxfS13f7MR/oe/6CVr6vT+lx3eoe9QOddTSo/ZGSKbep9W13rUR9XdtujyRQjVcXduwLI9Ls8xBn9b1ym8p/jXbb09dnqW3M1lCBIe+NRtqxy+eMV8ttRST+aPZiSTDVkvtzWCOYDdcMH4mNVT2taJ1oy+GGsI/eULxJlLhrx7fzvub1zQ4L6hz1Iz5BGUQAaKc0l9iQ289aiVH7UfVd0qkGWqMt+Swt7k96txS/4vJpPfnTY5aGQoQ4h61ulMXjHRVbZ3I3fvi0frSnczfHjX6m8fb2pI6Kr+hn4BhQMCtA4e+gwrKriAoA5imJZFGG8eoVu/V3+VZMKRKC1G9qu+qWpEicgUWjzJVGHGGmjF3v291sxO/etTKYA59BgVNUqTqO9h5Ml+Bal3mwTbKRidtm/mUHvKlO5k/24d6Un7LsDca7ITikJVwDn+bcYEsDSfOVdLW6vWoQUW1a0EZDDnON4ANNRMQZNceTx41PBu09YStyEr2p5hMDuao0pUOgSIdOdjoxo386vEHAilQKauqoXUHbflpL4Vkkowk7wZzwMOVxt2ftemuDTWHvc3eSlQ9hzrYqEPfALpJGa3xRFx0lHi+p/C3fG2ca/B/woHw+BQRkaOu1lRDDc/Mn2MGZb9vLAr09CCXq/o2zZp6bIUaKt8J1im/7S0Q1wd5mZ+WyEYhekPfMuyN0LkMyfsDVzOpZWlWJxaSmatDmUpQZqZugLKOWu0la41ENWrUSJOgTM67xqIgXETQbKjDREwmhWT+LM0C8TGNlQk4esK0ZlGdGgHEX7G2xRBSEk2iGlHf1r551M299Kjr89P+9WjZow4tQRm+J3lsmKm/Po4jte3Uu7hM1CAoC7f2oYANtcmRB6a7EYNA5qf92ezEsZZaT57aLA0XjEJ9EujRIlksYHxBisn0qr7rW4c2DcqCUSnNymCP2jSCshbJduFvM0zNkqBHgHqilV5xW4IWjzrMFN+ADXWYGepA5H+9qaVWQt/hYqhVAhhv+nsbJSY7WOB/IZmrft+oqZZGgD1q89CnVb2hxneUY5tRb5ZFstqAahWS6ZlJLRsRsaFmAkaixtC3bB+K6Tj+Jt2LWupDtvBbsOs4jUIdshvQ1rewty+jLv1dmuUu9A0jXVNnEWKgbD8KGBnvO5QdKzotFNAQVcn0iqkMtU6POlFpI1rjuStZmMyiBmyoTU6SRtX3cduqOTsAHnXzJH211BC1BMqgBCP07W2jE6c56rJKXWp6f7cPbdg2taZB2Bv103rbnjL+o08r68Jxa06JcnxA8W0WYZWspfbKo47h0DcToh51TW0dbT9eGrB+y4pHrdH7E12IbCd4M5SIGBn6xiCM1s18Xxx500a0oqpGGRvqb0Pt7DhkIZk56ZKVqAjKftljrUpoa6L++upFbqLOITKJOsRkbKiZwHcmq6xx2Y0HuSg8DuMhhST+RF1LrQXpTWclx4ZNUwx5soE3bYSnAiW5NP5aw99yv8JDkVOJ/B/6rl9EcI9v8wvKvt1y3HSRrFRDctQ1Lp/DhpoJOOrJMuVVzg/OVfsLxd+zO6YHpEZZmaClsZTITA0XjOKs9mliX1/at4VhrymbnpzQOO5SmUYWgLx/spMc9f4Cq0fdiT1q09HXlqeWIlMzGWpfctQJiuPiRkwWhoY6uI1fGY+gXhcddhAShdfsrO5w1T6roR7aMT0g25QhZ1Jr9KgPK3my8DmhTxjQii7uky08YaOAoAxeqlaP+qDNo24fgJOws4YnXJplfkGZxEyLZLUB1TriUo+YrL6OOnzMG3vUJgdhVXclWugQJttYDu0UGEOtt4463IRkEiONtFpQdkJrpCKAHrXjcBh0f5ILtQ7sUZu2Q5kZDbWdmMxbj7qKG54wZh3M4cRQbz5aTKera6lZ02jqlmWdnONvZHOOoopqIWTzhJkaLpgZ2UZUs0ddYN2vHTIC4VHbH4P7bGFv6A6CPZGJcS0oA8iGtW5mnt+eMXXUNU4fR8UEZl07vk+ow4Y6lAZzODk4Zdj7nI7pASuRSW0aozTHP1lRpb19qIlW9WZEb3eyQHrUMvQNTwaiRg57m19Q1tMmKEMTJH/2/9dLiqrft/466iZuDfWPO/JFpAcpQzMtTnzFPN8e4xI5r9VZLbUUkgUq7A0gokpL0FZLfaa6VpmTzYbauO5k2K85NqGQv0uzHAeRwFhzaVbo5KnNFsnyJUed4EZMhuje84t3iuuTR3RgjzpQzJw5k4YMGUJJSUmUmZlJEyZMoF27dtk958yZMzRlyhRKT0+nxMREuuqqqygvL4/CifoaVvv62sqaWlp/qCigQrKGtdTujcrRogpxcsdKWBp3xvfuZEdsUQqc6JD2CJSoUS4YuTTL/IzqkalE28yEupRQRguNEJN9vv4o7c0vEznw28/vROGEqQ318uXLhRFevXo1LVmyhKqrq2ns2LFUXm49SYD777+fFi1aRAsWLBDPz8nJoYkTJ1I44UpMtulwMVXW1IkTfOfMwJ4w6/t9V2oSkpmpM5JZ0SMmq1d8JwRkv+I96pXfNXTA1mOcPWrzMrJbJm2afiHdPaozmQl/1FFXVNXQy0t2i+t3j+oSVt40MLUKZPHixXa333vvPeFZr1+/ns477zwqKSmhf/3rX/Txxx/TqFGjxHPmzZtHPXr0EMb9nHPOoXDA1eQiGfY+p2NawI2gUkvtwVBvPmqd4BPohUQoIuuoEaWAKMbddyqHcQQyrInj8GR5lVDVHrDlxztxjtrUQE9iNprGNBa191jwSV2GVhJctBD9968HRJc+dAm88Zy2FG6Y2lA7AsMM0tLSxF8YbHjZY8aMUZ7TvXt3atu2La1atcqloa6srBQXSWmptf2m6UPfDh61Uj8dwPy0JF1jLfVqpRmL9TtjPO/Tqto6Kj1d47bbWKB6fDtbMO7KLRVlgRAotTKgfSoTWWAB+t97zhUDXfSWOCbaPGpEEpGTbtI4SpSJzl2+X9z/4LhuhpdNmgFTh77V1NXV0X333UfDhw+n3r17i/tyc3MpJiaGUlPtpxdlZWWJx9zlvlNSUpRLmzZtKBTEZOrQN8REGw8XByU/rQ7TuqulDvY2hhporyqN4QmNKYVAetTyJLnpSInSaCUQnfCY8DzWvSnrS1D9HznqcvayvcLD7t0qmcb3bUnhSMgYauSqt27dSvPnz/f5tR555BHhncvLkSNHKFT6fUs2HCoSnhfqWDG9KGgetRsxWbC3MRSRtdSe8tSKRx3A/Spz1H8ctS6+uDSLCTQxTaIoprHVbKH6AHPuP1pzSNx++KIeYTvFLSRC33fddRd98803tGLFCmrdurVyf3Z2NlVVVVFxcbGdVw3VNx5zRWxsrLiEColSxKMy1EpZVsf0oIi0lBy1m9B3sLcxVPPU+wvctxGF2j+n+HRQctRgH5dmMUEkIbYxVVXUCUEZvGm0Vz63SwaN6JJB4YqpPWoIamCkFy5cSMuWLaMOHTrYPT5o0CCKjo6mpUuXKvehfOvw4cM0dOhQChfq2zdWmyI/rVZ9uwt9B3sbw7U72dGi04RBahDlyOcHgmTbglGOy+bSLCYYJNjOhzi/LPojh+ADPHxxdwpnmpg93A1F91dffSVqqWXeGXnl+Ph48feWW26hqVOnCoFZcnIy3X333cJIh4vi25nqG6UIMvw4tGNwVpEZCfUGxZlC2QzbGK7dydQdyQIZqXDMKbJHzQSDRNtxKMuxruzfinq1tO9tHm6Y2lDPmTNH/L3gggvs7kcJ1l//+ldxfdasWRQVFSUanUDJPW7cOHrzzTcpnHAciIAhHAj3tEqNpzZp8UH1qM9U11FFVa2dyMMs2xjSTU/cjLoMZI9vNY5dpLg0iwkGCbZzDcoEka+eOrYrhTumNtTw1DwRFxdHb7zxhriEK8pABJtHXV8/HbzcL34s8dGNxUAQCMocDbUZtjEUUWZSa/SoA4l6xCrEhO7KxxjGXySozjU3DWsXVj29QzJHzTi2EK0Rixez5H6V7mTlDY2KWbYxHHPUu/PKAjaH2pVHzWFvJlgk2tqIJsc1oSkjzdV1zV+woQ4Bkmz9cBFgQPedLcdKlI5kwaR+LrV9mBYLCrNsY6h61AUuyrPmLt+nRCv6tLLvH+Bv1O0euTSLCRZdbeN87xvT1ZSd1yIu9M1YiYuOEo0lausstGxnvviLvG+wQz4ZSi21vVFZe+CkabYxdMVkDduIfrjqID33nXU60D8u6k49W1rHGAYKeDAS9qiZYHHnBZ3psr4tqHOm1WBHAuxRhwA4WUtB2ZLteabp9KWUaDnUUqvrpxnvxGSijaiqEx0mAz321TZx/a6RnemOCwI/HUido+bSLCaYTU86R5CRBmyoQwRpqH/dW2Ca3G+6iy5anJ/2sY2o7buW+/W/m4/TQ5//Ia7fPLw9TQuSypVz1AwTHDj0HSLIkySGIZilNtnZYA6UTGzLKTHNNoZqnhoKfwjKDp8sp3vnbxQNTq4b3IamX9YzaCp6zBPHcYiSGIwtZRgmMLChDhHUzSbQNzs7JY6CjbPBHL8fOCmMilm2MVSV35j3/M3mHPps3VExZWh8v5b07MQ+QS11w1Sib+4eQVGNGlG0rd8ywzD+hw11iKBW3KI22QykJzRUfcuwt1m2MRTJSLJGKv5v9WHxd0yPLHr52n6mmFQV6NpthmE4Rx0yqIU8Zsn91ovJKhsKyUyyjaEsKAMjOmfQ6zcMYA+WYSIY9qhDMPRtltpkaahPlleJcqzS09W043ipqbYxFOliqxMd3K4Zvf2XQUJgxjBM5MKGOsTEZJ0zEykzyRy53zRbswHkpIsqqmjdwZOm28ZQ5PohbahTRgINbNeMjTTDMBz6DhVaN7MOthjZrTmZhSaNo6iZrd8z8tRKWRbnp30CYe5hnTPYSDMMI2CPOkS4fkhbURJzVoc00+VTiyqqhfKb89MMwzDGwx51CHXjuaBbJjWNMdfaSuapd+WdUoZFsOKbYRjGONhQM4Z0J0P3LNA9O0k0xmAYhmGMgQ01Y8hgjnWHisRf9qYZhmGMhQ01Y4hHLeH8NMMwjLGwoWYMyVEDdLc8pwMbaoZhGCNhQ80Y0kYU9GyRTCm2ci2GYRjGGNhQMz7R3NaXGnD9NMMwjPGwoWYM86g5P80wDGM85irKZUKOzORYMZ8Y+ekhJmvGwjAMEw6woWZ8Ag1Y5t08RLS9TFZN+GIYhmGMgQ014zPDO2cEexMYhmHCFs5RMwzDMIyJYUPNMAzDMCaGDTXDMAzDmBg21AzDMAxjYthQMwzDMIyJYUPNMAzDMCaGy7OIyGKxiL+lpaXB3hSGYRgmAii12Rtpf9zBhpqITp06Jf62adMm2JvCMAzDRJj9SUlJcfucRhYt5jzMqauro5ycHEpKSqJG6IXpwwoJxv7IkSOUnJxs6DaGK7zP9MP7TD+8z/TD+8y/+wymF0a6ZcuWFBXlPgvNHjUS9VFR1Lp1a8NeD18QH9j64H2mH95n+uF9ph/eZ/7bZ548aQmLyRiGYRjGxLChZhiGYRgTw4baQGJjY2nGjBniL6MN3mf64X2mH95n+uF9Zp59xmIyhmEYhjEx7FEzDMMwjIlhQ80wDMMwJoYNNcMwDMOYGDbUBvLGG29Q+/btKS4ujs4++2z6/fffg71JpmHFihU0fvx4UdyPpjJffvml3eOQSkyfPp1atGhB8fHxNGbMGNqzZw9FKjNnzqQhQ4aIJjyZmZk0YcIE2rVrl91zzpw5Q1OmTKH09HRKTEykq666ivLy8ihSmTNnDvXt21epYR06dCh99913yuO8vzzz3HPPid/nfffdp9zH+82exx9/XOwj9aV79+5+3V9sqA3i008/palTpwrF34YNG6hfv340btw4ys/PD/ammYLy8nKxT7CYccYLL7xAr732Gs2dO5fWrFlDCQkJYv/hoI9Eli9fLn7sq1evpiVLllB1dTWNHTtW7EfJ/fffT4sWLaIFCxaI56O73sSJEylSQdMiGJr169fTunXraNSoUXTFFVfQtm3bxOO8v9yzdu1aeuutt8RiRw3vt4b06tWLjh8/rlx+/fVX/+4vqL4Z3znrrLMsU6ZMUW7X1tZaWrZsaZk5c2ZQt8uM4LBbuHChcruurs6SnZ1tefHFF5X7iouLLbGxsZZPPvkkSFtpLvLz88V+W758ubJ/oqOjLQsWLFCes2PHDvGcVatWBXFLzUWzZs0s7777Lu8vD5w6dcrSpUsXy5IlSyznn3++5d577xX3835ryIwZMyz9+vVz8oj/9hd71AZQVVUlVvEI16rbkuL2qlWrgrptocCBAwcoNzfXbv+htR7SB7z/rJSUlIi/aWlp4i+ON3jZ6n2G8Fvbtm15nxFRbW0tzZ8/X0QgEALn/eUeRG8uvfRSu/0DeL85B2k5pPE6duxIkyZNosOHD/t1f3GvbwMoKCgQJ4asrCy7+3F7586dQduuUAFGGjjbf/KxSB8ag5zh8OHDqXfv3uI+7JeYmBhKTU21e26k77MtW7YIw4yUCfKDCxcupJ49e9KmTZt4f7kACxqk6xD6doSPs4bAgXjvvfeoW7duIuz9xBNP0Lnnnktbt2712/5iQ80wIeDt4CSgzoMxzsHJE0YZEYjPP/+cbrrpJpEnZJyDKU/33nuv0EFABMt45uKLL1auI58Pw92uXTv67LPPhBDWH3Do2wAyMjKocePGDZR9uJ2dnR207QoV5D7i/deQu+66i7755hv66aef7Ca8Yb8g5VJcXGz3/EjfZ/BmOnfuTIMGDRLKeQgYX331Vd5fLkCoFoLXgQMHUpMmTcQFCxsIO3EdniDvN/fAe+7atSvt3bvXb8cZG2qDTg44MSxdutQuXInbCMMx7unQoYM4iNX7D3Ndof6O1P0HzR2MNEK3y5YtE/tIDY636Ohou32G8i3kyiJ1nzkDv8PKykreXy4YPXq0SBcgCiEvgwcPFnlXeZ33m3vKyspo3759orTUb8eZ1zI0xo758+cLlfJ7771n2b59u+W2226zpKamWnJzc4O9aaZRlW7cuFFccNi9/PLL4vqhQ4fE488995zYX1999ZVl8+bNliuuuMLSoUMHy+nTpy2RyB133GFJSUmx/Pzzz5bjx48rl4qKCuU5t99+u6Vt27aWZcuWWdatW2cZOnSouEQqDz/8sFDFHzhwQBxDuN2oUSPLDz/8IB7n/aUNteob8H6zZ9q0aeJ3iePst99+s4wZM8aSkZEhKjP8tb/YUBvI7NmzxRcUExMjyrVWr14d7E0yDT/99JMw0I6Xm266SSnReuyxxyxZWVliwTN69GjLrl27LJGKs32Fy7x585TnYBFz5513ihKkpk2bWq688kphzCOVyZMnW9q1ayd+f82bNxfHkDTSgPeXd4aa95s91113naVFixbiOGvVqpW4vXfvXr/uL56exTAMwzAmhnPUDMMwDGNi2FAzDMMwjIlhQ80wDMMwJoYNNcMwDMOYGDbUDMMwDGNi2FAzDMMwjIlhQ80wDMMwJoYNNcMwDMOYGDbUDMO45YILLhBjNhmGCQ5sqBnGj6DxH4bIjxs3rsFjb775ppi8c/ToUTIz//nPf+ipp54is/L4449T//79DXu9v/71rzRhwgTDXo9hfIUNNcP4kUaNGtG8efPEJLC33npLuf/AgQP00EMP0ezZs+3GVxpBdXW1oa+XlpZGSUlJFO7U1taKaVsMYzbYUDOMn2nTpo2YifzAAw8IAw0v+5ZbbqGxY8fSgAEDxCD6xMREMfv3z3/+MxUUFCj/d/HixTRixAjheaenp9Nll10mRupJDh48KBYDn376KZ1//vkUFxdHH330ER06dIjGjx9PzZo1o4SEBOrVqxd9++23LrcR3n2XLl3E/8d2XH311S5D3+3bt6dnn32WJk+eLAx427Zt6e2337Z7PUQJ/vSnPwkjj/fHuEQsViRfffWVmIGM9+vYsSM98cQTVFNT43L7fv75ZzrrrLPEa2FfDB8+XHzG9957T/zfP/74Q+wHXHAfePnll6lPnz7i/+A7uPPOO8VIQgmeh9f6+uuvqWfPnhQbGys+0/vvvy+2T74e3pthgopPIz0YhtEMRndecMEFltdee01Md8JYPPx95JFHLDt27LBs2LDBcuGFF1pGjhyp/J/PP//c8sUXX1j27NkjxoKOHz/e0qdPH0ttba14HKP28DNu3769eN7+/fstOTk5lksvvVS8FsY97tu3z7Jo0SIxAtIZa9eutTRu3Njy8ccfWw4ePCi249VXX3U5TQkTqtLS0ixvvPGG2K6ZM2daoqKiLDt37lRGmnbs2NFy7rnnWn755RfxnE8//dSycuVK8fiKFSssycnJYiQstg0TrrD9jz/+uNPtq66uFiM/H3jgATGlCGNk8X8xIhVjPzF2sFevXg1Ggc6aNUuMGsQ+Wrp0qaVbt25ifKgEk8iio6Mtw4YNE+MKsf0lJSWWa6+91nLRRRcpr1dZWenjN88wvsGGmmECRF5enphbC6O2cOFCy1NPPWUZO3as3XOOHDkiDK+rEZ8nTpwQj2/ZssXOUL/yyit2z4Mxd2X4HIGBh+EsLS11+rgzQ33jjTcqtzGiNDMz0zJnzhxx+6233rIkJSVZCgsLnb4exk8+++yzdvd9+OGHYnSgM/A6+IyYAeyMGTNmWPr16+fxcy5YsMCSnp5uZ6jxups2bbJ7HkavYlHFMGaBQ98MEyAyMzPp73//O/Xo0UOIlRCu/emnn0TYW166d+8univD23v27BEhZISHk5OTRdgZHD582O61EVpWc88999DTTz8tQsQzZsygzZs3u9yuCy+8kNq1ayfeA6F3hM4rKircfpa+ffsq1xEezs7Opvz8fHF706ZNIqSPsLcz8LmffPJJu89966230vHjx52+L14HAi8I8hDORxoBz/XEjz/+SKNHj6ZWrVqJED0+W2Fhod17xMTE2H0WhjEjbKgZJoA0adJEXADypTA8MGzqC4zzeeedJ56Dx0+ePEnvvPOOyPHKPG9VVZXd6yIPq+Zvf/sb7d+/XxinLVu2CEMO4ZozYMQ2bNhAn3zyCbVo0YKmT59O/fr1o+LiYpefIzo62u42jLUUYsXHx7vdB/jcyCurPzO2EZ8bOWtnQJC3atUqGjZsmMjHd+3alVavXu3yPZC7Rz4fRviLL76g9evX0xtvvNFg32Fbse0MY2bYUDNMkICYatu2bcJL7ty5s90Fhhfe365du+jRRx8VniE88aKiIs2vDwHV7bffLsqrpk2bJoy9K7B4QBnZCy+8ILxvGLply5Z59blgHGF8scBw9bnxuRw/My5RUa5PSfDSH3nkEVq5ciX17t2bPv74Y8UrhmJbDQwzFg4vvfQSnXPOOcKw5+TkaNp+Z6/HMMGEDTXDBIkpU6YIY4bQ9tq1a0W4+/vvv6ebb75ZGAootqH0hqJ67969wnBOnTpV02tDpY3Xgsoc3jJC7DD0zvjmm2/otddeE8YVSuoPPvhAGLlu3bp59bnweRAKR3j/t99+E549vFp4xAAeO94DXjUWKjt27KD58+eLBYkz8BlgoPH/sX0//PCD8L7l58FCB8/B9kMxX1lZKYw+ytQQRcD7f/jhhzR37lxN24/Xw2IFiwm8ntHlbgyjFzbUDBMkWrZsKQwZjDJKtVBKBAOLkiF4lrjAgME7hAd5//3304svvqjptfGaWAjAmF100UXCo0QJljPwfvC6R40aJZ4Pg4YwOEq6vAEeKYwpcvKXXHKJ+FzPPfccNW7cWDyOXDMWB3jOkCFDhMc7a9YskSd3RtOmTWnnzp101VVXic9x2223ic+GfD/A/fiMI0eOpObNm4ttR+ge5VnPP/+82HfIu8+cOVPT9iNfjkUK0gV4PXxHDBNMGkFRFtQtYBiGYRjGJexRMwzDMIyJYUPNMAzDMCaGDTXDMAzDmBg21AzDMAxjYthQMwzDMIyJYUPNMAzDMCaGDTXDMAzDmBg21AzDMAxjYthQMwzDMIyJYUPNMAzDMCaGDTXDMAzDmBg21AzDMAxD5uX/AUEGZSv5TmJUAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#also adding titles and labels with line plot \n", + "fig,ax=plt.subplots(figsize=(5,3)) \n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time')\n", + "ax.set_ylabel('Total growth')\n", + "ax.set_xlabel('Years since start')\n", + "fig.tight_layout() # aadjusts plot to fit in figure area, automatic" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "7f4271a0", + "metadata": {}, + "outputs": [], + "source": [ + "#we can make a dictionary with the properties we want\n", + "font1={'family':'sans-serif','color':'blue','size':20}\n", + "font2={'family':'monospace','color':'green','size':14}" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a292d875", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#using our font dictionaries\n", + "fig,ax=plt.subplots(figsize=(5,3)) \n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time', fontdict=font1)\n", + "ax.set_ylabel('Total growth', fontdict=font2)\n", + "ax.set_xlabel('Years since start', fontdict=font2)\n", + "fig.tight_layout() # adjusts plot to fit in figure area, automatic" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "4441b0ee", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\chane\\AppData\\Local\\Temp\\ipykernel_31340\\1705213298.py:4: UserWarning:\n", + "\n", + "FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#modify data points, scatter plot\n", + "fig,ax=plt.subplots(figsize=(5,3)) \n", + "ax.scatter(x,y,marker='*',color=\"indigo\") #marker is now a star, color is indigo\n", + "fig.show() #display the figure" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "098b84b0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\chane\\AppData\\Local\\Temp\\ipykernel_31340\\2325871884.py:4: UserWarning:\n", + "\n", + "FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#modify data points, line plot, adding some more new things! \n", + "fig,ax=plt.subplots(figsize=(5,3)) \n", + "ax.plot(x,y,marker='*',color=\"indigo\",linestyle='--',linewidth=2) #marker is now a star, color is indigo, dashed line, line width 2\n", + "fig.show() #display the figure" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "44184da9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\chane\\AppData\\Local\\Temp\\ipykernel_31340\\3939662598.py:5: UserWarning:\n", + "\n", + "FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#modify data points, line plot, changing the colour hex code\n", + "fig,ax=plt.subplots(figsize=(5,3)) \n", + "ax.plot(x,y,marker='*',color='#7425b9',linestyle='--',linewidth= 2,\n", + " markeredgecolor = '#fa9359', markerfacecolor = '#000000') #marker is now a star, color is indigo, dashed line, line width 2\n", + "fig.show() #display the figure" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "d3b8a781", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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IW6m0Ur+Iiq1oDXoDQo78gvBB0+hVihNBFZvi690MOJYtOsxU+kPD1UjJjURMshapfaMQSIjPreZ9G6HSG6A+shkRbp5bvUfGY9GOGeyao1wzkSQa2urK9APxFAqa9SieQmEwAKu3j8Sxz37AjVesR3iYAe27N+DAzj7s/w6dkYC4TNLl5NeQNxHn57SRoR6fRtJ5HnyP6y/dizaVAYbjW2AaM8Onf2fZjd15552Ht99+G8eOHcPAgQPx66+/YtOmTXjppZfY64WFhSgtLWWhSwHy+iZMmIAtW7bYNXZtbW1sE6ivr2df9Xo927yCnRWt7Vw1/OlD7+xLEFGwvRqlx5oQEqrCU3vOt0gcee3v7uVzK9Rgf2afHOeWUW9AXGan8kzl6Sbnj2PfCVBdlQYs7TqFIiQEmD1pL9vaDZ2r/Qmat8z/dxMsq35+DXmPlgad5XGIxiTPtePkeeDJv7PUzyO7sfvb3/7GjNGgQYMQEhLCcnj/+Mc/cP3117PXydAR5MmJoe+F12x57rnn8NRTT3V5fuXKlYiM9M4QwMzECRhevR1qmLqsaI1QYV/ieBQvX45gIU5Xjb6Ve3AyeRTqNIke+R2U5q04TWFtFcLiDVix4kcEIuJzy3aVLPe5Rcc0JDwchlYVzp2ownIXfm6srho0AOSzhVPRNzkKJyvNvVSHtEOR13oQIaqun8NgUKEA/dA/pIBfQ17m9H66zZsXOXv378Ip0SBXd+g8D6agb3K05TzYqxuGYaEHEKL2/PlMNDc3+8bYffnll/jkk0/w6aefspzd3r17cd999yEzMxMLFixw6Wc+/PDDeOCBByzfkzHNzs7G7NmzERvrxXLWirl2VzLqeX/HyJQ+6CyODwI2/xcoq0QGRSMmz/XIr2iu1WNz2yb2uNeAJMydG7hHePWiwZiZ9r5Xzq0ROfWITtIgNk0LdYgLihaN1Wj4cDPUukQsW5OHWRcVQYc6DP7NzVQCavcaKc5/ANlj8qFuO8evIS/zw77jKMJZ9vjsD3FoPxaFvPOTMOHazgpzl2ishm7JVuTk9QEGT0fOoXXQNVRh5PULHZ4Hnvg7C5E+rxu7v/zlL8y7E8KRw4YNw+nTp5l3RsYuPT2dPV9WVsaqMQXo+5Ej7R8CrVbLNlvCwsLY5i1MoaEsDCPMVTtZaZ6rFhoaCpUX98Mfckutx7aYcy7HtiJ88HSPxOIbyjpzSpRr8ubf2tuh2sNrKjHzt/KeWzuXnkPB9hpWnDLtpt6WiR25o5Pc2+GENGyovRebv6J+UxUm/v1G9BoSxcS5Tfpmdo18fvNU5CZ1zh7MHZkIVVIkTOXBfQ35gva2zkr42uJWtsVnRrh9Pem0SVhx6g6ERWuRFRGL0dddSI3I3Z4Hnvg7S/0cshs7cinVauuyVgpnGo1m15mqL8ngrV692mLcyDJv27YNt99+O/yayFi0hkazuWq0oj1v4knotM1BM1dNXIkHBzmXsLs+le33VYtkwqgx9fOH9qP0eCNrVL136UQECnv+V4rGlnBUdczso3Nr8iT3z63CnbUWAQRxn6gcNNbQ9Wz2CqMStZ1TKCJjodPGICcvF+qhM5BzYI317EF6XRODMCRh2ZqBGD3kGHQaXdBcQ3JAZfytG/+L8Kk3QC2hkrXNTgO5Toam8ub6dmz9ytxzPGxOqlmhRep54ANkN3aXXXYZy9Hl5OSwMOaePXtYccrChQvZ63SjorDmM888gwEDBlhaDyjMeeWVV8Lfp5jjqpfw9tTN7EJvSpuMBQ8OC5pxM1YVWDY5F5NKjdBZt8n6+2pEAtCJvSJwYFU5zh1sYFMoqMLQl6KycjJ/UT52jY7H0i9SUbi7EZrIUJjypuPqBwa5dW6J++zEuohy0FjTWfQQlRBmdY1ELnwdUIeyv496yAzLat/y+s2vY9tDh7DnQBm2HxiIOz4ZhVy6tjiScLZtw1NTD9rE51eHQo/U8yAgjN2///1vZrzuuOMOlJeXMyP2pz/9iTWRCzz00ENoamrCrbfeitraWkyZMgUrVqzw6x47AU20uWCCaGs2Bo2hI9R5UxCWkMU8OdtYfNjVT0OVmusxAWjy7ITGcpPRPIBSLH+kZOhmMPaqTIy5MoMVkMg1VLOlY+KBrbFrrtNj349lqCpqRlq/KIyd57zX11Rj/rvTMFixMgchvibYgsTmGqHX+09Kxp7/kVegwoltDcgdl+r0PgQTQgqhvkIH464NCIP0tg1dk2eMnfWsxK6mpKfzQPHGLiYmhvXR0eYI+uCLFi1im9II85C+nNKwzbl4AnEYkzw728byQDF24utCTme1tcFskOhnio8dnbdfP3GIPR48M8UlY9fcYeyiEsNc8rAHTOqs4D2xpRoX3tXP6Z8RTAgpBKo9b1fbL+d3lEIgcQFb9DLcu6wiB3aMnb/BtTGdhFbdwkq2rTlwlTwcEhnbkVvKxrI1kxAV0ZfF5ul5uak512rxHqKTNVaSYUoWg6acS/lbj6Hwp91emWVHhk7sLVIVJh1TV1VUKIRMc8qIqASNS/tGnrqg5nJ6by10wXgtOZlCMHXcrqmcf/GG46x9g6AUAr3uiDs/H4/nD87Cop0XMLkwQtcqbxhTfG36K/5vjv0Q8ihodezNab/+gikyEYU5j2PpItIyVeFUyyj8+fsJHgnnnn9zH6bnp28zsJt1oEiGte1dhwT9SRxe8gO2rAxleqs0WUNuhDBmeIcupgAdS/KUy082obqoxen8Jy00hLl44nyds/SflISqM2fZzyrcVYu8qeYhyRz7KYSf3mnERX0+cimFEBKmRkSYGprwEOaRyRGVEi847YUx/Q3/30M/hHl2VfZj4YEO3Sgn3dAXW74oZYMZSXLKaAxhqglyQ3ksMUr27KzaNg5uQpjKgPx+BWhuKIO6OhqmjpzL6sUnUVPcykKP8xcNlsWzs1ecQl4VGTvKfdaXtyEuTXq+vLFaXJzimmdHDDgvEdu+MPd/Hf+lihu7biAPvGBbDdAH+Oymqeib0lnO7+y9q5WMXUvwhTH9fw/9kN4j45CQGY7I+OApTrFl+MXp6DOmjRU4GA0mr+SelezZids2wkM6pbRmxbyP9i87cy57l5ei9GgjwsLVbhk7ytO0dyhlRNi5EVmP+mlxytg1O6jEdJb+E8x5u4SscETEBu+1JIWNH55BQ5O5PSUhKRPq6Re7VM6v6chzy27sRNemv+L/e+iH/O5fwxHszLrD+wrm1sZOWZ5dd8K54rYNbUc+mDwuWkS4pHAioe3AavpBUTP6jkuQ/LN7DY3DE7+czxRu3CkSikrU4NH10xCXrg2YNhJPQMd5x9fnoGuOwhtLrsPDay5ASIJGUjk/nUPfPnOEnVcp/aIw/OI09vMiZGhFscrZcc+OE2jUlrYyBf3Y1M4iB4/8npJWdqHSjVDIZ1mHMdsDsm2DeuwEaPXtaniITMfYeZkslNlraNeVvzvTD8gA0/QJ2twlPsP/2418zdbPiyw5thCNBi9ftZUZmssfHdQl1G8LnUO/fFJkCRvf+sFY2fYrrX80hsxMYQvPmGTXw9neghs7jlOs/s9JbP3cnGe5b9lEZA32jCLCmrdOYsunZ9mN9e4lE9gNm7YL7+7HjF7OiDgovW3DXs5F8OwEg+6qsSOv6drnhzp83SqMedq9ieUcz0Hh6M3/NRsrcn4n35iDla8VWLWWdIe4EEUj03gfgXHzs9imFLix4zg99VggJkWLpmod8/bkNno1Z82/h7w7KpUn6Hd4yrh6hchY1DSFM0mw/23Kx9wri7vkXMTeqyf7OBOzI9jNk5rYXWk/8AQt9Xqeu7OhaH+dpc1jyIWpyBrSea60NvZ8fojbozQ2zf/BBjd2LrD+vVPY/V0JuxkteGME0gfGIFioLTXPFaR+nff+uBvFhxtYToh6eOTMuwgN5aFatSJCJFIgCaX/LPktmuqNSO4TBe21d3TJuYhX357MS1IIut+ERFYIk+nkAmLfT2WoPtvCilOGzU5zuxKPKjK3fnEW5w7W4+G1Uy2C1Rwgd0wCHlk7DZv/e4aFDMUN4s56dlqRsTMaza0jcqn1KAFu7FygobKN3eSJ5jpl5Y7cpb7M7HHFpWktRojyQg0VOpbHkwPq+xKkwhKzyAMJjAuS8idN9XSTUSE2paMow6a4wCov6eFG6z995Fr+ZveyYhxcXcEeD5yc5Laxqytvw9kD9RY1FSWFxrwBXVcXPzCAPRbuO1I9O6swZkQIvnv2KMsBUgHU/d9OQmZ+8CzUuYKKC1gVEQSR8gM1dwuaiFSqntovyvIa9WzJRWOVjl2MQlm62Ai2NOhZ2LSuw+gqCYPeiEm/y8bQC1PRd7z96kdxqMmdPs5NH53BE2PX4NkZG3BkvdkwyYVwDrjbZ2dPOuz4lmq3f14gEx4d0qWPsjvELQaayBB2DQnXlrsqKq/O24rnZm7EW7/fCSXAPTsXsLohBZGKSl2ZOYQpeHYpfUXGrqAR/Scmyi4ATbklAcoPPjVpPXucf0EyFr41GkqC8lHz/p7f7Xu04jCmGzk7EntuqW9nG+Xl5ETIIZEXKkdFbvbwOHZNkRdyYktVQE20cJXGqja2qLZt7QiPCbNb+u8I8TmkiQxhOXC5csIUyqY2BqX8qbhn5wJWFXNBJAYtLk6JSw9nDeUC5SflK3Ko7ihOETQUA6HPTiopuZFMnHnUZelsQeEq4nxOT+N9yLjYEwvuybOjik85IIMp9PlROLzshOfExZWinVr57hP4f/O+xk+vnrCeLiAKc7dIMHY6UYuONjLEyni6s1Cnc0Zo/1GCegqhjL30M+QKNSmNuo7iFMHYpfb1TBiTVowClLMToGIVakWg1anS+uykkj89hW3uIg5xOapwrC5qxgd3/sq+jrg4HVc/O6THn0vHvqVO77Z6ii39JyXiyPpK9pi8u/QB0QhW2vasQ1ZUEfKzorH642RM/2MfK41LKiqiUKQUz84qjBkRYtE0JfRuhDFpcST8LCU0lBPcs3MBuVZHSkOcJ6Nmb1rZR8SFWsKYnppjJ0ChLWFlq0TPjnJ2tCL2Bo5m2YmJiAtDyZEGJEeVYWT4+8yjkBIeFT6CHPk6gQGTkoI6b0faqabykzCVF6LtyGa06c3aqRf+NgSapjNmbVWbv6fY43NEbFo4Bk1LZp4zLVCt7l1uRKW6G9zqryhjL/0Mq3Bac/B6dmR8UvtF4/TuWvYaXXxynPi1xa12c3bCsac8lBI9uyWPHmRl+3Gp4bjl/TFs8oCnEHt2jv4m5PGRvuuoQQXok1gsafI15U0F5PTs0vOi2c+jEOnJbTUwtBs9MglCCdqpWpUJD35j1k6dGPKWlXYqcelf89iiScpiY+isVLYJ7PlfiSwLdXElqFI8O2XspT+HMYOoGvOyhwfiglv6MA9PCDNRKJOMHVF5qtmuNJWz3PTWKNRXtKGmo5dLjJI9O5oyrW8xovJ0c495NLmMnUptf9aYMIUhL7+BeRDkSaiPbEZED5Ov5a7EFKB+Lypw+vXHMiRFlqLu478jfu4foO7B+AYKUrVTidGXZ8gyfFrvlrETL6aU0azOjZ2bBSrBNK2cVtrk0dEmkNo30nJTrSlukcXYUV4uPj2cbY68ajru1BirpKbYhoo2S0FGhM2MOXG+8u0/7GQRgyEzU/Gbpwe7N94nOtRuZaPgSVw9Dmg3SJ98LVRiylmgIp5vR8ZuVH4BYppOSPI0AwWp2qn+koJpU9jEA0IZe+mHTZ4X3d+fnTgZecGbSCdGX56JQeenILl3pEeFoe171a4LJfsCmhtHxKRqHJbWh4SqLMLMYsPiLNSPaG9wqyuehBg653NGxqG5Ru9Wtag9T3PIqCYkvZSErHNFzNiHHPkF4T14moGIoJ16slL+qlSNTMbOqkJUIdegMvbSz6Dwzczbg2PFKcXwy6Wc4nS+VKYcoTeg6jXqSSJIPcURGpkG1HZ6dmGyehI0YNUTQ1bJ0yQ/nuoODUYT/rxMmqcZUETGorE9kmmnLluTh5lziqBT13WZV0c9eNTzSgaHtGK7uwa+euwgCnfWskXiH98bzdION742HGHhIWyBGiyDWwll7CXH51Bhwrr3TjHllOzhseg9Mt4jv6dwVw2TokrMCmc3VbE6v5KnlQshTEFA2xHW1XKu5YOpeOGGV0cwgydF/NeTnoRUxJ7mRa9L9zQDCdJOXVVyF3Z8U8Yk5SY/swAJeRFd5tWtXlzIFHKIu74c3+21SGFxoS0oJEzNDNPwi9Ld3tfeo+JxzfND2IIz14lZiL6EGzuOJCrPNGPdO6fYYxoz4jFjt6MG6981/x5agdoaOxrxM+2m3ix0kqCgWWhUcCMQ140nTHlR6iekKeOuVvpSiFRcgeeQyFi0hkRbPInJ552ETtvs1ORrpeWs/J3KMxS6Noe4k/tEQhXS9RYtLm7qqf3Ats9OLpJzItmmJLixcxHqN6Lyd0O7SXF/dLfVU2xyNaf21OL45iq2giTBWndK6sUN5eIeOwGlHuv6MmmeneC9krHztGABeRIh17yCtydtZDfYmrhJuOXdEd1OvvYGny2cir7JvvU0fcWtH45lfaY09cPR/DlxjqwnfUxhwRTaIcgQzHBj5yL/N3czkzaKzwzHo+soiR5cPXZiSPmChroSIy9Jd8/YnRP12NkxdkpF7Nn1lOMkfcymar3Hpx4QEYkRmL9oCFvAJPWO7NHQfXzvr8xwRydp8PvXR8irYRkZC502BtqQFCxb0x8j84+iLUzvE0/TV1CRV0puFNscESEydj2pqAjV4lpROPvU7lrm8Yll2oIBbuxcRAgJBEvrAU0aEKuniLGVDRsy0331FPJuImVsWlZKzk5cpOLqudVYrWOKNlScEp8RzhrHHUHGauJ1vST/7LP76y2z7OQWayZPM3Lh69j3wglsP1CE7QcGYsFrQzE0ulNdhWPt2YmVcuwhnEMakbF788YdTOorY1AMHvhukkv7UHGqCQadke0L5fGV4DVyY+ciQoghWIxdd56deNRPhRsamdQ3Jxg7CmHau5nS6wXba1gIuc/oeMVMLp94XTZL5DeUt/U4Q0yoOCX9Q1eURAq2VeO/9+5jjy/560BMv7lTW9FdhHYIORvKxZBn2X9SMjZ+UMRCq8e31WPoRXy+nRhxE3ebxJydRmTs6HFLXbtb2pg/vHgcB38uZ48f33S+VyuyXYUbOxcRTh4miBoE0kbd5exSczvzaGUFrhs7MgSCuKx4jp2YogP1+OKvB9jjuX8ZoBhjRx4WbU6LFrQYEBGjdl0EWsaycDrXhQpYOaXCbKHQmiD4ffyXKgQL+1eW4dyhBtYSkD892eGCQjzmp7sCFVo8doYxQy3Pa8LNxk4+bUyuoBLQuHtDUqoINIXEwrQhXbxcyl2SpiV5dq7OI6OkfE/5OqW2HjjDlBtzMGJuOjvHXGnUt9LFlCBLRt4ajdWhBU32iDiHRUBiXcxID3l2BJXH036QDF1FYTPbL9toQiBCntKuZWbtyvu/m+TY2IkHuHYzrby91X4lpqbj3iVHUzkpJ4klyPwZbuxkGvMTIVptBRq0QhTUPxzddChvR8aORJpp0nhMsvNhjRpRcUqCgyIX65l2galLmn+Be0ohVg2/Eozd/p/K8fUTh9jjeYvyHRs7K11Mz57vNL1c0FylKQhjr8pEoFPZoZxDJOc4Ls6SOsDVanBrlMjYdRgnd8KYwrVH16NSBu0GtjviQcQrpUCffEAreiG8GG9TnCIgx2y7GgmeXbgCPTsKc+/6tpiF5KrOyDfk1hG04HDG2MVndP5N60o6Fxy2iOXLomXWxbQ3306A5tsFA5WnzNcN5b8ctR0QWivPrr3bexQtXi7920CMvTKzy72LrmkaO+UKwu9VinoKoZw99TPE4bRAn2lHF8XgGSksnJTa374WqLhIpbygCf3Gd96spJKZWonbfr8Kvxw6r0szuZI9u8ZKHT7/iznPOGRmCv6weJRHf594SrmUiIM4l1grKkTqzrPzdKUsiRYIQ0pPbKl2OTSuFEjLlNpNhGby7iAD89iGaawSsjuFHLpWJl2X3eX5MNsUTJjzPo+w0BQbXn+HGzsXkUPWSSnQzfCmN7u/Qcvh2Q1MOQxjyTn0ua0eIQ4qFm21MZXWYxcjoWqtpV7PtA/JmFNI0dnpAs7m7OJExq5bz85qlp1nPTvKVeaOTcCxTVXsWFScbLZaUAUaVafFIczujR0ZfXdymJpwazF1R5PsHUGFQ0JxC/fsggBxmEEp4TRPQjei3LHxzOg506gqzFWjMnPdkc0w6LtXu1digYq4x647EWiBnUuL8d2zR9nj618ahpGXZng0Z0c3LDqudDzF/ZTdjvfxQg/k+N9ksXOJQppJvQNHYKC7EKYUz07WhXqr89eQOKKilIkHhHL21M+YeG0vDJ+TyoxeTIpnV7lKgApS7vh0vFsTmlVGEx7qQe2exGxp1W8ug1eIZ1euc8rYiUNTruSDBc9OHapiocCeEDwFCj/XlrQ6DBkOnJLM1PLJ6KWIPHlPQRWpwULF6c5crjvTCGwjBFQsRsYtkqqoOzw64fyi84PCxMEw8YBQzp4G+WibQMUVtXumHSnq+fJ36ss7vSUp54y7w4HFxQNS81wUqiZjR5qcNKvOXuiUmvhp48hPlcjYkWxbT+z9voSlC6j14NK/DrSrYHJobYUlV3zl44OYgDtx+aN57HtaOAbL4FaPVWOeO3cON9xwA5KSkhAREYFhw4Zh586dltdp5fjEE08gIyODvT5r1iwcP34cwY6x7CSav1rEvvoTH9y+h2mBvn3TLmZkZFe7v/pp9tie2j29bgv19NFmK1vmr9RX6JzK2Ynzkq0ueK8PrZyCp3fPwIPfnyf5/4inwncXyuR4hkonPbsd3xRj1esnsfGD0w41VK0mHkR2LqCoT9ZVQ0dQkdqinRfgkXVTMee+/lAKspvlmpoaTJ48GRdccAF+/PFHpKSkMEOWkNCZx3nxxRfx2muv4cMPP0Rubi4ef/xxzJkzB4cOHUJ4eOA3jzrCdHQjwkqPsK9I85/hsLSCpOZeCnFJaXKm8InJaG5Adwapc9Xu+8Y1PT+l5OzEPVGueHZqtYp5dc6EmMQLB6q69RdlGurxLDnSwHrtaMahHLPY/JG+4xJZmJH+3lJG8Yj/thS2tld1K56aoZEw19CZ84uKWpwtbAk4Y/fCCy8gOzsb77//vuU5Mmhir+6VV17BY489hiuuuII999FHHyEtLQ3Lli3DddddByXQUNnG1P7p5MwYFM1OVlcQCjTOHmpA5I510IZ2X6DhbejvJaz0e6oAo8GrH9/zK5sGMevOvphzr8RVX2Qs6tsiLHPVLrrsHHTtNQGjdi805JPaBE0L6AmxtJO3QrUUxqRQWGya1tJTaU/8N5JucnFhXhP+pb7EV67cyh4PmJwUsMZu7p8HOPX+cAlVyZ6aZadUZDd23333HfPSrr76aqxfvx5ZWVm44447cMstt7DXCwsLUVpaykKXAnFxcZgwYQK2bNli19i1tbWxTaC+vp591ev1bPMF5YUN+PLhg+zxeTf0QvbI7sV9HdJRoEGXcLvGhAeXdi3QwJ8+hK9oqdND32IOXcamabo93uGxamboiNITDdL/NtpY/HfjH3D2UDNUahUu+fCPCAszoZ3Gzfjo7+uJnB01YhuM7TD0EAlWazqNTWujzivn+LC5KRhxWarFiNn+Tlr0vHTpFhbGzsiLxt1Lx8EbxGWGMa+ThMhP7apBS1ObSxJqgYYmqvMYNNa0Qq/vuhBtaegMn4doO/+mxYcbsO/HcmYMh85OUfyYH6nXh+zG7uTJk1i8eDEeeOABPPLII9ixYwfuueceaDQaLFiwgBk6gjw5MfS98Jotzz33HJ566qkuz69cuRKRkb4Z5tlUQjcF8wlWcOwUli93LeeYmTgBw6u3Qw0TLn7DukDDCBX2JY5H8fLl8BXiz1mvr8DybvbFZCDV+nBkJlVhbMwP2LxsJOo0PXu8FPIsPka/Q4XwJCNWrVmJQMFkAnRGLVShKhi1rd0eP4G2OvrXXGp/5mQxli83T26XAv3fc+vDEBpuQkwfIxIGypNjNbSRELR5n5oNdZI+h1xoe4UBpaGscvDLt1Yivp+8eWMlcqaYbt3mMOLGdVtxsLTrMTlxJMxyi9+xewsOl5sXURV7Q3D0E3OEoayhEEcqnIse1J1Us43OscTBRoQn2o8EeIvm5mbfGDuj0YixY8fi2WefZd+PGjUKBw4cwJtvvsmMnSs8/PDDzHiKPTsKlc6ePRuxsb4JddFMrz0vmcMraUmZmDt3iOs/rGIusPTJLgUa6nl/x8iUPhgJ33FsYxX2wDwuZsjofrhwbve5xOPvbMOorO0YmFmBAcmAasrcHn9H1ZkWbG43H8vc4amYO3dYt+/fubQER9dXscT8FY/nIakbHUF/4JJLzJ4RechScieUg9nxDE0PBxJikzF3rvQz4MzeOux4Zrcl4jB3rnPhse7O9y0w/41y+me4d747SYahFEt2HmaPk40DMbuHc1BpkGSXswUjmyqKcGbVCfZ4eP4oDL/Y2nkglmw8jFKYHYgLLjwfKR3TSQ5HVOLoJ/vZ4/65ebhgrnMjoH5+oxD7fzIvwKZdPBwDp/p23qAQ6fO6saMKy8GDB1s9l5+fj6+//po9Tk83x9zLysrYewXo+5Ej7V/UWq2WbbaEhYWxzRdExXaupGjF6c5+6DuKYoUCjYIKc4FG1Zk2pGf6NgncWNmZD0jIinT4OYXcY97gRuQnF6BNb4Dq6BZEDpneY+6x+nSN5XHGwJgej2X5iWYc/LmCPW6td+/YexONxHbMkLjOy5IMpDOfT98pxIHIOI1sx0bX0Ll6jk7UevWY502m88Zs7E5ur1XM31sqXz2yn+X/qQrzxn+PsKqMdURUfOf9UN9svhfaIu6hi4zt/JtFRGusPHZnj6e+udOTi4zz7rlgD6m/X3ZjR5WYR4+a1R8Ejh07ht69e1uKVcjgrV692mLcyDJv27YNt99+O5SooOLuANfm1gi01GtZgca36/MwYsBRVDc0oaFRy3J5/jLHLj4tvMfm8ItzgXaD/dyjuDlcTOnxzurLNAfam0rXx3QGyps9snYq8wLFn9XpWXZOVstt/PA0zvxax6pHb/1wLKu685V6ihiahJ3WP4qNIaJJ6dRHqKRmZilFOM21epyprUNknLRjazXmp6nnAhWtzfBWe+9xbZadcv4Osu/p/fffj/POO4+FMa+55hps374db7/9NtsIanK977778Mwzz2DAgAGW1oPMzExceeWVUAqkTEH9uiwn46ax0ySn4FDvJ1Bf2Y7eYyNRcKYZU2/IRFpylF9PKHfUHG6be3TUHC5QdqLR8liK/qESJcOchSa1u4KzuphiSIeSPAxBB1M8psl6vI/3FYP6T0pixo50GU9ur8bgGakIFCpPNVuGIkutmhTLdIn/5g5bDyK6jvhh73Hh3iVeYAa1sRs3bhy++eYblmdbtGgRM2bUanD99ddb3vPQQw+hqakJt956K2prazFlyhSsWLFCUT12ZLRphUQ3W3dH/NAKfNL1ne0Z/kRtx9BWorsmbtYcnpDFPDl7zeGq1NwejR2V5osFpQPBs9v5TTEOr61gyinn3ZCNlD5RHlfPd9XYiacf0CLHkbGLTvR+2Ir0MTd/fAZZqZWI3v0SjENuhdqPelFdhXpShWPrjCZmTJIWvYbGMmOTkGn/vrngPyOZISSDFiLKCbqrjSmWCwt6bcxLL72Ubd0ZCjKEtCkZwdi569n5MzNv64vhs9PYpHKpTeK2uceeoJE3ZPBIcV/Q75Ps2XUzqdkfOPNrLfatKGOPR13mnKCz256dkzcisedOAgJ0M7UXxvTklHJH9BufwBZDowYVICP8jN8JL8ihnOJorJU9MvNjcO/Sid2+h1pd7M0d1LgZxmwVeYzia9HfUY5Z9kOo+bcBOo/Os6PxMN/94yjGX9CGXvofET71Bq+uaKkHR3IfTmQsdNoYRIWnYtmafhg1+CjawvQ9NodTQl5KUl6Jnp2VCLQTWqr7VpQy1RpaSM2+tx9CQtXO5+yc9exEnjsZO19NKbdX/BTe2oDJFxkxPKeQFT+FHNncRXiBZPZaN/7X69eIbDJhHp52ICBeULoUxuzw7MIi1JLPS3+AGzs3oLAPyRlJTSp3N6Gbcn8xyRqrE5Gef/mKLWzydD/jTuQO9D8pMTGq6CRELnwdVfubMOkyNdIGRCE01AgVNYfLiJKmlYulwqSopwhsW3KOtX0Q02/tg4gYaTeVFrFnF+t6GNNWH9OqQMXDU8odFT/N7Q8YjCY88HXX4if9DR9C66dye1LydXJOO+gJjSiMqXcjjOls8ZSvUdbe+hl/+misLD/n+xePYd+P5lDXw2umIrGXuTghLroBoye3onBnHfplHOtY0fqPlJg9yLDljBQr48sf5pDTs/O0NyAMbo1KDHNK+UNcPUcGXcrE8a5Typ0MY1rl7KyN3TXPDsHFDwxgRi/GCaPt6ckYpEazettIHP/iK9x4xXpoQwxQH9mMCD++RtwRgJYK9XWuf+8UM2wJmRHIvyDFqtqXcqAhoSqkDei5+tmRZ6ek4hRCWXsboIhX/+TdCRg+vg+XUE/wAOfL+eW6UdNQSSr9pnyOJ2Sa9nxfAn2LgSmpZw+LlRQWkdPYeVJ8m244wt9WigC0w9YWJ7zXzEExLKzeWt+OcIkGUkAcSradWN4p/Ov9CuHuip9C1MDsSXvZJlwj//LiNeKrnB3x//60G7UlbSys/KcPrRfeNKrphxfNqk59xydYGTvC9v3OkDk4Bi117Q4LY/wVbuz8ABqwKKyUxGFMd8r55eDYxkp88Tez/ucVjw3ClN+b52HJyYb/dxpnD9Sz4oN/7J2JEAlnJHlJ4+ZnMqOXMyLO6d/p7HR0V6HeKUFUWcpoH4eenYMRLva46H7XFVPo3KMiJNpvfx3z8/nNU5GbFIXCKnPxU12vSxFTtBxqlW+uEdnaDtKltx0IlBxtRG1xK6JFC2R7uTjxuSQHt33kHV1UueHGzg8QxJNtJ567U84vB3Vl4h47527WxUcaWM9W0b46XPzgALstBZTvpPFBRFJ2pKRKTKHP65rnhsJVnJ2O7q3RPnIOcHUVytuRsaO/PfW0eWu6gdTip5y8XKiHzkDOgTXQNVQiadYcoHmSz64Rdz3/2z4ey7w7V+ZECmFEe1MPxO1QfOKBGW7s3GDH0nM4uKqcnVg0+VeK+octLOTUcbJ2V8Dw2c1T0Teps5y/pqQFiR7uq6V2AwFnqiWJoxsr8eO/zGGUwTNS7Bo7WpUKN/LU/lF+PR3d3aGtTocxxaFaLxq7YXPS0HtUPKvMFIwdhYp/+aSIhcso3NxnVLzPip+gNk9fVw+ZARjbWY7Y1GzWRvxs4VT0TZbe8uJr6HNk5MWwzRUEY0eyYLb6mlbjfRRWSOIp+FFwg/KCJhxcbdZobKzWoasUa880VorydfZuiB0r2t55uTh4djCi9FtQVd+EVa+V4YZ389kF4w31FJpz5gzZwzrDi0X76zBufla3yinpLiwUXMVbHnO9aLHgTNuBbf+SzovtFbPu6Jq3JC9v+f+ZFy6jL8/wibEjxFW97LwXvu+4RmJj07FsTS5GDjqKFlUbYgJkHqKkAa6N7VbKNjpR6NteGPOrxw6icGctayr/68opQTE2iRs7N7BSInCxBL6hI19HiBUr7K1o85sN+NelvVBf2gyDQc/knfKmJsNTCBV5tLq3t2/dQQ3Jgpxa0b76nmXCXPDsKAxE4Z8wrfNhGhPl5pyYju4KKX2jWJ6Threm5zlnzG2rMaVAN7yXL9/ClFOo2u6yv+VBDqzbDvxPhFm4Rg4tK8P2Nw9h+4GBuOTPfTE92rdq/J5GrJDT1sXYdR/GrC1ptaQQ6L1Sjd3pvbVYtugItNEhGDcvC2OuzIRS4MbODcRKBK6GmoR8nW0lpr0VLRVkXPXkYDY09vJH8zBwSpJXcnbklTibu6FVJ+lckp4h5e/0bYYuRoleE3A2BPzqvK1sCCV5QIt2zoCzlJ8LhapBa5mOPmFsAXTaFlmno/ceGc82VxBXY0o9t6ihnEbxEHKOPfK1LqYU6BrpNdQcTYjPjOj0+vyYg6vLWdVkUu9INhDX2QZtsVSXuL+yS87OjmensVFRkaqORPcrKigjBk723ELbE3Bj56aCioCrKioN4jCmA2MnJn96Ch5ePcXqZugJyGMSqkSdLU4RyB4eZxbvbTeh5EgDckZY3/jLjndoYqqkaWLaenWUUyKvhx47G849utuIHz+6BgYD3WBUON02Cg9+N0H2BnhXoXMhY1AM8/CkNqOLe+ycbTuwp7FJN2Ly6JutJh74p7ETFkxPbp1uVyLLH1nzViGbP0j841dplcgOPTubULdVzs6esYtwTTJMrIspnrygBAI/UOtBrFZHTpSHO+6xk2ZUbA0dNUY3f7WIfZULcb6pu2kH3UF9cwJnfrUOZZKBKiswe3YJvSKcrhgTeu3I4NFN2VlObKmGwUC/02wkm2rMxQ7+Qr8JiXjgu0m48/PxLE8mBVLaEXC14ZfCW4+NWo0nxqzFsqeP+FwqzBko+uCqofPENdTTz3Sn7aBLzs7GsxOnVezl7MJcNHZtChWBJpS1t/4cxnQxZzfz9r6YcG0vNFTqkJTtWuipeu1KxFXK2xhdKx7t42RxitizE6AWBKufX9JZiZnugoqD9ZifdsltC4LXenJn58BYgsrtXfEQe/KO6IbkySIiucb7CJAXKZzLQs7W33N2cuAJcYHufmZznZ6dc+5oYlrNtLMRRNdEhbAZgOYQpR0xaBfH/Fh7dsoyH8raWz9Djl4oKhdmCiXdDEZ11BjdWFLNJIHGJ2xFW7i8jdF0IapDVSwE6ey+CVBJdUiYijVWU0WmGPLG8i9IRtnxJheNnWhV22SAM7UIZHht/170OekmL9cFTIbz6cnrYTICueMScOv7Y+BpxDeiCCd1MQWoUIEMHoWwBTFoJeTsXEEsLtB2ZDOMMogLSP2ZVWKZMCeVUwSoRWTOff2Z0es1xDrXPOrSDLbJrY/Zxo1dcOLuqAx3oMZoMkFzcjwjJTb0wlQ8u7ovmtZ+jLCJfVy+cdIoEqrGJAV/mt0lTM9OyY3CwrdGWwyDs1hJhtlpqu2O41uq7T5PuSm5LmAyPNT/RJiMzn8+V2iRwbMTGsvJ2FEVqaHdyAa5KiGMKXhM1N957mA9W2xd/ewQaeICBnnEBewJFtiTL5Nj2gG194hbfFxPwRgk/z/xVHSlhTF5zs4NrCWdvGvsqDGaGqAJkklavOE4a5Am6Hl63W2Ob0JE9TFozm5xq0l53G+yMG9RPlRq++E8V8J87kwrP/GLeZoAQd6lgNiDcZeGctcbyoXV9lu/34nXfrMVSx41S7Z5cpadGCFHS14pVd+Jj0uEmxM+PA15LDu+Poei/fU4tafW69eQ1c983fwzL7bzMyusph14X29U43KBSud7uWcXRFC4Z8I1WaxgpPdIFzQaTSb89MoJFhqinqxB05J93hgtt27kBbd4Rq7JVTFoeu/pX+ssKvNZg2NxeG0l+76pI4ciB/XlnQU+zupiCuHtE1vNHqjUto/WetcnHjgc9VPSioSsCOaVUzGQv88vo2gCeXRUHl9xson9vR2NoqFrqPRsNDIOvyjbNdTddfnmkkux4DdjQXcKY0kBbrx8OdZsHY/k3vK1iXja2LWJC1QUNLiV4MbODaKTtPjNM47DJD1BHsnqxYXsMTUBO2PsxMjZGO0N3Ugy8hS5VDvw9Dzp2RXurGH5OaL/eYmsF7D/xEQWnnN3LqFcUmGCgQsLV7NQqNSoQYs4n+JG64G41YSM3Q2vDIeSyBpsNnZ0jlGPZ+4Yx8OHC3fXIiOi8xoSBKblQPiZgnzZkJmplvx3qnEP8vuUo6a2wOlpB+LriCpwyQBR1ES8SPnp1RM4s6+OGbXfPD24S66VBNQv/etAFs6UPJyZF6hw5B7tI5nIWLSFRlsao8+beBI6bbNbjdHe0I0kGbIXL9qEtH7RGHVZBqbd1NvpnxHuomd3ckdnaGvApEQMvyi920S+u3PsXJEKEyCPRN+qk/z5Rl2azvoVKZwZ78b4le6GuCqBrKGxwJfn2GPK3XVn7A5vbUPeGC1C2hPRPu4y5BRuYALTbokLRMaivi3Ccl1edPk5NNZW4rzfZcBUTm0IKmQnHGHzKYcMOInQ+jMw1TsfNaG86qLz1lv0Z296c5TlNTL2wvBfMnb2ehJd0fKdcE0v9BufwBaYoVr/9vJt4cbOh1C7gYCzclyCTFLIta/g7Qkb2QVUEzcJt7w7wq1+MQrDqGMyYFr6uKzhUQqDUR6FZMRIJkzfYmQXJHm0rjBgchIW/Gckm1pO4sRSuej+/hh+URqO/1LFetk8RUO52NhpXC8iqJIuRdd3XCLb3KW7uXZKoNfgTkN19iCF5O1TU9yCgv0qvHLoGmQNS8DdEybCNH62RWDaVei6/Hz7QpzaQ6IJKlz52R0IDTWiffECCMuW6AgTHvzavdl7ttqYDkf8yCgEPVpiz6c/wo2dDDCNxjajU71eXdRTbMb7SEUbF8FCGFRMQAMV5WiMpoIECqzIFdpZ994p/PDCMfb496+PsEhaEWn9XEvO0zR3YaK7s+FBMri0eRKxZ2dX4NuJAihvFz8p3bMjHVKhbYY8O0cc2WDO1ZK4wKBpZo+KQp/nDjZb9Yi6Qk0xGR8VmzVnlskLsZ5PKUPUhDwrobXHtiJZyMPR+U7v4XBj5zYvzN7Eemaogu3R9VTE4aoupms3RMp7Ua6JDJTQpOoudbUatNSbdSP3N0/C4LxDboV2xH1E1IZAEyIEXAmlKAF3ZtnZrshpIUUtAN4qDqEJFze/M4oZvbryNvz7mm0sp0mivyMuToe/Q8aFziuSqKMoAt347SmUHF1vNnYE5cs3f3wGa98uZJqwf1kx2WkJOzE0w7H6XItVpbHcRWX0s+kcoeu+izZmR+ibogP2qp2NBhM7R+nYkNFMID3RAIcbOxmg1aAz06TteXb2pg1LhURc5TR2VTUR+OJjs27kJX/Ng/ba37kV2hHLhlFzubj6iwpEfAnty+vXbkdzrY5VZorzHu5APWpCIY2rYSRSwbDsZ7MBEbHdGzu6sdPNjXoZ3SkeIKM66Hyzp0OSboJ+Y9/xngv7yk2vITHM2FHEo/RYV11WUtERql1JFYbyfKSqI4if7/2+BLPv6e/y7+9pGoDtxHVXoX5Kuu4deXaOZMhqS1rx3AxKfwAj5qZLKkKiYcsUnqf+OjrP3Ckw8wXc2LmJEGpyRUGl0c2cncAf3x2N0PAQ2aoJSSbKrBtpzt9YzQ5zAfJ6qUiDDIBYNiwhK9xlQ0A3Kxo3QolyMvZSZqx9/tB+pPaLxsDJSZYwJlU8kpGgkFd0onwhuz8sHsWOo6sycvb6OIWGfEf8++pt7PeRR0KeiRwoRRfTFlq47Pi6mD2m3LCtsaNhp7Pu6se8OwqH04175Nx0Fm6nxeveH0px4d395Jd6czBx3dWoibCooZydWO5OuB85ag/QWAliSFuot9a345lpGyye8M3vmkUhlAI3dm4irJwobk43YGeGIIo9u1gXc3ZEYrZrpcuOqC0R6WK6OPHAFsqBHPy53Orm704Ikwpe3rxhp91KNHtQnnDXshL2+OiGStz+yTj2mG4OZCxp4SFnnx0ZHHfCYLaC3z0VqQgTINxVT7HFWj1FOVJhVPg0+55+TEYrx04PLC2ypt/ch22Cgg8tyvqOT0DBthqm+HPuYIPsud3uJq67Y+yE+48wRqsnz07jQp+duAhGaeophPL22M8lw5wzdjpLEtmeWKuvEDQRbYsV3CFneCwzdmJIqNZbTeUntnSqpthWgEYJxk4keOwPDJmRgoRM8n5DEBkfKr3/yUVdTDEkZ3Xm1zqsfK1AkZ4dLaQuvEvaYkrsvVEbChk7Ys/3JS4ZO6rypGrj+Ayt3VFcDieuu4B4YUMtJ2TsyOiR8XM03ocQtw3Qvgb6eB9CWY0Sfoj4putsKDN9YDS7mDIGRTs9HNWTCGr3pHrkao+YLfaq29zx7Cj82KHKJClUKNbDHHCetWq0MLiSLnoaMusvkNTanHv7Y/ofc5mAgVSpsAgZVt20MPnsz/utnlOSZ+fOMReqF/d+X8o8ZmfZ8P9O458Xb8ajI9fg1O7uJcvcRexhCcbIapadA89OrVYhLELtlGen5PE+hPL22M+wmgvlpLG79vmhsuzDuUP17GbeUqvHiEvSkTkoRhbPjqoI5aoAFFbIWamVmDFxO5NJcsfYCZVodJPvybOjMJVQjEBekrhghhB71c01esSlu7dqpRxgxc4DSG/8ARHTrkfUwEFQwngfMfY8eiV5dt1BRVJUuNJrWGyXIgta+ORNTcahNRUsx0yKO872Y4ojI66Ox5KKuBCprUO3khbOM/6Uy4xYSq7jFIcmIoQt8KTet5SsnkIob4/9DOsiAtcGuLoLrR6FPjbS2HTH2JFhGHFxGrtg5RT9peIKuvBGZRcwmaSYPlVuhTEFw2U2dt1frDQRXSgGImkk0p10dBOnvJ2rw2oFjm2qgnHTKuSNLEDlL2u8Yuxodp6cxi7OxthR35qcuUBvQO0aZSea2GIwpU8U+ow2F6n8/J+TOLS6gv3d7/l6Ypd+TVKiIWNH7Pm+1GljZ4mMqOSLjDjiglv6YNJve7G/jdDiQoaIWh96QhMZgqZqvUueHTd2QYgcM+3chXJOAu62H5DHdOUT+ZATQVx62NgW5EcXMJmk1Ij90DQVwdTk+uw9cwi5rUfPThzC7D8pqfvj50beTvicpsozyO9n/pzRTXtgKif9U+c/J5V661sMrBKTVuHd3WCsPbsw2T07MgzeGkIrF6f31GHx9TvY44m/7cWMHWs56DgfmJ6kHVk1KniiEB95PftWlOLKxwc5lYsXGvFJTMB2YSU3JNLtKpoOEQyp8+zEEw94GDMI0biRs5OLCPHNuk6+ikK5EMSlZ2UABqMJD3wtj7i0UFZNnh0ZBkd9P1V7DuLGy1ey0Gn/SZO6vB5p49m5+zknhQPtYe7PGNy/ogz/vW8fe3zZw3ndaoha5exk8MBIq5VyohTuU2q+jmYpkn1mqigHzEoqFJYUrtO8qUl2zxkqKhk6KxVHN1YxaTlaTIVqpH1+MqZCFEGuSmZPoelIwdDxELctSJllp8QCFW7s3IQuhqz8GNYAnDFQevhw/09lWPHKCSYTRuXPQhOvK4j76+RqLJcTT4lL2xYH2fN8KJSV3LYb+f3L0dh6ihUF2WKVs3Pj+FnJQb3h/ucUV9L15L3KnbOjXC31fgrN8aOvUJ4mIp0PNBiV2ghKjjay3rojNqopjrj80UHs/zvj0RH1Za3MuMpZyews9DlpH6jQpjsDpuk4v+i9UuQOeYFKkONqPxVJCZUXNLFt4jW93NoHOY0drUx7ukicxVOz92zbD8TGTggplh5txMCcEyykmN/3BFSVp2CyCSlSQ/oVjw1iShruaCLK/Tmtxhj1EDWwKh6QKbdGTf8xOMcKivIvvhNKJGtILDN2dF5T/k7QwySvdeAUx8YuOrFzAWQsO4nWjf9F+NQboE7r2+3vE2uJesPY0WLk6KZKttihnsLcsQk4sKqcRQSoUOXyR/Iw+cYcu//36n8MYRER8vBCJBh1XqDCcXviQbQb6im2YTh3w5jfPXsUu5YVsyqyP/xnlOxyXnLJJImNAX3VtxnthhRTaaUb1X3olD6jXJ+TGVKZRLStmsp7KH6a+ofeTJGeNBLJSMkBqedkx5gLitp+3YCwXj0XPfgbZACohYDYv7KMLS6JnJHxlpaTnjAd3Yiw0iPsK3owdjS+SsDdQicpVBQ24cu/mSfZT7+lDzN2wsKIDdvtJmeY5OQcvZm35WLsVZlsYalETVuP99k9//zzzEu47777LM+1trbizjvvRFJSEqKjozF//nyUlZUhmGgUTzxwQxdTWGUJfXotbho7qiSjkCCthrVyxuUtMklDoZ5+M/tK39PzrkIr0xeOXIhn9sy0EpsWQooUOiQodLp4w3H2laDn6XVP0NwWgSomop2NLUUXuvU5rSp9RcUB9qDVORUrUCVuhJsFKuQV09y17KwaS6GN6fRWVmhDzzOvWUGencCaN82Dkon885MlHQP6zG2HN7NjoDvyS4/HwEqQwQvGzqqpXOizE0UBHDWVuwL1epIMG42R4p6dDTt27MBbb72F4cOtRUbvv/9+/PDDD1iyZAni4uJw1113Yd68edi8eTOUBp1gZ/fXsdUUKYdTUtzpWXYuquIL0GIiIjaU6Rg21bqnAiJcrFRq7o5ep6dlkoju8imeCp32RE1tJN7oENGeeF02tNf+weXPaZWz82Lxk+AVnxcJtBvcL7Tx9dRyAXGDeF43+TrxMSBUBhMeWibtGAg5TnvtGx5vKu/I24qjAHIaO6XjMWPX2NiI66+/Hu+88w6eeeYZy/N1dXV477338Omnn2LGjBnsuffffx/5+fnYunUrJk6cCCVBYZG3Fuxijyk2TmXKzoyAofwYGSp3ESYftNS2y2LsKIwpt6qLnDJJcodOSeKJjh8JQueMcD1vV1ssEtHOcE9E27oAp/u/qzN5JW8X2vgS6u9MyolAeGuRRcygzpjZ46LU1WNw+aN5mHVHX5a7S8n1/EQPsVqOUEAiXhg5UlARBLLP7DNPIRk+J82l+ZBKwmPGjsKUl1xyCWbNmmVl7Hbt2gW9Xs+eFxg0aBBycnKwZcsWu8aura2NbQL19eYyYvo5tPkStaZztdjaJH1/BM8uOkmD9vZ2WQZWUkiDNBTb2nQujd+gfhuhwIVmmvn62LpLQ30oQlVRyOqbAwyfgexD66BrqALCIunksXrvS5dvYarudGN88EfXF1ztBgOS+0QwMe2YtDC3jqEqVHxutXf7s8q/X47UliMo+eFHpN54K9yi7wSorkoDlj7ZxStWXfUkDCl9YFDQuZGRH40+LebcY01tAYoTh8JgaIfB4JljoIlRITWGDIcRer003UlXUWs7z5HmevP9p7Wxc79CtCaH582B1aVY/cYp9ji5Tzhi0ro3B3u/L4PJaDKrzEzr2q/qK6ReYx4xdp9//jl2797Nwpi2lJaWQqPRID7eeuRGWloae80ezz33HJ566qkuz69cuRKRkfIq/jtLaw0ZFXO44nRBEZYvP9nj/6HepcZq+j8qGEJbsHz5crf3I24mIPgjK1acc+lntFR0fpYmY5Us++VJGs+pUL4rFIY2IGWEAfEDrW8spdtCUPjNPBZS7D9fh/QJ46GOMMK4YWvXH6ahkK0adRXNbn/uQXeay7mLjbtR4uYhVIeFw6hXoaq0tst+hbc3QWM0LwKHVu5Em8YATfkObFpmviZ0ai1aQ13zLmJ11ZgC4LOFU9A3ORonKxvZ85s2b0K95hCUgHB8tBGhGJxlzj0OH1YAfdIubFq2q8fjIxwDodjoZGWTXx4DVWg4TO0qVJTUsHOk4FiY5da+becvOHDOvr7n2VP0HnPUYdsvO1DQ2L1h3v6sFro6NTSxJox/3H8m2Dc3N/vG2BUVFeHee+/FqlWrEB4uT8z64YcfxgMPPGDl2WVnZ2P27NmIjZV3BIezkCe089lN7HFSXCrmzh0hyavbbDLnJ3v1S8HcuT0PTvQGBVtrsAt72eP8Ubm4eK7rwyu9wf6fyrH3FXMl2qipeZg217rE+ttdx3DCYDb80y8bz6TCHHH6410oqqxHe4sKc2Zf5LWp4D2x5/lNaKrSQxMSiblzZ1q/+NYCy8P2cHNu7V/zxmBK2arO9/zpQ9d+cWM1dEu2IievDzB4OnI6vOIps+ZSXT4UgXB8cqzFDM6vlXh8GqvR9sUWhOgTsWxNHiaOK4BO0+J3x0A4R7Rq8zny+ZqDKIN5wsjMOdMdhie31p/DqR/MMoNDB43A6Lnd91LueIpm2RkQlxyFuXPNKSh/QIj0ed3YUZiyvLwco0d3DvYzGAzYsGEDXn/9dfz000/Q6XSora218u6oGjM9Pd3uz9RqtWyzJSwsjG2+JCquMyaubzVJ2p/W2s5VUWxquM8/g0BjRWc4IDErym/2yxFRcZ3nRLudY192rDNHlz0kodvPI1YIIYMXnugfn33hm6OgDlWzELXt/hsl5JXUrv4NE9IQenNnQVHo8AvdLijyNkYJYgbdHp+ENIT88XV8PHEjWuoNOFY1HI+sOc/hMagra8W6d06xwhTq3RS0OD1NRHQYM3ZULEfniL6100OLitU6PO8jojvPeYPOfD91BPXjCTMVqRLTn+4NUvdFdmM3c+ZM7N9vPRrkpptuYnm5v/71r8wjo51bvXo1azkgjh49ijNnzmCSHSknf4cKTKiQgyq9pMqFxaZqMH/RYDRUtTH1FX+hrqwzL+or9Qe5ZtrRxVlytIE9pr6znqa4i3uuaPKBuKnYl9hO2PZmxamvCorkQo7jow7VIK1/DBNbpzxsGy2EHLSYVZ5qxqaPzrDH0xb29pqxE9oPqD2FZL+sWw8c3+I1HSN+iJ7EoM2SYh2/T4FtB4Tsex0TE4OhQ61H10RFRbGeOuH5m2++mYUlExMTWRjy7rvvZoZOaZWYwk2AynuljJoR96tMvM491RRbDq+rYH1E1FROE5pHXGzfS5Y8msTPdf26KIzY9KHRZHJhGkKGhCkQ1pMPqHjI+VwXqXS8cd12tlCgiddTFzjWspQb27wSRz4xA5rOIcylKy9odLgA8cTQYynQ76LrnowQDW2livDGKh2ryqS5j47QODGeTOlSYYRP9vrll1+GWq1mnh1VWc6ZMwf/+c9/oFS0HcZO6qgMT0Ano3BBilUcnOGCW3MxZFYq6kq8UzbtSc+u5LDZqyOkjDwShzFdlVyjcnMq56YtJFTlHWMXGYtmU5QlrzT9gtPQaRsQ6kazfkBhETPIhXroDOQcWANdQ6VTx0esFlJ6vEmasfNCQ7nAgjdGWn2fLlGjVyOe2CIKffYkFSa+7pSEV/Z63bp1Vt9T4cobb7zBtkBAOGl8NfWAiLS6WbvWWE6JbCX12lh5djYz7YqPOGfsxGFM6rdztcdOwN7oGFco2leHilPNbFbiqEszuoSQqFl/d+hfsPwrUgdRIe+W32DY7GRF5dY8iRxiBmkDou0atO50Mb0hFeYuYeFOeHai64uHMYMYMnakTEXzsaTq2dF7qceObthyiC5biUH74Zgfb3t2YmOXISEvapWzc3GxUFvcYnkcnyHPomHzJ0XY9U0xe9x3bALC7WgSVhXTZzefQwm9Irmhkzn3SCIDdy+ZwPRTu7vRU0RESTlvjTiM2UNUyloEWpmqLNzYycBdX0xwalLA0icP48RW8wDJp3fPkGWlFBnX+TOa3VRRUQokF0Yb5cpabTy7kg5jR4sJKd6qeIBrS71rx69WFD6Wy7OTMhy45lynkU10Y5gnxz50fUpR1RH+/nQviHZT79Ydfv2xlA1mpX3IHhbX7edKyApnHl5P+rw8Z8dhODvzqqFDBJqmIYtDcb4MYzZW63B0QyVbkVK+LjbV/wtUCDp+ZOzEnh19TxckVclm5MVIUpPpPSoej26YxoxeT3O9pHh2CXIZO7H36sDYUQEF5RmbanRWEzA43oVE1AX1IVcUjNwpTtv2xVmmskN59//eax7423t0PO76fLzD/xeXHo5H1k6T9DuEqe5k9NwVGvcV3Nj5AEEqjISW5ZobRzd9oQXClTDmuUP1+PyhA+wxXTBz/6yMcS4DpyZD19RulSOhxceD/zuPGb2mammGnwxcfLp7C48aDxQoiBdDjvQxL39Emh4rx3NQGFAobPJmcYqQKzy42jyFYcgMGmrVsy6mswy9MJVtSoYbOy9DN2DhonB3tE+XyQdxoWiq1rtk7KzzDcrw6ojf/d8wh6+R0fNmoYBQoELl3nJ5WNbTyn1XABXsVJ1pxv5V5Sg/0Yhhs9OQf4F58K+v2w4IcRqkTjR1QRwC53BjJwuH1lbg+OYqFmaa8adcJPeO7DZcKCDnCB0iKl5jNnYuVBNa5ZsUkFz3N6iZV7jhWaYdyF6Ew42dr6g83YwfXjhmKWayNXZUoDb8ojR2Dkgt/ZeLcNE5Ih4xxMf7WMONnQyc2lVrUU6gadHdGTthtA8RkyJvEjuio8iCbooGvbHbKcXdeXZKKJv2BDuWnkN1UQsMOiPm/mWgU/+3pa7dUkASnylfkYjVANcexvxwPIe4/aDsRNfG9JQ+UbjxtZ51cT09wLW+vNUpY7fkkYOoLWtlBtNX++8tuLHzUl7F7tBWmT27CVdnYfAFKawNQZD2kYq4R8jbOQc5ISP/yrytSOsbhYFTkjD+aulKNZs+PIPiww1scO3Ffx7glHemCqHcWR5qiluR3Ee+SRxWjb92ClTWvVuIbV+cY1V1ZKB7iSZzc+SD5jtSuJBK8MtOmCdA+Avi6sj6MufCmCe2VbMFnlhByB5r3irE2QN17Bhc8tBAKxEGpcCNnRduSI48O7nLk8fNz3L5/wohuFCtfPkmb/DTqyew+9sSVo15+yfj2Lyt0qONbINK5ZSxE3rtaIArecfOtIRQhdrUP/T2bOO8nXOrorCZhdho43gOWvik9o/Cmb11qDnXys43f1ESiYhxEMaUUKCi6XiPrrX7+9apXTU4vK6SPb7EyaiHv+Afc0wUjvikclQeLkCadZ7y7NzJNwll03Lmm7wBybSRDiapntCq+5xYJsxJkW3xalVqFaenoRsqTbInrVKNHZ1D3mPnPcSyYeUnm7pcQ/7g2YnzuhoJxljTce/StxiZeLokuTDeZxe8SGn8tefZxcqcs3MVOpGFi0RpIUxbyTChmZzIHORAnl6SiooeSdbj8XxC1uBYLNrpeHYYGXrhOFA1LsdzUD+jQNnxRquG7dfmb2NV0BTCvuW9MV7dL0cRCGc8O6K91eBwSkJrh9A6Ncw721fsL/CrQwbEK6ieZHcuf3QQZt3ZF/UVum4LWVyBeuxa6sytBxFxYZLH1FgXp/iHt+lStWJjO8u5CWTmO5e/sp58oHe6NJ3C2SQB5y3PmP7eQvg5oVeEojxypXt2ZQXWnh2FkSnK4Is/AfXX0rknLLRJrII8NSk5uzCbMT+OjJ0g2qBUXUxCuXvur2HMHsrD6cSkET+0yc2+FWX45H6zesKlfxuI8xf2kfT/KPSa0CucJbeV1nZg7dm1WzQxoxLDnK52tfXsnOGzhw7g9O5alvN8etcMr6x+6yva2EgXQkkC3kolXVyRebzRKjJCho7w1fUz4ZpeFuUeyh2zkKSEyKomQrRQJ2OZ1L1cmFJDmIRy99xvw5i+Kw8X36zJw5NK75HxeGTNNHaBUDWjUj07mg5AfYaCV+esp2M9+UDnklQYGV9vhXlqOkKYBM/XeR6KetDflxa04vYDId9tfo9vjB1VAouRKlemEd+7uolKCTk77tkFOVYqF74c8+Pm5AO6QNTaEMUau8KdNS7n62zFoJ3x7GiBIFTBJcjYYyew9O+HWAEOGeP5Tw3ukq9jv5cbO49Di6ehs9NgMpiQPjCaFaXQc75UT5F38oHRoeqTEEHgxi7IoZsQ9XSR0euuz0nfamCl8lSFSdOzB05Okn0/BFxRUVEi4jAmNfe7mq8jIuNF1ZhOHD8ydCaj5252+1eWo7FSx3rpxFSLKjFtX+N4huteGNrlObFnpzhjF26ds+u5ElNZi2Ex3NjJABmvW/5fzxVYVIm5/r3T7PGIi9M8a+yCcKaduPrbFc+OcnxZQ2KY0UvtK714iBrJ5R7tYxsmb7STD6Z+LwGes/MdtX6iPkRpiPXvnmLhfPLAZt3R1+qeYI8+Y+IxuTWHGT1HxWnWs+yUazKUu+cKpF6snpIif4EKm3wQqmJN0c4YOypqoWbs5NwoXHRffyjVs6PQEiXqS442sDFFzkIhyPu+meT0//N0GEuokLNta5l8QzZyx8SzcGZSjryVvRwXdWV9ZOyW/v0wtn5WZLXgm35LzwVqg2eksq07aDbelN/nMKOXM7LnuX7+Cjd2XsRKPSVJ/h47yh9Q3o4a16XmnCjvcHBNOStVTu2rPGNHK+krHstjHl5K3yj0GRXv9X0QGzu55tiJCe8w6ObcSafmKfXg0cbxPhTyo+uZFhn+kLML1ai6SATKNeInNlWLKx5T/hgpbuy8iJV6igc8O8JZY0cCxmToiDiF5RuEsMqU38sv0+UMtSWdubP4jAiPF0BFximzqTdQeOnyLSg92sB6Gx9ePdWSs6OeNV819tuTLpNznl0gwI2dTLy1YCdrLKY+FBoc2uPEA5l1MV2dfGC1KlVYQ7m/IMyx81jOTixawIydcrRLA5HQMLMXRa0f5OHNXzSYhZKp7chXjf22uTSaqUg9vVJp15kXvEpVR5ECN3YyQQ3ZVDAgHrdhi7r2FG68fDnWbB3vMV1Mq/L5On2Pv0c87UDJo30KtlWzmWIZeTGIiHXdGHz7jyM4sbWaVbP+bfUUhEloxRAmlJOUkifC09YDXNstFaClxxtZYQqFzgL5JuWP436K9tczg1dR2IS+4xLY5kts7ztSZ9kd/6UK7/5xN8vzk7LTnHv721XqoWtL6Qo93NjJhHBy0cpb6L+xJc20F4P6lKOmtsBjnh0pp8z98wAmfRUpYQyHP+Qb3IU+wwe377VUjT29e4bLVWO0YGETEzraN+LSe75p3LNkAls0UPhYajOvuwNcj22uwhd/PcAeX/5oHqYu8G0oN1g1MmnB4Q95U9vzXaqxC9WomaHrrvVg/XunsOKVE+x3/PafQzHofOvBtUqBGzuZEE4uWgVRSEDwCEz1FSTNT+UjyIw8hDa9Afn9ChBlPAdTuYqWZFDFynfy0BBJZ1Byj5DAmzfuQFJkKWbM2I4dBVPcKo+21ceU4u2GhYew4+7ssXdHoYc3lPvJ9AM7g1x9ga2Ml9aBxqUtYVZN5Y777FiFd60e6lDlRhC4sfPQ5APB2LV/dK/l+UiNCQ8u3YN/zRsD09LHIXSvhN31KYK9R8gdSCJs0ugC5PcphyrmlHxhYCclwzxFr6GxGHNVJjvHhMImq9E+vMfOZ8Zu/8oy9J2QwFoOErMjJIW9vRLGlFicohG9T+/A2Am6mOz38D47jpXsTrMBUR0h/JAL70D7z29CZTLi4jfWYP3xchwqqcOqe2bCpFIjdNZtvttphXt2gtecGFHGvGXymrPjDsNUXkivuuQ1R7ox+cBTDJuTxjYxYmPH1VO8CxUhCZMFaHjuuwt3s+dvfmeUz0J8roYxNRK0MXlTOcfhmB+xPqY6bwrCErLQ/uWjqG/VIzMugn0lwq5+GqrUXFn3g3JHxzZWsuKUnBHxPSbOBc+OTmKlnciC13zXb4F2g9lrfmn+GHas4aLXLJYMk9K+UbC9GgVbq9lCYeDUZK81FQtSYVTqTlPSOd6D8rJp/aJx9kC91fO+XCzaXru9JfabasJ7nsUpzLIjuFwYR9Lkg89vnorcpCgUVnkuzl9e0IQljx5ij2fentujsZt8Qw6qijq9BCXhCa/Z2TE/xzdXYfVi8iSBP7432ivGztBuRF2JuY2FTzvwXZGKrbHzZZ8qVQHf9OZIFs6MTQ2XPCtTI8GzEyqACaUtiMUod8/9PIxpRWQsdNoY5OTlQj10BnIOrIGuoRKhkfJXcVmNqZFws6bZV0rFE16zOGcnRQzaShfTCzc70j+sK21jhVAENTZzfNN+IIZNivehh01VlT3JftmD2mWoH4/OJ0fGLlZ1DjdevhZrt42XHB71R7ix88KYH1V0EnDVS9AmRbKWBPWQGYCxHaoQ+S8OccNxi5/knLyBXF6ztWen84vWjTO/1uG9W3azFTZpFOZP78wLcc/ON4ycm44+o+Pxn9/uUGS+W4DuR7RQp7ycoKRkS7/EQ6z4q765UNG9dtzYyUTe1GRExIayEyczP8bqtcaqNjx13mY2DXzsVVmYfXc/WlJ5ZD+CbvKBzF6zuPVAShhTUE+h3Jk9ySY5oNW3sC+0kOJtB76HjjstcLNSKzFj4nacaL0QSiUsQo3WRuswprhlqm/aMVb8Naj3CbeKv3wNN3YylofTZo+ifebYfs3ZVqv4tyewmnzQw81aeJ1u1EpdsZHXHLnwdUAdKovXHBEXhtn39mPhzOQe+uYo9FNX1uoxTUz7CioGdg6FatVobzMisZcyPYpAgLz6UYPMLS+axmMALvHp/tCszJ/fOMkeX/3sEIz/TZak/3fdi8PY1whR+4K4ZSoqvKNlys3iL1/DjZ0XKNpfZ3mcPcyzIzKsJh/04Nmte6cQa985xVZ2NI8vd4xvJY9cRWzYmNF2w2sOCVXjwjv7SXpvQ2WbZYKzJ6Yd2NXGZKHM3ph8Yw4aKnWKLhhQKoLX01pYY2l5SY844HOvRzB0hDOL6oF25mr6e8uUK/ArxQsInh2RM9zz0kIUypQy+UBVXYgbL/+RaXVGiUruOdLwltSa1k4+mIx6rIcmZ3C6R/B6cuhxpH95PUJYVa+nqITrxWdqL7dMeQNu7GSCJMKox03XZGC5OyGXQjqZZ/bVWfJB3qieE4pUKORF++VIJDhd/SsLwZBWZ3wGv3H627QDu5JODnqhON7Dn70eIaxarKdG98my/MzPvdAy5Q1kFzp77rnnMG7cOMTExCA1NRVXXnkljh49avWe1tZW3HnnnUhKSkJ0dDTmz5+PsrIyKBmajv3CrE14+YotWPdup2RVdVGLxcPKHh7nldyYuEilpV7fJQRjKj/JQi6kNkIhmMEDTiKsscj8PIVoghwKAVUXNbPwszD6pLtpB0SCBz07amIW8naezvlyJHo9Vz/NHtvzeuh1byJc05kpVZawarz+V3aNS7mmS4814PC6CuxbUWpVpNKsi+go/hoK9fSb2Vf6norClIjsnt369euZISOD197ejkceeQSzZ8/GoUOHEBVlTvjff//9+OGHH7BkyRLExcXhrrvuwrx587B582YoFbHwqrj1gEaBCJCx8waklZiSG8mMnpBTspt41vpXCMZfWPrkYez+roQ9/suPk5Haz36hSlyqFgPOS2ThTNJF9CRk7MirI9GAD+/cyyIH9LvFbQgc7+MPXo+7SkKr3yzE3u9L2eO//jwFyTmR7Dx76fL9GDH7T5j2x37IGhLn0ZYpRRq7FStWWH3/wQcfMA9v165dmDZtGurq6vDee+/h008/xYwZM9h73n//feTn52Pr1q2YOHEilIjGgYJKUUcIk8ge5p0V0RWPDVJkCMZfiEoUN+ZTr519Yzfqsgy2eYPwqFA0VurYDLUDq8rZc+oQcGPnK7woFNET7l7TGjth8g0fnGYL5d0/VCJjaCIzdu4WfwV8zo6MG5GYmMi+ktHT6/WYNWuW5T2DBg1CTk4OtmzZYtfYtbW1sU2gvt7sLdHPoc0fUId1hrso1CTs1+lfay3Pp+dH+n5/+06A6qo0cl+6hGBUVz0JQ0ofGHy9jz5GG9N58TdUtvr+b9bRC2VLbLrGL/YtKNHGQnPjy6zlxahSIWTgVIQY29FOxsDbfxM3r+lQbWdqpaWxDTVlauxaVmxpZRpzVZpfn2dS982jxs5oNOK+++7D5MmTMXToUPZcaWkpNBoN4uOthUrT0tLYa47ygE899VSX51euXInISGkacJ7GyJw5cyir9FwFli9fDpMROHuYcjkqaBON2LD1Z/gDsbpqUFbh05umol9KFE5WmkMwmzZvQr3GrKsZzJScJWNnrk7dsmEXClt9XxSSOFmNuPHAuXVhaDhjNnwFJQdQs3yfr3eN40fX9GcLp6BvcjROVjZKvqbPFJMZMHtsm9ZtQX0h9XCav08a3YY1G1fCn2lubva9saPc3YEDB7Bp0ya3fs7DDz+MBx54wMqzy87OZrnA2Fj/SZZue3wdDO0mRGnjMHfuOPbcnNlGlBxpREudHgOndu1n8QmN1ah5eyNC9In4dl0e5l5VDF1TNabMmgtEmz3wYGafuhwF3xxkj/vn5GPaXCoy9zFzzV++rDmEvWfMxVwXXjHVamo2J4hprIZuyVbk5PUBBk9HzqF10DVUSbqm1xadwtk1ZjHzoXmj8d0SapDXM83M65+Y6tEeUjkQIn0+M3ZUdPL9999jw4YN6NWrl+X59PR06HQ61NbWWnl3VI1Jr9lDq9WyzZawsDC2+QuaqBC01LVD32q07Bd96TvGu2X9pccbsfz/jqG5rh0jLk7D1AXW/Tb6iGT856vfoqnOiF5D4xDxuwmKTjzLTVxy58XdVm+we46Vn2zCf363HQmZERh9eYbXBLXrijvD+am9oxEWxruHOFQOnIbQmzuVhEKHXyj5mo6I7uyx3bGkGM0dAujDL0pDam9r6UN/RKoNkP1Kob6yu+++G9988w3WrVuH3Fzr5sMxY8awnVu9ejVrOSCoNeHMmTOYNGkSlAwlesnY+boXisrlD6+tZI8z8qzV2Ymw8BA8sW0WKk42MQFYpSee5UY8087R5AiqwKQJ6bQNOM97Hrswx46KaDSiCmAOx1UlIY2oQKVga43l8bSFyp2IYo9QT4QuqdLy22+/Zb12Qh6OWgwiIiLY15tvvpmFJalohcKQZBzJ0Cm1EtO6/aDN571Q4jE1jlRU2ADK/l0NIcd6Wrmj41db3OKVhnLL7yttZYsTGu9D8GkHHLnQ2BnbQ3MwPS1tqPim8sWLF7MKzOnTpyMjI8OyffHFF5b3vPzyy7j00kuZZ0ftCBS+XLp0KZSOcNJQYya1H3x8z69Y+06hVfuBNyAxY2eU+znOLxbaiwtw4+XLmTyTJxvKBbZ8UoS3/7DL8j2fY8eRU6EnK7XScj4T598cWF6dx8KYPREeHo433niDbYHE718fAZVaxbQMzx1qwL4VZWwbf3WW1xrKbScfUGEMxzkozEul/jTfy9xn15WE5l3o3yG1FpdxmddX3yQcwOHIgSYixCIzRuezLioHgwKwf5MH/WWEihXsKqd4ORzAJh+QGHSlrkvOqb68DV88fIDt06Dzk9FnlHULCMfMvV9PRHhMKKISNHZnfKWGHWCyTCTPFKMtham8wqNq97SAEeMtgQJO4GLqOJ/79Qd6jS9iWrrjxxdh9F9SoKoshEmBM+u6gxs7D2GlnOKFSQe2sDE/lbounh2JUh/bWMU2o97IjZ0D7OUzxVJrkWEdUmvzxiD0hyfR7mGpNfGYn3mL8jH8IvuVyxyOVNpF57PaaMKfl5llxsJXPeXx8zkgcnYcM8Kkg7BwNdIHeL8QxHbygX0jHFgJaG/IMpH8EkGyTIs3HGdfCXqeXveKHF2T75vcOYF1Pl/0uvl8pq/eOJ99AffsZOTU7lqc3lvLytJp2gGROTgWIWFq31YU1ukts8+sjN0IbuycgdTs964DRun/4/UZX5QHFmaVNTXR37KPx34XJzhQB+DMuu7gxk5GaEzGmjfNSgTeHNbanWdHtHQYO6PRhLMHzLnE2FQt4tL4DDtHnPm1Fqd216GpRocJ1/SyFIQMOj8F+LlTas1bavcUxhSKCE7p9lC9nFd+Lyc4+NwPpjd4Gm7sPDRR2tehwkHTkhGdpGGFKkIrQtXpZrTUm6PxvYbFemW2nlI5vK4SP79x0tJzJBi7mF7JaNbEIL1XNtSTZntc7V4oItC2NVpmlcW17WWzygCTR4tiOEFApP9Mb/A03Nh5uDnTV42ZI+ams81eHpHI4fk6yQNwmzrkkwhVdBIiRbJMnp7xJRQRkDlrj+wsiuHzBzlyoKLzeaH3zmdfwgtUZMRWvikiLhRJOf7TD1W0z/uDZJVs7IRG270f/GI18Z1uBIJXTF89eWPwZVEMJzhQefF89iXc2HkwjDni4nS/ChWKi1N6DQ28MIXcKipCjqxf4iG8Om8rSo5Sj50Pigiufpo9tldEQK9zOJye4WFMmZUIhIq55j7zMPGuwT7dH0O7keXoyNxqo0NRfNh8s07uE2lVwMLpmiOLC21CYkeOjHJluw/3R8ORCKRn9PZZjiwYigg4HE/BjZ3MI34Eb+C0nirmpvlsX8iwvXzFFvZ44nW9cPmjefjNM4OZdxcpUgXh2M+RJdvkyO767f+AInrdBzmyICoi4HA8BTd2MnoDUYZmS8VcEvb5tGIuIjbUqs8uTBuCMVdmso3jGMqBtf/8JlQmI8uNrT9ejkMldVh1z0yWIwuddZvX9ymYigg4HE/BjZ2M3kCS2BuY79uKOT75ILAabV2dVcbhcMxwYxeg3gAJB4eEqWDQm7ixcxGeI+NwAgdejRmgFXO0+he8O5IvO7i6HPUV5sGfHKk5sqFQT7+ZfaXv6XkOh6NMuGcXwN6AMPmAPLsPbt/Lnpt+Sx9c8peBvt41v4bnyDicwIMbuwCumBNP3BZI7Rvlk31RGjxHxuEEFtzYBbA3EGHH2PGhnxwOJxjhxi6AvQHbxnHS7kzt5/3ZehwOh+NreIFKkIgZCxJh6hD/kS/jcDgcb8GNXQAz6bfZmHFbZ18YD2FyOJxghRu7ACa5dyTiQoqZcj9pdvJJBxwOJ1jhxi7AiarazrQ6SbOTz7DjcDjBCi9QCWCtThOAzKhDTKtz8ICTiAsrgakcfLo1h8MJOrixC2CtTiI6woQHvzZrdRq+fMzyPJ9uzeFwggkexgxArKZbv94x3fp1Pt2aw+EEL9zYBSD+qNXJ4XA4voSHMQMcf9Lq5HA4HF/BjV2g4odanRwOh+MruLELUPxRq5PD4XB8BTd2AYy/aXVyOByOr+AFKhwOh8MJeLix43A4HE7Aw40dh8PhcAIeRebsTCYSwgLq6+t9vSscDofD8SGCHRDsQkAZu4aGBvY1Ozvb17vC4XA4HD+xC3FxjsXuVaaezKEfYjQaUVxcjJiYGHOVoRsrAjKYRUVFiI3l/We28OPjGH5suocfn+7hx0e+40MmjAxdZmYm1Gp1YHl29IF69eol28+jg8lPOMfw4+MYfmy6hx+f7uHHR57j051HJ8ALVDgcDocT8HBjx+FwOJyAJ6iNnVarxZNPPsm+crrCj49j+LHpHn58uocfH+8fH0UWqHA4HA6H4wxB7dlxOBwOJzjgxo7D4XA4AQ83dhwOh8MJeLix43A4HE7Aw40dh8PhcAKeoDV2b7zxBvr06YPw8HBMmDAB27dvRzCyYcMGXHbZZUxqh6TXli1bZvU6Fes+8cQTyMjIQEREBGbNmoXjx48jWHjuuecwbtw4Jk2XmpqKK6+8EkePHrV6T2trK+68804kJSUhOjoa8+fPR1lZGYKBxYsXY/jw4Rali0mTJuHHH3+0vB7Mx8aW559/nl1j9913n+W5YD4+f//739nxEG+DBg3y2LEJSmP3xRdf4IEHHmB9HLt378aIESMwZ84clJeXI9hoampin5+Mvz1efPFFvPbaa3jzzTexbds2REVFsWNFJ2IwsH79enbBbd26FatWrYJer8fs2bPZcRO4//778b///Q9Llixh7yfd1nnz5iEYINk+uonv2rULO3fuxIwZM3DFFVfg4MGDCPZjI2bHjh1466232MJATLAfnyFDhqCkpMSybdq0yXPHxhSEjB8/3nTnnXdavjcYDKbMzEzTc889Zwpm6HT45ptvLN8bjUZTenq66Z///KfludraWpNWqzV99tlnpmCkvLycHaf169dbjkdYWJhpyZIllvccPnyYvWfLli2mYCQhIcH07rvv8mPTQUNDg2nAgAGmVatWmc4//3zTvffey54P9uPz5JNPmkaMGGH3NU8cm6Dz7HQ6HVuFUjhOLCxN32/ZssWn++ZvFBYWorS01OpYkeAqhX2D9VjV1dWxr4mJiewrnUvk7YmPEYVicnJygu4YGQwGfP7558zrpXAmPzZmKDJwySWXWB0Hgh8fsJQIpVD69u2L66+/HmfOnPHYsVHk1AN3qKysZBdlWlqa1fP0/ZEjR3y2X/4IGTrC3rESXgsmaLQU5VsmT56MoUOHsufoOGg0GsTHxwftMdq/fz8zbhTaptzKN998g8GDB2Pv3r1Bf2zI+FOqhMKYtgT7uTNhwgR88MEHyMvLYyHMp556ClOnTsWBAwc8cmyCzthxOO6s0OlCFOcVOGA3KzJs5PV+9dVXWLBgAcuxBDs0i+3ee+9luV4qhONYc/HFF1seUy6TjF/v3r3x5ZdfsmI4uQm6MGZycjJCQkK6VPXQ9+np6T7bL39EOB78WAF33XUXvv/+e6xdu9ZqliIdBwqN19bWBu0xohV4//79MWbMGFa9SgVPr776atAfGwrFUdHb6NGjERoayjZaBFDBFz0mLyWYj48t5MUNHDgQJ06c8Mi5E3TGji5MuihXr15tFZ6i7ykUw+kkNzeXnVjiY0UThKkqM1iOFdXtkKGj0NyaNWvYMRFD51JYWJjVMaLWBMo9BMsxsoWup7a2tqA/NjNnzmQhXvJ6hW3s2LEsNyU8DubjY0tjYyMKCgpYm5NHzh1TEPL555+zisIPPvjAdOjQIdOtt95qio+PN5WWlpqCDaoU27NnD9vodHjppZfY49OnT7PXn3/+eXZsvv32W9O+fftMV1xxhSk3N9fU0tJiCgZuv/12U1xcnGndunWmkpISy9bc3Gx5z2233WbKyckxrVmzxrRz507TpEmT2BYM/O1vf2OVqYWFhez8oO9VKpVp5cqVpmA/NvYQV2MG+/F58MEH2XVF587mzZtNs2bNMiUnJ7OKZ08cm6A0dsS///1vdiA1Gg1rRdi6daspGFm7di0zcrbbggULLO0Hjz/+uCktLY0tEGbOnGk6evSoKViwd2xoe//99y3vIcN/xx13sJL7yMhI01VXXcUMYjCwcOFCU+/evdl1lJKSws4PwdAF+7GRYuyC+fhce+21poyMDHbuZGVlse9PnDjhsWPD59lxOBwOJ+AJupwdh8PhcIIPbuw4HA6HE/BwY8fhcDicgIcbOw6Hw+EEPNzYcTgcDifg4caOw+FwOAEPN3YcDofDCXi4seNwOBxOwMONHYfD4XACHm7sOBwOhxPwcGPH4XA4HAQ6/x/ydOp9GBLDZgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding gridlines\n", + "fig,ax=plt.subplots(figsize=(5,3)) \n", + "ax.grid(axis='y') #horizontal gridlines only\n", + "ax.plot(x,y,marker='*',color='#7425b9',linestyle='--',linewidth= 2,\n", + " markeredgecolor = '#fa9359', markerfacecolor = '#000000')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "c7308ee2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#one final activity - density plot \n", + "import seaborn as sns\n", + "df = sns.load_dataset('iris')\n", + "sns.set_theme(style=\"darkgrid\")\n", + "sns.kdeplot(df['sepal_width'], fill=True, color=\"olive\", bw_method=1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "e8f86763", + "metadata": {}, + "outputs": [], + "source": [ + "#2026-01-22 live coding session \n", + "#importing libraries\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": 24, + "id": "90db8529", + "metadata": {}, + "outputs": [], + "source": [ + "#setting up a seed and data set\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0,100,50)\n", + "y2 = np.random.randint(0,100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "d88553d2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\chane\\AppData\\Local\\Temp\\ipykernel_31340\\1084581647.py:5: UserWarning:\n", + "\n", + "FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + "\n" + ] + }, + { + "data": { + "image/png": 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bNsGNN94IY2NjMD09DTfccAOsX78e7r33Xrj55pvhjjvuID8vJZyzqR+G+9IkZ/Loi6eaWMdXan7+hTYtXQo5PuaZ9GQTS8fjm9KjAsrMCag89wMofPf/wPzX3weFn/4LVPY/Rrqmh9qI1sbjMxJbGFgtXxgh+5OTC0QCrSGPL4jhY6HOVLc7uUWRF7VObckYPlUzfMWqArHTLgqF3YmpiAMncqTkywoU+NeJLa03fGa5gxDw4IMPwnXXXQdXXHEF+f2v/uqviCFEr+/gwYMQj8fhYx/7GMRiMdi8eTMcPnwY7rzzTnjTm94ESwURLG04fw3c89N9JNz5yh2rw4tZG3N8aJAwVBNPQbNgDAVJ3QNtzepkHt/64S544eBU23t8uOCq+Wnyc+atf0cktqqHn4EqNk4tLUB136PkX/LyHCS2vTqcz+TGBOejqnt8FoFqxEpWy9eg4cO///BdjxHiArJFz9s8ADtOH4TT1/aSkKoj6gx14kaBbRCdDB/Q7gza51QAEqEvdUsSbHORp4avXJYhdtrFUHnhv6F66NeEcCRF43Ud+0v/9SK8cGAKUokocQ5wDmw/bYBsVLGfKeaYu9JxrhrUSoQ+GwYGBuBnP/sZCWeuWrUKvv3tb0MikYCtW7cSA3jxxRcTo8dw6aWXwpe+9CWYmJiAwUHN41gKePm5q+C+XxwgF3TvsVnYsk5viRJWOQP5vVIEqYmGj9cKRuMgpXt0Gryi6N2s2yzHt25EM3ztrtyizk+Tljs4tpHeVRBdsRrimy8hYyuP7YfyU/9Bioed8n8YnjSGJn2BhjrxWqqFWb6RKth6fCzH11ioE+8BFphAI/hj/PfEUXLu20/rh5dtGYJtW4ZhLleAqqxHMBK5eUjV4fFpBlI7jpTqsn9TJIbFt2T8cXMnJbTv2ulgG4YFGupEclN0ZCtI2T5QF6ZBPvYCxDacX9exj9Nm3Sgs8dSecfIPZ+5pq3uIwWP5vVYTW5pi+D70oQ/Bn/7pn8Jv/MZvQDQahUgkAp/73OdIeHN0dBS2bNFqRxiGh7Xi05MnTzZk+GKx+hfpKN2Vskc/QJ25y7evgp8/fRx++dwJOHtTP4QBVKQwnZtSgmgD380Lslrh/cviWUYUUCEqFyCS6K57fJpp+DZRkWW8waJRqeU3ktP4VAqTPHcaj0cNr0QgvvZMgLFtUDi+E6RKoWb+PrHrFHzhP16A1166Ad5yzemBQ52Rrj6QC7MgVfLk2Fi4jMAFiH3W6qEsN3yRqEQiGfWGuBC4y7/6ZWvgmb0T8Oy+CZjLa628tHZetXT516YPwm8a7FGksuDrPpYrmoGUklmIJ1y8EyS4VIoQVStNvYcaxWLeX1G6sS5FtIEvVxWIx2OQ2HwRlJ77McgHn4DU5gvqOjbbiP7vN2wjYc2n906QvN7+E7qwP967QdfqZoxP6IZv37590N3dDf/8z/8MIyMjxMu75ZZb4Bvf+AYUi0Xi/RmRTNKdRwPtMSIRCfr6tJu4EfT0BNsVXrp9NTF8MwuVUD4fMcNzfFqoqjslQTKkY9uhmJcAp2U0mYb+wV7IpbKgFBegO1GFhOVzg45PmMC8wVRO8063b9E2Sxg6yXanCUuxHWAdn7kjc4BLdLJ/xHZ+5Pr6AE15TC2ZXp/OFeErP9hNvt+R8flAcytHa+OSfUOQHz8EcXpslRq1vt40P15Pb4Z0HanICsgQgQGa8wuKKnXiVg91wW9efhr5h+e+98g0PL5zFJ7cdQomZ2uJWlnLZUuAeRycUMhVyZyNdfW6vj+XSIJcKUJPJlozl9sRi3F/xWhnBiWhjQc64DiG6fNfCSee+zFUDj0Nvd1xiLAcqU/g9WYSgpedtxZWdGvr+uRsAZ7YeYr8wxz9a684re61MszxCdXwodf2F3/xF/CVr3wFLrzwQvLc9u3biTFEry+VSkG5bI7rM4OXydR30yFQPiyXqz9PgTsJHNRcrgCyTWLWCdWKtsOZWyjB9HRwkV0rML7OcjRSphfU/AzMTk5DPNX4sZ1QmZolj0okoX2HZBdAcQFmTo1BPNrX0PiECQyhYRlaPBaBNHp5NNh1cnS2pSrvbuNTGNVEDuRUn+38KFe1lb88P89fRzLTP/3bc8RbQswtlAPNLYV29JATmhxVMTdD/n6CEoOiEpiOh+U5JyfzsOfgBMQlLccbFGOT2vFSsYjp2CO9SXj9ZRvgf12xyXZ88v9zAEovAlTUCMQlBQoz076+a3lcCw2riS7X96tRbfGenZqFWLx591CjWNT7i+ZR1bi23s7ntfmlZtaAlO0HdWEKxp97DBKbXlaX108+oliC6aq2NqKPdsnWIfKPIeha6Xd88D1+vcJQDd+zz2JH3woxdkacd9558Itf/AJWr15N2J1GsN/RO2wE1WrjEwYHNchx4riK0JBbGJ+v5BmpRCIUYzR8cjEPUgjHdoJcpKHVWFL7DkgWmD0F1YXZms8NOj5hAlmDbKHGjU4qGSWsTuwnl03Vl4wPG9bxqc6Oaz9kB2zHTYlpO1gFiS709UdeHIVfvzRuCh8FGXPe0Rwp6njsonZs1ncvFY+ajofMTjR8GJraut5eBcULM/PaZ6Kcn9u5WsdHpvnIGSULQ9E5qObnfH3X6gINnSW73d9PDV8V53iL5m0QLMb9FatQBwE3uJa1C9mdled/BKW9j0Fk3Y5Ax51f0OYXRhAiIDXle4Q5PqEGlVeuXEke9+zZY3r+pZdego0bN8JFF10ETz31FMiyTkN/9NFHSckDkmKWGliIDbuBh6rakkjzZHyza/l48TplwUUoS84v0eDpveNw+1ef5Iap2YzOoV6NDpGiLL1iG5c0qPMTpvpIK6RkxiRaMD1Xgm/990vk5/PPGAzcgcLY2DWS7TeRGezILYgRVsvXgFg18067aZmJb9DoxrykLcKF3EwopQwcopavBnEa6oxltLErGZjRcVrWUD38dGCpN5bfQ0LTUkCohu/cc8+FCy64AD7wgQ8Qg3bo0CH4zGc+A4888gi85z3vISUL8/PzhACD4c/77ruPhEVvuukmWIpI0YscWnscRtFOZjmTs9nNaLlhpUoXjCXHtBC98ItnTpCu9I/tDLee0YnYgh4fAinTiHZmdipzHoYvQQ1fKU9CnF/74W5Sb4fMtze+cnPwuWVYrJClpx17wbGcARFGXz7Wn7I7E8zzZosrM9KVBX9lNGox5168bqnlE3qdOpLU8MUpka1U0T2oyPBmkLoGCCGINfn1i3wnGz5kcGIBO5YofPCDH4Q3vvGNxACiccNwJ3p1d911F6nne8Mb3gCf//zn4dZbbyU/L0Vg2IhRgrHBY6NgO3/iCbAShmart1g8PimgxzeZ0/7+OC1ObRbGKeV+iFLw2Q3Wrh0aUJkF6eFGKbgaMIp9uQAPP38Cnt0/SUJF73rdWSRsiMBaRb8iBnyBlzBU3mumr/MmtGbjNBJCLR/z+Hoy9Xl82cFhzuoM5vE5lDIwLPOefM/smyCbpUqA8F9K1daTVHcvj1ax+YXsaFbMXt3/+LL2+EI/y97eXrjtttvIPyevEGv7lgOY18EmUKMXXTV6fIsV6qw4GT5/u+/pOe38mCrDYnl8aTr27RrqRJIAqAqpJ2P1kU4eH9J07v3JLrIP/Z0rNsHaoS5enI9rElLOfTFXmeGLJUGiORxU3se6wbxTqJNuJCZmiyArCkQD1m7iho+HOgMaPmaoB1etBjiKi3IJpmbz0N+b8anT2bkeH17P//vdncTgnLt5EHbQ0LgbUIszAdq1yvai4Rsn1w9rK+Mxja8Qx2L2534I1YNPgbIwDREaOfCCsfPHUkD7FrcsASDDkJU+odcXVo4PF0Qe6lwkj68m1OnD8OFkZ1JYmCMKsvMMAtyRjs9qhm+YhTrb3ONjYU5Uw5GkiPPCHNW+B9bbYY3Tay5ZT35HQ8eq6vyGO/kmJpbg+UOCct5xYULaeSIWIXR0NH71LMAs2hE01MkMdbpPW7Qjkgq7950MoNPZ07EeHypGsWtqZFS6gSnjKKoEXb362BnXrujwaRBduQVAqUL5uR/6Pp8CnaNGZ6CdIQxfA8DQACdZhJDnY6ot6PHpoc7CInl8KVPexE+oc2pOX1Bw8WtU+soJyEhkupyDlNySpuPerjk+leX3qP6pEyoR7ft0RavwztedxT0unFtJ5tX6Ne6GTYyEyiX0msrFeT3HZ/H4sGh9mOX56rh+LL+H0Q5XeTIbcE8smYWqpBnN/QdPhEZuWa4eHxoqVMZhYNfWv1xZAjLpJAmrk+NZ1q7EjuvIY2XXz3ynPITH12FgO5wwmJ06qzOziOQWq8fnP9SJhdZGnGgSs5MxOrF5JTYDNo57aMSiJrQjciO2ILAgf7qkfY9rdwzAmkFzYW8qYDiX14DSBZ9soNDhW5jjkmJ2C1MjzE49v1dHSQlVmSEeKo00nDh+ioRc3bx/thh3KqsTCWWsPMXI2PWCUtQFqlOJqM5Kt0Srouu2Q2RwAxm38gs/XpY5PmH4GoS+ADfueZhyfIsc6qwnxzdpMXxMq69Z+T0W5jQxats0x6eHOp0N34NPHYO8ohmMi06rJWro0YTgHh/5bBruLMxpLEj0yNjGISxmZ26BMTqDd9TmnlgsAXFKr49W83DwpMvcQwKYKvtjdcaXX08+TCf88PEj5Ode2sXcr8dXns9xnc5UPMojClbDh9EG5vWVX3iwRkbRDh3N6uxEsF1TKJ6HkdWZWBxWJzOsrHEn30VXy54LBmN0YnPTZhJcxizEFkQ6GW3rHB8PdboYPmSqFhTqndlc56Beba3H18U9PrswZ63HV0eok3oegfN7xk1XNMHnXUYqwQsHNG/ZDrxzSDzl3UWAhTory8fjQ4EDrPfE6Mcrzl0dKNxfpU1o82qS8BPc6pBjmy6AyIpVZE0q7/yJ57GFx9epoc5QyC2t8/h4Gxf8XMwP+cjzsVDnGWt7m1rSYGV0LoUcn0KL1yWXHN/0fAkKKl2c6abHiMDhXB62TphYo1VqLJzyL7rHV0eos06Pj/QgZB2/DaHOLBq+g1Oe4TrPMKdhM7dcyC0YAv7+I4fJz6+5eD3vS+nX40NlHERRSmk5ZLZpt1m7kJDFc33P/chzE8zCrWxD2u4Qhq9BhEpuYaxOQm5pUTkD1oDxIvY5X6FO7LnFVP6bweycYIaPUu8RKFnWrjk+UsM3P+Xp8eHOnRs+Ux/G+kKd3OPjYWsqRFxY8PD4NMOHQtJBr59eyhDQ46Ni2uQ8DeUX2UgJDp7ImXJY9RSvEywzcssTu8ZI9AM7bLxyxxq+kfG7+ZML2ka2FMmYNlZlh0177PRLSKge0x6V3b/wxeoUHl+HQGfehejxGcgti1XAzqnfJmbnnC9WJ/bbwgmPzM4wunn7CnW2scdHCtdJDV+UF5JbgXqjs/NlKKhxZ48voHE35swIqAK/Qj13J48PiSm4U1cNY+0Xc4VyXcXrJg8iFuebreGMQs7jRQevz7dcmdHjs3SlX4rAe+uBRzVv79UXriXrDhdxCMjqLEe1+4jle53mFzKDE+e9VvubZ39A6gCdIFidHYZQyS2GHN9iszqNzW79EFzwRpyiOb6BnhRnJB6f8Ed/9gv0QKbp55hzfKyOT25bRieGOZ1q+HL5MhnDIvjx+ORgOTOer82aNlROHp9kKGkYC7hx0ckt9dXwYR0jjhEzfCuzGv30hYOTHsXrHjV8y8zje3bvBCGP4XrzGxesNV1PJk7gt46vSg2fE6vTiPiWKzTB/IUpqOx9yPF9IsfXYQhLqJoIDDPvzqDcgrtVDJ01C6qdx+fD8GGIC3vkSbQIejU1fGETXDCcqtJxNlLmw9xwtILYwjoaqDSkzYhNRgT9jvq1ZDk+7ZpI9NhWuTI7BZegeT5ObgkoUK17p4yBqp1rX0I7Hub57KTamMcX8RHqZCQfnvtcosBx+N4jh8jP17xsLb+OQT0+idYJyzFtk8NZnS5rF45h4tzfJD+Xn/m+lpu1gTB8HYaw6smMlGFCSjB4YE0Nd1pyfGb1FmfvjTWFRUo10uS5xxdySQPmDRFDK7SE/FIoZ+Di1Cj465LfQ0Tpgh8KuYWzOs0eX6RKDZ/LorSS5vmChqo5uSUdNMdnYaDSOZdGHzgeIWHgYzZzya9cGQEdh6Xu8e08PE1KPFBh59qL1vHnGZEk7/MeiFDDp8Szvj0+RPysq8lmXM2dguqBx20NMxOYEIavQxAauYV1XkeaNuaGUMqKsSubZPi0NjZVcz7E6PG5kFuY4cMwJ2L1UHM8PjtGp1GrkwiEY4faJVbDN0MNXzzTFVqo0+q9M48vWi24hjqNzE7skh1Ip5N6fIxh6BfWfCTXFi3pfQHtyhp0ubIAHt8SZ3U+8LDm7b3ivNWmcc4ktc0GRl4qVe85gjWSCIXWd/oV38A0SGL7teTn8jPfAxXz1waUKwqXrROszg5BWCE3E6OTouklDcYQUMAcH6vh66eGj3l8SI7wcxM2aviYUWjHcKdXHz5WyoBIZLu8PT6/BB5rHR/1+OIyNXwuu3HepSFAqHOhUOGKMMg0DAR2rrRZrDHKsG2T1qboeTvDVwe5ZSl7fPuOzcLuIzOkVpbpuBrJTywG4uX1obGK0Q2QRDcZjNzipxQrcc6ryBqhTB0D+cizptdYOQXK3/kSU28DCMPXIJzUD+qv4TOICze5iJ3LlUnUwwxg+JjH19+jLS692QRppYMLIXb0brbhwwJcpg3JwixLyeNjoc50V09ooc6aAnbq8SXUkrfHR4vY8bzsPACsnyv8/C6QJzTvw1jKgNc9uE6nJR/JWgzJZdi+QZt/e4/N1mxqgoU6l77Hx3J7l29byTeZDGhoGPPXM89XLoBEsuVa53prWzUv4IY8cfY12vuf/q5Dfi9qSke0M4Tha5ccHy9lsPH4msXs5MXr5jCVH6Fq3fBRcWtJ4gSXMAvZuVyZoYavndVbMPnPa/i6vEOd2Z4evX2QhcwROIzONjKWOr44VCEGsqvhy6bi3Guzky6r7P4lVF/6FZQe/XaNQHVXHXJlUK2Yw5FI8pG06zmYkokYOXaM2H14xqLT6b+Ojx8b6yppSH8pASMnzOu1ensMzIv3Ynaye7moxiCZTPgmtxgR366RXJSxA1xIYCkSWxDC8DUIvmtqmNxikCtjaHKo066UwW9rIh7q7Nb/loU7w8rzkXZEVKDa6vEZa/naqYhdzWMNn6x50ZkVju+bmaf1bytonR8aPct1Ds7qNHt8ZP7QHThKgbGckJfXxwhFduFbefQlPh8bEaiu8fiIcALd9JUXuCiCqawBP5fWkgUpZzAa2qUEDDvjtECDwshHRshjB+Cq+HMQAcXT42P3MtHpTEQDkVsYIplePRq0oG9I2Gcb0w/tDmH4GkQypMWXeXys6BjR7CJ2u1IG8rlscpfmHenLU7QB7UCv/rerQmZ25vIVclNKBhJNQzmwxQxzdvWD5NLUlYU6e3u7dBKTJdxZL6uTk1uwPo7Op0yk7OrxeYlVs++F3pN8YhevRaxXoNqaj6zJ852m5fleOKAXsvMIBGp0Go2aE/B91PAvRaHqUZoyQKNnF0IsPXoPvEJ9DLbGT3gbPlrDhzqdyToNH0LKrtA3eBSsljazRIgtCGH42o7ckrEhtzSpJx8TqDaUMpjyLRhaohRoI5BFlqMeizHvELbHx8KcmEfEnJ4VejNaeUnV8OFCwwgBfd0pfs1rDF+yPlan0ZgAPbbm8bkbPra5YN686di0KB9RPfp8CB6fRWXGQLrARRqZnUjoQLIUM8TG/J6fXBJ5D9frXHoEF1ZaYuftIdSCFvYdisx56nWqxQVTSyIzP8G/TJ2U6XP0+ESos4MQmki1sQktQ5P1OvWF0mL40AOhAsd24U70VjAbhcbIWL/FDB8aLCf9vzCILdaShnaSLWPi1K7F69Tbw3o1kqdkY20paTDOLUYXd4WNB6/Smq2M5O3xDdAmv6jZaQ05MzUa8jHHXjB5fPXl+Mw1h1aPDxdRJn7OvL5AOp3smFy9pbR0Dd+Ag+Gj60J/dN53jg9Dncl4zCK+4f/+idDwvZLXDR/77LTH/GonCMPXINjiVJVV4gmF6vExVmezyC2cDFEbRtSZnfPOxJbupGnn3cOYnRAOsxPb9iAGnQwfL2JvH8Onzk36ZnT2dWnjx1V6LB4fM+x+c8g1OT7MA9HNU3es4sm85IbP0meRnBfbfElRUHNjoMyeap7HR+fcObSsgdXzBSllWA7NaJnhW9XvYfgi875DnSaPLx4J7vHxUKfw+DoaLFzQaJ7P2JJoser4OLnFJl/CmZ02RexsYbTSq3ERDzPcadeAtt1Dndzj82hHhOjrZoXm9h4fGirW69BrbhFGqLXFlEGXcUXcm9yhhzqLJoYpz1umeyC68gztuMeer7slkWeOj94LjOCCdWyo2RqolIEdc4nqdeL4G3N8ta8rfDOChs871KkbvqQl1Blk3WKELSLEvkQFqhHC8DWIaCTC80+N5Pm4x0cXQYJmG76qi8fHd9+1ho+JU7MaPiNWD3WFVtJg15Wh7UOdflRbqOFDjVPyXoccH24kfOeQka5PjZXRmFQi2rXtjnmP0QC9nuhdLhhCZ6w8Q+oagOi6bTzPx1VbGvH4aAE7gcXjWzfcRepDMdS779gMKMzjS/tgdDIs0Z586E2jMZMcSnmM4hN9kQX/Hp8Nq7MqK6TXnx9EaI7PGOrUWZ2C3NJRCEOompFI7Dy+pml1WrqvG8FEgO0Nn1muzIhmeHxOhi8o+WNxavgmffXhY6FOk8fXSBG7UYXHYPhKEjV8UW+PJx6LckksY55P92IHILZ2O/kZmZ35fKEBj6822sC7STDPTpL0cCeKVjfi8S2xLuwszInhZ6awYoRxM5yNlKFKey46gW0mkNWZosczGqpSWQkW6lywY3UKj6+jEEYROw9z2bE6DQLWYcLauNRvjs8qV2bE6pDaEyE5htW62e5427BDA8l7KD5q+ObMHp8TucVUxO61o2ceFOq80vIIRAG0z8hE/dWxMa+PbW7MbZYGIDKwHqR0LwlVDpeP19eSyNiI1jbUqc8dVtbw/AGD4QtAblmqHp8no9PC9I4VdUPkN9QZi0ZYtYdvch4PdRZmeamTyPF1KPgCXCeTkcTrqXEzKrcwybLmaXXS49oaPtaFXWPS2dXw2YU6mcc3MVNsiOk6Tj0OZD0iYcYOejPa9vD4lLlxQw1f1DvHxzw+ttmx2eD43lTZkEUQBZUaPsnfws+8+AmD4eNebNcA8cKia7VwJ9aPIboaCHWaPD4e6tS9l3M29pNw37HxeaguzHZMjs8tv2dHeEuW3A0fa0ZsDHVKhlC6XxY2CTOjtTSo6LD8ojB8HQaeJK53ASYLnmoT6qSeziKXM1iL2IOEOjFUhtJXGrNzofEwZ2/asWar3STL5DnvMKedxxdGqNPpWi4o2sKfVv3NIbuSBoUzVTWySWzddm74cFOCee6gsCq3OHl8GEbduEqbi+V5zfBFArE6l2Ydn99SBoZUVRsbJ7AxLUopE7vXqwu7FaRzDHr8hlo+4fF1KFg4qlSpNqbaEkuYxaIXqzuDWzmDhdWJNTvMwzLKlRkRRm8+bvgcwpzmnnztYfiUHFNtce7Dh/V4LIRr9fjsDR/LY/oMdVoM37wcNwlVe4GFr42hTt5tgn6v6NpzQAUJ1sSmYXWmTikwF48PSnmTYtA5m7TPjZTnO6aO76RnqNO8JnTJzoYPv7tEQ8vVqFkFJohQdU24k6q3CMPXoWhUr9OW0bmIrE7XcgYLuYWFOXGnbyzlMCKM3nyshs+J2NLOoU43j28+XyHiyxJt4utWzhAs1Gl/LWer1PAp/ubQoKGkgZxTtczD3axEAz2uYtca8vNZCS3cGRg2hpprdYJZMWj7af1EZDuuVjqijg9ZlhN04+cc6jSHxbvVOduO9cb8nqxKescXirpky1gRO/f4WBNawersKDRKbrGr4SO/M0+sbK6rCgvcoAYoYLd2ZXD1+BoxfB6MTuON1i7kFt553Qejszurda73DnX6q1XUS1PMHl+uov19TEbBYyVwqFNdmNINlGF+TnWdTh5Pk455HtP+fG08PiTlsPC+Yd6dtroHBlOa0VOxg4N1g7jMPD6c+7g5QqPEaj0d713UI6W1fE7Gy0hssQpJJwN2aEBEDEXsWF/JhDsEq7PDUE8hqH1nBovhY7szVPtnLLgwQSnebjk+9CSMxABWw2eX3wuzpIGRW5yK161te5qxMahfoNpH8ToNcxIwcoudx+fXuNsYEvJ5ZW2MSC82H5EDtqFBgXAkPLD8HiO2MJxMbiSPayqHHYXM/ZyvqY7PIlvGgDnE7au195Wjzjnf5ZLjY/k97Jbh9F2Z4Yv0rdaL2B1ky9jG2khsaczjo3qd+WlT/WDHd2e4//774bWvfS1s374dXve618EPfvAD/tqxY8fgpptugpe97GVwxRVXwGc+8xmQ5fYIVdWLwH3THDszWHayMd24NCPcyUOdNqxO4gVSZqIxz6erttjvRI0lDROzxbq8McyD6R6fs4FlNzHujnHn2UqgN8WNhA+dTuNO3ujx1fbk80tusTckaGfLatQ8z1xgDGFPzZV4DR8jtjAcV0cgr8RJCFWZOOh5XKfztRpqO4ILYuuIdo/lZOd5Zwc2t5cSq9OrlIGAGb7+tbyWrzA/5+HxpWo6pCcb6NCAoU5j8XqEqgx1pOH7z//8T/jQhz4Eb3/72+GBBx6A6667Dt7//vfD008/DZVKBd71rneR991zzz3w0Y9+FP7f//t/8M///M+wlKGrnNdLbnHw+JAtxxaGZuT53MoZSH80zeszNp30E+pEJh5T86hHsxONAxoy7DDt9jk47uxWa7VsmTyPNXxVvGggZbUdsVuocwXN75lyuxiKtITkfG+qeG9F87VEqnleTfg2fHjdeZ5vtmhoqms2fLOFKrxUXWXq1uAXxLjL9uUXdh4fYmOfdqWnynFYKAaIfvAC9tLyKWUwenyZPlKUjqjMTPjQ6Qwh1MnJLTNLspQhdMOHE/qf/umf4B3veAcxfOvXr4c//uM/hssvvxwef/xx+NGPfgQnTpyAf/iHf4AtW7bAq171KmIUv/rVr0K5vHR2ZKEXsHPVltqJ3kxmp05usTcudsxON7ky20L2OpidWLPFqNxuwspoGHkosMXMzursGHlEo+enho8Xr7PFmXYfd+rQ4JfVafWg0EgUFOr12IRS7cA2G+jdc4/PYvhQUmtXZY2pW4NvGML2NR6foTWREVnQ5v+8koKdh9xr1kzHY8dnhnYpMTodShlMohaJFMxJ2n1aoeSqmvfyGr5ESKHOFdpx8zP8vutow3fw4EE4fvw4vP71rzc9f/fdd5Pw5pNPPgnnnHMO9PbSrtMAcOmll8L8/Dzs2qU1t1zKrM6GyS12SfsmtSYiRAcW/rELdRqYnUaPj4c6HUoZGNYMdtWd5ztGjeVayg51g07+aLHhm/FmdBp1Oo05PuJdO/XkC8jqNHpQSDooVxRY4B6fPzUdI8GFdZuwenxz+TLsrmj5JWVsv63Cj/O5GoyQo8dnnjeMXTyvpuB52q3BF5ZgATvz+Fb1Z3300kzBQpTW1bFmwS5yZVYmdrKOtmosooFs33yhvOQYnU0xfIh8Pk9Cmpdddhm85S1vgZ/+9Kfk+dHRUVi5cqXpb4aHh8njyZMnoWPJLZZQJyapmddjZHaGCsNCYEdu0c6HqbfM8dwbC9W5kVsQqwczdTM72XdfSwWv3cB2mq0uaagwj89n8XoNW4/n+QoOkmX+cnzGa8nCUAVu+PKBZMs0j8++zRJ6fDNKFuTulUTFo3p8p69ja+daMsirmRdMa2si/jdUJQQJGi+ibqdPMhMfjyXC6pwvVMg/Rm5xAtsIo8hFIa4ZPokxcF1CnY45vnIAw4ebExqhqM5PL0mPL9SzRc8N8YEPfAD+5E/+BG655RYS3vzf//t/w7/+679CsViEnh6zsnoySRXhS41NzJhNh26/iNJwGnsMiixtxoosuLrOo6ItSNF0F/n7f/3BLnhqzzj88f/aBtuSKUDaRkQpNfQdrVB4aFmCWAr7wtUeO5rpAbJ00htnvlDVatAkgMG+lKtix7oRzVtE9Zag583CoxtWdnv+LbvhKrIS6vgEAc6b0oxm+GI9Q67nMU2L17HHoPF9kWQGcOmJVgum59ncwh2523ElGsqLJFL8fWVK+GFC1ZGKv2sx1KcZ4anZAqgFbTFN9A5ChP4tKvkv0MUZVVzUnaOgHH8BYmde6jg+xkdZm1XEKFnPp5qhbOKy5Vy58kiabL5OTRdg7bD3xgiSdINWLbdsfnjBOD7jswXe69K1wS81fNFUBirJPsBIcKw4Zf8dDazOVamY6T2sOTHOFf/jg3nsXpL/VQtaLV82FW/a+Da6Pjfd8MXj2k2K3t4b3vAG8vNZZ50FO3fuJIYvlUrV5PKYwctk/NfmWIFsor4+77CYF3p6nHdYbhgaKPLFt57zyFeLZCnoHuiHbF8WjtKF/+s/2gN/f5Z2Tum4Aj0hfEeGCszBLCVD9Pc7FAT3DUCJ1oAhinQhRW9vcMC9iPicRJwzO1OZpO8dIYbn0FimpDKcvXnAczyxHg4RiUVDmQP14mROC3V2r1wD3Q7ngcaLGYxN6/pMC1uxqxsK43idZdPfD1NPD//W7ftVogrgnZXp6YIV9H3jc9q9Vo1pcyghVXyN0aa1Wg6nQhT4UXQ7Av1r13LvbHquSCTpcAM0tP0SGNv53yAfewFWrDCrgjjdX6VSFNB/iySSNeczPzAAONui1bzptXxFuyf6R4YADgHsPTEH288c8fwupVIvYLwClUtaOT/8AMcnV9Cu97qV3a7nO6+UyUapp38FSD1DgDdzsjxj+zf5ap6sL+jx9fVmTO/p69WuCd7ZQcYn3zMApfkpiFdxQxKFFT2ppo9vvetz0w3fyIg2EZG4YsTpp58OP//5z+Hiiy+Gl156yfTa2NiY6W/rgaKokMvV3/EbdxJk0uUKINfRRb1S0hYzXNSmp4OH9ip5LZSYr0ahNDUP07SGDUMeL50owGl47JlZkOs4thOqE5QgEEs6nnORKvuXctp7j5yc5WE6P98Te6nNLpThxb1jsHmNnte1A4au5MmjMPniY/An2UdgQ3QCiv/+MEy99XbXxTROKdQTUwt1jX0YwPnDcnyFaDdUHc7jFCUtYP/GcrEM03TeIKoRbaznp6ZNf1+mDMZCser6/UoL2mvFisTfNzo2pzejVQAKM9O+xihJN9Ykv9eN+b1+mDFodx4b07wv1GQt924keTR5fgom978E0YG1nvdXdUqbR2okXnM+FSqxhrqcxtcqc5pnMbJqGOBQBR5/8SRcvUNjlbpBzmv3s1Iptmx+eME4PvuPavcaMmvdzlembYgwZVxKaBuVRMn++lYWqJi0mgRVlk3vkauaoZ1fKAcaHyWpRe4qsxgKHyY5s2aNr9/1Gd/j1ysM1fAhcSWbzcKzzz4LF154IX8ejR0yPC+66CJS44ch0a4uLUzx6KOPkr/ZunVrQ59dDaGOi9yUdRwnFtW7ZNfz9yyRL0czsLBQJp4jO+5oToHTUgByqRDKd2SQizSXFEs4HldNaNdIoZJVTEYMDZ+fc0FmJxq+I6fmYAMNfZqOXy2DfGI3VI88A9XDzxCVEPSBNtFZqUwegWqxoOc5bcByFLjpCHN8ghKFqrOa4VPTA47nwWSokNgiy+gzqTUkJrkwb/r7OJ1bOCeQQefEclUoXV+JxPnfIwGFHBM9vjKSlBZ8jVFXKk46v/dKNM+c7Tf93TQlOGHZigwxiK46E+Sjz0Pp0LOQ6NUIL273V7XEVEdq554Sp7nOonkcWBPa9etXATxyBPYcmYaFfMVRNo//nRTn/fhaNT/8AseHkcGwFZfb+aIhJ3+DG6aM1ropqRSgUsjX3C9s7DDUGcdNWlU/boymK5AcFmh80pqxjRZxEzMMqbj5uM1AveuzHUINymIo88YbbyR1ed/73vfgyJEj8MUvfhEeeughuOGGG0j5wtDQEPzZn/0Z7N69Gx588EH41Kc+Be985zshkaijmWW7iVTXoSCC79eVWzKc/ICFxL9zxSYoqdqNW5xfaFLxurNRYQw7pTBvKV53J7b4KWlQFqZh4Vt/AYUffgoqO3+qSWNFEzCWPQPuWbgUZIg6NsK1VzZpHblFzedARYo+sjO7+oKVMjA4yJYZ6eeu39GmLREjt6jxrO86Pp466E5Cf4Syja2MThqu7ab5R9ac1ndZg0MNn5Xcwu4lFesj6bgMjwyRUHtVVmEP9Y58lTMoVVCxV+ISKV5f5VbDh+NCyW54/yYyXZCnXTiYiAJ/L35nOnZaHZ95o8B+99uI1lrEHqvkliS5JfRsJBJZ3vve98KnP/1pot7ywx/+ED73uc/BJZdcQogsd911FyiKAm9961vhb//2b+H3fu/3yN8sZbByBrxNkT4eCLhzoxqKxPAtaItCb1cSXnPJekh3aYvWngOjocpy8YJeh1IGs1B1zrMdkR3WU/LBodFa4yWPH9SMWjwF8bOuhvRr/hy6/uDz8L3EdfBIaQvIbLG20NqdhaqrrRenzmIfPucFYIbm3Oz0F3kpi8XwIYEIQ6NetXzsehpZnRgeJc+xUgmf5QzsGvdRw2ct0cjROcryq9GhTeRRyWlpCy841RwaN1tEDIBuznSGpyaqgKLVrDmtJ4yf0eYlDZiyGZv2odqCmyyUMSTzJk2MzpRC75d5cy2fcbNjW84Qr098gxWxJ6tzS9LwNeVs0bvDf3bYsGEDfPnLX4blhEQ8QhREVLo4eYVfjOA7fFwwowmYpUoZmB/DRW/H2WsBnn8CFubm4FfPn4Qrz3UOJQWCSy8+O6FqDOdNztLidQfhXCtOo3m9QydzhLRiCtNR2n50eDOkrvwD/jQv48AFsJLz9PjaoZyBi1P3BK/hY/Dq0IBKNvV6fBEuA+Y/D45eff/0vGPxuqnzuovItt9z5cD5iK255CqZd+jR8M7rqS6iZoRtin7+zAl4wU89HxFx1u5O0p4nER5BImygTB96srjR6ae1lHYw1fTGk5BJFWBK6YK1MM3nIn8vY8OqCVAg4lLHpwQ6V1bLl5bnl5xANaI9+b1LDEi+4LV8AbuO650ZNEbcLKW7r6CLY+8KzXgkpQrc85O9pj5pjUCvA3IzfHT3raqgFBZ8yZUZsWogQ24IpEozg8Y/n4V3DQsR1i9OUmWYeLYnYKizlR4f61fnbvi4XJmdx8cL2Ovrwm7XiHaBenzRdLBQJyti5x6fTfG6MdTJr6HPLiKu7bBIMb9ZvYXVkbKN2Fkb+kgOEksaxmje1AmEGLVEWhNxceq+NFElcgQzfDGtDEnz+Ghawmr4aMQEw5zG6BRDMh6pq6UaE6rOqgum3phLBcLwtbgLu7UlEc8DsV5tNAe3IqUSr+YrP9gdTsiTK324GD70QumiVszNEKKKUdnDC3jznrZGM2D7jpkbZbIF3qhWc3xinocCY7Sey2uxblguLgTIOX8eH+/M4BLqdG1G6xbOtelvl6eM0HiG1s5Wilq+zAcGDYbPKlDNPL4eGurkho90ESk35vHZ6HVyj4+G3rH2jLGE//OXB+DgyRwRV1jqQtVYxuMZ5jTeO3RtwM3llMxCnRYvmI7hPJWtq9HqjEd5DXKQdYW1JkpDifRKFB4fdHoX9qCGjy501PAxjw9zfMbJvbo3SkKFLxycgl8+17jKDc8JuXh85PWUtmhOj2u5g0QsQog3fnH6am2B2n8i56A1mLaRKusyhFnnlkCOz7sPH2LGRqCaw7ULexCPrzbUieQH/j6/6i1pBdIRzcBFsmbDl2MeH6tDxDlKPRQ7j7X2XGlDWSfDZ1FvsXp8iB2na2P9yIun4PavPgl/8c8PwVd+sAuefmm81nvhHl97q7cwQXc3jU5TqJPeO+mUi8fHVFuo4XMKdaoGwQNfwI0a7QXYE8l3tmTZcgSyD0tP/gcoea2OyFuvM+ACbNHpnLV4fKxJbFwpwxtfgRV9QEKeE1ThoWFyi4vHZ9x9z05O8jBnkH5om9dSw3fc7PGBjcenS5VluQfspQHJc3wt9Ph0wzfk+B7cTfvJ8dn25PPQIzXprhqMCSO3ZNIJfYPhM9w5GKV1Yhgisxgo7vHRHB+ZD0xT1k+ezyPaYG1NpOf4dMP3qgvXwrtedxZcsGWILN64YfzFsyfhc/c9D+/9p1/Cp77zDOw9NmNpRlte8l0ZrDqd3ONzDHXqcmUIK6szYQh9BpItw5A0Jbj0RgoNkVswqlN66n7f5KgwIAyfByov/gTKv/5PKD+r9xQMM+SmWjozMFYny/GxZrS4y7v2onVw+ppe8hkNhzx9lDMYF6H56WmTjqNfnLaqh1ALUMGFLfzmHF+qpjDa7PHN+xv3Vnp8NLwUsYQEjUAxAiQuOOb4GunJZ+x2YPDgmceHCyPfSPg0fD2gjfuU3MWPY83xGZVn9DxfwT+rk3oMzh7fgm2oE4HRj5dvXwU3v3E7fPZ9V8Jf/O4OeNUFa0mIFolULxyYgm/8mIplLBG9Tj3UmQ0U6sSxYB0aoDhnasFk1OnEvKi1DjQiSYScV1e0Kq1tanulfEOGr7zrZ1B+6n4ov/gTWCwIw+cBtTDLi6ndUE9fK5NAdSJr8gp6LTk+NHxYX4W7XAw3YmuW/3nmRB3fKKjHp4U6i1S9pc8nsYUBb4g1tMuC0etTK2aPD787D3UOo+Gzb09jd/wwujPg5z+zbyIweYiMI13II2mzDq0dsQWZkHZF6LwllVKbJ/MyfCZPxtCIlpFbMCcW1PBFC9r1nlaypEsDAxoVdlzm8RkNn59Qp+8cHye35Go8PiOQBXnOpn74vVdvgb//o8vgQ++4gEcQ8H5cCh4f5mNnaJrDM8fH+2jq9yJeX2wMjGCtpMwtiWpr+BoRqkbISc3w9cWLru3DvKBMHqvZ2DQbwvD5NEzK1DFXD6tuj493ZsiQv2V1gCuySfPkrpTI54/0Z+CNr9xMnvr2z/ZxNZDA8MHqNC5CTPbIbw2fEYyIsP94zjHHh4YB83S4K0U2qE5w8FfOgOOG4sn14um9E/DZf38OvvnfZkk9L7AaR+K9uHjPbmFOvgGhQuG1PflYM1oH4842MdG41rzYwJKt1/CxxdNq+FjnAIxuMgFt8rtDdwk7qNSwO3YFSZnD3HahTrcQ3ObVvSRVgLfr4VNz+uaujZvRHqdhfiQMMeFoz3vXEC3B+2CahjuN7Yn0lkS1vfga6cmHqMS16zEQa4xprsxoG/jIipBKtXxAGD4PMM8Ebz7m/bkavkq9oc4sXxzxWMyDxLYj9J08VIP5jS1re8kO7V9/sNuV0eb4uTzU6W74IqyIPZ8LVMNnBIZnEftOzDrm+Hjz2X6t+aw13OUE483stWNFFQsZe8fZMBuRFIFAinwQMOJFJNPjmvt0K2XgORMP9RZPj8/gQVWqMvHOEJlkPLDhY53XkS3IFHtMNXzpuJlynwiS4/Pw+Pi1n7OEOp09ais2rdLei4zPpeDxHadhfs/8nqkUSSeGobFkRews9F7TksjC6GSotxSrRA3filj9fAPMTyszo+TnqDB87QPj7hu9Pid47so9jo8Lk7WGT+/OLZkmPC44N2DIMx6BXYen4edPH4fAsKG/24HtsqWydgO5FdZ6eXyHTs7xxVgvZ9Bu3qP0xmdhUb+sTjSSLMziVcSO0mj5+2+H8nM/Mj2PnjSyZRHzNH/lF+z8sIWTG7jhc/L4ECzcafX4eJd5h+9n14uPqbbQv8dQet0en8nwWRidjeT4PEOdC46sTi+ctlo3fEuhjs+48fOCXajTWMtn5/FhqNPai89KzCsHjFYVI908x1cvSPkFRgAiMa3LxCJBGD4PGHewytRRx/fVGyfnCxHKlVkZnbwAt7YZ7UhfBt5MQ57f+dk+z0Lems/1HerUJne8mq871IkFuajkj0aPhJ6M5Ba6a2V6nuuozBkvnpcreuNSBzAqtVeeTx4/RB7ZDpMBjS6rUcSeg0E8aG74aMG9Z6jTxWPW82TBQp1upQy4IOJGiYcP/Xp8VPMRF1NjqFMvZTATU4KEOv17fJpiEPNaguSANi5jj0+PllgMn1zL7DSyOp1CnYl4fR5fPqLNqe4GDJ8yrZVmRXpHapoSNxPC8HnBcCPLrh5fnYXUhnKGGUsNH4OR2WnENReshTPXrSD5rS8/sCvYgs2MiU9WZwY7XXos3I7HwEJ2ugPHPJ+KuThLLRLb8a5hXdfxvOiN4FnS4LdLOdXUZE1NGbCjNwOOIfOW/IB5I9GMe9sldm3dDV99oU678gAjsYUggMeHgtssrK95fCUbuTKLx8dIWD5Cnb49PjR8eL50XjOD6AebVmpGcnymCBWItz2rk+X4vGr4zJtW/d61K2kgAvh0ruddDF+Ky5YFW7vmIGNSb2ksv+fdYipMCMPnAm3i+A111unx8c4M2MLHvsBZZ3aad9Ms5Ine5ktHZ+CnTzmfXw1sRI3twPIqXZEi2eU7hUv85vkIs7NaNHk5WvPZPK/hI88TL8VnSYNPj48vCJbF+XmL5iML5wXx+DDH12io00mv02+Oz+TxWQxfEI+P5ffUaJx4Cnahzh5rd3ButIshsDqpZ1cpgMrqZxNpkFDD0ycyqTj3nqYLtMtDmxo+3GyxiIdbVwa3UCcavkkuVE09Pnwf7Ugxr6QcNYSTdUarcop2rgm1XLMpD2z4+hYvv0c+b1E/bakBY89UBR2hTJ/QvBW3BHGAHJ/RsGrkFurxMUYnA2d21k6u4RVpeOvVWsjz33++H05RdXfPz/Zr+OjuOylVYbi7/lodlufbd3xWD4dhXD+WIBqFsqKSkKUxlGolOTSi3kK8GNJR3EyYweu1l8qpsXomxlz0A9brLOoRhmOGz9Xjc9Dr9M3qNNXwad+BSUkFIbcwcoREFFsk0o0ByTK2AtU1Ob58Q1qduhGVTGFpVlYTBJtWaddkijajbVWODwuz57/1FzW5ZYap2SKRDENG8+AKH6kEzurUyS1473BWZyFHxph5e7IUgwrEauTKrKHOoB7fvByFoqodk29Q6g11LiKxhXzeon7aEgPfeSPNHOujcPHMnbJ9L1+cgkweNKyUYYi7/RrVFgpjLZ8dXnn+GiLci5JDd2PIU3EPeZKyDOZ1eeT4UJFDkbQbY1VX/QXzuAhhuhINwMwUVdRgYU5GbBnsMjEjrZqNXiUNrpJeZDGnO39DqHP34RlidIdWpEjhvHFxD1LO4EZuwc4KzJi6hoodWhPV4/Fx1ZZU3GT4/Ci3ML3HaM8g9wamaLjT2pKoJj9piUrU5fFhSQbdBCgzJ+uu8WLMzvE5uaU5vsqBx8mYVvY+ZPs6i3ZgqRJ2ZPEC86pNoc5UnJQslCXal29+km/wKpG0rUB1o6FOJJPNUq9PWQhu+HAdkkWos/3AQ2KJNET615AfZQeCSz0F7CbDGk855/h4/sTe8JGQ529tJeeAYtA/f8aD5Un6ean+yC2SBJWoduOMZOuXBcONwTpqWE6cnLDk9/TCddNn+zR8ftRbTAl/Qyjx+YPaIr/ttAFCwAnq8emszl5PYguyT910TvW+eUFzfM4tiery+Hi3iQHop0o9EzTcaW1CW18dH9Pq9O4MwgxfJACjk2ETzSufzNFx82H47vvFAfj8fc8TDywsFE8eII/lqZOwUKg9h5NTNMzpI79n2lwYyhk0gpfEFVyQ2ck2eCVq+JxCnYk6Q50YYckp6bo9PnLvkPkoQWTFSlhMCMPnBkOtWbR/rWuerx5yi7EzA2lJ5JDjcwt1MgyuSMN1l20gPz+3371PmSnX4RHqRMxL2iI0HPffyNRNt3PsFA2lWYgtLL/H4Fe9JeVDr1PJGRp0ymW++3+RNjPdtqmfL+aBcnwFb1annt9LuNb6OZNb9FCnnYiCW0sinuMzGD4vqTse6uwa4J04GLNzjnp8rDND0Do+LdrAyDgOoU5DmJt7fHUYPmyEjOFDOvyeOT70Zh94+BD8+qVxeGqPuaFrIyiPaWzimFqBT/zfn8KvnjtpIqJxjU6fhs+q1WmMesxAN9+8sA1jUdLelwzd46tyj0/Na2mEIMDUEfke3QOeKZewIQyfLzmxDES8DF+8fsOHIS7cbbE6NCsBQg8juSeQmcbfgpfHwpU+Yr4oxGOq1vF6UDYL4AYF69QwMclCnRkTo42FGoPn+KLeOT7G6GS/l/MkH4plILg4bl3fx5mKwUKd3uQWP6UMfliduFbaKujbeXwOho+QHTw8HxbqxG4Tgz0Ww+eZ4/Pw+DC0z6INDlqddh5fPaHOeCxKoghllofy+N7P7p+gwXCAh15ovAMK+czSAqRKOms4VZ6CL39/F/yfbzwFh0fnTKHOVR4anTWhTkM5A/PsjeotzPAVgApUJ8Mlt+SJ4UvXHerk3vwi5/fIZy76Jy4h6IxLNHzrXEsa9F15gMljkCubod4eEiystGOvHB8DW4xYOMoJuofgrybvUElTYe8u2ec3/WIz7c03P0tlvhJpU/NZVrzOoLM6PdRbeI7PX6iTHROFjBFnrO0lO+auTLBQJwnZ0WviluNj7Yg8DZ9DqNMYorKbX3YenzXUqUmiRX150EaPjzUdRg1TZN+y4zoVsHuGOo3Gxy3UyUoX2Herw+NjIunM8HmVMzyzV58juw5Nh9L0WZ44bPr9t87WCsmxrOdjX3kCvv6jPXzj5yfUqRq0XI3KLczjG6/SnJsh1OnUhLZWsiyY5B+mFhizkxHHlkIpA/nMRf/EJQS9g4Du8am5cVsDxBYnXByYOonv4xtVW7LJ2nAYD3W6LyosR+Xb4/MituCNqyiwL68tOon5+kWxEUMr0lpJBNDFL5HmYU7MJWUpEYPBt14n9/hcQp01Hh8aPj2/h9BDnZVAYU7M0UZouYAd9ObCHuPt4PFhDteVNWwTOizQJrTc4zMVsTuHI0nBOC1niBhDnbkiHxc8H6ueJG+rhAQw2cXzZoYP89ou0QYuYMB/r8/wbVzVDRWIenp8mNN78dAUn4vo+T38glnooB4oE1qYk+Hs/ir83XsuhUvOHiGf8bOnj+vi1H5Cnca1x1LOgBgrZwzkFvdefLX8hGrwUKdaf46Pe3yLXMpAPnPRP3GpklvSPbSmTQVl+ri7ZqTPWLlqKl53blLqRW6pMXzFqqtgs1+dTsTMXBmOVfu09y9MeRJN3ICLL9bzpSW6Y01kHMOc5PUQOzRwGSfavaCan4NdR6Z5fg+he3z+cnxG8WSJCkzXW8pAjuPA6jQTeOw8vrJzji9pIyTtMp5qflYLR6KhzPbx8hJsK6W3I7LodCIM3odrns8QlnXNd7LQLPs9Xb/HV2Ien4tINUr/oRAEGr3fefkm8txDL4w21vrLoBY0LdOxz50i8+Cm3z4Hbn3b+bBmUPue6FlbvWg78E03lgIZ6hrZRmSskq0JdfLu6yF7fHkjq7Mew0dzfCLU2W6wCCm7hTs1zUgpUKzcSG5xYnQGCXVm07Gahc8W7Dg+Esq40y+qCZimSXMnVmuQer6URFl98RRndFrDnMFYne5hZhw3nosbXE8eT52cIAtdbzbBZdKC5vjs+sSFFeqs7cnnEs7lLaZsWJ1Gz4xvJFw8PhbmzPSR/C8zfGi8maybsR0RP3ek4bP55BLu9FJtcfb4gtfxIVYNZEGKaueluBg+bEnFOrtfuHWYpBxOTeVh/wm9o0gjoc5nyhu1c5jVvcitG/rgthsugj/6nXPgr//wIl/HsytlMM4PJlSNyjuMcJKrxk0pASuStH41SCkWknOKRnLLwkygTQK5Jxc0DzsqQp3tSm7RdrNeBBe2c/LbDdwc6jT34TOBJbE9DB/WALGQx7zL4s2L1z3kyhBMtWM2PkIelQn3voRe2Ly6hxs+Y6jT3uMLptziVM7Aw5zJLES6BsmPp05NcG+PeR481Ok3x8eMqVfxus9QJ/f40OMyNJf1Yg1zY2IsYLdKlvn0+PSmuto4rehOEO8Oax3ZtXLyTHzV8vlgdNoavjo9PuxhOTLU6xrqxEWcG74zBkkE4YItw+T3h5+vn+RCmgrTut9n5U28mB3DycYN8+XbV8GZG7SogyfY2BqK19n3xDmC0mQq3YDI9F6drcQ9WJ0x8hikhAM392jmWDkDyTv66cxBoZOWemqu9WJAGD4X8A4CdCfuXdIQq8vjw9wO8/hWNODxIfwQNFSfi4+RzVfs0nZl8lRjhg/Fg9MR7bsuVON6DZ+d4WPhLlShcMnP6MotDh5fjtaldQ/yY05Parvhc07rryEH4fVjSiVu8NM1QGsuTK+tl84pGi7WicOyiLA8pq1Xa2F14mcWrOQWUxG78wKlzOnEFraZYp4qdtewY3QGqeXz7fElw8nxIVav0kL1EVXWyCEWILsSc+xoOM5cp733iu1aXdlju8Z8zQU7MMODrZ3y2dUkPAlyledQ64GdTieDtsmRQE73m4zkDDV8ziLVkcCsTja/lEic56aDhDv1MOfie3vkc1vyqUuQ3GIMdSqTR23den1XXg0Y6sw41/AZ8ie+DJ+fImyfcmUIxmxT+9f76kTvBdx1rkhoO97942VT89ka4Ljz5qwLnt0ZnMadeXyR7iG+iakW5ogo1jkbdcOHO308F7/hTt3jcw7DYcgZlVsQfXbX1gCSJ/RRy+clAaY15VVrPT4fRey8lIEaPsQALWI/NKqF/RxzUX5q+Vh3eZ9Seey9XobSDetW69/FrpQDmxAzkhN2c0ecuQHzm0kyP9nr9RJbjsrIjs1ApGe4JtxZ92bcxvCxXHclqRlvhjmZ5vhCbERbMHb/yK7g4c7gpQzC8LUxuSWjs48kiYSK7JrSBhaq5h6lvxyfV6jTr+Fz2zVawRQ70is36XqlLqw9P+iOa3//9OEFzmZjPfWM0JiI3szOlMHjs9uQMMMnEcNHu01IZcL4My7i+Hls/HwZPubxuYThWH4Pj4t1ZV7g4c4A6i16I1pt7ixQRidhgxrCW34MH+vDxzw+BGN2YqcDpxyf31o+7vG51PBZPbx6w5wMG1f3AVPxqxRrz+2Zvdr8OP90LbzLxu6ybZrX99Dzow3l945V+0muFFvvIJTZBsqCeFcTZ8NXTGiGiIGVMzCFFivY3MLNkl9GOouu4KYT88FBmZ2t6LpuhDB8bjDU8ZFHZKL1jDiGO4N2MjaSW7hOZ7Z+Vqdvj48tlD5YnSzU2b9qtTYOiswnbb1I0xzf6JzqGOYMQnBhHh/mauwKvBmjM9Kje3wZqQTbNhk8AYogtXx+yC2+SxkaaU1kYXUaiS0m7dMgHl93reFjcM7x+ZAt89DptJ5ro2FOxEBvmog0I46fMtebjc8USLgdDd32zeb58PJtmjfywsFJzsyt1+PDMZS44RttTqiTGr58TJfPUyUJCmrC1LDZCqNB9FuHbOz3KGU0Q6sEUG9pZSkD+dyWfOoSVG5h0PN8RxsuYmcLkBxNcRambR6I7e5QassmR2Fr+FzJLfTm8Qg3offExImH+rMQHQgn3BlXtWMWlLitVFlQggt6NWx5tyO46KHOQVBpX7pMpAzbaf2eETrBpew/1OnCOPRbyuCt1+kd6oR4wpHY4t/jM+f47JoPOxu+VIAcn0eoEw0jNY6NGj40/iQXhYZv1Lw4M1ILihiwe4cBRaOx/AaDCI/uDGas8B5jnSXQ48MyiUjvyoY9Pt3wmcktCE5si+jzUY1nQAWN+OKEmIGR7pfgwkOdieChTlWpgjI7Rn4Woc62zvHpk8ytpCGo9A9b3OYo3RgnoJGMwGDa3XmEO/15fP4K2NEYs7g/Fp9HaSkAS9rXAzSmEv0OWCbh6fEx2TIXJiIubLp6i1zzeVx0uXsIRulhspEybFpdu6B2BShpwPYvfkOdtrnb0Dw+c862RrXFp+Ejn0mNFmO/2hs+hzClw7nX4/EZr32joU7j550am7FVa0E2px1eTkkuDz8frKZPJptDFXKQhTk1TaTfeKjTocOLL9j04rOGOmdBv5+UuHbN3Qyfce3yu2kv2Hh8fkOdxOhhu7d4CqSsTzZryBCGz2VXwkNIBo+PlzRMHmuI3ELkrmiif7YScxUxJvkQ1o3cy/D5YXX6LGdgYU6sdcNwSHRwQ+MeH44ppXMX1HiAUKe7egsbe2sROzGYbJfcNQAvnaJak9GKbQuYbh8eM4Pio5yBhTp9d64PaPhIf0iWc6WLu96SKJjh44zOZJepNMIa6qwRqK4nx+fH8NFr36jHh4hSb3R8Us/N54sV0sCZ1e/Z4aKtI4TwcnxiAQ5RbU0/UGh+72iln49hhKZJiPoTbUdWN7nFJsfHrve0qt9PcizjqtpSo97i1+Mr24U6ZwJLlbmJGDQTwvA5wBSuMXh8PNQ5c7wm7BikQ4O++EgwXZSca/gYfJY0dKXCK2dgNXxs4eMe35Q9q9UP2IKO4ZcyxMiNw1rf2CFoTz5rSQMuMuQ4mRVksX3hhHZdk2rRVE8VWO8Urz3L0bqEOrnHFzDUWUNuYR6tNZRr0J+ULOSWmuiBl8dnE+ZEML1OhkbKGQJ5fCEavkRS+w7zcwvE4CGePzBFCB3IKMawph3QmLxsyxD3+oIqthyhhq+vG72bFdr3Rlk4i3ZsGDk+7vGV9TBxNebei6/eaJWxXCaS7Quk19nqUgby2S375HYHu3nRHTdoCko9Q9qkkqs1IYtkEMNnkEObzVc9CRB+mZ2+Fu6AHh83fITVGiULPlNdCAq+KMZThOV47uYBd+kqv4bPoSefMcyJBmH3SepxYPmtzVjqOVKPDgb8fHQNTDtMUcPX79fwOZQEOHp8Rno+ZUraqrYYCSNYWG0jaccYnUZiC1sU2bhguYddON7t3AN1XzcgOrjR9NgIotTwJaAKB6nnZixad8PLKbsT83ysNMW3xyf3kw0teo1YrsK8vrrzfDzUmXY0fPmyzAUIyh69+OotaSgUKaszFTWFOv1siFvZlWFRDN/Bgwfh/PPPh/vuu48/t2vXLrj++uthx44dcM0118DXvvY1WCrEFvI7Tt6+NbbMTl7A7mfy8M4MWMrAGJ1uho8tKl6yZd5C1XZq/m4e3yA1fBhyZSysuhVc6KIYSWbgH29+ObzztWe5vt1vayK9J1/VoZRhEHYemiZK/Vy02Mbz8Stbxs8nmXFt7YQal4xZ6Ae6uorPHJ+N9qVObok7618ajBN6vvLYAagefsbW49POP8VD6Y4bFT/1plU6rj4MX+LiN0P27Z+G2NpzoGHQz4tLMhw8kSO0fda38vzTNY/OCWdv7CdpCMx5P7ff21PD+wsjQoij1QHe2gkRaZDZyT0+u1Anj3pUQaI5WtaElq1NYRm+vIHcIrEmzIrsqavb6q4MTTd8lUoFbrnlFsjn9RtsenoabrjhBli/fj3ce++9cPPNN8Mdd9xBfl4KxBaGKCtkrzF83p3A7YrXmeFzDXUyxpyXx2cwfAorXqqzOwMPdRpvXMrsrFfBRb9xM7S2zX0KclanR+dwpw4NrA8fljLsoaLUVdpR3u6YfssZdEancxgOQ2osJGRc/HyxOi2yX06sTl8tidixUdSYvg/Zm5WDT0Hh53fDwjf+DPL3fwzkYy9o34lu7Ixg59/jIqSs5/jC8fjIJpOG0RoFG5+EVIWDJ3Ow9+gMuTYYITmNdmp3AsqBBanpQ4ELpIKWY12QU9OmUHGjzE4nrU6Tx4eiEDQfPx/vd5Urq+3QUAe5JRrX71MPZidusvRShtYZPvdtQAP43Oc+B11dZtLCd77zHYjH4/Cxj30MYrEYbN68GQ4fPgx33nknvOlNb4J2Vm0xQie4HK27k7G5ho8VrycaDnUyj0+lN4CVoh2knMEa6kREB9ZBdW/9Hp/bhqIhcotDTz5jqPPwrjnd88nP24o1++3Crhev93h6e6QVk0eoiaMBj4/BidxCzjeZJcYnf99H6SyhiKcgtm47xDacD7HNl9b8HVu8HRmdQXN8tEvGooGODxq+F0/m4Gka5jxv8yAxbF7Amr4fPHoEnj8wSTq1OxF8EDKt35sm+raS6f5puIidbYhc6vjQKCXOfz1E15wNR/bhc0d9szpLPj0+dp8xY4vhTrxHiTD2gOYY2IHIteEckKJcyWbZeHxPPPEEfPvb34ZPfOITpueffPJJuPjii4nRY7j00kvh0KFDMDHRWHfv0MEWHpsFmhk+a0lDEEqwMZTKVFv6fOT4XAWAaUkEK+h2Wrz1ui+/oc50rcdXJ7OTL4qBDZ9Xhwb7sWehTjU7AEdPaceIZ5xLJFioc75QJQXxjt+jSEsZXDw+tnFgoWI/cGpN5Jzjq/X4HMktBvFpQi/qGYb4tmsh/bpboesdn4f0q26G+BmXa50WLGCScm7fxU8zWpU1UW1AgqwesM9LSjK53x598ZSv/B7D6sEsbFzZTcgwLETqBHlcy++NwmBNxKTRIna3Or403ehg1AO/b2z1WcACF6mQWZ15g8dHzsdnLR/39npHQELt0hYh9E/O5XJw6623woc//GFYtcrsyo6OjsKWLVtMzw0Pa1b/5MmTMDjobxK2QqDaCN6Udk5rSsuMUiBWZ9ku1OliiIIIVafjZPIvFKp1k1uwkJXlucwe33r9u5cLvj03/cDOnrSrWDG2MZGrph5k9kLV+ndGAgdjz03IXVCujpIbPJHtAXnCvj0P85DR6OGxrM1xgwhU8/yezzCnnwJ2XJjw3Hg/PJtNjBO5hRznFTdAdfQliK3cAlLvSt908su3rSSeEZKRHMHmAl4rRbE1oLqH6rO8IyzQz+vPSAAFLZSNm0SjVqsXsJgdSxpYlwonKJOax3eoTEsZbEKd6PkgMSnoBoCHOl1yfJjjJfWyksQNWejklpI5nB7JrADZR0lDO+T3mmL4PvrRjxJCy+tf//qa14rFIiQS5gudTGoTslQKLglkRMwjV+SGKJXyYY+ISlUzfNFUtvbY3Ssgn+klTTul3EmIjWw2hRlx8nidT5l5bskszyehgXH6u2gyDTjVItWS57HRa0FdxXy5WvNeQsOnNUSxVAoiDscany1wY87COmR8unpA6uonN640ewxiq86EIKhUi/z7+LlmarZL61igqhCt5iGSNOsQMtiNvTI3TRLuWAN5ZF6b6htHuiGa7iI3aaSyUHMO+Dt+Z9y8oAFx2oyUy9riF8322M4fxNSc9l2H+jK+56fEvNFy3vQ3LPeIQK8jwWTa6LWMxBP8/SzP2Z3Vn+MYXAOJwdocnhfwONdcoG34nKBmdPJMVC1BJKb9bhof2m4pmkw2dM8GRTSRBPzkgWwEgDps52zqh6xL6NaK9Su1TQ7W9DmdOxozRtffs6CFwYf79bmudvVqG4RyASL5SYj2r3GcPzXHxggEvX9i6UzNvdud1TdtmN7HPnsoWM42QW7jnaYGDCX//FwXNsdwXuL7o119ZHylwozr35eopxsbWOP7+vsdn5YZvvvvv5+EM7/73e/avp5KpaBcNoffmMHLZPx5AHbAnWhfnzOl3C96enTvRZbKgFMs3dNre+ziyEYoHHwWkoUx6Ok7lzxXqKp88fU6n4pahpLBY0Ca+LrVKxzzDWp3N3l/IuJ97D7cYZ7IEZ0+63uV4gKwPVn/0ABIMfsb/+CY5pEO92egtzdjGp/Syk2Q3zcFiYVR6O17GQSBLFW1ce21H1c75NLdoORz0J2oQsLhbwb6aNcFBfhxC3OHAMuVYz2DcHJGm3dnbuyHdNcKwN8SUsX2HLDmbnQyT7xLp3Msy3lyPbL9A3xcjPMHMUs95g2renx/V2xvRoKocgV6u+MQMbQawrmBhKVkOgF9NPw8l1ABr1Q8ldG/N92Nrxr2/7lhYTYaJ+IMOBTxXvNn4/jMqhWy6ehZ0QPpxTy37m4y74a6dc/nih1rAo3POYT9uYsYPqe/K544CTOKTEQNjk9p1+70DQN8Y4bI96+G8uh+SFenIdunR8Cs88cKpVyEGRp+7xsagIjF6zPOkXgqTuaITKP1/Sv0+WGHFSyqI0U8x8TY9molmWNpiA6NkPGNVuZc/74wpxm+7rWboDvg9fcan5YZPmRnTk5OwlVXXWV6/rbbboPvf//7sHLlShgb0zTaGNjvIyNa7Lse4IXO5fw3QbQCdxI4qLlcAWSqTl7MaTmckhqH6ela9p/Sg676szB3dB/IGy/T3kv1HXFSTE3Nu4aRSnOagsR0QS9en511/g4lhYZR53K252NEku6kRifma96rsF5gUgSmcyWQJPs84OHjM1w0G8fFOD5KL3oMT5Hvrpzufi5W4Plr3yfm+T04UF8zn4OZsXGIx+3D4aqs7UBz8yV+3NJxSj7qGoA9h7TvvaovDSUs8MXrNDNtew4sfHP81CysXGHv8ZVy2vgU1SRIlvFhOEFDYplE1Pd31YrqcU6oMH1qAiKMKk69bwxjjY7NQYTW4RVzWsi1Ctp44r3AcnzVUsX/GIcF9GYKFZgZm4QY7QZuur9KmscyX1SguIjnRocEMlE9lLdlTU+g8enBTgRUlODwsWlbgktp/y7yWOldB3BcIvn2crFM/jGo3UMAo/shd/wwlIe32a4/dlBY/kySYGa+CpK0YOu5IaP75KkcmSNztN2ZUpVdv6tC6xNzc0XPMcE0CGt7VSmVYXpagbKkbTxLM5Ouf18a13gRxcQAVH2Ovd/xwff49QpDNXxYmoDhTCOuvfZaeN/73ge//du/Df/5n/8J99xzD8iyDNGotpA/+uijsGnTJhgYcMkd+EDVZ2GpG3BQ2XHQMyKP0ZTtsaUVWrioOnGUv856ueGmDBcoNwqxQskauap2CXqzSdfvoEQpDb1U8PyuLC+F7DPrexV2feJJkMl20J7AMTZd4Gw+Ntn4+PRprK3qxJHA464UNeOuxNK+/5bl+aoLOZAc/iZBjT2GJ9lxqzN0k5Ud5IxOFMRWx2jjzOKC7TmwPB+ybZ3OUclrx1MSXbXjYyG3YB++QONEQmF5qObnIZLorjF8uLDxeUojJmo0Tp7Dz8T5xwrNw7gvghu+HFQLC5r7bQCOj1rRDIAsxWtebyaYSHUqKsNvXbKepAOQwRtkfHBMUbN2bKYAh0/m4Cyb/GBl7CB5nEut4vk962dI3domvzo9anrNOn9qvkOBboxjKcd7F8t6cH5gfh6PxdiXmM90O3aC3j8Y4vcak7kFJgKhjQm+X01qGzRlYdr5nkHWJ2Vnq10jgeem1/gEQahBdvTaNmzYYPqHQKOGr2HJwvz8PHzoQx+Cffv2kcL2r3zlK3DTTTdBu4HT7m3ILaamtFPHuFqBMYHsVQ/DBaoNOp1u4AXsvsgtVKXdpghbrQYsZbCRE+OanShd5tEtotFyBr/MTrvOGKyUYSHWS8LPeHOvGsh6alb6KWnwYnUSA0XLCqxal74JLk7NaI0EHktdHC7K7DP90PTDhs5KLTSs1Rkm+OdVK/CWq0+H11yikbSCYg3tJHJ0fMG1lGEyOmwr99ZIEbteA+t87zBCEwtFsvvBS7IsQbuw+9EZZuQpLCFiJCuJyZblZ21VgRAs94kCCUYt2GUvWYYG8K677iKKLm94wxvg85//PGGA4s/tBl0M1sHw2TSlNTb+9JpAbNGdKTPD5zERgrA6OSXfxvDx4vWUr87rdoxEVEEhf4+ybbT1SvAO0vUYPrdmtLXiAax4fayiLVbrRrqIMfAyfF5F7BiOZEbYqY6PlYKg9+ilmuFYFuCnls/CksT+cojhFeHlQ4LAs+ymVXV8dKHlpTx1ggmq2zE7kXXMRC1OKAOOm556i9jZmLqxsY3MTuNc8WJ1puKMNawEakLLoN0HSEJT+Kaw3bquG9H0Qoo9e/aYfj/33HNJjV+7w8szwR0k6u7hrg0nO9J52eKE3oVXSQM7/nQp4q3aEqCA3bM1USWYXJndjYuKGqheI5/aC8rkYcJM8wu+IAby+LzVW7hItWHDwTy+Iwv4HRTYOKIZKU+Pj20cnGTL0CBRgWtmlK2YoKzYoN6eWyG4neGzenzM8GFIrhVwK2JHw0Da0bTE46PzvUHDt25Yu97HbQyfMn1MYxEns3CsgNc9Z6vYwzw+om2J9zPtoOAJJlfoYvh0sfaqKfLkXcAe8V3OYFRtYUDZPjR+6ATIp/ZBZNOFLuLUrdPoZBAi1Q7gN65DqNNJwcWPUDWpdcEJL0kwWkz68vh4k88GDR9fKF1CDUiQYA1UnWrQ9EL22oa8rvDwpG3hQ6+T07ErCshYvydXuFr8S9Paa+tXUrV/L4+PN6N18PjYecTTWssolxq+IMXr3j35atVpWM7M6vG1yvCBm1C1UVB7kQ0f+zyTqHcDoU5kdloFDmQqTI2pgEnawNku1Inzj+Wtg3h93OOzqeGzU2/BFAwzZJ5anQnq8ZXrM3yI6Npt5LH4k3+Byv7HnWv4WtR13Qhh+JyYdT4Kre2a0vqRLWPK7ejyTywovOedKwIWsDt7fDq5xQlYUI+sLUxcOxnkCG1RFLQ3Xz05voivHJ++o8VNh9ZiRyUL3p5x7UbduNLs8WmF1lXnDhcOHh/rw+fWILUe1RYOxyJ2u1CneSPTasPn1pOPqbaQkJjDhqH5Ob7GDN9IX4boy+IGi401g0JbEWE3CZ4qcLj+0oqVgZvSuqm22Ol1VmWVsy89tTrjwT0+qzJQ6so/gNjGC0idcPEnX4Ty8z9u21CnMHx2wHAg3c25Gj6qSYfhPgaWRHbbObEEeGRgA9fp9PT4WHijXPRs/cEMHyq3WHelfjozsDAnNk91Ikhwoe7JI75782nNd6t1kFu6PQ0fstaY4DXemCzMqWQGoFBSyOtMdovpYZJj2up1Jtwl33yotuiGL7gB8pItK5hCnWatTsbGHVpRh8FtdqiTe6cuHR6adV50vjfq8eH9sHpA2zgdG5u39figfz1Mz5XdIyasPVGQHLlL93U7w2eMDCQTkdAkywoOHh9uLlIoe3f2NWTTWXrkW1B89NtaTrxS4v0ehcfXpuBhGtSSc9mZRodPI4/K9HG+G3Nqj2O3M5QGN0COLq7erE462TFHQtUvnGCV3TJ9Nx+dGXRGZ8o9zIvkHiJM66/zsmkxDEBuAebxlfz25JNBoQ1oF2IreG4GjR+CSGkxw2vbmsiD3FJsjlxZPaFO7vHFkqQbBGOSttrjs9Xr5IzOFjD6mMfH5n8DwJIYxDEDsxMjBwrtWDKXXkXuPYyYOOXuObOzLo8v5YvVyTbfyGaO2snHGcA8Quw36NjVxUGn0wi8t5Iv/31IXKQ1Hag89wMo/uz/avlPes+4dTRZLAjD5xGOc9uZIqGF0HhVle/2/HQyZu8tZNcQxxI/ghEqHGGY7F7hTvR82A6uZvEO4PHZ5SdM5B4asrB2qfDX3DdSR6jTb4cGmTM6J2XtbzdQuSl+/ixv6NKaCI9j13hULWisNVTncAIjt9SV4wsQ6jR6fChTxwy33aLU6hwfZ1Qudn7PON+VauASHCvWDtcyOwlxA6MZ8TRMKdq86O9J6pqqITA7daa5D4+vWIWiT51OayjUy+vjrE6H4+KamTz/9ZB65buIUEZ13yNQ+PHn2ibMiRCGr05iC0N0iHp94wd8kVuUQo53L59Nars+VIDwqrkizU4ZBdxPno8WsVuZiczjc9s1ssS8FyMx0h+sU4N+4wb0RhhzslywzcnVhgL1UOeJovYdUFnf3rjYK7ewBcuWIOTh8eFuu94aPnePz7mcATcirc7veeb4aBPaxWZ0Ehg/s8Fwp17SsFCTt9eILe5hThOzM0hJg49Qp5HcwksZPPJ7CK1DvF/D5+zxGRE/80pI/+afkbFnUaF2YHQihOGzg0P3dTtEhjeRR5kqNniRW9gNgsr4M8WIvxq+epidTuE6Fupx8/h8EjMYs9MvwaUeYov2fgwtUVUcqqjj1aGBtSPan9MWvA0j/j0+3LGy8bPL83HD5+DxMY85m4rV53klA7A6DR58q2v4PHvyMY9vsWv4yGfG9TnUsOHTQp1j03l+nzOCW2RwA0y41MAysF50OJcUjybLgcgtNqFOP3WkkqEG2YvZydI4fuZ2bP25kLnur/gmkZHiWg1h+AI2oXXy+GTq8emF1LIrsQWZX6wdEeph+kIIzE4/5QyMkYahGjdEAzI79V58wQTJSViUe2jOeb60KdTJPL40xKISp6HzY3rW8jmXNHiRW/RShvoMEJ93llAnKxi2L2DXPb7BNvD47EOdrVFtIZ+J7gxndjaW58MIDd5fmKY4MaHNH9XQ8NiL0cnTKLT2V5k5FVC5xUcBu8Hj86rhC0pwcWJ1unEhMm/8KCSv/EOIb7kC2gHC8DXomUSHNmp/MzdBwph8V16xD8kZQyJ653WfHp+B2ekFJrtV6/EVXT0+ZGj62bGaZNtmT+mkGTewcfVQjamX2ZmihqGUX+BeGeb41gzpxBY/oU7T+OWDhzrtOteHSm4xbKqMHh+TK2sVo5OAGT6bzZmVgbrYYAa3UY8PjahOcNHmozLPDN+AL3KYMdwp+5UuC1jAXqJrkJ8cX5BG2n5DnUZEugYgcdZVrQlz20AYPo/u6F7A93CSx/hBz8nDSxmGNsIs8/g8GJ38s0Lx+MquHh/mpliow/PGzfSClEZxWpXodjYqA9eoXicLdQJdhMqRNJQgURPm9Ap1morY3UKdjh5f/cQWfzk+w6aKlQjE2yTUycJwmI+1lrm00OMjCKmWz0hwOU7zfNifEiF1DerkMK9UQcCShiCSZbg5YiQUL51OBvY+7L7ghryNZNlSgzB8DZJbEJEhluc7oOf4bAwfLtosJIKdzGd81vBxeOkg+jF8HgXsLEyDob6EjxuGxez9KLjoyhN11Lb5UG9hHl+0QMlDUrctscWXx+egd4qLOQ91OuT4eClDvYaPzbtqWZP5ciC3EKIPlQBTIjGYnC21AbmFnjuKQFhCiq1kdZpr+cIoadCZnaRGjW2Gsv3c8NnJlZnOJyCz0085A/PCcMvBUil+Q50JH6pT9Xp87QZh+OwQIMdnzvMd1Bcnm10TK2OQeoZJjolNTC+dzrr0OjMOoTqPcga/YRqGSDdN0lOmqr8cXx2Gz0ctH/P4EkXtXEbLGdtSBgK/smXW8cOxp8xSKdUTvmoLwkBeMHp9NR0oDJ7LVB67bqskpIuNdFsGNGpSxJbg0socn2mzF4bHZ2B2KrQwG6/bghLnXc+9cuQ81DkTMNTpcv8gO5OF9ZnsoN9QZ4qRW0JidbYzhOELgX3IC9nR8MWdyS1GLT/ELO1r1RRWp6PH517OwPN7PhdtKUsT9FQXM8wNhelzAsiWJUrauYyVs6SImOVjwiC3cI8zmnAMFzdMbkEyDw8Z5ms82ir2JSO97ajnIkVgPFfh+T2n2rFFI5E4EVzaJsfXuMe3ZjBLOKLY83Jh4pSe36P3DxJg4jF3g2Os5fOjfuTH4zMWsQc1fEkfoU6cd6y2VRi+ZYaguSgiXRaJkkUxLWstilhi2QiF5fcGN5LdOd40wUKdbEFpQK+Th5vcQ52+PT7Wh8uH4au7js9vjo/eiOmKVjM0qXTB6sGs7QLE9TptJMvMHnM5UCkD5t/YmNej2uJWxG7VIzUxOqmxbWWY06snn+7xJZd8jg+NCRvr6VN6nzkWbvZz7SM9Q6TEAjcISt6+lY9J7o9FGjwMH7sPmOHzm+NLukSrGIxKUCLHt8zAyS0+c3yo0M9q2rLzxxzj5EaPD0OQKCCLu8aerD/B3jBaE+keXzihTinDGlA22/B1++jJp93wXXTzgYbPNsxp8vjmXXN8NR6fRykDGz8kGbCdd1gEF5SdYnqkaGCNLYnGuUZnOxg+GplwMHwt8/ii4bA6rQSX/CT1+NDwBYiY4HWTurQu7pUpTcDZCaYoj5fHRw0SN3w++0EmfdTxMcOHjWu9ZNDaGUv3zJsIvtgECMlFKcElMXvEdvLgMVWqy2es4cOQmt8JVG+ok4VRSNcJD48vyI1Lzol6fH5CnQ3l+DxYmPoOVIUeVds9T8ldtoxOs+HL24aZ9C7s9qFOL2JL3fk9fn4+1FsMTWjbQbXFs4i9lQXsiJDq+BhYCF2mhDXC6OQbR39eLQt3VqY0r9ERLMqDxhJVnFzAmJ0sVxc01Fly9fjkJR/mRAjDF1Iuihm+2Izm1ZWrWl+4GmJL1wAJ280ErOEjYHmfAIYPvUqdDKEv4k7hEi5XFjDUSejrXrV8oZQzuPfky0pYwKB9zymly5bRaQp1YvjIxgMwNqM1GkbFy+MLuHHwNB4uep3G0GFb1PDVhOTzbUVuYVEO3iUiJIJLtKBt+iJd/cFTBZTg4tfj81MDazVKwQvYFU+Bar/F6+0KYfjC6hlHCS4wdRgioE2cUlmpye+ht4fQa/j8G74gdXxYioDhCGO4zvR3sdrwaqUq87yjb48Px4idl0e4s17JsiDkloGI9vqMkgZZivJwVA3Q46U7Z1uhaocOF2ox11TVFg7H1kQG2TIuP5doixo+T73OVrM6Q+rCzsDUgLIyFS3vHgxMDmO1fL5DnT66mtRt+OIs1Omsh1tcBoxOhDB8FpBdKesZ5zPHh4j0rtIMQLUMq2O5mkJjeZw2n6WMzhlqYPyWMgQ1fKZwJwvXGcKcEqWc23l7eAOgzqTv82LSSx7hzsYK2KmhwdCkwZO2GoX+6DwPcyKxxUmgF9mHbsxOzKWxBcMY7lz0UKeTx1dCj0+7XkokzkNQrZQr8yrAXy7KLcamtLj+90h5A7kloMe3wp/hAx/F6wzW3LIfkeqgHp8wfMsMel5C8kwiWynozJs7LTlVEyvnHh+VOOM6nQEMHz8fOwFgHwQXT2KLQaMzSKNQP8xO0gqGGd56JMtYaBJUUMsLjjk+5vFNKt2O+T2/BBdey2cguHiTWwohhTrt+9qZavnoAl5Wted6swnfi1wzwc/dskFrteELk9WJwI4qZwwARCUVVCkK5XiXzuj17fHRHN/0SdeSBsbkdtPpdPb4/JJbIp4eH6/h8+lFtiuE4bOCE1tStl6Rn3q+DfEJs8JGucDVGbCUAcF1OrMBQp0ByC1mw0dvdC9iS52KI7rH59KQ1nDOdXl8GJZknoRDng8Xfd3wOTM69T/QCS6uzE5DSQP77IhD8XpoHp8P2TLm8RUVbZ4O9bXe2yNwquOrtDjHF1IXdiM292qGrhjr4V3X8Rr5zYFJ3YNaQ2dUf8lrbGQ7cLWmOnJ8/sktMU+PbzkUryOE4QsxHMeky9ZGzIZP61enEjmjSLpnUXJ8ZsNXtSTI3Q2fl9SSo8fnkuPji2A0DlK0vpvGS6gavdQ1cc34TsiNe3y8E7vPUCd6+Cws2rDhYzlN2vTWjdySl7XnhhrNKzY5x6dLlrW6ji+cHB9ibUa7BjPQZQpz+o2Y4L2AuUHPbuw+WhIxZOomt0TIo2B1diCCtCRy8viGYArioIs968QWLb+H0HU66wh14u7Qh9KD1ePzWnj0dkQBPT4/oc4Gavj456SyroYPr936iNaH70B1BNaPdNXV/qfeUCfz9nBRyNBGwPWCq3rMnPAMdc6XpfZhdLqUM5Ai7JZ6fN45Pnn6OFRP7PJ9zOGE9h3HK+m6Gb2sN588OxYKq9Nq+PyGv1PM43Or46NhUMHqXK6GLwCxhQE9OindA1FQYE1smpNbWCkDC3Oi7M9MXR4fMxqqr12r1eNjLEDnUoY6Q52slo92WQ6zF1+QIvbq8Z0QkVQ4JfdAom/YM7eh638u+PL4yILJisZtPL4J1g+vQW8PEelbzTcTxvOzC3XOUcM33CahTseefHzj1dimoG54iFRjnWvh+3dA4YFPgpJzNkJG9II2F08UUnByMl+XYg8raXATq9bvnzpCnT4NX4Ll+HwotwiPr4NbElmB4Y0IFazeEJ3g0j86sUXz+I6OzZP6OmROegnZ1goAS8GL2GmOipNbHHbcvKtA0BuX5vhcZcsaKGWo7dBgb6jko8+Tx12VNd75PR96ndbWRNzgYr7RJuRU7/jZnlsiQzZSCGX6RI1ep9Hjo2TctiheJ+Aen4XcwnN8rQl18nnv4PHhOJM5rCp8s+qFWFGb81NyFp4/oIlVB7qncV3gffn8hDqDsTrRmCEJxw9SPiTLGKuTzcOlCmH4HMkt9S0i0WEtz7c+NqFRzislUGZOmjy+fce0JPbmNb2B2JNaF2n/zWi53iQL1bmwKhVF5RJHA3WHOmc0dZimhTqdi9gx9Fulhm93ZbVnfs+fULVZtswY5rS7bmF6fEavD8NvdqFO5rlQe9sWNXwm5qHB4yOsXqo12TJWZ9zd45NHX+I/K4YxdwPrwzetZHWPL2ios1cLdSq+Qp3B6vj8MjpNItU4txxSKUG7r7crhOELkdxibFGEhg9DBgoSW1SVMB+ZZ7T/hG74giIIs7M7be4pp3t8tTtS7BSBXigq+6/oDrYwSRn8HhLpDceMg+O4+rhxvQwf2JBRcHOBrZHUSAy6N54Dl21b2bjhs5aDsOL1JtfwMUT61tQswqZmtPR6ltQYJGIR0hGgXXN8xrxaq3N8Th6ffDKY4UPjwDqvTyt6PnmwJ12Xx+fWpYF7z4lgHp9fgWoj+1OlylN2EOSWZR/qrNPjo8zO4egcVAtzhvyeTmzZf1wzfKevtqfE+2N21tGMlnt8tYaPMdL6upOBxWelSIzkNt2YneHm+OYdw5yxVWfCH73pZdBDvTXX4/lsRstDnQV/ndcHQmJXRrnhO+HK6qyoMRLmDBI9aCb4vaNgHpKF2Q3GJtqqHJ8zuQUNjjy6J5jhww0YPRZ6fAxBQ52M3EJyok5atEEkywxent9SBoSx8bRTnk/k+JYpGiG3kL9LdUE+roX+MvPHQbZIlWE4ERVScI3aVIfh05mdwYWq3coZOLEl4E3rm9kZSo7PmdVZPUYN37rtAY7nTm6xhop5KYOT4ZsJ2ePrt/P4YvoCxArYQW+R0xYgc1QybXgUJq+G5SwB62PDAo902IQ61bkJ09xVZk6BShWcnKDSBrRKshuqoBkN7P8YhLCmnVcCot39riUNbKPrx/BhTo8ZPL+lDAiM9mDkwI3ZKUKdyxT1dGawYiG7ljx2F44bevBtMHl7KHAbJP5eTy0fM3xVWSU7OL2cIRW6uDKr5XMqYg8nx2fP6sQdvHxS261HAxg+8PT44jy8g8033Qwfji9rLDwYUllBZAVlduZn+DmaPT7tepbVeFsZPmLY+AZNu+5cwLxV+T2j4ZOrNbJ3LL9HNHfx3FXZlWWJUOY0wxftHqRmXouY+CWTGBHvW6Ud0+Ez+f3u8/5hhimIx2eWLas1fMhGZ7XJwuNbbmgwx4co9qwjj4PFozxMxTy+fSzMWUd+z2T4fJBbkNHF+rcRSj4vZ0iEptrCz4sxOz1CnaGQWyyGSj65G0CuaAIB1FgE8fhIZwkb/U+8uVk3c+I1s1CnTY5vbCofWLXD8/wSac7sZAQXu7ZEZTXaNjV8TpJrLW9CazW6Fq+PbZxiq7ZyUpFXuFOl+b1ozyBXzamX0Rvvo3WbOa0OtQZMssyn3B+bg0FyfF49+R598RSXxmOb6qWK0A3fzMwM/M3f/A284hWvgJe97GXwtre9DZ588kn++iOPPAJvfOMb4bzzzoPXvOY18MADD8ByKWBnqKzQmtKurh4m1GjCAqQekU5sqSPMGTDUiTkfHu4sVgyNS51DnUGL1/2GOnlOMhTDN29ij1aPvkAeY+u2BWPJ8nC2WtMFAYFGj4U7Mc/n5vGxRrAY5gwz18bDnVPHa7ozqAatznap4XMyfDzU2aoaPktu0Zrnq1KPL7pyiyG36m74FMroRHFq1qKo3o1jjBs+d4/Pr+FLh+zxKYoKDzyq8RWuvXhdXV7tsjZ873//++Hpp5+GT33qU3DvvffCWWedBe9617vgwIEDsH//frjpppvgyiuvhPvuuw/e8pa3wK233kqM4VLtvm6LFetBViUe/ogMbSSLIYbLDo/O1c3oJMei8kbyqX3BOzSwxcfm5mGGL6hcGT8vr4a0IXjS3END5ptBbUWm+b3o2u2BSTm8pZKN4bMyOxUXw3dqOh9OOyIPZifz+HAIWPiwDBq5pa1gKWL3qiFdDGjlQLXMTiU/C+rsKMlLRleeYcumtQPmBVnn9bM39jV0X8f7meGrLWkg0YiAAu+M2Rk0nZJ0aEb75J4xODWVJ7XHV+3QxmcpI9RA7eHDh+Ghhx6Cb33rW3DBBReQ5z7ykY/AL3/5S/jud78Lk5OTcOaZZ8Kf//mfk9c2b94MO3fuhLvuugsuu+wyaAc00jOOIZlOw0l5BayNaUYgOqDl9w6fmiP5Nswd1VtzFdt8CZSf/i5UjzxDFuKIA9HCluDiUM6AxJeGQ52GWr5mjSvR+MRyiEqBEFzQA1TmJrQ6SSkCsTVnBz9mIkN204QwQ9l19kXsFYNOZ49jqLPRrgxWoPdRMSzCxh08evASZXWGRagJC3yDw0KdjNXZylAnnfvo7Rk9Pp7f619LCFR+DZ9CyS2RrkG4esMa2HH6IMnxNRLqVO1yfFWDwHtAjy8IucUp1InrwwOPaN7eb1ywdsnn90L3+Pr6+uDOO++E7du3m/ueSRLkcjkS8rQauEsvvRSeeuopX9qTzQbZWfEkcv2eCS5OR6qaZ8Y8PiOxZfPqYIXrRkT712pEGUWG6r5HPd9v1Jvk5BYLqxN1QzFnhKdUd6gzw2TLvHJ8DXjSlnAnonpMC3NGhzcbWhcFOZ5XEbth4+BSzsAMX9gGyLoIY/hVM34oW6ct3ulsBuKx6BLJ8bW41tBGqFo2hDlNY451dVRf1I3VKXX1k/sZ751672tu+IpztRqnLJ+PikE+S0HYxjrofEzaeHzP7Z8kalM47151ocZfWOoI1XT39PTAK1/5StNzP/rRj4gn+Nd//dfwH//xH7BypbmweHh4GAqFAkxPT0N/v5bIrwcxSuKoB9Go9rcRWb8Z4pkukOjzQYF5ocPyIFwOe8nviZFNEI1F4MBJrQD6jHUrGjrf5NYrofCrw1Dd+xBkdvym63u7aVGzRn/Xvl8slTZ9/qFR7bzWDXdB1iZpzcaHPdoh0kuvXWkBolCtXeDozRxLZ8hY1ItIuhvkuXGQKgvkOxRpmDO+YXtdYxpJdgFmCyPVgu3fs6LwfKHI84Dxrl6IGN6L48JCnZhra+TaWhEdWgt52qUhUl0gHj72QpPLZZBIqTFA74quUD8zDERoqkCqFsn4sBxfJJZo6bliKQ+OWkSt8PNQaP1eYs2Z5Dm1d0AL1ZYLEJkfg+hA7WJP2gjRCEB8xbBpPgQFjk8kmSaRBLzO0sI4xDLaZhkhK7rGbtwnWeV3rtwE2zcPwOlreyEWYB1LU2+uIivaWKh6bg+9vRV1erSNwM/6ExRN9Vl//etfwwc/+EG49tpr4aqrroJisQiJhHlBZL+Xy/X3yMJEa19f8N2+FdmEApiuxkW7f7C+WD1CiUTgQGUYFBUg3tMPA+tZKYNmYM4/a6Sh85Uv+g04/PA9II8fgmxlEhLDGpnGDkP92gJUllWQqiVy0/cO9EHC8PlHJ7RF+5zNg67n1eOiSKGqGcjholIpQXesBPG+PsNrKkxTw7diaBBi3fV/92JXLxTGADKRMnT1JGGGKun3n3MJpOoY01J3D2BlUipSgV6bvx8aoB4ha34rRaB/1XBNLdo4NXynresPZS7qyMJ87xBUZ8chU5mE9KqVZHNSXtBLOlaNhP2ZjUPp6QG8o5ORCpk3s3TTlchkWnquC8k0Oa+ulASZviwoxQWYnjhKXhs463w+NwtD66F0fA+kShPQ1be15jjliWmYoZ5t/8qhUAhNif5VUDqeg7Q8C12GMSrmJcCVI5oKNnYjw8EJdD3UsEWiUfJZz++bIBKLyA7/3Wu3Ql8IOrT1wm39aRvD9+CDD8Itt9xCmJ133HEHeS6ZTNYYOPZ7Ol3/l0LGUS5nT07wA9xJ4KDOTU7xMOf0tIOCgg+USlUYU3rhS/O/AX/+5lfAzEyeyFlh2x8MVQ11Jxo6PkAU4hvOg8rBp2D8iR9D5vK3Ob4zRu/Hyek8KDRkMpeXIRLRP/+F/VqSfv1g1va82PjkcgWQZcW1pAFzFNMnjkMc9HCgFrrRvJNcAQ1w/d9djmnzZH5yEgq7nyNkJCIakByBQh1jWo1oN/LC9DQoNn8fp+OXn6YMvlQWZqgmJz8nVYUpqhSdiKgNXlsb9K4GmB2H2cP7odi9kSxCCUkrJK6qKFWWDP8zG0RJoTWQuRyZNyy/XFGjLT1XRdKWvLmZHJSmF6By+FkyN1E9Za6aBKDnpmJn9ON7IHfsAFRWn19znMrxYzzMifd3I2D3F3QNAcAeyB0/ApWV5+mfNaWlD5ToIlxnVbtPp3MYhVuAb/5Q21i+4rzVIMlyS66d3/UH3+PXK2yK4fvGN74BH//4x0m5wt///d9zr27VqlUwNmZmLeHvmUwGuru9RYXdUHXQlgt0jIKWN8JdXCPHi9Ld3+7KGiikV0G8qsBLR7TJu26ki7ze6PlGz3g5MXzlPQ9B/MI3ax3KXep55hcKpLQCIUcSoNDPR6bpIRqC3biq2/W8cNK5vU5q+WZPQTU3BdKw/j4lz7wlDILGQGrgu6sJLccnoxzc4efIz9E124DcDza1eJ7Hi2f48ey+G2PHyQtUpzNVO0bjVKoMiQRYNxXGXDRCwtrEI89CZeIYRKsK+YwE8VO1UgasHQv7MxuFSkUS0KPCecPILWok3tJzVWkIXi4VyXmUj+8mv0dWbjGdFxlzXBMmjtmeb2VWq7eTsgOhfR+J9eWbGTUds1qghjXe/Oscp4ajWJThpSMz8OLBKaJG85sXr2v5HPNaf4Ig9GA7Mjpvv/12ePvb305KGoyhzQsvvBAef/xx0/sfffRR4hVGAupDtqtqCwu98t5WlB3FC9dX1x9CNSK27lyyCGNOQKYEDzdyS6Vg8FIMzLowmKZetXzG4vVGQ0LGDg2sG0MQmTJnoWqncgZt/kollwa0BqmyZuhlRi3SZUhRj1OPj8iVtVkNn4ncQsliumpQa8ktUtSs18mEqVHj1QgvZicjtrDyojAQZV0arCUNAWv4GkGSrlvFShUeeERTnbr0nJHQy3RajVCtzcGDB+Hv/u7v4NWvfjWp15uYmIDx8XHyb25uDn7/938fnnvuORL6xJq+L3/5y/DDH/4QbrzxRlgOAtVGMMUEJvHD8nub19ZZuG5D7Y+dfin5ufLSrzwNX7lIDR8KShu8wzCYpjXMTmstX4OtnuwMnzJ9Uu9zuPac+o/HmKA2HR+MrM4IzfHZd16nxetNqqWzq+VLUsPHBKrbDjV1fO3H6iRSd+MHTYzOmjHPjdkyO1kpA4Y6wwJvSGsxfEF0OhtFitb9HTo5B0/vnSDlMq+9VBfYXy4INdSJDM5KpQL//d//Tf4Z8YY3vAE+8YlPwBe+8AX45Cc/CV/96ldh7dq15Of2qeELh3KPIJTzfIV4fOWKDEdOzYXq8SHiW66Aygv/DdVDTxM6vh2dn+t1lgoA8dpSBm746lWSsSliR21J2xs3RMMnn9IYs5GB9bzdU33HY+QVe4+PjV9cXiDjZ1fDF3Y7IkfNzuIcKIUcMXxx0DZUFcymtqF8FL/WNcotLfb4eBf2MshjB0gHCSndy8OM/H04p3AdKOdBmRmtYXZyj68rPI+P9eXDiAmp0WTnykqsGmjp5RcJ6vEdn9A2ehdsHYZVlOC1nBCq4fujP/oj8s8NKGWG/9oRoai2UHBpqUoVDo3OkV53qHEXZoEzWfT714EydRQq+x+DxNnXOC7c/epMTfE6si0b1Q4NGups+DMsHlds7bbGjpdgHR/c6/gyUPQR6kw3jYIvdQ+BOjdOtF9xbjFyi0q6HbSffJS1J59bL8hFBdv4oeFj9XurzqwZQ/wdxQNwg4WettXwoXACU20JC0SZiBnb3Dip2TXpdProxdcoUhall+suW37eHqL1ibU2AqOsh+bxoeEryabGs2EuUnis+JaXu4Y70TsYic/B/5d9mPweW38ufw2ZiFi8jkzTjatC8Pio52UtYg/Tk+ayZRSBujG4enz2hg8Lw/FadkWKPkKdzVuYjMLJeE2Z4bNrMdVeBew01MmUUlru8dEcX6VUU7huhVOeD4Uu2OYOdTpDOzdJMoQ7T7Uk1JmkHh/i3M0DsH6kMdJhu0IYPgNUDAciQligmVQQKiCw/F4YXpUVsdMvI7VlytgBkGf0hqUc5Ty8u+unkI2UobpiAyQv+z3+EjPIyDRlig2NwChbZlLiaUKOjyCegujIGU31+BAYSuySSradGfD6jnLVluaFoozCyUbDF020q+Gj9xDKgymy7vG1qgktAzd8Ba53G13lZPjsuzSQDiTIkJaivCtJWOBNaQ15vsUMdSYN68B1l+lF9MsNwvCF2ITWidyyL8Q8mhWRTC/3eqovPWR6DRecwoNfgCFpFqblDIyed4OJXBA205QvAth529Azj3t88XANX2z1WZp+Z0PHo/kL2azfaA132nl8iqrC3d/bSXQ8e7sSsGaoebkQo/eRSsYgQXN8sWR7aXRyGMJyeP2VttHqpOUMaPTQoCQyEOmjIUWHMWctoeyILVLIbHRm+JRZA8FlEUOd64a7SQd5ZHKi6styhTB8zWJ10lj5sfF5yC2USS3MxpXNCRsgyQVR2fuwqa9c6eFvgXz8RahADP7v/NWQk9NNI7Yg0Agx8ocxzxdqjg89BhryaTTMSYDHouFnZ4JLArqkWsN3/y8PwpN7xsm1/eAfXByK1+zdjf2EyeNLpNqQ0ck6X7DSAex32AbdGQgYYYSKQWM3BifjxcYcvS/jpkgntoTH6KwxfDYe32KEOjOpGHzyjy+Hd18XXPB9KUEYvpB78VlzfFgAitiwsrtpQsKxDTsAkllibOQTO8lz5RcfhMrOn5BWKw/1vBaOywNEaJlBY5rON9RKxa2kwcjs5KK7IYwrIjpyOvm+sQ21ihpBgdJjPNzpIFTdk45CxhLqfOTFUfjew1o5xTtfdxacc1p4uR47RFZgh26JeNIZyPM6vlQmnDFtdp6v3XJ8DNGVZzq/N91L5hmqmZAOIJbO61KIjE7+mS45Pr8tiRo+B0lrLLCcIQyfAbyIOcQcH6O6Y51cs4BeUHzzJZzkgh0L0NtDJC5+M0yv0HZvRsNnZJqGScOXspTgYmR2htCSyIj0b/4pdP1//8DLJxpG0t3w9SWrwPpuYqgVQ8T/+n1N8eO3Ll0PV57nv+t7vUA2pNSDklYAXaUJ7vGlM+3p8ZkMXwlDne3l8fFfHfJ7RmanNc/HOq9HusPf7PAc3/wkqHLVXMAe0v0jIAxf09iH1j5Yzcjv2YU7qwefgsKD/0yS77EtL4fEea/lXcSNhq9ZTNMI8/iaFOokx0EKfx0tiLyL2O0N34ik7fALkSxMzlXg8/c+B1VZgfPPGIQ3vXIzLBbYItxbnYAklSyLLELep26wkgbsn9guyi3Gz48mIDLoTuDQCS4nbDuvh35+6GWicVZV3uiWtSVajFBnp0AYPgpkIYZJbrHme5rB6DQiMrRJK3RGlYlygVC0U1f+ITFqXalaw4eK680wyJzZaShpCHND0Qyw6+3k8a1e0Ly7A5FN8Nl/fw5y+Qpp4fTu159NSkEWC4xskS6MwQWn97aHB+XL48u3n3ILCZlv9iRHRdw8vmYYPixp4Hm+U4ue4+sUCMNHQZLvihw6uQWBXZnrbfAaqKbvzCu1n7uHIPXqP+HUcavHh0Z+/4lcU0KweqhzpjZH0aahGlYbaFfSgMzYvqkXyc8/n1oJx8YXSI++P33zuTXFvs2GkV6fjdFykVYXhAfO8bWY1Wmoe3Sq37Nndp7g9w7L8YWp2uJEcCFlQbycQRi+sLD0e8iHBIXl97DPWgg3pzHUGSZ5xA3x7a8mxgUFrCMGaS2m3jKfr/C8Y7OYply2zJTjCzfU2TSPz6aIXT6xC6LVPMwrSdhXXUmaer73TdubvpHxotdHhza1hxKKH8OXn9Wfa5M6vqCGjzM7yT+ar2wCq5N8JiO4IPNULvOuKsLjCw/C8FFg+xSCEDoIWA3f6aubm98zUsgTZ11lS8c3enysfg9VGRIhU/D1UOdMbQi5bQ2fcxF79YDWTeTZ8gZQIALvft1ZTSUqeTI7cW6WFkCZG2+LnJkraGjb6P23+nx5uD0SJaFOz/ene0hEQC3Nm5id5PkmfRfJ6PHR/B4yeq06uwL1Qxg+i8cXVh6KlTMspsfnhK50zGT4wq7fsyW3FOc0VXsM1fAQcrvm+Oxly1SlSnoeIvq2vRz+aNVWuPgsbTfeCuBCK3UPg5o7xevQWp4zcwHb6CjM47N0BmkFUFYvefnbNcPlw4MiObf+NSCf3KPl+ajxaQaxxbaWj4c5k6T0RiAcCMNn8fjCILYg0rQBLIbGWq13xzw+lNeqVJsroUZKA5AwIFeJdBnE4m2/Y9V78pkNn3x8F/GucJG8+KorWr5oI6J9q6FqqPFqdc7MV6izoBk+Kd4eRjqx7dWB3o/hTmb4COuyScQWa6gTRcl5tESEOUOFMHwUCl30wvJKVg9m4RXnrYK1Q10Qj7V2p5ZORkk+D+v2JnMlODo23zTDR4pfM31aJ4H8NESY0kk81b47VgfDx8KcsU0XtoXR4zmnw0/z39va46MSdTzUSZVclhoYqUieOg6RXioO3kTDR9IFdPPI2KTC8IULYfgolGK4oU6kuf/hb50F7QA0Rtl0nBBanj8wSTQmm8k0RYKLjLtV7CuG0lVtnN9z8vhImPPQr8nPsdMugnYBk9FaCh4fWD2+NjbSfksaWPlDmJ3XrcANYqR7GJSZEyBPHNaebOP7ZymiTbfgrfP4wpLVajcwZuez+7QapM1NJNwY+/K1ew2fqdURY/aSMOdOHuZ0k7Vq1SLM0C7hQzvwa047dbQzA9UXs3NughijZnt85PhUpUeZPKL9Ljy+UCEMXw25Jb2sDd+eIzNNJ9www6fkZ9qe0WktYGftlCr7nzCEOdvnNon0ruSi2gRtbExqrnkbG2k3YGmQJk6ucgWXZub4yPF7tDyfPCEMXzPQPnd0iyGHTG5pN2BPOQTm+ZqtJGOSLeMC1e1s+KhkGdZLVYpEI7F6SGNzxk67GNoJhNlJF0Xt93Y2fOZ7SVqiOT5jno//3mzD16sxO2GRBao7BcLwWVmdbbxANwLM8THEolJTmaZMvcUc6mzfcSW5J1pYjfVa2MoJhbWRweenyHmxwTQ7CThrtg1h1RFdojm+mhAzGqEQtWJtP8+wuWn3+2cpQhi+JtXxtRuwmSqD1iIp0vxQJxo+umNt9xtXJ7jkocLYnKe1V5izxvtAse52ZcraeXxLNNRpNXzYh6/ZbXtYSQODCHWGi/a9a1rE6oRlGurMUqFqRLOVR3ioM780yC0mw5efhSpnc7ZXmNO6CLdzmJMAvWhDGchSZXVaDV8z+vBZQeTQjJsaYfhChTB8Tarja2ePr9mdIliokxSxM2mtJeLxVQ48RvKSUmYF6c7djogOn0YILlIT+sGFXtNpvJ/a3VD7LCNpdn6PyQ9KhpKJdo+YLDWIOr4m1fG1c46v2RJqpF9eqpvIljFVe2mJGL7qfkPRepuGEVHSKvO/bgMp01opPF/A616cIz9K7ZyP9AAKMWBpi1rINb2UgX9mzzDIKFsmQp2hoz3v7JZ6fO29QNeLQVqsPrwiTYrXmw1OcGE3brtvKBhZAfVF0fBtbs8wJ0N0aGN4HeibCOP91PahWQ+wprVELHwxPs9IcBGGL1QIjw8XZwzJYT++pbBA14m1w13wnt8+G1YPNJeNxoCyZTB51NBSpb03FMaO7iTMOXJ6S89nucB03Zdwjg+RevnvkzZVsQ07FuXzmFj1ct6QtwrC8Bk6hBMs4wl26dkrF+2zItkVoPVkWBrjajR8KFHWrmHOpQazx7e0DV+kZ4j8W7TPY7V8ItQZOsTdTTtEcyHlNhEjXuogHp/x97Y3fLqnH29TNueShCGCstQN32LDKFQgQp3hQhg+Wru1nMOcrQCr5eO/t/nYapJUeN79EPHRoFTAH0wbniWe41tsECFsWi/Y7hvHpQYR6jR4fFJSTK6wYCVetPuNG1u/A2JnXE68PRHmDA/LKdS52MDxSlz0FlIPixsygfAgDJ/w+BbF46uRr2ozSPEkpK9+T6tPY9lBGL7GkNzx2lafwrKE2NoaPL7IMlVtaQWQGcmBwsq0L59Ah8FUwC4Mn0AHGz5FUeCzn/0sXHnllbBjxw5497vfDUePHoVWQXh8TcqZ8Sa0Ylw7FcLjE2hHtMTwfeELX4BvfetbcPvtt8M999xDDOGNN94I5XK5Faej60kKjy9cuSpaxN7u+T2B5mE5FbALLB8suuFD4/blL38Z3ve+98FVV10FW7duhU9/+tMwOjoKP/7xj6EVEB5fc8Wq272GT6B5MGt1Co9PoEMN3+7du2FhYQEuu+wy/lxPTw+cffbZ8MQTWtfr1rE6heFrBsGl3VVbBJoIw7UXoU6BdsGiMw7Qs0OsWmXWuxseHuav1YNYA/3lSjTUGU1lGzrOckU0GjE9+v677j6oEoHfzLIe13rHpxMQyeiKONFkCiLLeB7UCzF/Fn98Ft3wFQqakUkkzLu/ZDIJs7OzdR0zEpGgr69+DcpKVxdgdrF79XpIN3Cc5Y6enmCeW2zd6TD+7I8gM7ymoeuzXMenE6B0x2EOIymRKPQOrBDKSC4Q82fxxmfRDV8qleK5PvYzolQqQTpd3xdTFBVyOSo7VgcSl78dVp//aij1bIDitNalQUAH7rRw0uVyBZBlTXTaD9S1F0LX73wQpOHTYHoZj2u949Mp6HnLR6G7Ow1z82UxPjYQ8yec8cH3+PUKF93wsRDn2NgYrF+/nj+Pv5955pl1H7darX/CxGIpSK07CwrTCw0dZ7kDJ12w8ZFAGjlTE6vugHENPj6dgVjPSoj3ZWFe3F+uEPNn8cZn0YPKyOLs6uqCxx57jD+Xy+Vg586dcNFFFy326QgICAgIdBgW3ePD3N71118Pd9xxB/T398OaNWvgk5/8JKxcuRKuvfbaxT4dAQEBAYEOQ0t0pLCGr1qtwoc//GEoFovE07v77rshHo+34nQEBAQEBDoILTF80WgU/vIv/5L8ExAQEBAQWEyIwhEBAQEBgY6CMHwCAgICAh0FYfgEBAQEBDoKkqqqKixx4FfAIvZGgIWPonjUGWJ83CHGxx1ifNwhxqfx8UEFL+wK0zGGT0BAQEBAwC9EqFNAQEBAoKMgDJ+AgICAQEdBGD4BAQEBgY6CMHwCAgICAh0FYfgEBAQEBDoKwvAJCAgICHQUhOETEBAQEOgoCMMnICAgINBREIZPQEBAQKCjIAyfgICAgEBHQRg+AQEBAYGOgjB8AgICAgIdhY43fIqiwGc/+1m48sorYceOHfDud78bjh49Cp2OL33pS/D7v//7pud27doF119/PRmna665Br72ta9BJ2FmZgb+5m/+Bl7xilfAy172Mnjb294GTz75JH/9kUcegTe+8Y1w3nnnwWte8xp44IEHoJMwOTkJf/mXfwmXXnopnH/++fCe97wH9u/fz1/v9PljxMGDB8kY3Xffffy5Th+fU6dOwZlnnlnzj41RqOOjdjg+97nPqZdccon6s5/9TN21a5f6zne+U7322mvVUqmkdiq+8Y1vqFu3blWvv/56/tzU1BQZpw9+8IPqvn371H//939Xt2/fTh47BTfccIN63XXXqU888YR64MAB9W//9m/Vc889V92/fz8ZExyPT33qU+Tnu+66Sz377LPVhx9+WO0U/O7v/q76lre8RX322WfJGLz3ve9Vr7jiCjWfz4v5Y0C5XFbf+MY3qlu2bFHvvfde8pwYH1X9+c9/Tr7zqVOn1LGxMf6vUCiEPj4dbfjQuJ1//vnqN7/5Tf7c7OwsWcy++93vqp2G0dFR9aabblJ37NihvuY1rzEZvn/5l38hi1ilUuHP/eM//iPZJHQCDh06RBaqJ598kj+nKIr6qle9Sv3MZz6jfuQjH1Hf/OY3m/7m/e9/P9lIdQJmZmbI992zZw9/DjeSOGZoCDt9/hiB3/sd73iHyfCJ8VHVO++8U339619v+1rY49PRoc7du3fDwsICXHbZZfy5np4eOPvss+GJJ56ATsOLL74I8Xgc/uu//ouE64zAkN7FF18MsViMP4chrUOHDsHExAQsd/T19cGdd94J27dv589h00v8l8vlyPgY5xEbn6eeeoo0Sl7u6O3thX/8x3+ELVu2kN+npqbgK1/5CqxcuRJOP/30jp8/DLiufPvb34ZPfOITpufF+ADs2bMHNm/ebPta2OPT0YZvdHSUPK5atcr0/PDwMH+tk4Bx88997nOwbt26mtdwPHARs44T4uTJk7DcgRuiV77ylZBIJPhzP/rRj+Dw4cMkP+w0PoVCAaanp6GT8JGPfIRsAjDH+fGPfxwymUzHzx8EbpBuvfVW+PCHP1yz5ojxAXjppZfIhuntb387XH755SSH/otf/KIp49PRhg8XJYRxMUMkk0kolUotOqv2RLFYtB0nRCeO1a9//Wv44Ac/CNdeey1cddVVtuPDfi+Xy9BJ+IM/+AO499574brrroObb76ZRBLE/AH46Ec/Sggtr3/962te6/TxqVarcODAAZidnYX3vve9JLqCJBYkSCFpLOzx0f3GDkQqleILE/uZDWQ6nW7hmbUfcHysCzibcLij7yQ8+OCDcMsttxBm5x133MFvQuv4sN87bS5haBOB3t6zzz4L3/jGNzp+/tx///0kXPfd737X9vVOH59YLAaPPfYYRKNRvhZv27YN9u7dC3fffXfo49PRHh8LN4yNjZmex99HRkZadFbtCQwz2I0TopPGChdx3JFeffXV8C//8i9814lzyW588Kbs7u6G5Q4MUWFoE3fuDJFIhBhBHIdOnz/oAWO5B0YH0OvDf4jbbrsNbrzxxo4fH0Q2mzU5IIgzzjiDlDmEPT4dbfi2bt0KXV1dZKdhjMPv3LkTLrroopaeW7sBxwOJGrIs8+ceffRR2LRpEwwMDEAn4Fvf+hbcfvvtJAfxqU99yhR6ufDCC+Hxxx83vR/HB71CNADLHUgweP/730/CUgyVSoXcS0hY6PT5g5GB73//+8TzY/8Q73vf+4hn3Onjs3fvXnKvGNdixAsvvEA2T6GPj9rhwLqriy++WH3wwQdNdXxYa9PJ+MAHPmAqZ5iYmFAvuugi8vzevXsJDRvraO677z61E4B1e+ecc4568803m2qM8F8ul1Nfeukl8vonP/lJUmd09913d1wd34033kjunccff5yUNWB5A86Z48ePd/z8sYOxnKHTx0eWZfVNb3qT+trXvpbUyeI99Hd/93fqtm3byFwKe3w63vBVq1X1H/7hH9RLL72U1K+9+93vVo8ePap2OqyGD4H1WG9961vJZLz66qvVr3/962qn4Itf/CJZqOz+4Vgh/ud//ocUuOP4YB3kAw88oHYScANw2223qS9/+ctJLSxuInFDwNDJ88fL8CE6fXzGx8fVv/qrvyLzB40aCiKgEWzG+Ej4XxiuqoCAgICAwFLA8k8+CAgICAgIGCAMn4CAgIBAR0EYPgEBAQGBjoIwfAICAgICHQVh+AQEBAQEOgrC8AkICAgIdBSE4RMQEBAQ6CgIwycgICAg0FEQhk9AQEBAoKMgDJ+AgICAQEdBGD4BAQEBgY6CMHwCAgICAtBJ+P8B2uggdukl2RcAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#creating a plot\n", + "fig,ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show() #in jupyter notebooks, fig.show() is not necessary" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "82b64b0c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\chane\\AppData\\Local\\Temp\\ipykernel_31340\\3400767568.py:6: UserWarning:\n", + "\n", + "FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add a legend\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1, label=\"Person 1\")\n", + "ax.plot(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='upper center') #location of legend\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "35d212a8", + "metadata": {}, + "source": [ + "other options for legend location: \n", + "\"best\"\n", + "\"upper right\"\n", + "\"upper left\"\n", + "\"lower left\"\n", + "\"lower right\"\n", + "\"right\"\n", + "\"center left\"\n", + "\"center right\"\n", + "\"lower center\"\n", + "\"upper center\"\n", + "\"center\"" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "df4a9617", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\chane\\AppData\\Local\\Temp\\ipykernel_31340\\1161520657.py:10: UserWarning:\n", + "\n", + "FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#modifying legend \n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1, label=\"Person 1\")\n", + "ax.plot(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='lower right',\n", + " frameon = True, #add frame around the legend\n", + " fontsize = 12, #change font size\n", + " ncol = 2, #specify number of columns\n", + " shadow = True )\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "20e7bb61", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#relocating the legend to outside of the plot area :)\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1, label=\"Person 1\")\n", + "ax.plot(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='upper left', bbox_to_anchor=(1,1)) #will put it on the right top of the figure, this is sort of like a grid outside of a grid \n", + "#0,0 would give bottom left outside of plot area" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "9daed011", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(10, 95, 'This value is important !')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#annotating with text() function\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1,label=\"Person 1\")\n", + "ax.scatter(x,y2,label=\"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.text(10,95,\"This value is important !\", ha='center', color='red',size=20) #adjusting the text and adding text annotation" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "23c15a62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.1, '.Figure:(0.5,0.1)')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#positioning our text annotations\n", + "fig, ax=plt.subplots()\n", + "ax.axis=([0,10,0,10]) #making set of empty axes\n", + "ax.text(1,5,\". Data:(1,5)\", transform=ax.transData) #referencing data coordinates\n", + "ax.text(0.5,0.1, \". Axes:(0.5,0.1)\", transform=ax.transAxes) #referencing axes coordinates\n", + "ax.text(0.5,0.1,\".Figure:(0.5,0.1)\",transform=fig.transFigure) #referencing figure coordinates\n", + "\n", + "#essentially, there are 3 coordinate systems: data, axes, figure\n", + "#data: coordinates based on the data points\n", + "#axes: coordinates based on the axes (0,0 is bottom left of axes, 1,1 is top right of axes)\n", + "#figure: coordinates based on the entire figure (0,0 is bottom left of figure, 1,1 is top right of figure)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "1c670d69", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(20, 94, 'This is important')" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#annotate with arrows using the annotate() function\n", + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1,label=\"Person 1\")\n", + "ax.scatter(x,y2,label=\"Person2\")\n", + "ax.legend(loc='lower right') \n", + "ax.annotate('This is important',xy=(10,95),xytext=(20,94),arrowprops=dict(facecolor='black')) #note that arrowprops is a dictionary, it takes key-value pairs" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "486f9e69", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(20, 94, 'This is important')" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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vmDBFxSOs6xCENCwJoDayfNxBC/LxJDWU3FDYhZR31N/yqbg9JyCs62BHe1YbWmg/WpBPSQX2AOTqZLQFPSQKvnu13Hp6aIj1vR9T7cOC0UZqKKWh9mqu397tEQwjYrPZFR9aVBus+AyKSOu0aYXLfQo3rRQPEZkT/DAqTA1F8yx6efiRkjPXbh7o01AlgbT81QQ/0QyK6BGXGg6qCHvuRbEfo60OTfHpvbAc2iKWB45fDGhqKOLBBx/C/v3cjtRi+WeUaQ+S5U/bjQJbfAaFhoHk3I8JPBXNbyWFxqF1SFvsttR3+VlOyK5vjGj5u4ItPoNCcx9y7seoY762rBVvLsrCyOiNaB1yzOXnOSG7vgl0Umi1wYrPoIgJ/yjXLsTkDUf7Mdqdr5X67ndGboNJxISUhxOy659AJ4VWG6z4DAo5AFDIgivIBZy94bQ/X0tx+vHBeUgxVzyHwwnZ9U+gk0KrDZ7jU5nbryfB5L4iQhV6P6a5uCfGu3nYWpEWHCqVqjLQCdmVbOtGJ9BJodUGKz4Vuf26E0wuNxz3pH3cnYcdekdndLEmqyJ+KxBt3cgEOim02uCnm0rcfitzTpCCyWm7v+OeQhqliqWalR5Z4fuOZWDLnrNiSe+NjrvztebaTUVqqNQWyWIZSKUXqLZuZKSk0AkxIWhkPov2oUfEMjEmRFdJDNyBLT4VuP16EkyuZqXkbzj41vV8bUVZeNQ2X8ttPbC0Dj2OptVWwx5SxtIOpfl+49xD3LJU4PbLweRVw8G3rqHhwfDej5Wz/MjSo/VqGT7kth442NK+Alt8KnD75WBy13DwrX7ma7mtBwa2tJ1hxacCt18OJpfPCle6vInaUHueSm7r6re0zSpuP3Khf9XupduvK+R2++Vgctdw8K1+4LYeGNjSdoYVXyVuv66Q2+2Xg8ldw8G3+kGutl42GTe9ZyqHLW1neKjThdtvWQ9Cfwb8cjB55XDwrb7wta1zDKD3lrbLDD9RxrG0WfFVAik3cpZQMnOLFpwTAgEH3+oPb9s6F0/Wf8iLErDicwE9SJV2llC7c4KRrHBGXW2dPRN9g0eVrsCKj9EMgbDCGfXAnom+w6NKJbDiYzRFIKxwb+EkzPLCnonyYOJRJVZ8DOMP2AFDftgzkZELVnwMIzPuOGDoabhJqfJd7JmoXmwBKOHmC6z4GEZG3HHAKPhpGUxmfViDSiYOZ89EdbJDg8njZW8hxcXFePnll3HjjTeiXbt2GDJkCH7//XfH9r1792Lo0KFo27Ytevbsiffeew9ahUvkMN44YKAwp8pEwVpoW+4kDqfz3nv0IjbuPCmWpa/Dm2vUSjJuo7DDzTagtrYsu8X3+uuv4+OPP8bs2bNRt25dvPXWWxg1ahS+/vprhISEYMSIEULhTZ8+XShEWkZFReGuu+6CltBiL4fxP746VpA7/u7COlj5/WFVty13Eoe/+82+Su8Rwtv7hz0ToYs20CGAbVn2lrJhwwb07dsX3bp1Q/369fHUU0/h0qVLQsl99NFHQvnNmDEDKSkpQtkNHz4cixcvhpbgEjmMvxwryB1/3Vf/VX3bcidxeE5BcaXX4ev9o6XiyXrlgI9tIJBtWfbWkpiYiB9++AEnT56E1WrFhx9+iNDQUDRr1gzbt29H586dYTZfMTRTU1Nx9OhRpKenQ08lctRgzjPqTMJcFbFB+apvW/5MCK6Wa2T82wYC+TvLPtQ5ZcoU/POf/8RNN92E4OBgBAUFYeHChahXrx7Onj2LJk2aOO2flFRi7p45cwbVq1f3+nvNZu91eHBwkNPSFTRP4U6JnMOns9C8QQL0QGXyoUa7/3gGMnOKUC06FE3rxavak0sR+YSaEdltKHLXLfT6eNm2CNW3rcTYcL8dWy3XqBSePH/URKKPbcDd39kf8pFd8R06dAgxMTFYtGgRatasKeb7JkyYgOXLl6OgoEBYf6UJCyvJqF9Y6H3vgR628fFRPp97bGzlDxwJy5EqHBek/ezynJOaKC2fTbtPY/Hnf+BCVoFjXWJcOEb3b4WurWvDiDjk07EHcqPDkb5+KayXLji2B8UkAMVFsOXnVPh56vtmWiNxuDhJ9W3r2rhIJK7Z4/T7y4karlFp3Hn+qIlrZWgDnvzOcspHVsVHVtv48eOxbNkydOxY4l3VqlUroQzJ6gsPD0dRUZHTZySFFxkZ6fX3kuWRnZ3n9eepJ0FCzc7Oh9XqurxJiMk905z2y8jIhR4oK59t+9Kw8JPd5fajG+CFd7fh8YGt0amZOpwwlKDC9lOzFWKGzEPxGXLAyIQpshrMtZrCcmSHS2twdV4n2KuYgVBL2xrcu0mF7UAO1HKNSuDJ88ffoy12KvdUps26mj/1tQ248zu7Kx/ax12rUFbFt2vXLlgsFqHsStOmTRv89NNPqF27NtLSnCc0pfdkHfpCcbHv9bhIqFUdJ6V2nFslcmg/Oc5JTZB8ioqsWL5uv8v9VqzbjzZXJxpu2LOi9mOq2RSSFOieDarfQbjdV5goOHUQTnxbBFi00bbaNapeYeLw+OhQFBXbkFtQ7NVx1XSNSuLO88efHuUWL7IN+dIGPP2d3ZWP4oovOTlZLPfv34/WrVs71h84cAANGjQQCnDVqlXC6YXm/4gtW7agYcOGwilGCxi9RI47nlw0dk/7aSWnptK4cscf3KvEY1grbauyxOG/HTzv8jpcobZrVKNHeVkkT0lSQt4oP4sP5Z68bQOB/J1lnU0lZdehQwdMmjRJKDTy1lywYAE2b96M0aNHi/CFnJwc4QBDw5+rV68Ww6JjxoyBFkvkUC+rbA/G24anN08uf3r96YHK3PG12LakxOGpLZLFkt5XdR1au0Y9e5Tb3Sz35KrKvTdtIJC/s6wWH3lwUgA7KbvJkycjKytLeHGSciNrj1iyZAlmzZqFAQMGoEaNGpg4caL4X2sYtUQOXaec+zH6bVvSdZDnHjkx0HwODW1J16GHa9TDaIvVj+We1NqWZffqjIuLw7PPPitelVmFFNunB7RUIkcuqNG6M8dJ+zHeJ/XVS9ui6yB3dfLcIyeG0nM0erlGrY+22P1c7kmNvzMnqWY8wuhznHLA6e4YNY22mAxY7klbEZOMKlDz2L3a4XR3jK+jLa7wZrQl2I1sQ3or98QWH+MVah2714NzAsmV5cgoNdpiMmC5J/1cCaM4FXlyMfI4JzCMkqMtIQYr98QWH8MoBIeCMGoebQkxULknVnwMoxAcCsLIhb88JU2X40v1jv5UOcMYzDmBYRjPYMXHMAo7J7iCQ0EYxv+w4mMYBeFQEIYJPDzHxzAKo8VQEMrTaASnBy1l91Eau47aACs+hgkAakzjJGe5GkZf2X0sOmsD2lTXDMPIbl3sO5aBLXvOiqWU4V8qV1M2ibFUroa2M8pn9xEFY0/vheXQFrF0VTnBVyw6bANs8TGMwanUurgpBU13VF2uhmK/tDrkpcXsPr99vx5Nt+9QxPqyu1mySGttQDtnyjCMotbFuq/+63a5GkaZ7D6tQ47hnuANsClkfVk9KFmkJVjxMYxBqcq6iA3K92u5Gm+GXvWOq6w9JthwZ+S2y/97VzDWU+x+LlkUKHiok2EMSlXWRbYtIiDlatTm2KEkrrL2pJjTEB+c55eCsUYrWcQWH8MYlKpygh4uTkKGNRJ2BcvVGL1sk6vsPoGwwIN1WrKIFR/DGJSqcoLaEYTVeZ1c7iNnuRp3yzbpedjTVXafQFjgpssli1yhxZJF2jpbhmEUzR16MrwJwm96VJFyNVy2yXV2n4yIurCExilufYXosGQRz/ExjEFxt7BpaEoSQhp28HvWDi7bVHV2H+uxiIAUjA3RWckiVnwMY2Ak66KsMwnlDh1UyplEiXI1XLap6uw+QWRd9X6sgiwqCULp+dP6MumoZBErPoYxOGrJHSoNvboa7uSyTfqzvgIBKz6GYVSRO9TdoVc1J/NWCj1ZX4GAuwgMw6gGLtvEKAFbfAzDqAq1DL0y+oUVH8MwqkMNQ6+MfmHFx6gOtRXgZBhGX7DiY1SFkfM0MgyjDOzcwqgGo+dpZBhGGVjxMaqA8zQyDKNpxff555/jtttuQ6tWrXD77bfjm2++cWw7efIkxowZg/bt26Nbt25YsGABrFarP06D0RCcp5FhGM3O8X3xxReYMmUKnn76aXTv3h1r167FuHHjkJycjJYtW+KBBx5AgwYNsGrVKhw/flzsGxQUhLFjx8p9KprEqI4dnKeRYRhNKj673Y6XX34Zw4YNw5AhJaUsHn74YWzfvh1bt27FqVOncPr0aXz00UeIi4tDkyZNcOHCBbz44ot46KGHEBoaCiNjZMcOztPIMIwmhzqPHDkilFu/fv2c1r/99ttieJMU4DXXXCOUnkRqaipycnKwd+9eGBmjO3aULpFjgg2NzGfRPvSIWNJ7gvM0MgyjOouPFB+Rl5cnhjT37NmDOnXqCKuvZ8+eOHv2rBjyLE1SUoklc+bMGbRp0wZGxF3HDspmoddhTylP4/++Wos7I7chPjjPsY2qgFNB1O69btft9TMMo1HFR5YbMWnSJDz22GOYMGEC1q1bh0ceeQTvvPMOCgoKEBsb6/SZsLCSXn5hoW9zN2az98ZrcHCQ01Jp9h696JZjx+HTWWjeIAFK4618SKHvP56BzJwiVIsORdN68Q7FZbfZUHyGsstnwhRZDeZaTdEu/AQax2yk0t9OVAvKw8iYjYgObw2z2bnjpAYC3X4CTUW/ZelKAUaXT1WwfJSXj6yKLyQkRCzJ2hswYID4v3nz5sLyI8UXHh6OoqIip89ICi8yMtLr76WHaXx8FHwlNjYCgcByJMO9/ezyXKcS8tm0+zQWf/4HLmQVONYlxoVjdP9WaBN6HOnrl8J66YJjW1B0AmAtglCLZYw60+X3BZtXIql9d5iCgqFGAtV+Aknuvi3lfsvgmERU7zMSUc1SYXT5eALLRzn5yKr4atasKZbktFKaRo0a4ccff0Tnzp1x4MABp21paWlOn/UGsiyys68MjXkK9SRIqNnZ+bBaS+aTlCTEZHd7v4yMXCiNp/LZti8NCz/ZXW49KcG1Kz9BzZiNZXUbbDkXqzyuNfsCzu/5DSFXqascS6DbT6AoOrwNuesWlltPSvDcp3MQdfPjCE3pZFj5uAvLRx750D7uWoWyKj5yXImKisKuXbvQseOVSsCk7OrVq4dOnTqJGD8aEo2OjhbbtmzZIj7TrFkzn767uNj3BkNCleM4npJSO86tApy0XyDOzxP5UCdk+br9FW4jJxWavxNDmV5O1RVfyoApgDJQY/sJ1PBm3s/LXe6T9/MKmOq2A0LNhpOPN7B8lJOPrIPKNJQ5atQoLFq0CF999ZWI03v99dfxyy+/YMSIEejVqxdq1KiBf/3rX9i3bx82bNiA+fPnY+TIkYYOZZAcO1yhlQKcrgLRU8xpwmlFGrr0Bqo2zQQeUf071/UQvT33otjPH1AHa9+xDGzZc1YsOaMPE9AAdnJkiYiIwEsvvYRz584hJSUFCxcuxLXXXiu2L1myBNOnT8c999wjwhoGDx4sPmN0pAKcZeP4yNIbpKE4PlcB5rFB+T4d2xSVgODkpj4dg5EHe16WrPt5gpHjXRkVV2cg645eFVG/fn0sXboUWhnOET3bvCxhadBDt7S3mtIFOLWQ1cVVgHm2zbfJ6bCug/0qf2/biOXUfuSczofFHgHUaKy6c/QH7lreclvoUrxrWaR4V+o8chFbbWFX+DlLcFmiSrAc2Y7CTSuchnNMUfEI6zoEIQ2vzF8qVYBTK71cKRC9ouHOw8VJIiaPwhMqHe4Mi4bJHFJG7glC6flT7r62kRwF24gaEA+nqHiXw51yW+juxLu++80+TdwnTICfs347ssZ/jILvXi13U9N7Wk/blURLWV1czVfaESQC0V05toRfPxxRg+Yhou8khPd8SCyjBs1VnSJRWxtRGuqR08NJSQvdnUTmOQXFmrhPGAT0HmLFV4HZTT0QVxRuWin2UwItluuR5iulFGSl5yu7970dEb0fE726stZBeO/HhIKjh6W5dnOENEoVSyWGDj1xllBbGwkU9FuFV/FbyomvCcrVdp8YGXuA7yEe6vTBW40eymoq11PREGmgcD1fmQRz/faKj+tXhqfDyGprI4GElJtSv6WvCcrVeJ8YFasH91BIvWtk/35WfCryVtNbuZ7K5isJyaoL9CT6zoPpVTpLlFV+amsjgUap39LV/LG7qPE+MSL2AN9DrPhU4q1WGVyux7+T6L9ldQBQ26Pk4GprI0ZBmj+uqKPiLnyfqINA30M8x1eJt5pa4slKl+upDC7X490kui03A/cEb0DrkGMeVX1XWxsxEpXNH8dHhyIq3HU/nu8T9RAc4HuIFZ8KvNWMktVFbZPoksQojZpU88+d4TG1tREjKr85D3fFxEHtMPqOFmI555HrMPxW12kP+T5RD6YA30N8Z6rAW80XL8mK5qAY9yfRKZ6Q0qhROjVPhsfU1kaMhjR/nNoiWSzpvVrvE1G26fReWA5tEUu9e/u6SyDvIZ7jU4G3mhxZXRjfJscrS6fmanhMaiM4fxCRpnzkGShzi1pR230SqABtrRASoOcsKz4XBMLz0FsvSX+lNNN6Si53J8crS6dW1fCYaCNXNUd0fBQsGbmcXV8D94lS9480t1wWKUAbPDIQsOcsKz6d4I+UZnpIyeVOai1LWBwuRtQFLlk0mxycUdf9I80tV1aBy345QFuMGPCMk+Kw4tMB7iTu9fTm1UtvVZpEr+haJGKuvw8v1u+gmuExRvv3jzS3XFkLMvk5QJtxDXc1NI4/UpqV7q1WuF1jKbncmUSvyFmC0T/+Sgloy82UdT9GXtji0zj+SGnmSW9VTXOgWnJWYtSBv1ICnswxo4Yb+53IDobt6EVYjmQgxGRHSu047nQpACs+jeOPlGZ67a2qzVmJCTz+SgmYFnoVzC5KcNntQKYtEi//Lw85BTsd67mEkjJwd1fj+COlGfVW5dyPYdSKv1ICVouOKCnBdVnJlUZ6T9tzCpynC7iEkjKw4tM4/khpRr1VKhhb9oaVoPW0nfZjGC3jr5SAtP+J8CZYmnODsOxKQ+9p/W5L/Uo/zyWU/AsrPo3jj5Rm7vZWaT+G0TL+SgkoHZeU2/SsO7Ewuw/ezekulvTeldKrLEcsIx+s+HSA3Kma3Omtngxvwgl/GV3gr1Rn0nGrxUTgUHEydhY1FMvI8FC3Ps8llPwHT9LoBDlTNV0p/1KIP7LqijyWlNKLspscLk6CHUF4tC8n/GX0g79SnVV0XJvdjrmrfq/ys1xCyX+w4tMR3qZqctVbpRinQ5eSHes5owmjV+S8f1wdl+buqiqoyyWU/AsrPqbK3urh01mw2E0cZ8QwChXU5RJK/oXn+BiX0M3XvEECbmhfRyz5ZmQY31FrCSWjwBYfwzBMAOARlcDBio8JCP4ooaQ2jHCN/oLywBohvZw0ohIfH4UMLmulGKz4GF2UUFIbRrhGf8HFWxl/o78uFKOJEjBlPdqUSNVEFti+YxnYsuesWPorM0Ygr9EXC6v49F5YDm0Ry0BV3pDKYZWtnyiVw6LtjDZ+SzXDFh+juhIwNO8h95CgUhZYIK9R6xaWVA7LFVLxVj0Oe+rpt1Q73HoYVZaA0aoFFqhr9NYScNfCUsJalsphubyGy+WwlEap0QJfYGvZfdjiYzRfAkZNFlggrtFbSwCR1QBrcZUW1u7COlj5/WG/W8vkyCLnfkaar2Vr2TP8KoEjR46gXbt2WL16tWPd3r17MXToULRt2xY9e/bEe++9589TYAxQAkZNFlggrtFbSwB5mUBhTpUW1rqv/quItUzem3LuZ6T5WjVby4ZSfBaLBRMmTEBeXp5jXUZGBkaMGIF69erh008/xaOPPoq5c+eK/xn9468SMGqywAJxjb5aAlVBeVqVKJ8jQhaiXKcMM0UliP2UwN3RAjUMe6rVWjac4lu4cCGio6Od1n300UcICQnBjBkzkJKSgrvuugvDhw/H4sWL/XUajAFKwKjJAgvENfpqCVQFJSdXwlqmIThywnBFWNfBig3VqXm+VgvWsprxSwvatm0bPvzwQ8yePdtp/fbt29G5c2eYzVemFlNTU3H06FGkp6f741QYg6dqCoQFFsh0VOWcMHK9fyiTHUMFh6kih1LzleR5GN77sXKWH1l6tN5Xz0RPnFTUOl+rBWvZcM4t2dnZmDhxIp555hnUqlXLadvZs2fRpEkTp3VJSSU31ZkzZ1C9enW5T4cxUAkYNSUEVvIaXTlhtIu9gOE+3OVUcJjKUCk5X0nKjZww5M7c4qmTihrna6uylmkuVw3WsuEU33PPPSccWvr161duW0FBAUJDnYswhoWVNJrCQt96TWaz9z9ocHCQ05JRRj4tUxKhBNdek4yg4CCsWLdfDE1JJMSGYUifpujULMlv8lHqGrftK3HCKMvv2fHIiItEteA8VKpyw6NhCg5xjv2KTkBk1yE4ubYAsLgonxMbhhYNXScv9679BCGk3jXwt3wkJ5XHB7Yu1w7oushKL91mvLl+pe4vc+POCA56HHk/k/fuReff8rohCE3pBC0S7Ifnj6yK7/PPPxfDmWvWrKlwe3h4OIqKipzWSQovMtK50rcnUKOjXHe+Ehtb+VwGo2359OnSEDdd2wB7/r6Ai9kFSIgNR4urExEsowUWKPlYyQnjuwMVbiNrjay2kdEbUZnmq3n7w4hs0gkFJ/bCmpOB4Oh4hNdtDlNQMMaEncYL726r9LvHDGiNxETnuXwtyae0kwq1j7LtYcydrWW7fkXk07EH7O27V/hbap1YGduPyW63y+aSdN9992Hnzp1OVh15ddL7a6+9FiaTCdWqVcOcOXMc2zdt2iQ8PWmZmOhd79hqtSE7u3LPs6qgngQJlY5Bx1IkkPgMDeNkwhRZDeZa6k7Aq7R8tEag5bP36EW8sHyny31ahxzD8Bq7EFyQ6bElQNaSL9ayFuRDTB7aXiSMlvv61S4ftT/T3JUP7eOuVSirxUehCTScWZo+ffpg7NixuOOOO/DFF19g1apVsFqtCA4u6YFs2bIFDRs29FrpSciR1ZyE6u/s6FpOKaSEfLRMoORzIdv5nquI3Zb62NfhZnSMzyo3b1bVObdrVB1trk6scL7Sk+tVs3yk/So6P7muX6/3l0WhZ5qc8pFV8dWsWbPC9aTUaBuFLyxZsgRTpkzBqFGjsHv3bixbtgzTp0+HEUqnSIHE5Y5zOaUQZPBaY4yH204Y0REw167t1XfQQ75Zfddeg2pFDicVLV+/P7Fo9JmmaMoyUoCk+GbNmoUBAwagRo0awgOU/td7L4dTCjH+QgrZcBVzpmTQvNpg+fgHu4afaX5XfPv3O6fIad26tYjxM1ovx5OUQubazWU/Z0a/BCpkQyuwfPyDVcPPNHWpYR31csrWwOKUQow/CWTQvBZg+ciPXcPPNK7OoFAvh1MKMf4mEEHzWsJf8vF0rl8vmNx9VkXElJTBUpF8WPEp1MuRUgq5UpqcUojxFXbCUFY+WvbS9hV3nmkIi0bhj0tUJx/9d0tkxlvLTW0JeBmG8Q2jF341ufFMo7JXapQPP2UVTAbr7wS8DMOoe65fb4RU8kxDZLyw9tQqHx7qVDgZrL8S8DIMoxxa9miUm4qeaXabHQVfv6ha+bDi8wJhmfV+rIKx/QSh9Kqy3EjJ6eFmMOqkPsNo2aPRH5R9plkObVG1fFjxeYnRLTcjT+ozDHtpa1s+xnhK+7mXE9IoVSyNpPSMPKnPMFz4VdvyMcaTmpENntRnGPbS1rp8jPmrMIpM6jOMnmEvbe3Kh+f4GI/gSX2GuYLR5/q1Kh9WfIyuJq0ZRmn04qVtJPlwt4TR1aQ1wzBMVbDiY3Q1ac0wWoKcwCyn9iLnr/+JJTuFKQMPdTKKB/AzDOMcC5tzeR3HwioDKz5GN5PWesoko6drYeQpZs3IBys+RheT1nrKJKOna2G8j4WljiV3dvwDS5XRPHrKJKOna2EqhmNhAw8rvgBgs9mx71gGtuw5K5b0nvEOPWWS0dO1aBGSK1UKpwTLomK4n+TMsbCBh4c6FWbH/jSs3HAQGZcKHeviY8IwuFdjdGiaFNBz0yJ6Kg+jp2vRGkoOL3MsbOBhi09hpbfosz+dlB5B72k9bWeM23vW07VoCaWHlzkWNvCw4lMIGs4kS88VH2w4yMOeBu496+latEIghpc5FjbwsGQV4sCJzHKWXlkuXioU+zHuQ71iS2gc7JX0F2i9JawkHEDtsCVgHEcTNSdwNgI8x6cQmbmFsu7HlGCHCavzOuGe4A1CyZlMpbZdVoarczthJEwotUmVSJZARfFdEmwJ6Gd4WYqFxfmDiDTlI88eAdRozL+vArCEFaJaVJis+zElkIW8Kbs2lubcgExbpNM2ek/rabtWLGm2BIw1vExKLuSq5oi+prtYqlnp2XTkjc4Wn0I0qVtNeG+6Gu5MiAkT+zHuI1nIuy318UdWXaSY0xAblI9sWwQOFyfBfrlvpyVLWo1ZcfSKNLzsariTh5ehO290vpMUIijIJBqJKwb1aiz2C3SckZYobSGTkjtUnIydRQ3FUlJ6ZffTUlackEapYslKzz/I4WiiJ0vIKN7obPEpCPWMHh3QslzPiSy9QVX0nDiNVcWwJc0EMum63iwhb73R2zWu4bLTrjZY8SkM3QzUSGjOiYbfyBKhh7KrRuPvhLbUuD05HzVa0tTz9NaSZhhvhpclS6gskiVEndxAKD857+cDHnijN6vv2iNZTbDiCwDUCN1tJP5OaKuHHqsvljTDeJN0Xa2WkNz3c6ZOvdFlV3yZmZmYP38+fvzxR+Tk5KBp06YYP348OnYssUg2b96MOXPm4PDhw6hVqxYef/xx3H777dAbcpWV8WcaK7X2WJWypBnGW9RoCfnjfq6mU2902RXfuHHjcP78eaH8EhMT8f777+OBBx7AZ599BrvdjjFjxmDEiBFC+ZFynDhxIhISEtClSxfoBTnn4/wVZ+RJj1WPljTD+ILaLCF/WaBNdDqHLqviO3bsGH755ResXLkSHTp0EOumTp2K//3vf1izZg0uXLggLMAnnnhCbEtJScGePXuwZMkS3Sg+uefj/BVn5EmPtWVKokfHZhi1YaMRGGuxbMeLjwpG9VizW/tZLEVVnJsJBQXBKCoqhNXqnUfo36ezEGyyVnFOVhw8kY6ra3v2rLiv99UulergXlfDarXAaoVfsNmCUFwcJgwnVSq++Ph4LF68GK1atXKsM5lM4pWdnY3t27ejV69eTp9JTU3FrFmzxEXRflrGH/Nx/oozUluPlWH8AT1XsrMvIj8/R9bjxoYCw3slw+biYRxkMiE2NA8XLuRVebz09CChnL0l3GTFsJtqurHfJbfOpzTJscCj/eogN7/Y6Xrp+qIizAgLKcKFC2fgT0g+gAnR0dUQERHls66QVfHFxsbihhtucFq3bt06YQk+/fTTYrgzOTnZaXtSUhLy8/ORkZEhhjy9xWz2Ps4pODjIaektllPuzcdRiiLzVe7OxwUhsttQ5K5bWOkekd2GICTUs58yMTbc7f3kko9eYfmoVz4ZGenIz89FdHQ8QkPDZO1cR8VYcDHbxRBgbBgiwkKqPA6dEg0/0nClt0ZNoaUY9syCKvdLrBaOsBDvH/v0PTarHUHBJp+O4xkkFDvy8nKQnX0BVmsR4uOr+3REv575zp07MXnyZPTp0wc9evRAQUEBQkNDnfaR3hcVuR4OcAU1mvj4KJ/PNzY2wqfP55zOhzv9SsrLF+3J+XbsgdzocKSvXwrrpQuO1cGxiajeeySimqV6fK7XxkUicc0eXMiq/GapXi0C17apg+DLcwK+ykfvsHzUJR+r1YozZ3IRFxePmBj5U45FRIQjNDQc5zPzYbVesdbMwUHi3omOrFrpyUV4OJCRQ8O5lVuNdF5xMdFO+Ww9JSKATTwiIhKXLmUiJycbsaJDHqw+xbdhwwZMmDAB7du3x9y5c8W6sLCwcgpOeh/hg0Spp5Sd7Zn5XhrqidJNmZ3t3IA9xUJJZt2AktFaMnI9O3jNVogZMg/FZ8hTNBOmyGow12qKoqAgFHl6rMsM7t0ECz/ZXel2CgXIzsqTTT56heWjTvnQs4W+Lzg4FMXF/vne8NBg1E2KRkFRsZifCw42Ifzy6Iu730mKiGRE5+rLNFZibBjSMvJdWqBabJ+mUvIJDqZrsCI9PbucEUVtzN1RBb8ovuXLl4t5u1tuuQX/+c9/HCdI4Qtpac7pbeh9ZGQkYmJifPpOORo2Cdan41BmdTfm42g/b7/HVLOpo8qAaMNuzgtUFF7RrlF1l/FvtL30efosH53D8lGXfKSHvBK+A5Ky8wZJ2fnquxEZHoIa8RDDr6UVHCkDUnq0XYvYS8lH+i19bUuyKz7y6Jw5cybuu+8+TJkyxanRUSzf1q1bnfbfsmWLsAqDdJCLUK1lZVyFV3Ro2pHj3xhGJ0SFhyAyzIyCIiusNruYpiCrVOuOg3Ijq+I7cuQInn/+efTu3VvE66Wnpzu2hYeHC2U4YMAAMfRJy40bN+Lbb78V4Qx6wZe8f4EMr+D4N++H2fcevQjLkQyEmOxIqR3HnQYmoJCSiwgze+0FW2AApSmr4iMPTovFgu+++068SkOKbvbs2XjttddE8Pq7776LOnXqiP/1EsOntrIy/k53ZnT0kO6N0QYDB/bD2bNnnJVbRCSaNGmKUaMeQtu27X3+jtwCS6XDpGRJ+gsK43jyyX+hRYtr8MADY6A5xffQQw+Jlyuuv/568dI7nuT98xf+THem9VRwvqKndG+MNhK633vvUAwaNNQx35WdnYk331yE8eMfx4oVn5YLFfNU6Z2vwDGGlKBYH18yjOoPB6Q5c57Hr79uEopPKThJtY7xV7qzQKGW0kxqTVDM6NvCJ8/3xMQr8WvVq1fHk08+jf79b8VPP/2Ae+4Z5PXw5kUX8YgEbae5QzmHPf/4YxdefHEWCgsLER3tm3Ojp7Di0zH+SncWCPxdmskTK/NQUVJAExRruYyUVlGrhS/FsoWGllhjNNX01luvY/36b5Cbm4OGDVPEUGjnziWxvl9/vQbvvvs2unTphm++WYP27Tti2nP/wZeffYDv13+JixfSER+fiOt73or+dw11KLrtWzdh+hcrcOzo38ILv1evmzF69CMICytJhNGtW0c89dRUfPfdOqHQYmKi0b//QIwY8WCl57558y9ITb0OI0aMwrBh90JJWPHpGH+lO1OaQM5VVmRlJoXGoXVIW+y21Fc83VugrQ4jolYL//z5NLzyynxhCaamdhPrZs16DseOHcG0aTNRo0YSfvnlJ0yc+C88//xcdO1ass+pUyeRnn4eS5euENYW7fPl6pV47ImpqFW7Lg4d2IM3Xp2NGknJ6HZ9b2z79X94Zd503Hf/KEybOgPHjx/F3Lmzcfr0KbzwwjzH+bz66gI88cSTmDRpCjZsWIfFi19Du3YdKp1/JMUZKFjx6YiK5r/UGF6hlbnKyqxMc1EWRkZvxNKcG1wqP7lLtajV6tA7ailB9P7772DVquXifwripvmxBg0aYsaM2WJ+7+TJE0LhvPPOCjRu3NQxL3jo0EGsXPmeQ/ERw4ePwlVX1RH/b96yGeaQEKHoqteoKV7xCdWRWL2kLX31+Qfo2Lkb7rtvpPAWrVevvhgenTx5Ao4c+RsNG14t9rv11r64+ebbxP/Dho3EypXvC+tPDscbuWHFpxNczX+Fqyi8Qitzla6sTOrTU0ztnZHb8EdWXdgR5PdSLWq1OoyAWhK69+9/FwYOLBkSpLjn2Ng4REdHO7YfOLBfLB95ZJTT54qLi8vNodWtW9fx/2233o6v1n6JCWOH4ao69dGydQd0Tr1BKEDixPEj6Nr9JhHaING2bUn1nb//PuRQfPXrN3D6Djo3GnpVI6z4dEBV81+k+KIGzVOFN6RW5iqrsjJp6iM+OA8p5jQcKi7vTUeZb+RUQGqxOoyIWoqxxsTEok6dKwqrLHZ7SRjCokVvITLSORdw2QQhYZfn5hxVdd56H5t/3YE/dm3H7l3bsO7r1bjrnuEYcPcwYd1Fhjs7tkjfZTZfUSFlU4iV7CdfKSE50caTj/F5/ougYcCQRqliqRWlV3qu0hVyz1W6az3WirSUs/T8MeSoFqtD69CD2F6UD1tBjli682CWirG6Qg3FWMmRhbhwIV0oSOm1du2XwqmlMtav/wbrv/kC13XphHsGj8T05xehx023YfMvP4g4vqtTGmH/3j+cPrNr129iWb9+Q2gRtvg0jh5j9dSQCs5d63HoHZ3RDbVgsZv8mrlFLVaHlrEV5sKecxGwlRSkFSovyAxTdAKCwiqvlkK/JzkPVTS/6i8L3xuuvjoFXbt2x5w5L2DcuEliCPLHH7/H8uXL8PTTz1b6uaKiQixa9DKioqLQunVbnD19Bgf3/SH+r1MjCvcNvR9Tpz6FZcuWoGfP3jhx4jheemmO+C6aY9QirPj8hFIu53qL1VNLKjiyHi2hcTAXZlVYxoUMheLwOETXbormoWZRFisjI9dvSZglq8PVcKcarA5VK73stAo2FIv1ttgkl8qPLHhXCd3V4lQ0Y8YLWLx4kQgKv3QpG7Vr1xFhBuR4Uhl9+/ZHVlaWUGxpaedEwYAePW7Cww+PFcOb9P9zz83Ce+8tFaEQ1arFo3fvmxXLsuIPTHa1DsJ6AGUXuHjRu9I8UhFbOR9cSrqcF5/ei/yv/lPlfhF9J3lt8cktHy1kbqGOy9I3VuCe4A3ifWnlJ90xH1l7YeRDQxAaGqyIfCrz6pRQq1dnoNqPxVJSGTwhIRnBl9Icll6FBJkRlFCnygBtf3VoSUaBvrfUjCQf6TdNTKyFkBDnOcWEhCi3yxJpZ6JHI0gPp7I9c8nlnLZrff5LDang/D1XSQ+3Tdm1RchCpi3SaRu9p/W0nfZTCsnqKDvf5K95Rd1QXOha6RG03VJ1BXNScuQ8lNoiWSwDPbzJeAcPdcpIIFzO1VoKSetITiIUp0chC+S9GRuUj2xbBA4XJzlCGJR2JiHlxmWkPMNus7q9H0vRGLDik5FAuZyrrRSSHijtJEJKrqKQhbL7KYVkdTDuYQoKlnU/Rvuw4tOJy7laSiHpBXYm0RHmMDGHV9UcH0KuxLYx+oafijpyOVdq/ssISC7srlCDCztTNeSwQiELLveJTtBlwVWmYvjJKCNaCXRl3IOdSfQDhSqYYpNKLDunDWax3lUoA6M/eKhTRrQS6Mpo25lELcV4tQYpN3topPDeFI4sNKcXEs6WngFhxSczWgl0ZbTpTKKWYrxaRSi50Aj23jQ4rPgMYiVw8VLtE8hivEZH5PlgS1E3sOIzgJXAxUu1TyCL8Rodb3N8ysnAgf1w9uwZx3tSuhERkWjSpKmosK7Gmnel+fnnn0RKNCqSGxdXDTfe2AujRo1xqhKhJHyH6BylM8kwgU9Gzvghx2fZUAgpx2eh96kSPYWKyn7xxbfi9dln3+CNN94WiaXHj38cZ8+ehVrZtes3TJnyJK6/voeo+j5+/FP4/vv1mDev6lSL/oIVn45xN5MM7ceoG6MkI1ddCSOy9JzW2WA9fxTFJ/4QS9uldMVqzkVERCAxsbp4Va9eHVdf3QhPPvk0CgsL8dNPP0CtfPHFarRr10FUZa9btx66dLkOo0c/IsohURX5QMBDnTqGi5fqh0AU4zU8lLuzlKVXfGovLLu/hb0g27HOFB6LsC73IqRx14CcYnBwSbaZ0NAQUe38rbdeFwolNzdH1OejYdDOnVPFPlSTj6ordOnSDd98swbt23fECy/Mw8qV7+Pzzz/B+fNpqF69Bm6//Q7cf/8DjjnMTZt+FsOUR44cRmRkJHr1ulkoLmmYslu3jqICxHffrcMff+xCTEw0+vcfiBEjHhTb7713CEymoHKFcakyfF5eXoUFbP0NKz4dw8VL9RMiICUjd1kVXkfJyNWW45OUXtHWj8rvU5CNgh8WA+ZQ2R2LSjvUOEqClIIU1SuvzBeWYGpqN8ya9ZyYQ5s2bSZq1EjCL7/8hIkT/4Xnn5+Lrl27ic+cOnUS6ennxZAjWYo09/b+++9gxoznUbduA/z11278+9/Polat2rj55tuwceMPmDp1EkaOHI1nnpmO48ePYu7c2Th9+pRQmhKvvroATzzxJCZNmoING9Zh8eLXhJVHc49NmjRzOm9SeKtWrUCzZi1QrVpgYppZ8emYQGeS0QpaCBHgZOTKQ96b9svDm2TpKelYVNahBjarUFCrPlgOisWwWq1imJAKwc6YMRvFxRahcN55ZwUaN27qmBM8dOggVq58z6H4iOHDR+Gqq+qI/7dv/1VYi8nJtZGcnCxe1asnoWbNkty0VMSW5uboM0S9evWFQp48eQKOHPlbFLslqN4fKUqChjTJiiTrr6zTDSm9mTOn4ujRv7Fo0VsIFKz4dAznm9RXiAAnI1cYyt0ZZIbt3CGn4U1XjkXe1rx0p2juHTf3xl233wpTdCLM4dGIjY1DdHS02Pbf/5bUjXzkkRIFVVrRREfHOK2rW7eu4/8+fW7D2rVfYtCgO9GgwdXo1OlaUXiWFCDx99+HRNHZ0rRt28GxTVJ89es3cNqHzouGXkuTl5eLqVMn47ffdmDWrBfRvPk1CBSs+HQMZ5LRX4gAJyNXPsen/dglxRyLKnKokYiNjkadWrUuF82t7RRHSFYpQVZUZGRUufm00oSVCiGgocZ33lmJP//cjW3bfsWvv27Gxx9/IKqr0xxdRX470neZzVfUR0XzdKWdftLT0zFhwlicPXsa8+cvDHj4Bd8tOofzTeovRICTkSsHxekFJV6xkPzuWFTGocbdornkyEJcuJCOOnXqOl5kzZFTS2WsX/8NPvvsE7Ru3VYou8WLl6Ffv/4i3IBISWmE3bt/LxeeQNSv39CtS8rOzsY///kQMjMzsGjRkoArPYItPgOgxkwyaoBDBBh3MNdto5hjkbdFc6++OgVdu3bHnDkvYNy4SWII8scfvxdzdE8//WylxykqKsSiRS+LeMA2bdohLS0Nv/22E23bthPbhwwZhqlTnxJenT179saJE8fx0ktzxHfR/KI7LFw4XzjDzJu3UFiYpJwlqlWLd3imKgkrPoOgpkwyaoFDBBi1ORZJDjXu7FeWGTNewOLFizBnzvO4dCkbtWvXEWEG5HhSGX379kdWVpZQbGlp5xATEyPm+B5+eKzYTv8/99wsvPfeUhEKQYqK5vzIOnQHcsL5/vvvxHzf2LEPldv+8cdfCg9SpTHZlYq+9CNWqw0XL3qfQcFsDkJ8fBQyMnJRXFwyfs3oXz40x5f7wfgqe/JRg+a6fKjpVT5yESj5WCxFuHDhDBITayEkJNRP3r/yOBaRjEg29Di2XTxZZdHcoIQ6hsoVar4sH1e/aUJCFIKDg9Rr8dlsNrz66qv4+OOPcenSJXTq1AnTpk1z8jZS8uFnObUfOafzYbFHADUa85yJQWLjOETA/+jp/lLCscjhUFOBV6djHy6a6zMBUXyvvfYaVq5cidmzZwu32Tlz5mDUqFFYs2aNolH8pXtwOSqN39IqWoiNIzhEwH/o8f6SHIv87VBji01yjuMLQGJsPaP4UCcFXaampmLChAkYPHiww+une/fumDVrFvr2rXw8Ws6hzsrityTCVRS/pbWhKi3K1hfrlIc61dkG5B7qVGIorzRcCsl/Q52Kjzns27cPubm56NKli2NdbGwsWrRogW3btqkqfov2Y4whWw4RkA+ttgG1IYY9QyMQFB4tlkZVeroY6pTKZ9SiQMxSJCUl+VRag3oE7kJzDu7Eb+H8QZiv8u+whhaQelHu9KaMKFtP5GME1NIGbDZtKApJn9FS+66G/pWPRHCwyaNnfsAVX35+vliWncsLCwsTbrXeuurTUJO70ES7NOfgikhTPqI9OK7eiY2NqHIfI8vWHfkYAbW0gYKCYKSnB4HCxHx5SCoFd5yqlg8pPMpEExcXifDwcO0oPulkaa6v9IlTpnDKMu4NVE8uOzvP7f2Fd5kb5NkjYMlQrtCkmhscPdSzs/PFfKorjChbT+RjBNTSBmw2q/Agz8srQFCQeuf4yJKhNkRthy0+1/KhMkY095mbW4T8fOdgf7oHVRvOIA1xUoaAevXqOdbT+6ZNvc984JFTAblUu5GJgfZjZ4UrUMOrUh4Glq1b8jECqmkDJkRERCMnp+Q8QkPDVDtPRpaM1cparyJI0ZlMpOxyUFCQK35TGsamTo23KK74mjVrJjJ3//rrrw7FR16de/bswdChQxU5B47f8h8sW0ZNbSA2NkEsJeWnVmj4zpcHud4JEm3FhNjYRERE+D48rrjio7k9UnBz585FQkICrrrqKhHHR/F8ffr0Uew8OH7Lf7BsGbW0AbLw4uISERMTD6u1iuTPAbT2aM4qKyuPrb4KoOHLxMQYZGcXyCafgKQso/xt8+fPx+rVq1FQUODI3FKnTh3FU5YJl+rzB8VEe57GM0v4C2/j1NSeuUUuOI6vcvj+qhpuP/LIx5M4Ps7VyQ2vSlg+rmH5uIbl4xqWj/KKj7teDMMwjKFgxccwDMMYClZ8DMMwjKHQxRyfqGFl8+0ypABJpmJYPq5h+biG5eMalo/v8qEMXu7GaepC8TEMwzCMu/BQJ8MwDGMoWPExDMMwhoIVH8MwDGMoWPExDMMwhoIVH8MwDGMoWPExDMMwhoIVH8MwDGMoWPExDMMwhoIVH8MwDGMoWPExDMMwhoIVH8MwDGMoWPExDMMwhsLwis9ms+GVV15B9+7d0bZtWzz44IM4ceIEjM6bb76J++67z2nd3r17MXToUCGnnj174r333oORyMzMxLRp03D99dejffv2GDRoELZv3+7YvnnzZtx5551o06YNbrnlFqxduxZG4sKFC3jyySeRmpqKdu3aYfTo0Th8+LBju9HbT2mOHDkiZLR69WrHOqPL59y5c2jatGm5lyQjWeVjNzgLFy60X3vttfYffvjBvnfvXvvIkSPtffr0sRcWFtqNyvLly+3NmjWzDx061LHu4sWLQk6TJ0+2Hzp0yP7JJ5/YW7VqJZZGYcSIEfa+ffvat23bZv/777/t06dPt7du3dp++PBhIROSx/z588X/S5Yssbdo0cK+adMmu1H4xz/+Yb/77rvtu3btEjJ4/PHH7d26dbPn5eVx+ylFUVGR/c4777Q3adLE/umnn4p1LB+7/ccffxTXfO7cOXtaWprjlZ+fL7t8DK34SLm1a9fOvmLFCse6rKws8TBbs2aN3WicPXvWPmbMGHvbtm3tt9xyi5Pie+ONN8RDzGKxONbNmzdPdBKMwNGjR8WDavv27Y51NpvN3qtXL/uCBQvsU6dOtQ8cONDpM+PGjRMdKSOQmZkprnf//v2OddSRJJmRIjR6+ykNXfewYcOcFB/Lx25fvHixvV+/fhVuk1s+hh7q3LdvH3Jzc9GlSxfHutjYWLRo0QLbtm2D0fjrr78QEhKCL7/8UgzXlYaG9Dp37gyz2exYR0NaR48eRXp6OvROfHw8Fi9ejFatWjnWUdFLemVnZwv5lG5Hknx27NghCiXrnbi4OMybNw9NmjQR7y9evIhly5YhOTkZjRo1Mnz7kaDnyocffojZs2c7rWf5APv370dKSkqF2+SWj6EV39mzZ8WyVq1aTuuTkpIc24wEjZsvXLgQdevWLbeN5EEPsbJyIs6cOQO9Qx2iG264AaGhoY5169atw7Fjx8T8cGXyyc/PR0ZGBozE1KlTRSeA5jhnzZqFyMhIw7cfgjpIEydOxDPPPFPumcPyAQ4cOCA6TEOGDEHXrl3FHPpPP/3kF/kYWvHRQ4ko/TAjwsLCUFhYGKCzUicFBQUVyokwoqx27tyJyZMno0+fPujRo0eF8pHeFxUVwUjcf//9+PTTT9G3b188+uijYiSB2w/w3HPPCYeWfv36ldtmdPkUFxfj77//RlZWFh5//HExukJOLOQgRU5jcsvnit1oQMLDwx0PJul/SZAREREBPDP1QfIp+wCXGhz16I3Ehg0bMGHCBOHZOXfuXMdNWFY+0nujtSUa2iTI2tu1axeWL19u+Pbz+eefi+G6NWvWVLjd6PIxm8349ddfERwc7HgWt2zZEgcPHsTbb78tu3wMbfFJww1paWlO6+l9zZo1A3RW6oSGGSqSE2EkWdFDnHqkN954I9544w1Hr5PaUkXyoZsyJiYGeoeGqGhok3ruEkFBQUIJkhyM3n7IAqZwDxodIKuPXsSzzz6LUaNGGV4+RFRUlJMBQjRu3FiEOcgtH0MrvmbNmiE6Olr0NEqPw+/ZswedOnUK6LmpDZIHOWpYrVbHui1btqBhw4ZITEyEEVi5ciVmzpwp5iDmz5/vNPTSsWNHbN261Wl/kg9ZhaQA9A45GIwbN04MS0lYLBZxL5HDgtHbD40MfP3118Lyk17E2LFjhWVsdPkcPHhQ3Culn8XEn3/+KTpPssvHbnAo7qpz5872DRs2OMXxUayNkZk0aZJTOEN6erq9U6dOYv3BgweFGzbF0axevdpuBChu75prrrE/+uijTjFG9MrOzrYfOHBAbJ8zZ46IM3r77bcNF8c3atQoce9s3bpVhDVQeAO1mVOnThm+/VRE6XAGo8vHarXa77rrLvttt90m4mTpHnr++eftLVu2FG1JbvkYXvEVFxfbX3zxRXtqaqqIX3vwwQftJ06csBudsoqPoHise+65RzTGG2+80f7+++/bjcLrr78uHlQVvUhWxMaNG0WAO8mH4iDXrl1rNxLUAXj22Wft1113nYiFpU4kdQgkjNx+qlJ8hNHlc/78eftTTz0l2g8pNUqIQErQH/Ix0R85TFWGYRiG0QL6n3xgGIZhmFKw4mMYhmEMBSs+hmEYxlCw4mMYhmEMBSs+hmEYxlCw4mMYhmEMBSs+hmEYxlCw4mMYhmEMBSs+hmEYxlCw4mMYhmEMBSs+hmEYxlCw4mMYhmFgJP4fXkP9PVZnIvcAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#lets try some cool arrows \n", + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1,label=\"Person 1\")\n", + "ax.scatter(x,y2,label=\"Person2\")\n", + "ax.legend(loc='lower right') \n", + "ax.annotate('This is important',xy=(10,95),xytext=(20,94),arrowprops=dict(arrowstyle = \"wedge\",color=\"hotpink\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "e361415d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#removing ticks and labels\n", + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1,label=\"Person 1\")\n", + "ax.scatter(x,y2,label=\"Person2\")\n", + "ax.legend(loc='lower right') \n", + "\n", + "ax.yaxis.set_major_locator(plt.NullLocator()) #removes major ticks\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter()) #removes major tick labels" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "f0ad6ba4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#limit tick marks :)\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1,label=\"Person 1\")\n", + "ax.scatter(x,y2,label=\"Person2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(3)) #limits number of x-axis ticks to 3" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "589ff911", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#tick mark intervals\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1,label=\"Person 1\")\n", + "ax.scatter(x,y2,label=\"Person2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(10)) #sets x-axis ticks at intervals of 10" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "9a9f98dd", + "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": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#rotate axis labels! \n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1,label=\"Person 1\")\n", + "ax.scatter(x,y2,label=\"Person2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "plt.xticks(rotation=45, ha='right') #modifying x-axis tick labels to be rotated 45 degrees, and right aligned" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "414d9cdf", + "metadata": {}, + "outputs": [], + "source": [ + "#2026-01-27 In Class Follow Along " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "006248e9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Time (years)')" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#modify axis label fonts \n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1,label=\"Person 1\")\n", + "ax.scatter(x,y2,label=\"Person2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xticks(rotation=45, ha='right')\n", + "ax.set_xlabel('Time (years)', fontdict={'family':'serif','color':'purple','size':14}) # could have also used a predefined dictionary \n", + "#could have also used .plt, but using ax is better practice in case of multiple subplots\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "e298c0cf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Solarize_Light2', '_classic_test_patch', '_mpl-gallery', '_mpl-gallery-nogrid', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'petroff10', 'seaborn-v0_8', 'seaborn-v0_8-bright', 'seaborn-v0_8-colorblind', 'seaborn-v0_8-dark', 'seaborn-v0_8-dark-palette', 'seaborn-v0_8-darkgrid', 'seaborn-v0_8-deep', 'seaborn-v0_8-muted', 'seaborn-v0_8-notebook', 'seaborn-v0_8-paper', 'seaborn-v0_8-pastel', 'seaborn-v0_8-poster', 'seaborn-v0_8-talk', 'seaborn-v0_8-ticks', 'seaborn-v0_8-white', 'seaborn-v0_8-whitegrid', 'tableau-colorblind10']\n" + ] + } + ], + "source": [ + "#styles = change many aesthetic aspects at once! \n", + "#use plt.style.use\n", + "styles = plt.style.available\n", + "print(styles) #prints all available styles" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "7f5e51c1", + "metadata": {}, + "outputs": [], + "source": [ + "#subplots, first import\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": 41, + "id": "ba9082ea", + "metadata": {}, + "outputs": [], + "source": [ + "#generate some random data (new data)\n", + "np.random.seed(613)\n", + "x1=np.arange(50)\n", + "y1=np.random.randint(0,75,50) \n", + "x2=np.array([\"Luffy\",\"Zoro\",\"Nami\",\"Usopp\",\"Sanji\"])\n", + "y2=np.array([110,180,240,99,220])" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "9ffe2b79", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\chane\\AppData\\Local\\Temp\\ipykernel_31340\\2107158429.py:6: UserWarning:\n", + "\n", + "FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#creating subplot\n", + "fig, (ax1,ax2) = plt.subplots(ncols=2,nrows=1, figsize=(7,3)) #you essentially have 2 axes now, tuples\n", + "#now specify what goes in each subplot\n", + "ax1.scatter(x1,y1)\n", + "ax2.bar(x2,y2)\n", + "fig.show()\n", + "\n", + "#alternative option, storing axes\n", + "#fig,ax = plt.subplots(ncols=2,nrows=1, figsize=(7,3))\n", + "#ax[0].scatter(x1,y1)\n", + "#ax[1].bar(x2,y2)\n", + "#fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "1c02a156", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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rfm/d1UdhRAZQTVqazczCQSpZNdUV4veYhurQ1WXJwvdGThdGDg6yAuyS4kWu8F1qbkf4FJu6yN19TJD0DQzpxeNhRCpXUp1CFyFSnGa3qalKBlnNjVqQFSLXd7XwHXC6MDpwd2HAXVJRNwgNE1671NT77eoZoHufeFN0FZaKusjdfUzQJplhDbKkciUVoFFNBarSAipxGy3IqtYukydYYVay2MIhOnCQlQfnbl7kCu+crt6vprKi5AwyC+k4HzYeeOABWr58Ob333ns0bdo0+vrXv07//d//La7btGkTXXvttfTCCy9QfX09feYzn6Fzzz2XKipSizKTok8GWSFd9BOyJksLTqS7e11tptu7VLJapJIVoiCrfzC9toyVrOjAQVaIFrlCztcLw/PnC1YXS5cHH3yQLr30UrrkkkvoiCOOoIcffpguuOACmjRpEu2777505pln0vTp0+mee+6hd999V9y2vLyczjvvvEJveqiDrKGQKlmyJqu2poIqK8pEcJLhnRU3pAsbwpguHEorfB/iwvfIwEFWSCj0fL1CP3++YXWx9EAtzk9+8hM67bTT6OSTTxaXffWrX6XVq1fT888/T++//z5t3ryZ7rvvPmppaaF99tmH2tvb6Yc//CGdffbZVF2dXHyZFP0RqcmCel1dWUFDw0MZNg6yA7GmKlmiPKYxjOnCdEWOB0RHBy58DwG5jt6BAoWxMKvWehsPU4jRP2GADTJLiw0bNohA6vjjj0+7/LbbbqOzzjpLBFsf+MAHRIAlWbBgAfX09NC6desoDMR648LxO3TpwpAGWTIVWFVVrncPGg1JjTVZ8MoCYRkSDQ8yPcjS0oXDI6Oh9SZj0mElq8DkOnonVwWKR/8wpRRkgb6+PpEWXLt2LU2dOlWoWUcffTRt3bpVpA1VJkxIfoa2bNlC8+fP9/zclZXZz2crKsrTfhtBIHPpiueotqqCfvT1D4Xi86gXvg+POHqN+Uam1epqKvUgCpep+1oGiLU1leI1tLXU6kpWGF6T3MeqygbKyspCsX1OqMhybBczHGRFeL6cVKCMSAXKSYt+EPPtELit27iLEhs6qKpslGbu1hLoglAqtWRMbkCRAt/+9rdFsfvSpUvp0Ucfpa997Wv061//mgYGBqi5uTntPjU1yUVtcNB7fQ6OxdbWBse3b25Ozs8z0t7VT739CfHTNTBMe05JKW6FAGqKVFiQvXLzGvPFqDZSubWljhq0eqbqmmp9H+N3mdbU0NJUK15Dbb32nieGxd8I0ArJSFe/+I2vtMmTUsdnY1Mt1WuvKSo0WxzbxUxl0GeOJ5xwAl1++eXiN4Dsft1119Grr75KY8eOpdNPP13USJQqXkfv+KVA+T36J9+1XaVWS8Z4p6oquSBBxVq8eLH4e86cOULRQpBVW1tL8Xh6ikgGV+g09Ao+q7FYdrNOnOVjEYrF+k1b9Hcohp8vrt1CrfWFXfwR7EkG40PU0ZE0Jg0TvdponER8iKSIsrOjV+xjua+7ugfE5aPDw/prqK2uEAHkxk0dNGms9/feD7a1a9tUU0m92raCne09uv9X2KnIcmxHDbwWp6pcYJ/SRCIhzhQhzUs6OjrojDPOENL81VdfTS+//LL43dDQQCeeeCKVIl5H7/ilQPk5+scPZc0N+X4+JtpMnDhR/EZBu8pee+1FTz75JB166KH0+uuvp123ffv2tPt6xU33HRYhs9uraaPX3+2khftPoULXh0mwvWHsMJRKG2YXYmyOuGxgSF/o8XtA26+YXShfAzoMB+L9tKtrgMY1K34PBaCnL6EHfgjY5WxFdEXWVYdvn3s5tv0E6V8cmzLtW2gCS5DefPPN1NjYmHYZunZwNnnNNdfQzJkzRWAFJQueNaWK19E7filQfo3+caqs+TV4Od/Px0QfFLXjhO6VV15JuxyBFfyyDjnkEKFqybQiWLVqlbjP7NmzqdCoxeVvbOqiQqMGfWEtfJc+WajHkjVZg9plGWN1FINSWfzeGQIbBxkE1lYnNZFKTUHh0TqZbO/spytWPk8X/uKftGl76nNcdEEWjPzuvfdeuv7669MuR/cOzhYrKyvTunc2btxIO3fupFLE6+gdvxQot89v1cnoRllzQ76fjylekA5csmQJ/fznP6c///nPwgfrF7/4BT3zzDNCYT/mmGNo/Pjx9M1vfpPWr19PTzzxBN144430pS99KRT2Daq/U3tsIOvxn6+ROjLIMo6rCQOykxAWDjKIwmgds9vA4kHSEiIbB6nGQckC8PsCbOOQztubY3Tdb1bTNi2tvq0jHPM0fU8XxmIxuuiii+iyyy6jyZMnp12H7h2jVK9274wbN45KES/mmFKBsvuidToexunz29U/OXV8djN4Od/PxxQ/KHKvq6ujm266ibZt2yYUdajuhx12mLh+xYoVooThc5/7nLBy+MIXviDuEwaMx/yb73fRIbMnhELJGtUK4WUAEBakalVdVS5+kpeZWzhIi4ew2Tj0a0akddr2VZTjdQyzkqXwr9d30K1/+g/Flfc2LK74vgdZV111FR1wwAEZXjQA3TvGM0I/unf8apEuJId9YBIdMmcivfZuB3X2xGlMYzXNmmbv3XTKR2fRzb9fY3n9yR+dRdXKF0cuz//Cevv6p8VH7unoedqaax29V/l+vqgT5mM7bEC1wo8Ze+yxB61cuZLCSMLg7/TmpmCDLKjGO7v6afyYOmEXYOWRpW/f0IieygoLUqVCvZVMF2Y4vuvpwtS24/sPdIXgJC2lZMl0YVmogohC87cXN9Hdj78uAv199xwratWQTg9LEFrp90wwpAQfeugh0+uD6t7xq0U6DHywLb2OzY5Fh8+gxoYaWv7Av6m9K9V1Mm5MHX35U/vSB+ft5svz4wwVB7Ed/3hlsyg0VLfDCLbrsPlTRRGqHfl+vjCDfbH27XbaFRugsc21NHfPNtvXE+Zjm/FbyQo2Ff7g0xvooX9upK99el862CSYMwuy6pxVMeS9JgupQpkuzHB8N6nJ0kfrhDJdqNVk8WgdemtzF92lrRVHzt+NTv3oPnSLdnKeKMYg6/777xdjKBYuXJh2+ZVXXkl/+ctfhNGf7Nbxs3vHrxbpKDJn9xb60TkfMlWg/GqphueVXTADcP0JR86gP/wjafhoBlKPsa6+0D1fWIGad9ejr4naMjWFC4XSqGCUcot0qSBVmd3GNdDmnb307rYeETCowYHfCxh4b3uPaZClpgvDWPw+PDKiqz2i8F1TtK2ULKl0gRatljUU6UJZ+K75dcnPBddkEW3Zmfx+33tqC33xuFlCcQ3b/vE1yFq2bJlICaosWrRIDFf95Cc/KYazYvDq8PCwPtUe3TszZsygtra2grdIR5m9p45JCzr97KpDka0ToBzZ1XYdsNc4R/s9389XKOxMVK3sKRBwIUVsZU9RjMc2k67KwLcJCy+O+Y1bYuKkKgh2aic6PQOJrIXvYvtCFtyr43MQYOmF78axOoYB0enpwvAWvoclHVboQBrAaFamtKu0/ROWoN/XIMtKjUIAhetg2YDCUky2R5fPmjVr6PbbbxeFpkx4cdPJCE8uGKDiLDgxWubJ8d3L80XN8d2uqB+vh0cdMUbkooGAYeaUFlq9frsofg8iyMIJgFSTpU9T1JQstQharcnKHBCt7VelJksWvnf3xsVCniw2LwwDWuG7HmRp28I1WSTKKYBaQhE2i4u8WgYj2EKQBcd3OC6jXRqdiNJ9mQknbjsZsfDPmT5W1MkhZelWWfHyfE5H/oSBbCaqn/7wdN9HHTHRRwYDCBhmjG8UQVZQflnwh5ILmNVA6rAHWQmZBqwsFypHSskaTgsm5XarShac1KXpZ3dfIm1mYL4ZGExurxzvk7JwCNf+LgTDWqBZUVHCQdZrr72W9v+8efOEhxYTHaSXlllgYOflFZXnyydOTFQfX73J0WOxPUVpkVCCrL2mJucWvvV+F42MjlK5SfefH6lCuyArs/A9XSEqNNKqQSpYuoWDki5UVS01yMJ3S3N9tUgXoi6roEGWQcmSNUdDbLRM9kpWOPYPV5YyjpBeWkZ3eChKQYyvyffz5QsnJqq9hlqXXNOqTLGlCyto9wmNImjAsbK13f/mDlg3SBwrWSFRDiRSsZLBlZmSJYOsMi14VWkJiY2DtYVDuPZ3IWuyKpR0bmVluPZPYSeMMpECgU0+65/y/Xz5wKn61FBbaRtsOTWaZYqHuKYUwfcNZ+t7Tm6m9e92irosdBz6yc5OB0rWQLjThTKYqtKc3M1qsmTRO/wEjV5gyQ7DnoJ3GFpaOIQkiAhdurA8XPuHlSzGFbL+acHcSeJ30AFPvp8vaJyqT8cevLvt9VFNlzL+FL4DFL9LU1K/UdOFeF5jsbiqZOGEIEzpGYlea1VpULKUYNBsbqFRyVr92o6CpkJ1x3dp4aB97sNiUVBIhszShdr7zUEWw5QgTgdyf+KD0wNPl1rNhWSiEWTBGwi88X5XoOlCqw5DWZMljTtDV5OVMK/JMksXqm7vkg/tO0ks3v9+u51uuOdlS0UvX4XvrGQ5SxdWafsnMRSO7zNOFzJMHnFT1B9kutTOQiKq9W6lVPgO9twtGWRhIG53X1x0xPmFqmQBBBiYsJDaFszOG9XtDra094UvXajMLQRmju/6cGgTJQvWGN/6/P508x/+LdRCDB8+/3PzaUKr9+kkbsHQbR6rY41U89SZmTJ1KAOwQsNKFsPkGTdF/UGkS6WFhLEAX1pI4HomzBYOyYCgsa5Kr8VCXZZfYHHaFRvUnwMYVZw+TV3B0dioBXehC7J0C4f0miwEJ3IBtksXAnzmLjnlQGprrqFtHf103W9f1J3w8/Weo3vUrLvQ7yAi1hvPqLOLTHdhRZmJkhWO45GVLIYpAIUq6ndiIcFGp+FEpuNU08y9prSIETtQWvCe+QECLCzsSEshiMMx2t2fXvzdp7nAY9SLTF+Gr7sw3WRUbqd6nZnbu5Ep4xvp0tMOph//7hUxyugnv1tDPzrng3qwGyRSxRLbaEgX+lmThWDz4uWrROr3+19ZQNGzcCjXL9P3T0jKH1jJYpgCUYiificWEtLolAlpurAiPcjyW8mSqUKkB5vrk0pWb3+6wtGvKVn1NZV6+jIsykFGulALhrCd8hMmFaxsSpYEPlnfOflA8RhQ9TAnNp8eWQiwpBdapfY94eeAaDjbo5EBqeco1XoNa9ua7pMVrrE6HGQxTAnh1EKCjU5DnC5UlCxZ/L5hS7dvi8rOzmTR+/iWWj1diJovlb7BhN7xFrb0jJWSBYsG3cZBU4hSw6GzL4WoiZL7o9dinmNgbu+aihWU2aaq+hhNZqOWLqwMWWMAB1kMU0K4mQvJhDTIUpSsCa111FRfJRaUd7d1+6pkjUOQlVXJqvCkZGF7jR2MwRW+pwIU2UUo96WTdKGKtKsw7o/g3d5TlT0yoPAziFDd440ms5FLF1ay4zvDMCG3kGCj0/AxZBI0QJ2RKUO/5hjK4GfcmDpqrNMGJVvUZNXXVqWCLBeL/u1/XU8X/eJZ2rAlRoErWUotllHJSrnCOwuyrBoBgqLfYEQaVE2WOgcxSsXvwzbpQlayGIYpmIWEHWx0Gv4B0SoyyMIcQ9+VrDqp3CRMlaw6j0rWO1uTqtu2Dv9HAtkrWemjdZzWZEkaavOdLkyfWxhUEDEcdSWrIrO7kIMshmEKQj7mQrLRafA+WZK9FFNS+Cr5F2SpSpbRwiG5ENfXVKUWNRdBFgYvJ+8zmmclSw6JlkGW5grvoCYLNFgEnUF3F0q3dzU15mtNlvJYkVKyRuwGRIcjyGILB4YpQdjoNNoDolWmT2oS6gZ8jnZ09udklonn6NTeNyhZkgwlS1uI62rdK1lY/GS6LciF0CwVaDQkdV2TpacL81WTZZYu9N9sU30fIqVkDY+kzSvMpTEAxyQaOKVa6Rclq2TxmTZT6rDRaXTAgirP2o1KFvya9pjU5IuVw67YAI1qig8K6mXhu5WSBYWl0mVNFoJBSZDeWjK9alqTZUgXYkC0ExrznS40KXwPurswSkHWkNmAaA8WDggyL1vxHF258nnd/NUvSlLJemH9drrz0df4TJthfISNToNDXTCMQRbYe8oYeuv9mDAl/eC+k31JFaKoXgYVSL1BGZJBilyIvfhkqR5TgSpZJjVZMuDSzUjd1mRJC4d8Fb7LuYU1FYF2F6qqWCQtHMozB0S7Ufp6B4bSgn8/KTkl659rNtPNv18T2TNtVuCYsMJGpxS4KmMVZM30yZR0h+ws1FKFKGyXC5jaUacqWVUVFa5UqS7Fg81NHVeuPllmhe/G0TvZkKmknhAoWWpHYK6oqli0gqyRTAuHcvcDotVgW5q++kVJKVkISJY/8O/InmlzrQsTZtjoNDhkMIJUiNkiIIvf39/RK+wVYK3ghZ2dqc5CADUL6g3O8hFkjW2uTSuOrq+tJCkYOFWyuhQlKxGgl5FZAGWVLqypdqY3pLotC1mTFXC6MEqF78Mm6ULdJ2tENILgGM5GqjbPf92ppJSs197toHbDdPmonGlzrQsTdtjoNH/DoY20NFTThDF1op7qrc2x3D2yWur0y5pMvKH6VSVLLmpOg6zefKULrZUs2VXo3ow0vzVZ/ZqSVacqWQGM1UnzyRqMendhWcb12Ug5//s/j7Kkgiyn86bCdqbttNaFU4dMIWGjU8qDKmP9lS3VLNRl+eGRldlRlxlk1XsYq5MWZAWaLjRTsowWDl5rsoZ8scvwomSlarL8e371sSJV+D5ibeHgJoiXx4G6n/2ipIKsMY3VkTzT5lqXcMN1cknY6DQ4ZL2TWT2Wn8OiZZA1foy1koXuK9PCd6c1WT2DBVeyvJuRVir7IHnffMwuTC98978mK7KF78NaTZYSWKljp5wGonGXiqYbSqoma9a0VjFZ3i5lGMYzba51cQeCnCD8n8JQJ5fP15aL0alxn+BzhQCLawe9kUg4CLI0JevtzTGxaKrFwE5AwCE7rMaNsVaykGKTSxfShT1aDY8XJSsoCwcEQbqvWJV5TRaUqMF45m3swO2gJiKAQ8oQNWl5L3yX6UK2cCCzdCG+D1GGBaHRaRA/EGC6sKSCLOz8r3x6P/r+HS9E6kyba13CGfTIOjkjsk7OL/d0J6/tsA9MolIwOs2Vbdu20ZFHHplx+fe//3064YQTaN26dXTdddfRq6++SmPHjqXTTz+dTjvtNIqCkrXbuAYR9GCR3LS9V/fOcoo8+URHIRQqCfyyQE9fIq3oHbUv2B63Fg7pStZooEGpleM7lCwswNITyY2CgaAz3j0ogqzxlFL8AnV8Ny18D6i7cCDaQZZUsxAIO01Hu1U03VBSQRb44Lzd6NzPzMvwyfLzTNtvtUHWutilDMOowOWbIIIeq/cy355Q2V5beUU5LTp8BoXN6DRsrF+/nmpqauiJJ55I6zpqamqijo4OOuOMM+joo4+mq6++ml5++WXxu6GhgU488cSCbndqRIz1IoCuw5lTmunVt3fRG5s6XQdZatG7um+MtgVq0Ttu56YmC+pRPmqypEeWcZ/phe/xYb3oXdzGRVcZ9gc+d/kYEm1r4eBjWYKaLkQa1GlXXhjThXIfIchyqpTKdGEQNVklF2SBQ2ZPoPl7tkVmpIisdTFbZMOswOWTIIIeu/dSftE6qZPLNdhw8trueuw1+shh03N6nlLg9ddfp+nTp9OECZmfxTvuuIOqqqrommuuocrKSpo5cya98847tHz58oIHWQktaLBTssDeU1pEkIW6rGMO3j3nondTJUsJstRtgiqULU2J+6qqSVDpQhmUYrFVP+8yHYQFWKpEUEHUYumw2DggaJX7KnAzUuU9wfuI/VcTQMDhNzLQVDsK1f/V11WodKHvhe+dnZ10xRVXCEn+wAMPpJNOOolWr16tX//ss88KWX7+/Pl03HHH0cMPP0yFIGojRfIx1DfK+N0ckO29/NcbO3yvk7MqoHf02mKDtPbtdsfPVaq89tprIngyA99Thx56qAiwJAsWLKCNGzfSzp07KYzDof0sfk95ZKWnwIw1Wanh0OlBlrqdTju8gyp8l0qW0feoRttWqFhSJXKbIspm44DUE8YTuaW7L56WqpPbl2+frEIVv8fE60/4ki50O+opUunCCy64gHbs2EE33ngjtbW10W9/+1s688wz6Y9//KOQIM866ywhyd9www305JNP0kUXXSRqHw4//HCKMvlIH4W51qWYmgOcvJer/rPN1zo5O9XM6RcFvtintgVbI1IMSlZrayudfPLJtGHDBtpjjz3oq1/9qjgp3Lp1K+2zzz5pt5eK15YtW2jcuHGen1d+6dshUx7G1AcYlrVD1RW2j7X3tDEibYigG/MGs1lqqLR3JwODCWPr0p5jTGONHmThctmZB8NT/K9+/2Ar7bbPOI4GSoOTfeMWufhCmVAfv06OCRpCkDXsaJ8aaWqo1gMRs/v96N6Xad3GDrrhnA+mdWnagRTsxbeuErMiv/vlw0R6UAZRqCmrUdKFUmFCqsyvfWec14f94+f7UmFzbMvg/LJfPSeCyR99/UOOU5VSqcL+UbdXprCzHY/q88t6RL+PR1+DLEjrzzzzDN1999100EEHicsuv/xyeuqpp+ihhx6i9vZ2mjVrFp1//vniOpxRrl27llasWBH5IMuNkpJL+iistS7F1Bzg5L3EAobWduPgXC91ctnqrT79YWdpQOnGzZgzNDREb7/9Nu211170ne98hxobG4WS/pWvfIV+/etf08DAAFVXp9u8oH4LDA4O5vSZbW1tcHz75ubMhblCU9ca66uzPlZTQ5VwVa+oqnT1vPKYnzFlTNr9pmgLGea7icu1dOCY5hr9dkjPIChoaKylVoMSppJ4e1fa/6Nl5GobnbJFU+Vqa9L3wfgBbZzO0Ihek4UOQTfb0KYFTpjaYna/jVu7RdCyoztO+8xwFpj3bOsWQRt+/vavzXTKcXOoU0tHIphVn2dE2//wiPJr31VVpYcCFVXpz+kXzSbHNmjv6hdBPH7qGmr1VLQdEG1kcNg2toFatJMBUK0FpXUOPi+CMu2Ybqnz/XX7GmThDBH1C/vtt59+GSJS/MRiMSHHH3PMMWn3gRyPbp6oFNpZwTYLhcXP5gCn79GCD0ykx1dvyqlOzolq9veXN2d/bc01NHfPNop19TnY8tIEacDnnnuOKioqqLY2GZDuu+++9MYbb9Btt90mLovH09NZMriqr6/3/Lx4j2Ox7O8LzvKxCMVi/RkeSLHuZFH66MgodXT02j+O9j26q6OXmmudpz+2tCe3sbayLO05RrS0FdSW7Tu6aWdH8naVZanbIYU1NDxMO3b2ULmNE/nm7d16nVd3X4IGBoeyvh4vtO/Stqs8/bUM9A3q/lMyHYdtd7MNldpHur2jP+N+SDtJte6d9ztp7u7J9G02tu/s0f/+w/97kw6bPUHv9kTKU32e3r64fly1t/f4ksno1faLZNvObpo0xr9u9QqbYxvs2JX6fGze2uXohFFNNXd399NIIpXilLuko7PP0Xsb60nu65HhYUe3x2uxUuUCDbKam5vpqKOOSrvs0UcfFQrXJZdcIlKGkyZNypDj+/txsHaItGGh5PhcaXOoIuB2QcjjYSPIfW3FKR+dJYZ/W3HyR2dRtYNiTqfv5cGzJ9Ds6WPprkdfEyqlGvCcvGiWaLDIxrqNu7KqZh09cTrhyBn0h39ssLzNacfNFnUJ+dzfUQSdgkb23ntvevrpp8V30/bt6XWT8v+JEyfm9LxuuuiwCBlvL1NbCBqyPZYsjMZ9nD4vAigZHLQ21qTdDzVXSEFCNehUuuqQ2pG3w23wfAia7J6zI5Y81rGIIsgSxd0BdBjK+XtItamPLz2mkPKU+xTb7mYbpMqCGirj/XZ2JoNhsG1Xn/P9r9QiYZ/c+7c36HDNlgXpwbTHUTJ7g/Ehy1FLXgeQyyaHIN6XYZNj2zgvMdYTp+b67MbhancojZDp+zw46OwzoB8L5e6OhYJ3F7700kt08cUX06JFi2jhwoWmcrz833gGmW85PlcOa6mntofW2hqdjhtTR4fNn5pRpFfMBLGvrYCFQWNDjRgCrr4P2O9f/tS+wr4jiPcSXX0oOkdNFBYPKEpO3+PEhg5Ht9tz97F08RfHZX1t+dzfUQOK1ec//3n6xS9+QYcddph+OTyxkEKcM2cO3XPPPTQ8PCzULrBq1SqaMWOGqC+NQuF7WmG0i8VCHlNwNDemahBgNdRViqAIgZjq9i5x6vouVeJxzbX0ztbuwArfB4fMu8Xk/4hTejRFyM/CdwShxm5NR9urdUNi/6P4/bm12/SuTtW+wdhJhxStIdPnCWMXXr4L3+PKser0uVXbCXVAdPL/VErVCfoMyyhZOMCHZunSpaLDcNmyZXp9gzGYkv/X1dUVVI73gy8cu4+tkoL0Uamkc4Le11bM2b2FfnTOh8QwcHQyYZQSnP4RiLtJCbh9L1FwLovO3bzHVWWjjm9n99qwn+X+TiSGTW8TJdzI8U5BDeiee+4pLBrgf4Xyhvvuu0/4Yd1///0ikEJ96KWXXkpLliyhNWvW0O233y5uW2jcBFmy6NfNAGG5sKHmy4xG1B/2JUQNouqTZQzssnUXolYMYPJGPsxIjftL9cPq1ExR3QZZdhYOHR6DLNlMAEPZyW319I9XttDfXtxk6t2kWmT4FaSqAUshXN+lRYkbM1Q1gMo0I9VsLorVjPTOO+8UdVawaPjBD36gq1WTJ082leNR7wAzwELK8X5wwF7jbEeK4PogB6KGcURLUPs6G3tPHZP2Ot3OE7R6L1sbq+mo/XcTMv2rb7XnvM9m7tbiqJYMt5P70e61rfrP1gyj3SDH/ESJ8vJy+uUvf0k/+tGP6Jvf/KaoE507d64oepddhQiy8N21ePFiGj9+vOh+xt+FRloSOPHx0c/iUZnt9PHlImMRxCHIAlCy5CKojpRx6voujUhlSt6pS7z3uYWZAYos0kdayszmIRtmA7PNLCpg7uq01lhd5BcfOZOeX7c95fZuVBbLy/T0rV9BqlSysKWjBXB9j6cpWQlX24x9YdzHetBfjBYO6Cy89tpr6dRTTxVnhOqLP/jgg+n5559Puz3keKhd+AIsBqJis5DvmXvF8F5u39VPf39lMz3w9MZQGs3+c81mU/UtqDE/UQQ2DBihY8W8efPo3nvvpbChK1kO1D39LN6FyiEXGauaRRlkWSlZTl3f5UgdaXgamE+WTdCIhXRoeMizkqWmCxHoYJGXqN+nMPSE+tesWT44DQpbGqrpEx+cTr9/8i1LF3IEivGhUd+yBFIVQuCMLtJ8K1lxZQwSnt+N+mZMFaa54rsNsgJIF/oa2cB35nvf+x4de+yxwg8LBn7wzMJPd3e3CLwgwSN9+NZbb9HKlSvpkUceEdJ8MRGE0amfBGmaWmzI9xKLyANPbwit0SzULNRrZfNpc6vo5WKiygQQZDlQXXQly8UCLBe5bEoW1Buj47tTJQvXyQU0lS4MqCbLxsFbXiaVrGqP6UK4B6BLUaVDmcvoJmUoa4JkOvPYg3en8dqQ7jpDTZaXmqNsyGCkSUsX9xUwXdjvNMjSlCyz+teUGam7mqzQD4hGJ2EikaDHH39c/KhAcr/++uvplltuEUakGGExdepU8XfUPbKiRL5n7hUDUTCaRQ2WXaG+n2N+VFgRDaGS5dLtOltQAmCSKbvOjI7vTp8zpqUKsShCrQFIdwVh3xO3qWGTA6O9Klno5kMwhMAUapaaNpWPqaYM99yt2cH2pqersN1LPjGXHnhqg7CKMSKL3/2ryUoGIyi237qrEDVZI/rfTgM8GWCaBln6WB2nSlbydrVhD7LOPvts8WMHnJXxw0TDNDUfdVthJwpGs8ZxJfnwaQtiIDfjrsbIDC9jV/T0mlWQpShZUmmoq3WXLpT1WC2N1WnBT7JDriyQwnez/SVfY0z7LLgZDq2mDOOJpJ2F6uouuwsnjKmj7Z39tEOxdHAU5Cp2DKi9vPCkA0xvn0qHFYeSFVeOG6txRU6HQ7utyULaUQarkeouZKJvmsoqRXSMZtFF6KczfjZYEQ3ngGivKkdKybJPF3b1DuoLoqmSZRdkaSpPS0NN2kBmbKeT1+XFwsGsqF0GXrLT0UuxsxwQrwYEUOSkkrXX1BYRZGVTlzPStdXO9oNUb/xWsuT77DRlF4iSNeC0JstOyXKeMh+Mp27jtgnCCcVRbc44xukiiyJvrtvyf2RPEMgOQ5nSydXxvhADuZkAfLLc1GRlUcrk4qsqM5jz5irIkkpWQ3WaIbObtKZbZU5VhowLqVykvQRZZjYOULWkejhTG9S9w2lNls32+vUe2yG3W3pz5V/JGtb/dpqqtAuydBsTB0qf3PdoYFCDf79gJavEcDJ+BjYF6KKzo5RUCj9H9viNmdqYa5disah7xYQeBAVkRqqbMVoEHE11SaW0vStVx6T6Nckgy27RlyoP0oVY0LA4YqEMwuJFKkNmjQLGQNJLisjMxkF+BhGoTBpb76rwPVu61lKt9KvwfaTQhe8j7pUsm3Sh7Dh0cmzp+766PJDRfqxklQiyA+z59dvoqPn2zufwgWKVItNmIV8BTK5dokbcdCkWi7pXbMhFyInSkUoXjvrmwwXHdyAH8qrF3qBKc8i3U7Jk4bssevdbjTFLr9aYKlnmLvC5ur7LukiMJZIWFRh8LPeZk6DQaX2YDCz8snCQtV0Yei+D7nx2Ccc9WTiMpo3QMVeynI/UCaKzsKSULBwwmBOHMSZwz4a5YymoMFZqB8Y3GA9oaZrqVL4vJZVC2ixYGc3mu0bNSU0U3uOvfnpfmh2A43uY1b1iRAYvlUGlC7NYOEiFQ2I0yHTSXZgqfK/Rg0H4Tjpts3fDoJ7+NFOy0i/zVJNlki6USt2YphoxvxRqHQJd1H4Z7VkytterkuXTvpOKmEwXgv74kB5M5tXxfTD3dKGuZLlIFwZhRFoyQVYpF3BbdYDJ4OrTH55OE8bWp3UOQvFyQqmpFGEymnVSE4X3GF/0QWyfnyaqjAulqTJgCweL1BmK3KUbuPzf1JfIRsmSSs8YqWTJFGMg6cLsPlmp/90ndNRuS4n8PI5prBGpVARaSBfCxiFbkOXG0R9Uaqla3wrftcfB8+MYQ3oaabt8BVlx5RjAkHGjyautT1ZFbkqWPFaCsG8oiXRhKRtvOlE7MCPr0NkT00xTpUphR6mqFGExmg1DTZQfJqpMdtC15qbwXZ7Zu2nvTzmkmy80OM5lHZKpkqUtdPbpwuSx2Kx1wrpZCN2ip98sHN/t/veeLky+Pvl5kClDJ3VZssPNrZLlm4WDVIUqyvT3Np9eWXHluBnVAi3Hju8m02JSZqQu0oUB2DeIbaEiptTbzL36O7FKEX7CUhMVJnWvWMECKMt6glOysvtwQb2Ryk1GTZYWnFkFWQgU1e7CfNVkOVGy/AqyUkpW8vWNa4F/ViftdOCVlVKy3NVk+dddqKWjy8tFkIX3Kp/zC4cMxw1U+PosKppek2U7Vqfw6cKiVrJKvc08F7WDVYpwEya1MSzqXrGiFgXLYMYOt3Pbks9h7StlTJF5qcnCoinrY+CTpW5nEBYOg3ZKluGyXCwcekxqsoxKlhMbB88WDiP+K1kygM6vkjWc9r+TAM92rI5UVl2kC7kmK6IplSirHaxShBdWG0sHuVCUWZy1G0kFL6O+jdXJDLLSb6dbOFgoWVLFQjOGvK10eR8a8r/wPR60kqXti16lJqtTqckC47TZg04MSVNmpG4L3/3tLkTAIgPovgKlC50+99BIdsd3J/V+MiDnICvCKZVC4UcHWC6jXpjS6nhkgiGhBUAITpz4+OgLsIuCcrnI1TgMsoyF76mxOumKRIbbuxaABJkuRGrSTU2Wk6HbdulCFGmjNCXWl9C7C1PpwnQD1+zmqU4d3/0dqyMDFrwn9QUIshKKWiue28FoHUeO79rrsmMgPhTYSB2xLVTElHqbOasdxY9UG9/a3EWJ0bKSsycpJSXL6egZNwuM0YzUriZInSiQEWRl6S401mMFmS5UgzZzJSv1GhHUZOtis0sXolZuYHBYT61hwZdeUzJdiPUHRdpmBdpye3X3+RApWYVIF1Zrg7dzTxdKJcu5R1kQI3WKviYrrCaS+YRrq4ofHL9zpo+low6cKn4X8/Fciuju5W6DLFdKVva6lLR0oaHwPVs3l5wTqAZZ2VKMXpHpH/U5VNTX6FW9QG2cDNZ6BhLUIT2yGmt0tTFp5ZB0tbc70ZcqVqHG6kD5S9Vkles1WfksfE9ox4DMKjlR0dRtNiK7XR3NLuSarNzglArXVjFMqbi9py/AzlJJUFnkbZ3WZLlXslIjdTK3098gSwYtCHDMZtGprzGXhRUpw3hiUNRlyXos9WQW369tLbW0vSM5KFqmD62CwuTsPGffydIbSgYauaA+RmWBLRzGNFaLwdqOlCzdwsHMjNTFgGh9rA4HWaFNqSAfH/YAhmurGCaayDonp0qWXlDuMHhRuxc9dxdmKbZPpQtrTDrA/C18zzbsusanIAv7AyfuvaqSZcgYjNOCrB2dAzRrWvZUmdPZeW4sCtwEWQhY6gsQZCW0fSBr9nJNFzqZpel0bmeulESQpaZUWlsbqKOj1zeJupTd5BmGCR4ZNDgNstx6KEnlJ9m9WJ6TkjVkWfhuki4MWMmyKiJXa7JyUS/kaDJ4h6U6C9PHDyXVqw7h+u7nIu9nTZYaqKFurCCF70MjaUpnH+Yt5ZAudNNhyz5ZIaaU3eQZhsl3utChkuXSwkEdqWOnpDjyycpW+K6mCz3UZEE1UkfZ2CtZ5YEqWSkbh6EMjyyJE9f3bNtrO1bHh3Sh2iBRCMf3kZFRxUOt2rGSJQNMO58sJ15xHGRF3E0+n5PMGYYpPtyM1PFiRpptOLRpd2GG43u2wvfBnLsL8V16xW3P02UrnrNVcOzmFhovdzorMJuNgzzRblUsKlSvLDvXdy+LfEUASpaYc1pWlvfC94QSZEuPMVeF7zbdhU6OLa7JKrKRNQzDMG6QNTtO3N7dul07NSIFzfXVtHD/3UR6prbayicr8zlxmRxIr/pkuU0Xws9IfudCZWmqT0/NSVIeWRZBlhJM5tK2rw6J7pDDr41BllbsvjNmo2Q53P+5uvpnLSDXjpt8K1lxJcU8xktNVkVuFg5ckxVSSt1NnmGYcCtZTtNwbsaKnHbcbPPn1AuNR4U5p+o9FdNShVAcZB1T8j7uHN9Vawa1WN+ykNxifwlTV20QcW7pwsqs6cLx0isrNiiCSbOat9RIHRfpQpcdpE6CFRmcSzf/vkHz+rqgju/KCgwhd14PZjsgWnst0ijWrhGN04UhpdTd5BmGCWdNll4U7bBUwclw6GxIVcosuJMnmqjHUmu+3KYL5WJoNuvOVMmyeD3YBnldboXvSSWrvatfV0OMSlZzQ7UI6vBO7LJQs1JmmIVJF8rjRAYr9TVV+mNbOfgH09hRkSq6d2ThoAWHNulCJ/tIH6sTULqQg6wiGNDLMEzxoi9CDhdh10qWbkTqfTlQVTZj0BQz6SwU9/HYBelYybJ5PXJBzdXCAWza0aun2YwLNQK6bIOinaZrzQrfffHJMhSQ19ZUCKUvX2pWXFHy6rXAFfsk23Fhly5Uj0e7x0mOYGIlK5SwmzzDMHlNF9rYK5il7rAAI13ifKSO90UGC7QUqYx1WbIb0FhD5daMVFWy1L/d1mQlryv3wYw0PbVlddIt67KsBkV7WeR9tXCQipD2mEj11uqKUnYrBT/T4XXK4PFsKUO7dKFaDG+XUsV1+kgjHqsTPnhkDcMwQeNEmTFTOZyaVWYz73QCFBsrGwdZ9F5vNYpnyOd0oRslK5d0oWJpYeaRJdGVLIsOw1S6trA1WWqwUq8FO/15ULISyvGHbajV3pP+LClDu+5CHI9OAlH1mMrl+A9d4fvIyAj97Gc/o9/97nfU3d1NhxxyCF1xxRW0++67U9TgkTVMFCcAFNN2FztDLpUs6fgu7js8krVgXldSXBRemz5vRXK4b2aQlVRDGrRaH0lqEXRYOxYfMf3bi5IlVaNcFlbVN8zMvsFo4+CnkiUDiyC6C0GdeK8GHZmC+pYOr9BqwmoraSA+nF3JskkXykB0aHjYtuZP7nsci3ZGvJELsm655Ra6++676frrr6dJkybRDTfcQEuWLKGHHnqIqqvNzwbCDI+sYaI+ASCq250LGzZsoBNOOIEuv/xy8RusW7eOrrvuOnr11Vdp7NixdPrpp9Npp50Wkposd47vAAuM+cQ8czPSXLBSsmQRc4a3Vi41WbaF7w6ULC2gqfUhXSgxjtQxpgt3WLi+e7FwSLn6+2FGWmglazjt+Ebh/S5KjivyqmSBZNA0bLuPEMwFWY9VkHRhPB6nlStX0nnnnUcLFy6k2bNn00033URbt26lxx57LN+bwzBU6hMAorrduZBIJGjp0qXU19enX9bR0UFnnHEGTZs2je6//34655xzaNmyZeLvQqKn8xz6ZKGmJqV0jLowI/UnyDIGTbqSZVB+cuouTDhJF1q/nqMPmkrz9x5H++45lryCbjg1kDN2FkqaNRPXnv4h++42LzVZilt7zoXvaUpW/ryy4obuWadmqEM2NVlp+8gmHe2l6SD0Qdb69eupt7eXDj/8cP2y5uZmmjt3Lr3wwgv53hyGKekJAFHd7ly5+eabqbGxMe2y++67j6qqquiaa66hmTNn0oknniiUrOXLl1Mo0oUefJTcOF67qQkyQ5qlWilZRuVHL9D3FGQ5SRdav57D5k6k7579oTRz1FxThlaF79kCFrc1d4H5ZCmKUD5d3xOGkwinsxOdpAuzBaJBdxaK7aA8A8UKTJ48Oe3yCRMm6Nd5QX5gnUisZgMlGX8ptX29buMuRxMA3trcJQaVh2V/F3q7CwFO5u6991564IEHhJouWb16NR166KFUWZn6WlywYAHdeuuttHPnTho3blyBHd/dLMJlhHIaJzYOfi00qZmJ5kqWVbow4dCM1HG60IdCfjdeWbticji0eZCVzfspl7E6/tRkZQ5arsvjkOh4Iv34lseJ08J3q1oqJ1YmQY/UEdtBeaa/P5mXNtZe1dTUUFdXl+eaqNbWBse3b27OVqXA+EWp7OvEhg5ntxt1d6wGvb/Dst35IhaL0UUXXUSXXXZZxokeTvL22WefjJM/sGXLlpyCrFxOAqVagbZ6J4+T9nxl2Z87ri3UdbXOH98MqcTANkJ9HBlcwJhTvVwubCi8dvK86sBr/G11H6mMwA7A6jZ+nQSqShYK3M2er0nrOkQadYRGM9K+qe11vv9T+856PzhlRAlK5GPJ14VRRrk+frb9rVsoVCffLzkjsz8+bPvc0p4Ex53Z7WTQhltZHivys6U9d1EEWbW1tXptlvwbDA4OUl2dtwUZqYxYLFVbYQXeYCxCsVi/L2cAjDWltq+rykYd366jI2leGIb9XejttgKvJQgV9KqrrqIDDjiAjj/++IzrBgYGTE/+5PeTV3I9CZSLydgx9Y4fR6oidfU1We8zqllPtrbU5RRI12lGktU1VWmPIw0tJ09oTrt8rKYAYZ1z9LxKOqu8otzyPvLoHzumIevj5noS2KrZM2DTpk9tNT1mm5VUe3VtNbU2pdY9NcgY2+r8/Y1p+xT3zfXkp1Z732prK/XHamutd/feOKTZZH9XaEFnU0PyWG0b4/C5NWO2lmbz47ZGU+Nq66otH6dS+5w01lvfJnJBljx73L59uygwleD/WbNmeX5cp+7GAIuQm9sz3imVfT1ztxZRk2GXeoN/Gm4X5P5wu7/Dst35AOlBpATRxWwGTvpw8qcig6v6+uQXfyFOAmXaZHAg7jjQlbMDd3X0UkeTfcd2jzb2ZigxnFsgrQWDnV39+uPAUbtXMyMdTgylPX5/X3JfxzH42cHzxpRjNNY9YHmf3n7tcQcTlrfx6ySwRguqoNLhsayAUoJOti3bYpC00q6TSl/CZnuN9GnvGTrzcj35wb4Eo8MjqcfSAr9Om/3shgqb/d3VM6BbO+G5yrTjqEM5jszAcSOPI7PbOXmcXZp3GbKvbl6nm5PAvAdZ6CZEwelzzz2nB1mQ8NeuXUunnHJKvjeHYXydAIBuvChNAIjqdnsBXYLt7e1pdVjgyiuvpL/85S/CTgYneyry/4kTJ+b03LmcBMr6IwROTh9H1uzAzT3bfWRdCjoScwmkZQ0Mggn5OCj2lkocfLjUxy9T0mVOnhepq9Tf1q9LFr47eT25ngTK2iXUY9k9jvR+6ulL0FBL+u0GtdeFLjnH26LtU6SScz35kTVR+IzLx5Lu5xh+7efJ1bDJ/pYTB1B4j+vqtFQoJgXYPbda9G92O3k8Yv9aPY5sRkBqMaiTyLwHWZDjEUyhNRo+NFOmTBE+WfiCW7RoUb43h2F8nwBg9JuCEnRSiP2morrdbsF3DlKCKvjOgZ3MJz/5SXrwwQfpnnvuoeHhYaqoSH7Rr1q1imbMmEFtbW0F2urMFncnuBlZo1sI5GpGauKTJVUsbI+xEN29GanTsTqpWXhBI2uXrIre04OxQdPi95SFQzDvr3PHd6W7MI8WDglD96zz7sL0mYvWzQGF9ckqiBkpvtSGhoZE8Sm+9OD4ftttt4n2aYaJMlGdABDV7XaDlRqFAArXwbJhxYoVdOmllwpz5DVr1tDtt99OV199NUXNwsFN517cLzNS/TmHM0bqGO0bvAQKMthMbnNhO8YkB+4zjta8tZP+68AptrezC1q8mJHKfQdBC+noXD6nKVNPpbswjxYOcYNDv1P7iFRXZJmrbtf05y7SIAtniRdeeKH48QMcYGPHcndhGCnVfT1uXLoHU1T2d6G220ghgjsEWwiy4Pi+ePFiGj9+vOhExN+hcHx3aeGgjkxxNlbHf8f3PgsjUrNB1rKOLFczUql45eLm7pQJrfV00RcOzHo7K0sEvG75/noZqyOD1Opy769VBrnymMm/kjWcdvw4tY/QLRwszUhL1MIhCDAM0iqaNaNUvJvCAO/r/ML72x2vvfZa2v/z5s0THlphAYXjRrNGV2akDupM9AHFfo3VUZQDq+HQ4vbKsYqFMJuS42RANFQdPb2aByXLKVbqTEJR5LyYkcp0a3WVvz5ZepAVH3IUAPuZDm/Quh0RoOP4x/puFxxaj9XJno724lHmFv5GZhiGCSlqKs2L43u2VBwWMd8GRJspWZoa0aAt2mbb6GQ7jTVZVulCNRDLh5LlFCvX90ElWHQ3u1BRsnIcraMPiFaCFbm9SEeq+z3QmqyqdDNSBEd2JwmOHd9tji352jjIYhiGKUHUOiQv6cJsReVYxOQtcnVI1wc+mxS+12vqhNk2iu1wNGMxe+G7vBzih5v9FTRWxdxxbZHHtrpRi9zOp7RDHiPq+4HtkY8fdMowLscKaUotUndyV9ilDLMOiLaYpanCShbDMEwJIxUbLKpW40O8LjDi8ZWAKOexOjbpQrPCd6SBnAzxNaY1jdttWo8lFurwNG1Y1TgNeqjHkkgFJ9cOw1R3Yer4wr7L1/zChGHWJI71bKOIxHZnGxCtXe4oXRhgapmDLIZhmJAiAxa3qozTdKHuUVRRnnOzQaXLwnevaU27wnfZkp+PuYVuqLMIGlKdhe6X4lQQ4X+60E0B+o7OfkcNFm6OcScBXtZ0YWX2IHQw7j3IdQoHWQzDMCElYRie65RU8DLqKFXjxqPJlU+WTeG7up12bfbyMUcNCh8CLytlIkz1WGlDj43pQt3Ty/326h2kAaQLnXYYrnung779y2fpnifezFmtrVL2QX2NVvyOKecWDQ7yVVulC51YOAwmkq+NgyyGYZgSRC4QbpWOVE2WM7d3P5Qfs0VNV7IsgiwZmDndTgk63mRNTqE8snwpfE/kki4s97fw3ZCOdqJkbdreI36/t707ZwuHahdKlqqcWaUL5euxG5ukd9b6cJJhBQdZDMMwIUU/y3dpzeE0DacbQfoRZMmASVGyenQlyypdKGuyRh2P/jFelu9uMS9YBSw5pQtdOua7LSC3Ut9UerUgWr7POfnAVWUGWVIJNaK+5qxmpDbHlq58ck0WwzBM6ZEaOeJuEUgZMToLXnK1b0hf1DKVrEbLIMtZulAqDghWZDBgZuMQViXLsvA9h+42ue9yGXCdni60ULJsAigZBPVow769kDDxgcs2WkdVMbP7ZI1Y1/mxhQPDMEzpYpzr5pQqbYHJFrz4NVJHPKdp4bt9TZZu++BwO1E7JlUfs+J3WfheG2IlS60l8zJSx5gmy1nJsjD1dDJDUAbRPf3pr8vxc4+M6AGTWeF7/0AuQZb9sRX30b7EDg6yGIZhQkrKQ6g8EJVDqkG+KFkGCwfUTckgy6omS7eayGLhINOAWAyl4mGaLgyrkqW9fsQhMhD0Ohzabd2d13ShfM9kIGWnZOG99uKnFVcd79UgSw/wElkDQyurjmzNH+rxw0oWwzBMCWJ0w3aK8zScf4XvRguHAag22nXWNVnOtjPVBVmRUrJMArOBkNZkVVuYe+aiZDntIM2GDFiM6UJpu9Hbb6dkpa7r0Yxn3ZBQ3kN5/KjHi1VNVjYjUidBqEwV4r0JclYqB1kMwzBhD7LcFr5XOrRw8NHx2liTJYuhsYhZpTtlWjN7d2GqQF8GJGbpwnhIlSyoLWbF73KsjreaLOdDwJ3NLjQqWTLQsVOyUtd15xBkVcKnTVGksncXZs5bdJsuHPDxBINKPcgaGRmhn/70p3TEEUfQ/vvvT1/+8pfpvffeK/RmFQWdnZ10xRVX0JFHHkkHHnggnXTSSbR69Wr9+meffZZOOOEEmj9/Ph133HH08MMPF3R7i4kNGzbQAQccQH/4wx/0y9atW0ennHKKOM6PPvpo+s1vflPQbWR8Gp7rciGoLC+AhYNBycpmROpGjVG7BmW60KzwPaw1WVbF73HNDNNLd6Fu4ZBr4buFKtSovW+ot7JCVZp6+hK+pcPrsxW+ZxkO7WTqQT5G6pRMkHXLLbfQ3XffTddeey3dc889IuhasmQJxePeOyKYJBdccAH961//ohtvvJHuv/9+mjNnDp155pn09ttv01tvvUVnnXWWCG4RCHz2s5+liy66SAReTG4kEglaunQp9fX16Zd1dHTQGWecQdOmTRPvxTnnnEPLli0TfzPRRHoIeVeynI3V8cMnyFiTlc2IVN1Ou0HA6QtiuV6/JBdo89uFL8gy69bLScnSA2mfCt8z0oXSRsE8eEKhu1qvlUu6sMpw/EkVLVvhu5V9g6r0WVk4yHRhkPYNYjuoyEEgtXLlSrEgLVy4UFx20003iYX/scceo0984hOF3sTI8s4779AzzzwjAtiDDjpIXHb55ZfTU089RQ899BC1t7fTrFmz6PzzzxfXzZw5k9auXUsrVqygww8/vMBbH21uvvlmamxsTLvsvvvuo6qqKrrmmmuosrJS7G+8R8uXL6cTTzyxYNvK5L8my2xYsxl++kpJmwk856ha9K4FF/50F1bogaGtT1bI0oVWvlO5Ob77Y+EgHeNl0JaRLrQInvA+qAGelyArrts3GOwjdJ+shG2QZdxms2PLKp2qpqCDpOiVrPXr11Nvb2/aot7c3Exz586lF154oaDbFnVaW1vFAr7ffvul1R7gJxaLibShMZhasGABvfjii57afZkkOG7vvfdeuv7669Mux/4+9NBDRYCl7u+NGzfSzp07C7ClTK6kPITKvQ0PNnFFN03X+FiTNaotgnJxtip6dzVjUbGakPsiSj5ZVq7vKTNYL+nCYM1IZboQgZBZ/ZuxXsqTkpUwDzLVdKHZWmE21NqyqcLiRGNAH6kTbBhU9EHW1q1bxe/JkyenXT5hwgT9OsYbCFaPOuooqq6u1i979NFHhXoCpRD7d9KkSRn7vb+/X6S2GPcgeEXK9bLLLss4pq32N9iyZUtet5Pxh7hnnyyHSlYOY10ynlPZRixsUoWQaSd/0oUV+rba+WSFMV1oVmfkhxlprmN1hizShUijyWJ0sy4/o8qUi5JVZazJsrC8yBwFZJcuzOKT5eOxX9JBFhZ0oAYCoKamhgYHBwu0VcXJSy+9RBdffDEtWrRIpGYHBgYy9rv8n+vhvHHVVVeJYvfjjz8+4zqz/Y3jHPCxHvGaLI+O747NSH04m1cHDCNoSnlk2SlZztQYdUGUqpudT1YYC9/Nugtzs3DwWckyBCzISOh1WSYBlPGyXGqyqg1BFv6Xr8+sw9CqWN/N/slXarnog6za2lrTRR2LTl1dXYG2qvh44okn6Etf+pLoakOxtVzgjftd/s/73j0PPPCASAleeeWVlse62XEO6uvr87KNTDjShal6HYdjdXwISrAoqx2GTgrfndZkpbogFcd3E/UrtXCGr9y4rqYio5jbjwHROddk6fVNmceYnY1DRrowh+7CKsPxjWPJrsPQUbowJN2F4TsSfUamVLZv3y66riT4H0XZTO7ceeeddN111wmLhh/84Ae6moJ9j/2sgv+x4Dc1NRVoa6MLugTRTCAbOCQIuv7yl7+IVKHZ/gYTJ07M67YyhU0XVlY6HauTOTcuFxDcIcDC8+oWDg5qspyapqZbOETH8V2tTTNXsjw4vvs0VieVLsxUhVI2DiZKlhZkQTHCNvTY+Gl5mc1ZV1tFsb6EqeN8qiOyzMH+4SArUGbPni26sJ577jk9yEJdC7rc4CfE5Ia0xjj11FPp0ksvTRtxcPDBB9Pzzz+fdvtVq1YJP61ymzMQxhwohEgJqiA1e95559EnP/lJevDBB4VFyfDwMFVUVOj7e8aMGdTW1lagrWYKMbuw0sNMQD/AdvYPOleyHI/VUYMsfXahneN7eXiVrMFhX81Icx6ro6tCmQGLHK1jVpMlg5/xY+poS3ufRyVrxDLItFWynKQLFUNeFM8bx+/kK11Y9EEWVBUEU1igxo4dS1OmTKEbbrhBnPVjgWJyM8P83ve+R8cee6zww1I72JC6QuC1ePFise/x++9//zs98sgjwsKBcY+VGoUACtfBpgH7FsEufODWrFlDt99+O1199dV531YmLEGWs3ShX23squt7rwMly7GFg2pGKgvfDT5ZKIaWj1MbwnRhfY1UshL+DIh2mBLOhp17emq0TmYAJR39J7bWJ4Os/oRpMOP1+E7NTjSrycpuRiqnCcjXqNYMAlayfARn+kNDQ6IjC0rAIYccQrfddpvwFGK8g05CmGI+/vjj4kcFQRUsBmAEi6D2jjvuoKlTp4q/2SMrGBBsIchC6hb7f/z48aITEX8z0STliF0RiMohlQS/FppUTdZw1uHQ6nYmsgaDKU+jVHdh+msb1NzTw9tdmKlk5dLh5t9YHW20TblNutC0Jit52YTWOj2QgZIoC/ydELfxCbMbraOrbzYmvep1+BwYZzNykOUjSJ1ceOGF4ofxj7PPPlv82IFxO/hhguG1115L+3/evHnCQ4sp7cJ31cLBTl2QKRM/uguNru9+pgtTA6LL9X1h7C6U/8N2wKhahKomSwtOsPBLFclTTZYPA6JxbMj7mypZMl1oomTJ4GdMY414TxCwQ81yE2QlbJSsXNOF6pQEs33E3YUMwzAljtd0oVwwsbSM2Bj/poIXf5UsqErSdNNRujCLGqOmNa3ShQNxzVyyusJVyqpQNVlq4b4nx3c5VicHJUs9NkxrsvR0oZlPlvb+1lVSY711gbznmiybzkYnQVZ5eZnu82Xmw8azCxmGYUocmU5y65OVdhZvMbstWcM0GkhNVqwvZSViq2R5GP9jVfgu/w96Fp1XpMKDxR37XqZAvSpvFT4oWWo9V4VNutDcwiFVc9dY6y3IStj4wOkzKk26SK3mLVqmVE3S5n4a8drBQRbDMExIkdYGXsfqqI9hRA1S/OwuBF09g7qqZKyF8Vagn1oQ5aJoTBfqSlYI67GAmkaDmqXaN3hR3uwCCKeo+93sfWqwCZ5k4TtSirqS5bLDMC6VWpPnloGXmR+ak9mF2SxC1KHjQVIUNVnIK49kmdEVBJAjC/G8pbrdgLe9NLYbzxnGlE++SZ3puwyysP/kHMEsPkHYzXaBkBvkdnb2xLMWvSdvn93PC8eeLOBH0Gblk5Wv9I9XsI8RUCG4RZ1RrtvrR02WWjRv5jmlO77bWDggrWfnp2VHwmZ2o7xM3sZtulCv+Ru0r8nCPMwgKYogCx/CXbt68/qcePNaWxsoFuvLKnWHiahuN+BtL53tHju2wdZo0Cswc0XX61NPPSXc8NFp/O1vf5tmzpwprl+3bp3oznz11VeF5cvpp59Op512GkWtJgsBKt47aQxqhmof4FdAa1SypG1BLn5eqmIlCt8t0oW62hXSdKEs5o4n4sL1XW9q8KikyAAjF58sGazg7Zf1S6aO74bgCcKG2j0qg6xut0HWsPXxLS8zVbIcmJFm67LN1wgmThcyDFMynHPOOWKA+fLly+n3v/+98HNDICWHlp9xxhnCtBju+rgtPN7wdyFIKjijnoIsJ7PbghiQK9M+nb3OlCwnNVlGxa0mS+F7WGuyjPMLczEiTR+dlEu6ULNvsFAyZfCEQEdVDpN1ZaOpmiwbPy2vFg5yv0g111zJKvccxKeMeFnJYhiGyZmuri5hRgzj3H322Udc9rWvfY0+9alP0RtvvEHPPvus8M675pprqLKyUqhbMiCD0Wu+UTuiPHWfiQVmOOtYEbf1Xs7ShYNp3WnZbm+nxhgVN1mkj+AR6S650KbsKMIbZElbAnReSg3G6/ZKFUcOS/ZCtrQbAlYoXOhCRMpQbqvsNsT9oMR5VrKGrGsObZUsh+lC1crEeAKjdzayhQPDMEzutLS00I9+9CM9wNq1a5dwxMf0h7322ksM3z700ENFgCVZsGABbdy4MW2aQb5Q03zelCz7ACaIM3n5nDFNybLrLFRvb2dGauwCUxdkNWWYr/RPLtQpBpt+KVk5pQttRuoABLV6XZYSQKXc/CvFbfSaLKWr1FXhe5VJTZbNjMqUGWmZp0A0PQXNShYTcYRfSZYzDifIdt1sbbtOwdlMFAvRmdy5/PLL6b777hNjt37xi1+IoeVbt27VAzDJhAkTxO8tW7bQuHHjPD+fNN10c3xLDyOhFng425Zn8XgYs+eXC4/oAPRJzZL1UNJ+qam+yvaxazXvKOHIbXE76QOF4Am3URdW7CN5P6mKIJDJ9nr8/i5xiqxxEgFWWUVO+18GB2JkjNf3T9uVuL/VYyCA6u5L0EBiWL+NDFKgVOKylsYa8T/ULrPHqbDY3/p7VpP5ntVqqh9uY7xuRLR0JAMxu9cuOxTV4wQMD2i1aNqJQJBNNhxkMYGC4GrMmHpfv8yam5NjHHIFtQydnX0caJUgX/ziF+nzn/883XXXXaL2CoPOMXILQZdKTU1y8UCRfC6fATQPuD2++7WzdSzCbu4vqdECmLr6GtP7V1V3it8NddWeHt+MpsbatP/bWuttHzs+mqobs7pd9Y5kU1N9XZV+G+wTpAdr1dempQ3HNNc6fj1+fZc4pbUl+XyjVEYVWpDU1GD+/mRjTMeAHtB6ff92al2gCEasHmNMU62YTThanmyCAWWbusRvBFe4bLeJCT3IstuWZsP+loF+29iGjPuN69Gc8Ucyj41KLXhqyLLvZKBWU5t+jA8Mp4L8sWMbKUg4yGICBQsMAqxld71Im7Z1U1iYOrGJlp58UGRtFZjcQHoQoJPwlVdeoTvvvFMUwcfj6ekOGVxB6fIKji90Z2YDnxMsQrFYvzgB2Nneq6eFOjrcd0/Lc/NdnX2m92/vTF4GkdnL45sxPJTe6o+l0O6x+7TaLRQ3W91up9Y5DkVP3gYpQwRZO9p7qEY7f+vq1oKO4ZGsr8e4r/NFhabAtHf1UyKh7avR7NtrRn/foJ5O8/r+dXQmj0vsQqvHkD5S23b26LfB3/I6XDaqve/dvXHatasnQxmqsNjfg1qzwkBfPOP5B/qTrw/zEI3X9Wmpy0Q8YfvayzRJtSvWn3a77Tu7dSXMy77Da3EqHHCQxeQFBFhvvZ88+2GYQoAaLBS3f/SjH9XrrsrLy0XAtX37dlGbhd8q8v+JEyfm9Nxu7C+wCOH2aPOXaT8v9hmpgvAh0/sPaONdUO/llz1HhWFxRYrPyWNjLcR2mnWLyf2AwEo+VrJeJyGuk5fJMT5u9pfc1/lCdj6ivkmmc72+v2VK7Z7X1xDXmgWQgrV6DFmsjwBK3qa7N6Gn+XCZfF1iZmV/gmqrKx3t77juep/5GdFH4iSGM66THYcI5uxeu6w1Q0Cu3q5PK9xH0X7Q7z8XvjMMUxKgeP2CCy4QgZYkkUjQ2rVrRSchPLNefPFFGh5OFcWuWrWKZsyYQW1tbXnfXrmQePVRqtIdwc2V2iAcr40F+tktHMqyjv+RxdFqgbLcJ7KjUP27JgIWDggOc208kEqK1fvrhCEHXXpmRqN64bvmg4bXIAvx3RiSJnQfuMx9kJpRmRxy7smM1KI5IHXsB68zcZDFMExJgKL2I488kr773e/SCy+8QK+//jp95zvfoVgsJryyYNPQ09NDl156Kb355pv0hz/8QXQfwvKhEOgLkMd6Rr0g3IEZqV8Yi5DlkF/L2yuvzWo7U9YMqduaDYkOu+O70Scr1/1vZ7TpvrvQ+hiTgbI6v1A3ItU6D5MdhpWugqyh4RG9ucPU8V05loyvMVtXpPF4NHrF6cdKdfAhEAdZDMOUDDfeeCMdfvjhdP7559NnP/tZ6uzsFMXvu+22m1CrVqxYQRs2bKDFixfTz372M7rooovE34XArr3dCdmMPoMISjKULG3hzTb+B2Tz81K3s0Z6KJlYOIRZyZKpN1/G6pT7MSBampFaByvS60x6Y4m/lZE6ksa6aldBViLNB87aJ0u18chQshwOiM5QspSB40HDNVkMw5QMTU1NdNVVV4kfM+bNm0f33nsvhYGUUWOOPkoWjR0yQPHVjLSiwtSywMn4HzfBoFR/VL8jFEiH3idLMSPV97/nIDo1IBrpNC82BMOe04WpkTqp21W6GhId197vMgvHeVwmjVDVgEwNmhynCw33z6fqyUoWwzBMCJGpMC9GpGln8RbBSzwA5ce4rVK5cWZImiXIUrZTrdexu13YkOasCLJyNSOVKg7CJJl2c4v0ILNThPT5hWnpQqlkKUFWvUslK5E6vq0CRKniGkcoua7JUgZh5/tY4SCLYRgmhMjgyHuQZb7AZI7VCSbIqqupcGRCXJV1xmJm7VJqSLRJ4XtVBNKFKHzPcQxQWtOAx5ShE+d03fFdU6/Uv1Wl0kzxcpQOtzm+pcqaMKYLHQ6ITo3VsajJYiWLYRimNHGyCOVSk2XWtZcr6rbWa51n2UgVJ1sFgybdhSYjV/SxOtXhTxdCienRAhWv3Z1qis2r15dUhGR9lxmNUsnqNyl8T0sXuguyEo6CrEzF0ul2q0GYUSXNZ0DOQRbDMEwI0QfYegyyqrLMBTTr2ssVtRMyW9F7RrowS1ozvbswfXgwAjSp5oQ5XYhtk5mxzu7BnJRENVXmXcnKXtskC9+xr/FeJIdFmxW+u1WyhrO+fvk+SzsTrwOijUFoPpUsLnxnmCLFj5mRPC+ycNh5CDlBnsVbqRz6IheQhUO2oveMlI6b7kJD4Xs+B/7mAgq566orRXchfnIJClHHhCADAYdXGwcZnNml3aAMygJ0pAmxf2UJmKpkNXlVsqrsZg+mB9NuB0Rb2ZjksyaLgyyGKUL8nhnJ8yLzjzx795oulPezLigPOF2YxYg0m2Gkk+5CqXJJVQ5Bh1mnWpjAfpEBVq7dnXitwyPDlh2k2UgpQuW2wRxUSQyJRsowZftQnhagS8XLbXdhtZN0oRJEJ7dbKnBZLBy0k0yj0ofXoqpvQcJBFsMUIWGcGcnzIr1aOORYk5W1oDygdKHTIKtSq5uxcHwfjI9k9cmKQj2WsS5LkouSiOL3wUQuNVnOCsgRjCAwgUolAzNjOripXguylC7EXJVaSyXLaXehRb1flzYYu6UhfSB8EHCQxTBFDM+MLOXCd3tH8KDNSP1KF8Yd+GRJjyw/U5/5CrJy2f9SqfZakyXvl039U20c5Igb4/vrWslKyJosB92FXtOFFs0fXb3JeriWRg6yGIZhSpJca7KypeFSZpjRSBfaFb7LdGEUlCyjd1guSmKuo3VSaTf7YCU1WmdIr8cyvr+yJgvvCd6zbMFjwsFJRJUhLZy53e4d36Gix7QB1y0NNRQ04U5eMwzDlCiyTd6JoadbCweoEbkOKM6eLnRo4ZDFjFQW6NtZOERhbmEg6cLy3IZEO50BqHYOpoZDp78OBLjycVS7h6w1WTavX6aFMxzfXQ+ITu0fvAYU8ZcpKc5QBVmY9XXFFVeIQasHHnggnXTSSbR69Wr9eky4P+GEE2j+/Pl03HHH0cMPP5x2/8HBQbr66qvF/LADDjiAvvWtb9GuXbv8eTUMwzBFQk9/PKfi3NRZfOYCjEVLXurnWB1RC6gtfI6VrEr7YFDWZKWbkVZEtiZL3S9QcdC55xWZLsu1uzBrulCfX5hQhkOnH5fJIdHOOwwTsrGjwoGS5TFdaJaK7urVPlf1VXlpknD9DBdccAH961//EoNW77//fpozZw6deeaZ9Pbbb9Nbb70lJtYfccQRYoI9BrBiwCoCLwlmhj399NN088030x133CHud9555/n9uhiGYSKNXKiwGHjBLg2nLlp+qz8y/eO8Jss6GMRlcmRMuoVD+riVqNZk5brvs7n6+58uhJI1ZBlEy2O124mSlchu4SBPALyO1TGrWevqGcxbqhC40qHfeecdeuaZZ+juu++mgw46SFx2+eWX01NPPUUPPfQQtbe306xZs8SEezBz5kxau3atmGwP5Wrbtm30wAMP0C9/+Us6+OCDxW0QrEHxQuAGZYthGIZRgqw6/4MsWcMkhvDm6KVmtjAi6HFtRmq2nar/VbVak2WeLoyEkqUEWbl2dtqplU7QgxUH3YWgp39IV97MgmjpDu+k+D3hoHtW7y40jtXRgsNsSlQqgM9UsvJR9A5cvcOtra20fPly2m+//dIkQvzEYjGRNkQwpbJgwQJ68cUXheyL3/IyyYwZM2jixIn0wgsv5P5qGIZhigAsCv2Dwz4FWaM2dU7+p0sWHTqNDtpnPO0+oTHndKEMohBMqEXOcmGWXl9RmFsoURWgXLdXKjVeLRxk8JFVyVLShT0OlCxn6cKRrI0dqe7CYU+1ZGZmpJ2akjUmD/YNwNUnrLm5mY466iiqrk5t3KOPPioULqQIt27dSpMmTUq7z4QJE6i/v586OjqEkoVAraamJuM2uC/DMAyTKhyGaOC0tslIlfSfslGIgkivfWzBHnTOCftl7fxyYuFgVdAu/5fBYlQL33Mdzm1ltukUfQagCwuHPq3wXapWKm5qsuL6WB07JSuzJguCTUqBy9ZdmBmESiWrOU9KVk4WDi+99BJdfPHFtGjRIlq4cCENDAykBWBA/h+Px0WwZbweIOhCQbxf4xzygd/jRop1u8O+f/K9H3i/h3vbwoKsacHi5rUwOlWPMpIX+wavOEkXGrdTLXxHzZasyQrz3EKzdGGuSmI2+4tsOFWEZOoX9VjyuDJVslwVvo9k98mSswuVdKGs0XOy3aljK3WfmEwXhrEmS+WJJ56gpUuXig7DZcuW6cESgikV+X9dXR3V1tZmXA8QYOF6r6CmoLW1gQqBX+NG8k1Utzvq+4H3O+8DN0pWLmM/UgpRpsqRUn4KH/Da1RVZBYNqLRMW6yjVZKUpWT4Vvktlx3O6MMuJj15r1Z/Q36+GnJWskbQOQjOqTZQs1a4ie5ClHVvK/Ts1t/cxYVay7rzzTrruuutEwfoPfvADXZ2aPHkybd++Pe22+L++vp6amppEKhEWEAi0VEULt0FdlleEuVisj/IJDkosFrFYv+d8eCHI93bL5wsr+d4PvN+d7XNseykrXvpstRx8fOx8slIjdQoflMjiZrPttAoG1TQbXktUa7Jy3f+5Wjjo6UKHNVkIaGWQkquSFXdg4aArWUpNlhpQyiDKTfelXvjeENIgC52F1157LZ166ql06aWXiqJ3CToGn3/++bTbr1q1Sqhd5eXloiNxZGREFMDLAvkNGzaIWq1DDjkkpxdi9gHNB1gsCvXcpbjdUd8PvN95Hzihx6buxQ838DDVMNnZEFgFT8he4H54bVC7wvR63Fk4+JUuDLa7UBqN4vYyzddgF2Q56S5MSJXSQXehqmQpQVZ2x3cZwJtYODTmJ13o6h1GQPS9732Pjj32WOGHtXPnTtqxY4f46e7uFoHXmjVrRPoQnlkrV66kRx55hJYsWSLuD7Xq4x//OF122WX03HPPidvCd+vQQw+l/fffP6jXyDAMEyl6/FSy7Gqy8lzL6lZxswueVK8sPRiLQLqwvibTVNUrUoHKpgzv7OrP6NBT75ctWIGYYgyq6s3ShS66C+MOxuoYnf3V4xmvPJv9iDzRQB0XMl44TmT9XiiVLHQSJhIJevzxx8WPyuLFi+n666+nW265hW644QZhNDp16lTxt2rrABUMgdrXv/518T+c4xF0MQzDMP54ZKVZI9jVZFWHKF1oWpNlHWQhQEEhNgLGgQjVZKFjTqpwflk42KULt7T30mUrnqN5e7bRNz4733Q8Tba0m0wZxrTgH+qTWXDkxfG92qbD0lTJcuj2buyaxD7q6ovrJxf5OlZcBVlnn322+LEDQRN+rEB91ne/+13xwzAMw2QiFyk5dDe39n6bmqwcLQT8QC7w5t2F1l2QKa+saNVkSTUr1jeSFzPSNzZ1iaHOm9t7bboLs2+HWuhu5eYvj1e8JwiiqmyOLycDolM1WWq60Jn6ZnxsEWTpqcLqtFKnICm8VswwDMOYBlnG+XBelCzUsKht76oyEIagxEmBvlntkm7jgHRhiJQ5J9RpQUo+xups3pkMrmSaTEUPWJwoWUq60Mq7DfVm0nIE7vDOBkQ78MlS0oVOR+oYbwMbh66e/No3AA6yGIZhilDJUru2jDU7UvnJVUnxAydmpKZKlqzJQuF7BJUsP5REGRyptgZGtrT3WQdZckC0g4BFTV1bKVnJIdGVjlKGCQeO7zW647u3dCG2R6p9+Azke6QOKPwnjGEYhvFfyVIWoYTSXZU+VqfwQYnZ6BNnhe8VqXShXpOVk7923g1Jc1XeKsuz12RJJQuBilSujDVZTuxS1GPRrLPQeLturf4pJ8d3Xa0cEU7vbpUso9ltV68cDs1BFsMwDJV6d2FTDt2F6sJpTCfZ1TrlGzsbArs0oFSB+gaG9IU3DOaqTlh4wFSas0cr7bdnW6A1WQPxIWqPDej/S8Uvs7vQn3QhaG1KpuJ2xaynuCBgkhYO9t2F6TVV4reLmixjOlpPF+bJvkE8f96eickZtKtma1nN93gXtMXih2EYf4Da0Dc4lLOShdoY6W1krHeyq3UqWLrQ1MLBunZMpgtVxSQMQaMTDpo1XvzkitlsPrNUoQQpQ9V6wensQqfpQjCuBSbIHcI2wgoEhXLVsJ9dWJ52LCC16CZdaAxE821EKp4/b8/E5ASCqzFj6n0LjvxyA8eHu7OzjwMthvGJXq1guCxLWsYJWDyHR4Yz0klBDoh2S6XNIOuUM7114bu0FcBrdRIsFBMVWcbqyFShpD8XJcthunBcS634vbMrpaAZUT277Gqy8H7iZAGNG7Iuy2u6MNldyEEWYxNk4QO17K4XadO2bgoDUyc20dKTDxLbxkEWEwUw1uvGG2+kJ598knp6emjWrFn0rW99S0yrAM8++6zw9oOZMsaEnXvuucJAuRDDoZGScZoSsTuLH0xkppMGQ2XhYFP4blPQXqNte7emToRBlcs3UqWR76cRo21DRrrQoeO7Ub0yMyKVjBuTPciKawFTmQOPrqqqcrHdsobLjYWD8fjq1GqyxnC6kLECAdZb73cVejMYJpJgwgQmVCDQamtro9/+9rd05pln0h//+EdRJ4JJFmeccYYItBCIXXTRRTR27Ng0Q+Wg6dHSX7kYkWYakqYHMKhjIh+UsqC7C/XiaJt0YUzbX1EwIvWbCWOSGYlNO3pMr9+y05guTLdVkMF3het0ofVxM16kC5Mu81k7C6vKs/pVocMQQZas4XKfLkwZmnb3Jk9gmlnJYhiG8Zd33nmHnnnmGTF/FXNUweWXX05PPfUUPfTQQ9Te3i6UrfPPP19cN3PmTFq7di2tWLEiv0GWD27vxu4zYyrOz+fIFb37y9ABmb0mS1OytHRhTUQ6C/1kz91ahBq0o3NAGG0aC7qlkoU4Bs15RhsHqQpVui58t6vJSipZHd2DInA2S+HqHlkOlNRkOjGh38fpUOvU/ZO36+weFGlH/NfckL/jvvT0VYZhSpLW1lZavnw57bfffvplOIvGTywWo9WrV2cEUwsWLBAD7WX7eD6QQYOfSpbqo4SFRtZ95TIb0S9Utc24n+3ShcbC91JMFyKlPGV8g/j7TUOGA/VsOzqTatKUcQ0ZShb2dcrx3b+aLKhEKFjHW7lL6Ww0q8my6yzMdH0f9lSTJVU62WWJjt1c0/BuKL3Qn2GYkqS5uZmOOuqojHmsULguueQSkTKcNGlS2vUTJkyg/v5+6ujoEGnDXAMJJ4uBTOU1NVQ7up8dVcqAXPlYvf0J3QF+TFNNwYvFa5WByWXlZWnbI9OF9XWVGfsC7uIA8wvF41Rn3iZfXdaFZJ/dx9CmHb301uYYHfaBSWkqFt5mBEQTx9aL28D1PDUJYETv8Kupyb7vGiuq9G7V5kb7YxNqFjobO3ritNv4xoz9LYVVqJHZnlcqlsPaMSy3GX87eb9l9+KubjlSpybnz5UbOMhiGKYkeemll+jiiy+mRYsW0cKFC2lgYICqq9NrNeT/8bi9saIdaAxpbU0qCU4Y1NSFca31ru5nRq0WiNTWVeuP1T/Uowcp48c1UaGpU9SVhsbatFSUTBdOGNdEra31afdrbUn/v6mhxvX+8qvLupDMnzWR/u+l92nD1u60179mQ4f4PW1SM7U0JVN4ZeXl+m3UYvm2sQ22KUDJZ47eWwycnr3neFs7IQRWCLJ64yNp2yT3d832Xv0YzPaeye2qqq4St63V/sdvJ++3HGHUpdVjjffhc+UGDrIYhik5nnjiCVq6dCkdeOCBtGzZMnFZTU1NRjAl/6+r874Yo/M2FksvQDYDZ/lYhHZ1Jm+LLElHR+ZQXzfIZbCzq19/rPe3xsRvKBy5Pr4fqJ3JO9t7qKk+GdhCbZMWDgN9g9RRlp5KHEqkF3GXl406fj1yX8di/ZYeU1FhythkAPXme520bXtMV35ef2eX+D2xtY6k/rNLOQ76NS820N3dT4P92U8kPr5gmvjd1WV/PEuLhHc3d1JHx7iM/S2PccRp2d4zeQx3dPaJ28a6k2m/0eERR+/3qHZ8bdnZo480yvW4x2txqoJykMUwTElx55130nXXXUfHHXcc/eAHP9DVKlg2bN++Pe22+L++vp6amnJTfMyMNq2IaZYEGL3i5n5myLoV1DbJx+rsGdRrvnJ9fL+QXkgDg8NUVz2SYTdQUVaWsa3Gmhykhdy+Hiz4YdkHXmltrBFBDYw239zUJdKH4H2t43BSa53uJdY/MKS/3gElyKIRd8doNtqakwX42zv60x5X7m/53Ogszfa8MuWNon3cNqEF3jhmnGyzPE5QiA+a66vz+p5HPyHNMAzjEHQWXnvttXTyyScLGwc1PQivrOeffz7t9qtWrRJqV3keC2WlT5Yvhe8m9gi9Pj5+kIakajoLrf5Ww4P1/6tKUzNA48ZeU1oyit+lEelu4xp0ewu18F0WkKPzMNdJIuau79ZeWRjqbfW+GpHKnFQ1U/MW3Vk4yNebTyNSwEEWwzAlwYYNG+h73/seHXvsscIPa+fOncIzCz/d3d106qmn0po1a0T6EGakK1eupEceeYSWLFlSkLmFQQVZevdiCDoL7UbrpFzpk67fRozeWbkOW44ye03VgqxNXfr7DRVJBlly36gWDqnOQv/DAGnjsMPCK0t2CjqxcJCF67rju4uOSDIxO21pzG+QVZqhP8MwJQc6CROJBD3++OPiR2Xx4sV0/fXX0y233CKMSO+44w6aOnWq+DufHln+K1mZA4R7B7THd1DonC/MgkF9OLTF6J+MIKsELRwkqpIFa4ZtHf1CuUFwhYHNtSZBlhy0nM1xPZcgq6snLgIqYzefDJjs5hZKqqSSpftkuXR8NzxHvpUsDrIYhikJzj77bPFjx5FHHil+CgUWxj4ZZGkF4H47vodRydINSV0FWemLJywcSpU9JjWJfQiTWQRYW2SqsK1BpBPrtH0zqKYLXSpCbsAJAgK8wfiwSBnubgjoZcDkyCdLu40+Vset47shGDMatgZN6Yb+DMMwIQMjdaTm5MfIm+jUZGWmC+M2RqRmqSar25UCeJ9nTE42Z7yxqVOpx0raXJimC/XaJv/DAAR2Us1qN6nLcuf4rgXgWh2XXpPlNF2o1ftJuCaLYRimRJHu5fAP8sMkNDWyRlGyQhhkVZmkNaVHllGxskoPluLsQrO6LMy2leN0UI8FTNOFw8GlC9UZhjtMgixXju9GJctlulDW+4nHqirP+3FSuvoqwzBMyJD2DU0+BUByAZWqRWiVLJN0oVxUndZkmQ2RLsW6rDc2dekByOQ2GWRVWnYXBpEuBG2akrVTG+3jNV2YnF2o1GS5TBeqSh1UrGwDqf2GgyyGYZiQ0K0FWeqcuFyoioiSZZYulD5ZVsETAjM55gWUvJKlBVlwWpeBU4aSpdhiSBPWoOb4jZdBVpeJkpVFpTRTLOV93AaHqpKV73oswOlChmGYsClZPhWly7N4mRpC51kYlSzdwsFF4btxkS7lmiwAp3zMKJSBCNJs45pr02qy4E8lHfbd+k25ZdwY6ZWVqWRJRU2qVK6ULLc1Wcrry3c9FuAgi2EYJmQ1WQ0+2SsYa536B4f1RSpMQZaX7kJj4XQp+2RJ9tbULDCprV43Ga1T9o2sy5JpN2P3nV+Ms1CyRkdH6Q3NNHWKprTZIQNpWcelK3BOx9ootxvTwEoWwzBMyeK3kmW0cOjRPLKwcIWphqnSpvCdlSz3xe9qqlBNrarBq15AHpSSpQVZ3X2JtFqw97b3CP8svHdyBJAdsm7LqGRVOlayUsdIc56NSAEHWQzDMCELsvyqyZIqhR5kaR5ZfhXW+0WVmYWD4vhuhRoolnpNllqXJT2yJCj2No7WCdInC9TXVon5m0Y1699vt4vfc6a1OuwuTKU6xXbnYOHA6UKGYZgSxvfuQl3JSi5MMKv0M4jzCzM/r35tiLDjdCErWSJFKP3VZGehxOiVlXJ8Dy4MGDdGG6+jdBj++61kkLXfzDZHj5FSsjymC5V06BhWshiGYUoXWZPlV71UKg2nKVn9/gZxQdZkva7N4ZsyviFr5xkWYr+HHEcRzHg8ceFMOmjWeNpvz7Fp1+k2DoP5UbLSBkV3Dugjnd58Pyb+3m9PZ0GWDJ712YWulSzVwiH/NVls4cAwDBMyJcu/ICvdwqGnfyiUSpaxu3B7Rx9t25W0Ipg7PT1YMEsXsoqVYuH+U8SPEaONQ9A+WWmDojuTStZ/3t5FI6OjNLmtnsZr3YeOlSyP251u4cBKFsMwTMnit5IlF5jhDCUr/4uNk7qZoaHkAvrvt3fpNUZwv8/mBs71WNmRgWiquzAP6cIW2WGYDLJeeWunKxVLfY91JUtPF7qzcCjzsaHEDRxkMQzDhACc4UszUr+GN6fScKMGJasy1OlCWRydrW5HBg6sZGXHOFonaJ8s1StrR+eAsG7Q67FcBFlV2nuL7kI8RkrJcjhWR6vbQ4AVlPGqHeH6pDEMw5Qo/QNDJKffBFaTpSllMK4ME6riBj+k9e90iP/nZVmM9XQhK1lZkTVZ0kk/PzVZtfponQ2bY9TpwrrBqGTJ41gGh05nLk6b2Ej77zWOZk1z/px+wkEWwzBMCJDjbqA4+JXCMXbtpboLw/XVL4uToWS99m6nUC1am2psi95VewdWsrJTW2OwcNB9soJPF/YODNE//rVJ/D13j7GOrBsk6m1xXKSCQ+dmpOd9Zh4VCk4XMgzDhADpYeWnE7tVkBW6mix9O0dpjUwV7jk26zBfaeHANVnZqc2oyXJn6unpOasr9eP58effFb+NXY9Ojg10TUqvrKBNVP2GgyyGYZgQ0N3vfypPLyjXFtQwDodOG/8zNOKqbkemCTldmB2jGalekxVwndJ4zStLds66qccyKpbwyspHV6SfcJDFMAxTAkpWWIdDq9u5ub2XtnX0Z7VukByw9ziaPW0MfXi/yXnYymij+2QZuguDVoTaNK8sAOsGWQzvBr3DEEpWHmrJ/CRciXmGYZgSRU/l1QcTZGFxlYpW6IIsbRHd0t4nfu891d66QQJX84u+cGDg21cMGB3fdUUo4CBrvFaXBebtNc7TYyQ7BBPJmqw81JL5STS2kmEYpsjBIF3/lazkApoYSqlYKCS2mwdYCFTDSK8pJcadhYPbAvJci9/BfIejdIzI4xWdp0MRU7LC9UljGIYpcSXLL48sozWCWo+VraA83xi7KTnICjJdKGuypBlpsMfCOC09CCVt1rRWT4+Rml8IJStaQRanCxmGYYrQ7V1NqWBZ6vJ5ZI+fyAJ94MS6gfGuZOXTJwvMntZKh86ZQAfMniiCJTQ3uEV2kYruQpcDogsNB1kMwzChqsmqDiQN19kzGNogS91OJ9YNjA/pQlnbFHC6sKqynL5+4jxqbW2gjo5ez49h7C4M0nrCT6IRCjIMwxQ5gXQXKgpRZ3d4gyw1XcipwjyN1ZE+WRHwm6rRPL4SEUwXcpDFMAxTpN2FMHGUSxFGmvhd8+UXUqlwat3A5DBWJzEs5mSmugvDHwZUSSUrMZxKc0Zgu0syXVheXiZ+ckW+wX680SMjo+KHYZjSBB5WeuG7j0oT0m6wR4ACoKcLa8MXZO02rkF4Xk2f1OTIuoFxj+qKj7osvbYpAopQtVL4jgAxKtsNcjqab731Vnr66afpt7/9rX7ZunXr6LrrrqNXX32Vxo4dS6effjqddtpp+vUjIyP0s5/9jH73u99Rd3c3HXLIIXTFFVfQ7rvvTkGD4GrMmHpfI+DmZvfGakZwsHd29nGgxTAlSv9gqtbE73QeUnEiyJLpwhAqWdjGc08s3Hy5UgBqEErdEKMIzzSXg5YLSZU+EijZGRmlsTqeg6y77rqLfvzjH9PBBx+sX9bR0UFnnHEGHX300XT11VfTyy+/LH43NDTQiSeeKG5zyy230N13303XX389TZo0iW644QZasmQJPfTQQ1RdXR14kIUAa9ldL9Kmbd0UBqZObKKlJx8kto2DLIYpTXq0kTpoc6+uqvDUgWWFXETDXPjOBA9UTaQM+weHRLCSUrLKI6Nk9Q8m68mKWsnatm0bXXnllfTcc8/R9OnT06677777qKqqiq655hqqrKykmTNn0jvvvEPLly8XQVY8HqeVK1fS0qVLaeHCheI+N910Ex1xxBH02GOP0Sc+8QnKBwiw3nq/Ky/PxTBMOPGixAeFXDyaG6oDKyqPaYX1TRxklXTKEEEW6rKiVEBepQdZipIVgeAQuN7K//znPyKQ+tOf/kTz589Pu2716tV06KGHigBLsmDBAtq4cSPt3LmT1q9fT729vXT44Yfr1zc3N9PcuXPphRdeyPW1MAzDuFLiVaQSP23aNLr//vvpnHPOoWXLlom/g2a3cfWiJumEhXsF7qbewEFWyaJ3GA6mnNONRrBhpFpLF6YFWcWaLkQqED9mbN26lfbZZ5+0yyZMmCB+b9myRVwPJk+enHEbeV2us6/sCHM3QrZti+q2h3m787l9fjZKuHm+MFLIbctFiQ8SzGY7//P75+QlZIVxMWIlq3RRbRxSMwDLIpMuHNDsJ1Bbhs7ZKOBrG8fAwEBGXVVNTY34PTg4SP39/eJvs9t0dXlP36GeCV9OUcaPAvpCwdse3ucLI4XcB6oS//Of/5zef//9rEo80opQ4seN8zbcttCwksVkjNZJDEUqXVhtSBdGJVXoe5BVW1sr6q5UEFyB+vp6cT3AbeTf8jZ1dd6/eFEwHoslp7dnO4MO6yIXi/XrhYjFtO1h3u5s245C0aam2tCpQmIOXfeAaPu3IsrHOsC2B7Hfc1Hicwmy3Cjtfr/uKmUYNIrg0V1Y6o7q+VaWw4K0xxCmnlq6EM0WTo7PQu7vWm27pZKF4zjobQ5lkIVuwe3bt6ddJv+fOHEiDQ0N6Zeh7kG9zaxZs3J6bj+7cQoBFp2ovoZi3XZ8iMPajYoAqxj3eSHJpsTnS2n3OziurUkpVyisHzu20dfHjzJhPREJiubG5PFcVlEh5lkC2BrlKxPU7HF/t7bUi98o2Jd1ZFHJXvkaZMHz6p577qHh4WGqqEjmfletWkUzZsygtrY2ampqosbGRlEPIYOsWCxGa9eupVNOOcXPTWEY3+Bu1NIgmxKfL6XdidLnCkXxbKit8r3mK4oEtq9DTrkWWu3q7KOEFrD09Q4GfkxU5Li/4/FkZ2zvQEJPcRbyOHajtPsaZKE4dMWKFXTppZcK76s1a9bQ7bffLryyAM4SEUyhYwft0VOmTBE+WVDAFi1a5OemMAzD+KrE54Ib5c5vpU+tuWmorQylilgowqqq5qNLb0gGO6P5ywQNe9zfFVp6O54Y0dXhqLxvvgZZUKsQZMFnZvHixTR+/Hi66KKLxN+S8847T6QNL7vsMiHPQ/267bbbRDEqwzBMocimxEcVtUWfjUhLm/Tuwug4vlcrdYVRKdb3JciCa7uRefPm0b333mt5H3x5XXjhheKHYRgmLGRT4qOKuohykFXa1OrjaVJjdaIQsFRXpuYuRq1hITpbyjAMEyBSid+wYYNQ3zFj1ajER17JCuHcQiZ/6F16g9Eaq1Nl6CSsjEBgKOFx5wzDlCRelPjIB1m1HGSVMjJdKMbq6I7v0fHJkkRBfZOEP4RlGIZhfDEjZSWrtKnR0oV9A0O6hUMUUm9V2nZLouBSLwn/3mUYhmE8oy5IXJNV2kglS1ohREUVqs5QsqITukRnSxmGYZic6lka69LNVpnSHKvTM5AatByFdGEVpwsZhmGY8Fs4cBluKVNbo9VkaeNpoqIKVVaUpwVWnC5kGIZhQmjhwEpWKSMtHCRlmrFnFKhS1KwoBIaS6GwpwzAM41nJghJQpykZTGmnCylCRe9mdVmcLmQYhmFCFWQ11FVRmTaehClN4JyuHgJRSrtVKYakUdpuDrIYhmFKIF3InYUMgmzZYRg1U89qZbQOK1kMwzBMqEaScJDFqF5ZUUsXVnFNFsMwDBM25k5vpTl7tNLRB04p9KYwIavLipIiVB3RdCH38zIMwxQxLY01dOFJBxR6M5iQoKYLKyKaLqyM0HazksUwDMMwJUJaTVaE0oXVqpLF6UKGYRiGYUKdLoxQ2q1KrcmK0HZzkMUwDMMwJUJk04WV3F3IMAzDMEyIiWq6sCqiXZHR2VKGYRiGYXKipgiUrMoIbTcHWQzDMAxTIkTWwqGKa7IYhmEYhgkxkU0XVnJ3IcMwDMMwIaYY0oUVEdpuDrIYhmEYphS7CyOkZFWzhQPDMAzDMFGpyZLDw6OXLiyjqMBBFsMwDMOUCHVRTRdW8YBohmEYhmEiU5MVnRCgitOFDMMwDMOEmaimC6uroqnAcZDFMAzDMCU5Vqc8ot2F5RQVorOlDMMwDMP42F0YHUWoujKa281BFsMwDMOUCFFNu1XxWB2GYRiGYcJMeVmZXvweWZ+scg6yGIZhIsnIyAj99Kc/pSOOOIL2339/+vKXv0zvvfdeoTeLYXxPGUZJEapSFbgIBYfR2VKGYZg8cMstt9Ddd99N1157Ld1zzz0i6FqyZAnF4/FCbxrD+EKtFrBEqbapmpUshmGYaINAauXKlXTeeefRwoULafbs2XTTTTfR1q1b6bHHHiv05jGMrzYOUerSq2KfLIZhmGizfv166u3tpcMPP1y/rLm5mebOnUsvvPBCQbeNYfxOF0YpWKmsKNcVrCgFhylXMoZhmBIHihWYPHly2uUTJkzQr/NCpXIWboWsM4lSvUlUKfV9XV+bXPprqiocHZth2d/VVeXUPzhMtTX52W4/4CCLYRhGo7+/X/yurq5Ou7ympoa6uro8PWZ5eRm1tjY4vn1zc52n52HcU6r7+hNHzqThUaIjDtqdWlvrI7O/T/yvvWnjlhjN3nO8+FxFAQ6yGIZhNGpra/XaLPk3GBwcpLo6bwvEyMgoxWJ9WW+Hs3wsQrFYPw0Pj3h6LsYZpb6v957cREv/Z38iGqWOjt7I7O9FB08Vv7u6sn+eggSvxakqx0EWwzCMhkwTbt++naZNm6Zfjv9nzZrl+XGHhpwvLFiE3Nye8Q7v6/wyXIL7OxpJTYZhmDyAbsLGxkZ67rnn9MtisRitXbuWDjnkkIJuG8Mw0YOVLIZhGA3UYp1yyim0bNkyGjt2LE2ZMoVuuOEGmjRpEi1atKjQm8cwTMTgIIthGEYBHllDQ0N02WWX0cDAgFCwbrvtNqqqqir0pjEMEzE4yGIYhlGoqKigCy+8UPwwDMPkAtdkMQzDMAzDBAAHWQzDMAzDMMUSZPGUe4ZhGIZhip2CBFk85Z5hGIZhmGIn70EWT7lnGIZhGKYUyHuQxVPuGYZhGIYpBcpGR0dH8/mEUKvOPfdceuWVV9Jmg33jG98QnjS33nqr68fES8B8sGyUlWFYazl1dg/SUEjmVVVWlNOYphqRMrV7J6K67WHc7ihve7EfLxIMfy3DiygCnH4/AcxDK8VZeoWA93V+qSii/e3m+6myGKbc48VWVDj/QsYXfdjAgljM2x7G7Y7ythf78VJMuP1+cjp4lskd3tf5paIE93d5Iafcq+Qy5Z5hGIZhGIZKPchSp9yr4P+JEyfme3MYhmEYhmGKI8jiKfcMwzAMw5QCea/J4in3DMMwDMOUAgUZEM1T7hmGYRiGKXbybuHAMAzDMAxTCpRePyXDMAzDMEwe4CCLYRiGYRgmADjIYhiGYRiGCQAOshiGYRiGYQKAgyyGYRiGYZgA4CCLYRiGYRgmAEo6yDr66KPp5ptv9nz/v//97+Ix9ttvP/rNb36T8X+QbNq0iWbNmmX5c+qpp1LYwL7BT09PT8Z13/nOdwLdZrfvNbYF22RG0NsaFH/605/oc5/7HO2///50wAEH0Iknnkj33HNPYPsZv/E/Y8/IyAj99Kc/pSOOOEK8N1/+8pfpvffeK/RmFQWdnZ10xRVX0JFHHkkHHnggnXTSSbR69Wr9+meffZZOOOEEmj9/Ph133HH08MMPF3R7i4kNGzaI75k//OEP+mXr1q0TZuQ4zvHdEPQ6WbJmpMXCj3/8Y5oxY4Y4UMaMGSMWXvX/oGdAPv300xmXP/roo3TttdfSscceS2Hk/fffpx/+8Id0zTXX5PV5f//731NNTQ2VKnj91113HV166aV00EEHEezxnnnmGfrud79LO3fupK9//eu+7+cvfelLdPLJJ/vyuMXMLbfcQnfffTddf/31YvIFJmAsWbKEHnroITEhg/HOBRdcQDt27KAbb7yR2tra6Le//S2deeaZ9Mc//lF8Bs466yw644wzxD5/8skn6aKLLhKTSA4//PBCb3qkSSQStHTpUurr69Mv6+joEPsawdXVV19NL7/8svjd0NAgTviKFQ6ycqCrq4v+67/+i6ZOnWr6f5BUVFTQ+PHj0y7D/Ed8WeCM7LTTTqMwsvvuu9O9994rtvGDH/xg3p4XX5ylDBZxfJF95jOf0S/bc889adu2beKkwK8gS93P+PLED2NNPB6nlStXigVp4cKF4rKbbrpJqFqPPfYYfeITnyj0JkaWd955R5xI4NjHiQW4/PLL6amnnhIBbHt7u1D9zz//fHHdzJkzxXfoihUrOMjKEajYmFGsct9994mpLjjBrqysFPsb79Hy5cuLOsgq6XShHWYpIfUyfDihyvz85z/XU3Tq/3fccYeQSvv7+9PSApCt77rrLt+3t7u7m77xjW8IhQuKBRgeHqbbb7+dPvrRj4oUJn7/7//+r34fDOmeO3euOMgPO+wwIZtjG7ds2SK+9D/0oQ8JWRdnfuvXr/dlOz/5yU+KLzAoKmZpQ/D666+LM0yMW9p3333pIx/5iFiI1A/w6aefTj/72c9EoIb9jJQAthv3g/QPJQ9npn6lhq1AilimG/C6cIwg2Ja89dZbdPbZZ4v9iy96jJTCcSLB8YT3C2fceAwcH3g/5CAGvEc4nrDgHnPMMeL9wGvH47qhvLyc/vWvf6VtG/jKV74igl6wefNmseDgdXzgAx8Q24KgHccEgOyP/Sp/473Ba3/xxRf1x+N0oTvwuert7U1b1Jubm8Xn8oUXXijotkWd1tZW8VnCd5+krKxM/MRiMZE2NAZTCxYsEMczD0LxDo5bfKdAmVXB/j700ENFgKXu740bNwo1vVjhIMsjSNVB2kdKBH8b/z/++OOFZIrFUfLPf/5TSKZBnJ1efPHFQhZXzyBwkCMVAZUCZ25I3WBBR+AlQSCGQAEfClwHeRd1C1A4fvGLX4iandraWpFHV4MDr+ALDs+Dxf4HP/hBxvUISrEPkW7Fc//5z38Wqhdui3y++oFFzh8BK2ZgYvuh0vz3f/+3CAJwloSAJ8gvy127dol9i7Owv/zlLyLowxcM0qEA++vzn/+8SPkg6EagiPcI+1INMBH4NjU1ie1GkINA/Ve/+lXac+G9xFk4Xie+pKBUIrB2CtJPOEtH4ITACovPmjVrxPMixQ2++tWvisf89a9/TY888oh4H3BW/3//93/64yCQxfuC4Aspl7q6usD3czGzdetW8RsnRyoTJkzQr2O8gWD1qKOOSku5opwC6gmUQuxffGcb9zu+g/A9zbgHwStSrvhONh7TWy32t/xeKVY4yPIIUnVI2dXX14u/jf8jbYKzeBQbS7Ao4bKWlhZftwWL4uOPPy5k2L333ltchkUcizeUEwR806dPFwvzF77whTSlBGAxxfVz5swR24svmJ/85Cc0b948mj17Nv3oRz8SgZZfCtyUKVPo29/+tpCPjXVl+ILDdkKZQqCE7cJrAK+99pp+O6gryOcjQECQg7NWnBV9+tOfFvdDoIjXgaAmKBCIIt2z2267idcEpeqXv/ylrnYiTYHjYdmyZWI/QqlCgTPSFA8++KD+OHgNV111ldjuxYsXi/sjhae+R9hfWDCgauHxoH64KdJFoIrjAargK6+8It7Tz372s+JynLljUPunPvUpUc+HbUVaF4rZuHHj0vY7Thyw36Go4VhDjcW7774b6H4uZqTSbay9Ql3b4OBggbaqOHnppZfEyeiiRYtEahbHvHG/y//xuWbcg+8xZBaw5hgZMNnfsn6zmI91rskKECz+UAe2b98uFtsnnnhCLLJ+ghQQFkwET0jFSd5++22xIMpaBAnkWqgqWOglCGTUVB3+V2trEGAh4MJ1fgGFB2eVOOOBWiXB8+K14DIoL1jAZapSpq0AiljVnD/277Rp09K2OZcvS6hF6vOp4HJcj6AUqiTSgQiskV7Fl7dsOsD+QkpN/WLB7RBUqfsSqUQofBJ8SUHJUs+mcRsJVD7jYzgBgRF+sP3Yp1Aw77zzTtHNhiAdChsULChcONtHcAUZ37gfEAxKoIQBHGuMe9TjVP4tFx2ohIw/4LsXJRDoMMRJilzgjd8P8n/e9+554IEHRIYBWRMzamtrM/a3DK7w/V2ssJLlgqGhIVe3//CHPyyUAAQMSBtCvsZlfqarvvnNbwrlAWdoKlbpG7lgqnlxtevO7n7qffwAnW1IT33/+9/XL4MigmDxd7/7HU2cOFEEXFAAjaCA0qzuyC/wXkH6NgOpTqlGIsD961//KtJxCIouvPBCUcOWbV+q22/cr/I9gjJqdRukeZ2+Xsj0UJ9k+gn3Q80PTgCQOoYq9o9//IP+53/+RyhxeO1Q1KDEGeV9YNbxxulCb8iUCk7EVPA/jn8md3Aice6554qmJBzf8vsO+95sv2PBlycPjHPuv/9+cfKOE02cKOIHXHnlleL7Ed8lZvsbFPOxzkGWBVgEjYXZOLt3AxZJpK+gEkC1QTpGXThzAYsaFnRIsFDHjAsf1Aa8BrUoGeBMA2qKVcoS6SgUIqpKF842Xn31Vdprr73IT5BmQz0P2v6ldw0CUnjbILX1ta99TahCslg7nws5Cr/xms3OdKH0oJgWabfvfe97oksPqTWkYfH/qlWr9M6lf//732mPAWUIx5GqBuE2xrQGOlTV90i9DYJrPAa20Qk4NhC0qqlrCQIqWT/2n//8R6QpkZ792Mc+JpRCvA4OoIIDJ0jYz2hwkCC4h4qLxg8mN3CigBQ46lFh46B+Tx588MH0/PPPp90en12oXX6esJUKUAhRmwpFS/4AfJ+gDhfHM9YjnCCq+xuqPDITxUrJH0lYrHAWr/7gg4e0ClIqWJhgDIhiZC/pMnRfYTFG0TvUAb+49dZbRXvyJZdcIoIpKEDqDxZ2pOQQgCFwwetETRW+dFCDpaanVJBLRzoKChmCCewD6XeCx/Mb1AVB3ZPmizjbQZ0K0lbodkPNFjrv8l0ngSJ6KEoobEdKFkEIjgsEflCVcD0WR+xPFIFj/+L4wJcM0q2oEUNdGFQiBMPYj9if6ADFdR//+Mf150KAifcJwS0CTrxPOPNTgRKFono8zre+9S0RKKOeyglIweLxUGcHewA0EGB//7//9//E60MqEgXxAMc7Xiu2Ca8VaUCuTwkOLPpI02KB+tvf/ibeXzQ/4HOA2iHGO2iMwUkPTtTQdYwTHPn9CAUdtY/4TGLfo1sXjSn43jF+9hhnQI3aY4890n4AAihch/IZCBfoLH/zzTdFow+UdLw3xUzJ12Qhf2zMIaOIGcoTFiOktJAmRNfaF7/4RbHgugELLgqesWCr6kWuIMCCwoBODjPwGpCixIKOLxF8wWBbUFAO128rIJNDXkc3G9QZgLouKEsohg4C7GNZKInAAYoKnh8fSLwOBGJYgKDmIHDJBwhM0MmHwASpBqhrCD4REOLMGCoTftDNia5CBFs4+0XxPeqp8DfUKOxLBGGyyxB1W/hfKkgAxej4kkeaFN02SP0aXyfuj/ca24HngOLkpm4EQTPefzQbIIiDAgolEcc1vuSQIsHz4ksPJrv4UoSahZSKUWlj/AVn+viOQX0i3hec8d92222mKXHGOfgOx0kCMgn4UcEJr+y+xucRdar4vOJv9sgKhra2NtGtDFUL+x8nivhO81N8CCNlo5wLCBTsXvgboTgawQLDqOBsGoGk0VNGgjQSui0RZObD5DZXoIihjg7HO8MwTKlT8kpWUOAMCv5CyDkj1aamhxim2ECdGFIAqOEyK5ZnGIYpRTjICghI/UiDAUjQxdyiyjCo5UKaEakWKLcMwzAMpwsZhmEYhmECoeS7CxmGYRiGYYKAgyyGYRiGYZgA4CCLYRiGYRgmADjIYhiGYRiGCQAOshiGYRiGYQKAgyyGYRiGYZgA4CCLYRiGYRgmADjIYhiGYRiGCQAOshiGYRiGYch//j/qOW3829bhWwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plt.suplot_mosiac(), essentially a more flexible way of creating subplots\n", + "#you can name the axes however you want!\n", + "fig,someaxes=plt.subplot_mosaic([['ax1','ax3'],['ax2','ax3']], figsize=(7,4))\n", + "#referring to the specific subplots\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": 44, + "id": "539cd961", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#formatting our layout!\n", + "fig,someaxes=plt.subplot_mosaic([['ax1','ax3'],['ax2','ax3']], figsize=(7,4), layout='constrained') #these axis are organized in rows! \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() #tight layout to prevent overlapping\n", + "\n", + "#differnce between the contrained layout and tight layout is that constrained layout automatically adjusts the subplot parameters to give specified padding, while tight layout only adjusts subplot params to give specified padding. Constrained layout is generally better for complex layouts. You can also include legends etc. " + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "74f3ce5a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#multiple visualizations in one axes (sub-subplots)\n", + "#data first!\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", + "\n", + "fig,ax=plt.subplots(figsize=(7,3)) #just specify one axes\n", + "\n", + "ax.bar(x,y1,color='indigo')\n", + "ax.plot(x,y2,color='red')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "8eac2741", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding some error info\n", + "#calculate standard deeviation\n", + "y2_sd=np.std(y2)\n", + "fig,ax=plt.subplots(figsize=(7,3))\n", + "ax.plot(x,y2,color='blue') #this is just our plot! \n", + "ax.errorbar(x,y2,color='red',yerr=y2_sd,fmt='none') #fmt is for style/outlining dataa while yerr is for errorbars" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "0e6e7f20", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "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", + "fig,ax=plt.subplots(figsize=(7,3))\n", + "ax.plot(x,y2,color='blue') #this is just our plot! \n", + "\n", + "#adding more options! \n", + "ax.errorbar(x,y2,color='red',yerr=y2_sd,fmt='none', ecolor='indigo',elinewidth=2, capsize=5,\n", + " capthick=2, errorevery =2)\n", + "\n", + "#errorevery is for skipping points! intervallic in many ways :)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "40808069", + "metadata": {}, + "outputs": [], + "source": [ + "#Final Coding Lecture, 2026-01-29\n", + "#importing libraries\n", + "from PIL import Image #for us to open images\n", + "import requests #for us to download images from the web\n", + "from io import BytesIO #for us to handle image data and store it! \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "838cf685", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#getting our actual image from the internet \n", + "url = 'https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png'\n", + "headers = {'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36'}\n", + "\n", + "response = requests.get(url, headers=headers)\n", + "image_file = BytesIO(response.content)\n", + "image = Image.open(image_file)\n", + "image" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "9e613de0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(219.5), np.float64(425.5), np.float64(-0.5))" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add an image to a plot \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", + "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]) #xpos, ypos, width, height: essentially adding an axes here\n", + "ax_image.imshow(image) #displaying the image in the axes\n", + "ax_image.axis('off') #removing axes for the image" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "c635235b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#saving the visualizations\n", + "path='c:/DSI/visualization/02_activities/assignments'\n", + "filename='/fig1a.png'\n", + "plt.savefig(path+filename, dpi=300)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "555f9a6d", + "metadata": {}, + "outputs": [], + "source": [ + "#Seaborn, data viz package built on top of matplotlib\n", + "#it is like matplotlib but helps us semantically map, where mapping means linking data variables to visual properties\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import scipy\n", + "import PIL\n", + "import requests\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "8e6e47fb", + "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": [ + "#loading some data\n", + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)\n", + "#the tips dataset is from the sns" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "411f7d1b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#making a basic plot of tip amount v. total bill\n", + "sns.lineplot(data=tips,x='total_bill',y='tip')" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "950ab07f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#using premade styles\n", + "sns.set_style('whitegrid')\n", + "sns.lineplot(data=tips,x='total_bill',y='tip')" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "c7026713", + "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": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add title and axis labels\n", + "tipgraph = sns.lineplot(data=tips,x='total_bill',y='tip')\n", + "tipgraph.set(title='Tips vs. Total Bill', xlabel='Total Bill ($)', ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "e2355849", + "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": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#modifying aesthetic elements \n", + "sns.set_style('ticks')\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": 58, + "id": "d3e8d8af", + "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": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Lpy9F4urEkn1tR7XF+Dnj4d3Ku17/tqenp7hU3BcYGFivf5dhGIZhXA17cOo5clNR3BAJqxOwbPoycbwxUFRUhBdeeAF9+vTBFVdcIVJbNEGc2LlzJzp27Ihz586VXL/ivilTpuCVV17BLbfcIu5j6dKlLnssDMMwDEOwwKlHKC1VUdyUFTl0vDGwevVqBAUFYfHixfjwww+xYsUKfP/997W6j4ULF2Lq1Kn47bffMGTIkHpbK8MwDMPUBE5R1SPkubmc4w1F9+7d8eSTT4rfIyMjMWjQIBw5cqRW99G5c2eMHz++nlbIMAzDMLWDIzj1iNZbe1nHG4qoqKhy297e3jAaaye+WrduXcerYhiGYZhLhwVOPaIL1glDcVXQfjreGFAoFLW6vs1mq7RPq20cYo1hGIZhCBY49QiVglO1VEWR46yiaohS8ctFpVKJn4WFhSX7Tp8+7cIVMQzDMMzFYQ9OPUOl4Df9flNpHxxvrYjcNAVxQ3To0AHu7u6YPXs2nnjiCZw5cwZz58519bIYhmEY5oJwBKcBIDET0CkAEf0jxM+mIm4IDw8PfPTRRzh27JhoEPjFF1/gueeec/WyGIZhGOaCyBwOhwMtjJEjR4qf69atq/I4GWxPnTqF6Oho9pY0Avj1YBiGYWpy/i4LR3AYhmEYhml2sMBhGIZhGKbZwQKHYRiGYVoIaSYgscyUoGwLcNoAmO1odrDAYRiGYZgWIm4ejwf67QOOFgG5VuDbZKDjLmBHfvMTOVwmzjAMwzAtgCI7sDYXyLIAVx0AxvkB89KkY7+lATE6IKAZhT2a0UNhGIZhGKY62rgBm3oC/ipJ5DjFzd3BwJvRQIDU17XZwAKHYRiGYVoI4RopclOW/0UCQWo0O1jgMAzDMEwLINsCfHO+NHLjZOgB4FgRmh0scBiGYRimBZBnBd48XZqWOtIX8FNK6arnE6WfzQk2GTdzpkyZgl27dlV57J577qly7MLzzz+P8+fP45dffmmAFTIMwzANQbgaWN1DMhS/FS2lpTb3ksTNtx0kb05zggVOC2DMmDF46aWXKu13c6t6JhZd12azNcDKGIZhmIZCrQAGegJdqFqqWMzQ7z91an7ihmCB0xAUmYECM2CwAG4qwFMN6BrO0UXzmwIDA2t8fU9Pz3pdD8MwDOM6kROgKL+vOYobggVOfZNjAH49BBzPLN3XOQC4szvQCKaKUworKioKsbGxYqDlq6++im3btnGKimEYhmnSsMm4viM3FcUNQdu0n443AhYuXIipU6fit99+w5AhQ1y9HIZhGIa5bDiCU59QWqqiuHFC++l4A6Sqli1bhlWrVpXbd8UVV2DOnDni986dO2P8+PH1vg6GYRiGaShY4NQn5Lm5nON1xIgRI/DMM89U8uU4ad26dYOsg2EYhmEaChY49QkZii/neB2h0+kuKGLKih2GYRiGaQ6wB6c+oWopMhRXBe2n4wzDMAzD1DkscOoT8tdQtVRFkeOsomrAUnGGYRiGaUlwiqq+oVLwe3q5tA8OwzAMw7Q0WOA0BDrXCZqL9bKp6vj7779fjytiGIZhmPqHU1QMwzAMwzQ7WOAwDMMwDNPsYIHDMAzDMEyzgwUOwzAMwzDNDhY4DMMwDMM0O1jgMAzDMAzT7GCBwzAMwzBMs4MFDsMwDMMwzQ4WOAzDMAzDNDtY4DAMwzAM0+xggdNCWLp0KSZNmoSePXuiV69euOmmm/D777/X6j42bNiA+Pj4elsjwzAMw9QVLHAagBwLEFsE7MwHTuil7YZk0aJFeO2114TAWbJkCf7880/ccMMNePvtt/H111/X6D7Onz+PBx98EFlZWfW+XoZhGIa5XHjYZj2TZASmnwBW55TuG+ULzOkItNI2zBp+++03EbG5+eabS/a1adMGaWlpmDdvHh555JGL3ofD4ajnVTIMwzBM3cERnHqEIjUVxQ1B27S/oSI5crkc+/fvR15eXrn9999/PxYsWCB+T05OxpNPPomBAweiS5cuGDp0KD766CPY7XacO3cOI0eOFNebOnUqvvrqq4ZZOMMwDMNcIixw6pE0c2Vx44T20/GGYPr06Th27JgQLSRqZs+ejUOHDsHT0xPR0dHiOjNmzEBBQQHmzp2LlStX4p577sGcOXOwfv16hIaGYuHCheJ6JG7oGMMwDMM0ZjhFVY/k2S7veF0xevRohISEiHTU1q1bsWnTJrE/KioK7777rojYXH/99RgzZowQM8Tdd9+N77//HidOnMDVV18NPz8/sd/b2xs6na5hFs4wDMMwlwgLnHrEW3F5x+sSqp6iC6WcYmNjhcj59ddfcd9992HNmjW48847ReSGIjtnzpwRwiYzM1Ncn2EYhmGaGk0mRWW1WvHFF19g+PDhosz5jjvuwIEDB9CYCVZLhuKqoP10vL5JTU3FG2+8IX46/TgxMTEiJfXTTz+hqKgImzdvxuTJkzFr1ix4eXlh4sSJwphMUR+GYRiGaYo0mQjOt99+K3wg77//Plq1aiXSJ+QtWbFiBYKCgtAY8VVJ1VLVVVHR8fpGrVaL541ST+S/KQuJGWcJ+NGjR0X6KiAgQOzLzc0VJeHO6imZTFb/i2UYhmGYlhbBWbt2La677joMHjwYrVu3xvPPPy9MsY09ikOl4L/HAMf7Ajt6Sz9pu6FKxMk7Q0KQol+fffYZjh8/jqSkJNG0j8rD+/fvL8zHzmaAJHb27NmDhx56CBaLBWaz5IR2d3cXP0+ePCmed4ZhGIZpzDSZCI6/v784KZNXhKIRVN5M0YlOnTqhsUORmoaI1lTHE088IQzFf/zxB+bPnw+j0YiwsDBhKn7ggQeEeHnhhRdEyurzzz9HcHAwxo4dK57nw4cPS4/B11f00vnwww+FR+fll1923QNiGIZhmIsgczSRDm4JCQl4/PHHERcXB4VCIbwkVLJMnpza4uzpsm7duiqPkwA4deqUKKHWahso1MJUC78eDMMwTE3O300ygkMzkKhvyzfffCMiDOQreeaZZ0QlUOfOnat9EqoiJSWlpByaYRiGYZjmR5MQOCRInn76aZFC6dOnj9jXrVs3IXooijNz5kxXL5FhGIZhmEZEkxA4Bw8eFIZXEjVl6dGjhyhxrooLha8uFN1hGIZhGKbp0ySqqJz9WKj5XFmooofMswzDMAzDME1O4HTv3h1XXHEFnnvuOezYsQOnT58W1T7bt2+v1NuFYRiGYRimSaSoqGKKGv2RqKFyZpqK3aFDB+HJoTQVwzAMwzBMkxM4ziGPr732mrgwDMMwDMM0+RQVwzAMwzBMbWCBwzAMwzBMs4MFDsMwDMMwzY4m48FhLg8apEldn6m0niaDt2nTBrfccgsmT57s6qUxDMMwTJ3DAqcBMFrzYbRmw2wrhFrhAa3SD1qlV4P9/UWLFuGdd97BSy+9JMrtafzY1q1b8fbbbyMzM1NMFWcYhmGY5gQLnHqm0JyKzWfewvmCHSX7wj0HYGjrV+ChlhoY1je//fabmAR+8803l+yjCE5aWhrmzZvHAodhmEbLeRNgdQCti+fsppuBIhsQ7ebqlTGNHfbg1HPkpqK4IWib9tPxhuojtH//ftE/qCzUJHHBggXi9xEjRoi5XmUpu2/x4sW45pprSn527doVN954I/bu3dsgj4FhmJYpbm4+Aow+BJwxAhlm4JkEoO8+4FiRq1fHNHZY4NQjlJaqKG6c0H463hBMnz4dx44dw9ChQ4WomT17Ng4dOiSms0dHR9dq6Onvv/+Ojz76CEuWLIGbmxuef/55kfJiGIapD4GztxCI1Usi5/4TwC9pQJYFWJsDFFhdvUKmMcMpqnqEPDeXc7yuGD16tJjnReko8t5s2rRJ7Kc5Xu+++67w5dQEGnj6xhtvoHPnzmJ72rRpePjhh5GRkYGgoKB6fQwMw7Q8euqA1d2BUYckkUMX4v1oYEow4MlnMOYC8L9HPUKG4ss5Xpf07NlTXOx2O2JjY4XIoaqq++67D2vWrKnx/bRt27bkd4oAOYUPwzBMXaNWAF11QA8PYE+BtM9NDkwJAXxVrl4d09jhFFU9QtVSZCiuCtpPx+ub1NRUEXWhn04/TkxMDGbMmCFmeRUVFWH37t1V3tZqrRz/VavVlfZxiophmPqADMVPJZSKG8JgB0YelDw5DHMhWODUI1QKTtVSFUWOVEX1aoOUipMgWbhwoeiDUxEvL+nvBwQEQKVSobCwNGVGv2dlZdX7+hiGYaqDUlLkuSHeiwbW9QBUMmn/d8lAIXtwmAvAKap6hkrBR0S/57I+OH5+fsJk/MUXX4hoDflxPDw8EB8fj5kzZ6J///7o06ePSF+tWLEC1157rRA+X375JRQKRYOskWEYpip6egA/dpQiOfeHATq55Mn5OQ14IgLw4DMYcwH436MBIDHTkI39KvLEE08IQ/Eff/yB+fPnw2g0IiwsDGPGjMEDDzwgrvPUU08hNzdXGIfJW3PPPfcgP79hytgZhmGqwksJ3BQo9cFxem6u9JJ8OQGVs+UMUw6ZowUaKEaOHCl+rlu3rsrjJABOnTolSqi12uLuUozL4NeDYRiGqcn5uyzswWEYhmEYptnBAodhGIZhmGYHCxyGYRiGYZodLHAYhmEYhml2sMBhGIZhGKbZwQKHYRiGYZhmBwschmEYhmGaHSxwGIZhGIZpdrDAYRiGYRim2cECp5mTnJyM5cuXi99HjBiBr776ytVLYhiGYZh6h2dRNXOee+45hIeHY9y4cVi0aBE0Go2rl8QwDMMw9Q4LnBYETRZnGIZhmJYAC5xmzJQpU7Br1y7xu/PnxIkT8eijj4pU1d69e9GnTx/89ttvMBgMGD9+PGbMmIHXX38dO3bsQFBQEF566SUMGzZM3NZsNuOLL77A0qVLUVhYiPbt2+Oxxx7D4MGDXfo4GYZhGKYi7MFpxpCI6dWrF8aMGSPSUxXZs2ePmNI9f/58vPzyy1iwYAFuvvlmcf3Fixejbdu2eP755+EcOP/CCy9g69at+Pjjj7FkyRJxvQcffBAbN250waNjGIZhmOrhCE4zxsfHByqVClqttsr0lN1uxxtvvAEPDw9ER0fjo48+woABA3DDDTeI47fddhs2bNiAjIwMEeH5559/8Ndff6Fz587i+LRp0xAbG4sffvihJMrDMAzDMI0BFjgtGH9/fyFunLi7uyMyMrJkm4SRMzV17Ngx8fvtt99e7j4sFgu8vLwabM0MwzAMUxNY4LRgKLpTEbm86qylM01F6SydTlej2zAMwzCMq+AzE1MjyFBMULqqdevWJRfy6tCFYRiGYRoTLHCaORRtOX/+PFJTUy9b4AwfPhyvvfYa1q9fj6SkJHz//ff47rvvyqW1GIZhGKYxwAKnmTN58mScPHkSEyZMgM1mu6z7+uyzzzBq1Ci8+uqrGDt2rDAcv/POO6L0nGEYhmEaEzKH01xRC+Lj47Fs2TLRK+XcuXMoKCiAr68vwsLCMHToUHESpBLjxsrIkSPFz3Xr1lV53Gg0ivJpqixyGm0Z18GvB8MwDFOT8/clm4wTExNFKTH1PQkODkbXrl3Rs2dPuLm5IT8/X6RB5s2bhy+//FIs4oknnkC7du1q8ycYhmEYhqknbHZAIa9+uzlRY4EzZ84c4bm47rrr8H//939C2FTHoUOH8Pvvv4uS4vvuu09cGIZhGIZxHdkWYG0OMMQbCNUAehvwXx7QwR2I0rZggRMXFyfSUtS+/2J0795dXGgkwKeffnq5a2QYhmEukfxz+Ti34xyO/XkMnqGe6DmtJ7wjvaH1boZnNOaC4ub7ZOD5U8DVPsCvMcDOfGDiEaCNG7C2B9Ba20IFzgcffFDrOw8NDRUpLYZhGKbhyT2Ti3kj5yEnIadk347PduDaz69Fr2m9oPHSuHR9TMOhkgERxQJmbS5w5T7gtBGwAwhQAkoZmh11knk7ePAg1qxZg4SEhLq4O4ZhGOYysRgs2PzW5nLixsmqJ1ahILnAJetiXIOnEpjgD/zcSdpOLBY3fTyARV2BcE0LFjj//vsvrr322nKDFanp26233ipKkSkdRf4cMhbT3CKGYRjGdegz9Dj0y6Fqj5/852SDrodxPQoZ4Kkov89d0Xz7xdTocW3btg1PPvmk8N+U9eC89dZbOHHihEhDLV++HK+//jo2b96M999/vz7XzDAMw1wEh90Bm7n63lfGXGODrodxLXqbZDC++ai0HayWfm7OA+46DqSY0DIFzp9//omBAwfil19+QUxMjNhXWFgoOtpShRRFbqjvDUVzKIKzcuXK+l43wzAMcwHUXmq0Gtyq2uPtx0njV5iWgcEGbM+X0lIDPIEDfYBfitNVsQbASAfQwkzGP//8s/DXUK8bZ4Md6g1otVrFhUrGy84iMplMyMvLE9e96667MHXq1Pp9BAzDMEwl3P3cMfrz0fhh4A+wW8qfvaJHRsO3ja/L1sY0PP5q4OkIqVJqvD8QogauDwAWxgC9PIFoN7Q8gUMiZe/evaKD7Icffliy/4UXXsDOnTtFFKcs1P/mk08+qVGXQYZhmjYGSw60Sh/IZFIJhsGSDbXCAwp5cfy7EZNuBjwUkgeByDBLHgU/FZoNQV2DcP+e+7HupXU4te4U3PzcMOCJAeh2Rzd4BHu4enlMAxOgBu4JAdTyUuMxiR1NBV9Oi0pR0eiFpUuXCuGyZcsWfP755/j7779xxx13lFwnJycHCxcuFCKIhjIyjYMRI0bgq6++ctnf79ixI08bb6bkm5KwIn4GcowJIqpbZE7H2sRnkVp0EDa7GY0Z8huQ74A8CeRNIHHz9hlgTjKQY0GzQalRIrh7MG789UY8cvIR3LfrPgx8aqDoh8O0TNQVzvrNVdzUuA8OeWyOHj2KH3/8UXQzJsaNG4dp06aVXOfBBx8U5eLk0Xn++efrb8VNEBpjkZ2dLXxLHh4e8PPzg5eXl6uXxTCXjNGai3WnXkC2IQ7LTk7H6LZfYce5T5CuP4xV8Y9hctd/4C73R2Ok0Ap8nASszAFW5wALYiSj5VfnpeMDvIGhPmhWUFM/buzHtDRq3OjvueeeE4bis2fPIiQkRFzK8tBDD0Eul2Pw4MEl4WoGSEtLE9VmNJjUyYABA/DKK6+IeV4M0xShtNTwqLeFuDFac7D05N1ivwxyjIh+Dyq5OxorHkrgyVZSi/pdBcAtx0qPPdsKiGm8S2cYphbUuPydUlAUeaAZVBXFDXHVVVdhyJAhlcQN3a4lR24qihuCtmk/HXclFGmbMmVKtftoUjylmFatWoVbbrlFDFellNeCBQvK3YbSlxMmTBDjOchcTsb0stAk8LvvvhvdunUT/yPfffddAzw6pr7x0UZhTLuvy+3rGXIvIjwHQqVo3I7FCA2wrBugLfMJeKUX8Fyk5FNgGKYFCZybbrpJlIlbLDVLUFOzvx9++AETJ05ES4XSUhXFjRPaT8ebAu+9955IQVKzx2HDhol+R0lJSeLYihUrRHTv+uuvF0Lnqaeewscff1zOd/Prr7/ihhtuENe97bbbxHyy7du3u/ARMXUBeW62ni3f8+poxu/INycJT05jhjw375wpXxq7I1+K6pAnh2GYFiRw5s2bJ8rFhw4ditdee02coMhTUpaCggLR6fiNN94Q11u7dq0QRS2Vis9PbY83Fij6QpGZVq1aiYaPdrtd+K0IitaMHTsW9957L6KiooQ3i9JvVHXnhKbKk8Ch21Mq09PTE0eOHHHhI2Lqonpq/amXheeG0lJ9Qh+CVukLs61ApK30lgw0VgqswLfJwJfFnpsHQ4F+nlJ/EBo8eLBpvC0ZhqkrD05ERIQQOatXr8bs2bNFmoLSUWSWpR45lG6hqA19cyOj8TvvvCOqr1oyZCi+nOONBWri6ITECeGM5J08eVKImrJMmjSp3DYJn7LQ/wz1S2KaLmqFJ/qGP4QVcQ9jRPQ7iPAagGjfkULcdAu6Ewp54x1sQ6WxtwcB36dIP5+NBAx24KYjQJAaiGYvLsO0LIHjhEQLXchXQWkWSlVQJMLX1xdhYWEYNGiQEEMMhGeJDMVVpaloPx1vbFDzxoqo1ZVNCc4UhFJ58X8hhaJyHWJjT2EwF0YhVyLQvStu67oMSrkblHKt8OTc1On/IJeroVV6ozHTzh3Y0RvQyAD/4r43i7sC9J8a0ni1GcMw9SlwnERHR4sLUz0UqaB0TXVVVK4uFVepVJXSZGfOnCmXXqpJdOfw4cOVPDspKSn48ssv62ytTOMUOW7y8iLdXR2IpkLF6cnNcZoyw7RkLlngMDWDSsHfffddl/bBIdFCQ1DLQiKGKuIWLVokzMG9evUSPynlRNVQNeX+++8Xk+TpNlRJR94cGt/x5ptv1sMjYRiGYZiawQKnASAx48pozbJly8SlLOHh4aL8+/jx43j77bdFamrMmDFiNMf+/ftrfN9UNk5ihhpAfvDBB+J+aYwHmYoZhmEYxlXIHC3QDOEcGlrdvCyj0Sg8RpSCq026hqkf+PVgGIZhanL+vqQycYZhGIZhmKbCJQmcv/76q9oOxRkZGSXzqhiGYRiGYZqMwCGPhbOTbUXI08HVMwzDMAzDNAmTMVXLJCQkiN/JtvPwww9X2R8lKysLkZGRdbtKhmEYhmGY+hA4NIto4cKF4vclS5aIbsUVG9XRNHGqFrrxxhtrswaGYRiGYRjXCJzevXuLixOaKUSzhRoS8v7QmAhKj1GU6JFHHhGlzQzDMAzDMJftwaFOtQ0tbv7++2+89NJLuOOOO7B8+XJcd911YnJ1bXq2MAzDNAUcDjvyTefEUFMnBabzKDI33iGmDNMsGv1RV14apkmTw50DNstCQziPHTtWV2sU9//FF19g6tSpQuAQM2bMwJ49e7Br1y7RhZdhGKa5iJssw0n8c/J+tPMbgz5hM2C2FWJ53IPwVIdjeNTb0DWhkRgM06QEDnWu3bBhg5giHRISIrw39Qk1eTt//jzGjx9fbv8PP/xQr3+XYRimoTHbipCUvw0WexGOZy6C0ZqDDP1RFJpTxe8mWx50YIHDMPUicGiu0Ysvvohbb70VDQEJHEKv1+Pee+8V0SGaWE5RHBoVcKFuh1VBgyBDQ0Prbb0MwzR9Eg2AVg6EFQ/hPG8CzHYg2q1+/65G6YnOATfBZjdhf+ocnMqVOrbSxPZx7b8TU9sZhrk48kudQt2QHhznxOvnnntOeG9+/PFHDBo0SBidt2/f3mDraIqQAOzYsWPJpWvXrhg2bBhee+01kWp0QscWL17s0rUyTGMhwQAMOwBMPgYkmyRxc/MRYMRBSfjUN1qlNzoFTIQMipJ9Qe5d4aVpBbmMRwgyTE24pHfKNddcg3/++QdXXnklGgISVARFbyZOnCh+79y5s4jkzJ07FwMHDqx0mwvNqbhQdKc+ICFRtqS+4nZ9c88994iLc64TTQz/6KOPcOedd2LBggXw9PTEf//9J34yTENB3rqitCLYbXa4+bpB5S69z10NRWmOFQHnTECSCbjpKGC1A3sKpW+EJ/VAKw2gqsfMPBmMyXPjgK1kX3LhHuxJnok+oQ9Cq/Ktvz/OMC1Z4FAPnM8//1yUa/fo0aPSAEQyGVMjwLoiODhY/OzQoUO5/e3atRNG58YMPUcULXnjjTdE1Iu2X331VeFjaqgomLu7OwIDS3P29HdJIJKHas6cOXjyySfLHWeY+qYguQBHFxzFzq92wpRvQvsx7THkpSHwa+cHudK1I/LUcmCED7AwBrjlGLAjX9pPq1rcBRjqU7/ihgzFh9N+RaE5pSQtdSZvMw6k/oDjmX+KyA4LHIapR5MxsXv3bnGpSF0LnC5dukCn0+HgwYPo06dPyX6KRDTmrskUqSExc/jwYdEokUQOiZ20tDTx8+OPP27QSE5ZwsLCRCSOSu5J4FCKisr/qUnj888/L67j6+sreg+R92nAgAHidSexee7cOREFo5EcJJBoPEdQUBAeeOCBcr6sP//8Uxwng3h4eDgmT56MKVOmCFO68z6o1H/evHlCJFMrAA8PD5c8H0zDUZhaiEW3LcLZzWdL9h369RCOLz6O6bumI6hLEFyNTgkM8pb8N5SeIsI1QH8vwL00a1QvqBUe6BV6H0y2AnQNug0B7p1EakoGGfzdOsJH27p+F8AwLVngxMbGoiGhk9/06dPxzTffiBNs9+7dxYl569at+Omnn9BYIfFCooDEDYka+knQYyCx4ypx44QiYiQqioqKKh2jFCRVrf36669i/AYJEYrakQhyQr+/8sor4n4oVfj666+LtCVFiCj19emnnwqBR68XpRPfeust8Tw8++yzJfdBXbF//vln0W6AxU3LIDM2s5y4cWLRW7D+5fWY+PNEaLyKnb0uwum5cYobgtJVk44Bv8eUGo/rC3eVP66M+B/USg/huSFPTteg26GUq6GU17PLmWGaCU3GrUaGYjc3N3z22WfiJNm2bVt89dVX6N+/PxozdLInMeMUN4QzXeVqaKxGWRN3WciPQ+KM/E/0XI8dOxabNm0qd5277767xM9EUaD58+eLKBs9tpkzZ4oqN0qDEbSP/g499scff7zkPm6//XaRamRaDkf/OFrtsZPLTsKYZ3SpwLHYgTXZwI4CKS21qAtgdQC3HgO25AEbcoFJgfWbpiK0Kp/y20rv+v2DDNPMUF7qNPGLUfabfl0xbdo0cWlKOD04ZaHtWbNmuVzkFBQUiJ9VRU4o9ec0dzsFj8ViKXcdEj5ljxN0HUrNpaamiggONWh0YrfbYTKZRHpKo5FOYK1bc7i9paH2rDyk14nKTSVS3K6EhMuEAOAtE9BNB1zjR4Zo4I8YqbpqjF/9ixuGYVwkcHbu3FlpH/k0cnNz4ePjg27dutXB0po+Tg8ORZycaanG4sEhjh49iqioKOFvqkhVk+Jrch2qjCEh4xTCVVXaUQ+i9PR08XtFgzrT/Ol2Wzds+3Bblcd63dsL7oHucDV+KuChcEAjL/XckLAxOwDfxlHsxTDMRbik7yHr16+vdNmxY4fwxZAx9YYbbriUu212OD045EGhiA0ZpOknCUBXe3AowkKl9BW7Q9cF/v7+4rFR9IoiNM4LCSry8TAtG+/W3hj0/KBK+6mCauBTA6HUNI7MOYkcnaK88ZjFDcM0Her0k4RSFo8++qjwxji9Fy0dSkOVjdTQ9ieffNKg4oaiaxkZGSV9cE6cOCGEBnWDro+UH6UY7rvvPuGXomqtoUOHir9JJmTy7NQkOsQ0HfSWTNgdNniopXYOBksubA5TyXZFqOfNoP8NQueJnbHnuz0wZBrQ9fauiBwUCa8IyRfGMAxzudT5VyXyc1BZMFNKRTHT0JEb6vxMF4J8NZQiItMwNf+rKj1VF9B9k8/ml19+wfvvv4+AgABMmjQJjz32WL38PcZ14mbT6TdQZEnH6HZfiL4th9J+Qlz2clzX4ftqxwq4+bkhvF84wvqEiUZ/ClU9114zDNPikDkqjgKvAcnJyZX22Ww24S2hkxn9TuW/jRVn5U913Y4pykHzr6Kjo9kj0gjg16PxklF0DH+fmAYHrPDVtkOQrgtOZP0tjvUOfQDdgm4XfV1aAvRRmmc6A5XcHTq11MunwJQMBxzw0oS7enkM0yy42Pn7siM4NN+oqkoHeoPTCejrr7++lLtlGKaJ4efWFmPafYV/4x9FjjFeXIiuQXcgJmBSixI3OcYE/HPyPvi6tcWI6Pdgt1uwIv4hOBx2jG3/LYschmlgLkngvPvuu5UEDm1Teor60vBMI4ZpGSjkGtFpN9ijO1IL94l91JiuR/BdcKvQx6U5Y7WbkGc8K7oPpxbux+r4p2Gy5aHAfA4KmRoGSzY81aGQybi+nGEatcChdv4MwzBGSy4OpM0tETeE3WHFiriHhCfHQx2CloBKoUWE1wCMjH4P6069gEyD1MyQxA1FbwLcO7O4YZgG5pLfceSJoO61gwYNEmXPVClD7fzj46UQNcMwzZ88cxIOp/8qfqdRAqPbfgkZlCJVdSjtF5htlceANFdUCncE6bqVS8t5qEPFHCmFvHGUvjNMS+KS3nUkYmhwokKhEH4cqpChMuQNGzaI6d4LFy4s1+W2qXIJ/mumHuDXofHiq43C4FYvItd0Gj2D74Va4SY8OUfSf0PP4GlQK+qnSq8xQoZi8tyYbVKHcIJMx+tOPY8RUe9Cpw506foYpqVxSQKH+rpQDxUqAS7rt6HW/3fddZfof9KUjcbOEQXUP4bmXzGuhV4HouzoCKZxoFZ4oq3fKNjs1hLPTYhHT/i5tYObyrXDZBsSq92Is3lbkG9KKklL6c0ZWHf6BZG+IwMyDdDkNBXDNHKBs3v3brzzzjuVzMS0ff/991eavdTUoMgUjZxwjhNwd3d3+Xyclhq5IXFDrwO9HvS6MI1T5KDMS6OQq+EmbznihqD+P239RsNsK0SoZ28EuneF3c0sPDnkSQrWdWdxwzBNQeAolcqSYYkVoS61ZrMZTZ2QEMkc6RQ5jOsgceN8PRimsULTvmMCb4FS7i48Nwoo0cprkOiDQ/4chmGagMAhU/Fvv/2GYcOGlYts0Dfu+fPno2vXrmjq0OOijr9BQUGVpmgzDQelpThywzQVNMryoyZY2DBMExM4jz/+OG677TZMmDABo0ePRmBgoDAZr1y5UlRXzZ07F80FOrnyCZZhGIZhWkgEZ86cOWJoJJmJKXJDEQ+K3Hz//ffo27dv3a+UYRiGYRimhlxyc4YBAwaIcnCDwYD8/Hx4eXlxxRHDMAzDME1b4JCRODExUZSGVwVHcRiGYRiGaVICZ/v27Xj66aeRk5NTkp6q+PP48eN1v1qGYRiGYZj6HLbp5+eH119/XZTwMgzDME0DozUPucbT8NFGidJ2alKYbYgXYyWoGSHDtGiBc/bsWcycOVPMoWKaBtRsjKY8V7fNMI0Vkw3IswFBammbJndkWoDA4m2mduLmRNZfkOV4Q5+pwfkth+AWqIbfQBXO65ajY/g4FjlMs+GSznAdO3ZESkpK3a+GqRfyTefFTJxQj96i42qROQMphXsR4TVQfINjmMYsbrbkAZ8kAT90AkLVwJEi4N4TwB8xQJSL6hocDjuM1hwo5JqS4ZpF5nQo5Cpolb5orDgcNgTo++Pfe7fg/LaDJftlChkmzL8W9jHUvMelS2SYOuOSeoe/+OKLmDVrFpYsWYKEhAQkJydXujCNaABg3Aysin8c5/J3QG/JwobTL4lLbOYSGK35rl4iw1RLlhUYexhYmQNMPQ7sLQCGHgB2FwB3HAcyza4RN5TS+ePYjUjMWScmptP7bNnJ+7A/5QchfBoranjj2KyzOL+t/Ge0w+bA0ttXwZTmsqUxTOOqoiKhUx1sMm4cUBrKTemHAvN5rE38H3TqYBSaKfomg6c6jNNUTKPGSwHM7QTceRxYlwv03SftD1QBP3QEAlyQpjLZ8nEw7Wcxd2rL2TfF+yk++18UmM/heOZixATe2mijOIWphdgzc2+Vxxx2B+L/jYd/e05RMc2DSzq7kbmY5lE99dRTCAgIqPtVMXWGTh2Eq9t8iNUJzyDTcLRY3ADDo95GK+/BUHMreaYR46EEbvAHno4APjlXun9dD6CTzjVr0ip9MCDiSZhtBUjK34r9qd+L/QqZBte2/bxRj2ewW20wF1Yf9ipI5ogu08IFDvW/+fLLL8UsKqYpIBPD/8qikKkh5+nGTCOHDMWJRuCH1PL7n4wHfukMhFY987fekUGOvmGPCIHjpI3v1cg2nMTh9N8wtPUrjdKsS9orpGcIUg9UeEKLib46usHXxDD1xSWd4Vq3bg29Xl/3q2HqHDIUk98mrYgMhTK4qwLF/nWnnhOeHIvN4OolMvWI2VoEgyW7ZNtmN5fbvhAGSw5sdmuZ7WxYbEWoTzIqBBfOmCTPTa5VSku9ECntp3TVfScqX58w5hqRFZeFtMNpyDubB7vNXufrpPTUmsRnyu2Ly14OO2xo63ct5Kh6fl2OpfyaDTYgvQY+IovegpzEHPGYck7lwGosfV1qg1ewH0Z9dk2VxwK7BCIoJlhalyUbJmvVTVybItSfLf9cPtKPpCPzRCb0mZd+/ipIKUD60XRkHMtAYVohmhIGSzZsdkuDvqebnMChYZufffYZtm7diqKi5vvkNAdsDrOooiJxMyLqXUzs9CuC3LvBATuy9Cdgc5hcvUSmHsXN6bz12H7u4+IPNjPSiw5jdcLTouLnQhSa07A64Qlk6I8IkUPm9K1JH+BM3mZYbPXz5eZ4ETDyIHCi+O7PGoF12cB9oZK42dwTeCkS+LUzoJUDL7QGfCrEoHNO52DR5EX4usPXmNV9Fmb1mIU9s/ZAn6Wv01Lr7ec+Eb42SkuNiH4P4Z4DxLFd579CsK4btCqfKsXNj6nA66clkUPiZn2u5C9KvsDbsCC5AP8+9i++7iQ9pm86f4O1L6wVfppLIbxPBKasvROBMdKXHYVagZ739MCty2+EW7BaCNs9yd8iPntFsxA5pnwTYpfE4vt+3+Pbbt/im07fYP64+UKg1AaryYozW85g7pC5+Lbrt5jZZSZ+HvYzzu08B5vFhsZOoXhPP4X0InpPW0re06dzNzVbkSNzkLStJWPGjEFqaiqMRmPVdyqT4dixY2isjBw5Uvxct24dWgL5piTkGBIR6tlXeG7o5HYufxta+wznMvFmDL3mi47fIn5v63stOviPx6qEJ2F3WMT2oFbPQ6P0qnQ7kzUfW86+jVO560Qq89q2X+BY5iKczpXeL7fELIaPtnWdrpWqoQbuB+INQIgaWNoVmBYLHNUDH7cBbgkCIrXSdQutQKEN8FcBKnl5IfDTsJ+QHVc5QjXhxwnoeXdP8dlUF5CXjXxtlKY6mPYTOgfciJNZy9DG9xq08hoEd3Vlb+LWPGDwfun3GWHA1b7ALUcBii89Fg68HQ14VhBshhwDlt67VJygK3LFA1dg1CejoNZdmtOaog+mAiP09nTEOf7AGf1ajIh+B2fztiA2a4m4zvUd5yFI1wVNmTObz+Cnq36qtN/N3w3377kfPlE1a1abfiwd3/X4DnZr+YigQqPAjEMz4N+h8aUky7+n38Gp3LXiPT2q7eeIzVwstolbYv4UjR+bArU5f1+SB2fcuHGXcjPGRXhpWkGnChE9OpzG43Z+40q2meaJuyoAA8Kfwo7znyIhZ5W4EN6a1ugb/miV4oag/f3Dn0CW4aQQxyviZ5QcuzLiWVGVV9f4qYBFXYCh+4FUM9CvuFpKJQN6eQLBqvLGY7pUJOtkVpXihlj/0nq0HdUWXuFVP+baopC5YWjrl7Et6WOkFR1AoTkVV4Q9IL44UJfgHsF3VYridHIHXowE3j0LfJssXYgrPID/RVYWN0RRelGV4obYN2cfrvzflfBre2mvh0ewh7hozFbkJpyE1WHA6sSnSo73DrkfXpoINGUocrfm2TVVHjNkGZC4LhG97+190fuhlOC2j7ZVEjeEzWTD7m9345oPr4FCVXVq0tVoxHv6ceERyzOdxb/xD5UcGxjxP7gpG684uxwuSeA88sgjFzx+6tSpS10PU09UFDMsbpo/9KHW0f96pBYeEKkqJ+PafwedWkpPVIenJkxc7/+OjC3Z18Z3FNr7jytpbFeXyGVANx2wpKuUpnLyaVtgsDegrkEyPXlv9f23ClMKhY+lrnDAil3nvxbipnvQFPQImYZ9KbNFuThFcMiLUxGKOD3dCvgvD9icJ+1Ty4AV3Uu7NFclcKpdg80BY07VUfTa4KEOwZh2X2P+4THicRFhnv3QNei2akVwU8FqsCJ1f9WGauLUulM1EjiU5jq/k1L9VZO0NQnmAjPc/FzUebIGeBa/p387Qt0cJdr4XIMO/tfVy3u6MVBnZTRWqxUrVqzA1KlTMXZs6YciwzCugTw3WYYTOJu/pdz+Hec+Ffn3C0HHyWdSljO5G5FtiCtnPK5LzpmAx+LK73vnLHCqhudw3zbV955R6VQilVCX0bGrWr+OIZGvoEfw3SLV2zt0OoZEvoyhrV+tsoKKPDfb8yWB48TsKPXkVIXWuzgvVw1qj8tvBCR5bmaWiBsipWAv0vVHYbU1bY+eXCmHV6vqRZrTh3QxlG5K+LSuPpVFaS66TmNGX9V7Om8TsvT0nq478d+sBE5SUhI++eQTXHXVVaIvztGjR3HDDTfUzeoYhrlk8k3nsCL+YeG58dZEoXvQVLE/MXe1iDZQXr46E+3u5G9KPDc9gqeJNCcZ1lfEPSQa2tU1VEk04bDkuaG01HvRgLdSSlcNOwCk1aDSKLR3KNSeVZ/w+8zoA88QzzpdM0XBOvhdV5KKouZ+HfzGC/FTFYeLpMdoL05LPRwm7adU1VfngYIqdKMuWCeqm6oickgk3AMvr+eOyVqIw+m/lnhuugROhr9bRzhgE93Pc02JaMp4hHhgyEtDqjxG4yliJsXU6H40nhoMfmFwtcevfOZKqNwab1TcaM0TxnGn54ZEubcmUrynKV1VH+/pJitw7HY71q5di3vvvRfXXnst5syZgzZt2uCjjz4SlVXvvfde3a+UYZhaN6Rr5zdaiJsx7b9Gr9B7hCdHo/BBl8BJ1XtwFF7oFnS7+HllxHPoGXw3xrabKUROe7/roFF410vH4g/bAm5yYGV34MlWwKaeksh5Mwpwq4E32CvCC1PXTq2UJugwvgMGPjlQVAvVNfIK/aUqbpclUgNc5y+Jm7+6AW9GS56cMDUwNbhqDw55ZG5dcit825aPTgV1DcLEeRPh7n95Akej9EBH/wlwUwagd8gD6B36AEa1/UyInCif4XBXBaGp02FcB/R5qE+5fSp3FSb/PRnekTX/Xw7qFoRrPrpGCCMncpUc474dh4BOjbvhrUbhJaUcFV7Cc0NfWsa0+0aInHZ+Y8VnAlp6FVVaWhoWLFiARYsWIT09XfTDGT16NGbPno158+ahb9++aAq0tCoqpuVC5eE0OZ6M5QRFbehbW3VRBif0sWCwZokyaI1SinwUmdMgl6nhpqqfMQRGG5BvA7wV9IFME++BdAvgLgO8avjlmMYN5J/PFz1jqNdJQMcAeIR6XLYQqCtSTRDunPDiBoVZFsBoL92+UO8V6ulDF0rFkVmaohN12S9LIVeXVFVSpaVMpmiUzQovBeqNRH4m6oNDUT6qePIM9ay16KUu0M77kcllIrpGIpQEU2PH4YL3dJOpopoxYwa2bNkCNzc3EbWZOHEirrjiChQUFOC77767vBUzDFMvuKnKV9jU1DRK5dQVRRDNMatPtArpUtZ4TCXjtYFOOt6tvMWlMRKiqWw8rgl0MqZLRP/6qWqqaDp3CuLmgtZHKy6XW8pNnie6XMjv1ViRueA97WpqLHA2bNiAjh074tlnn8WAAQOgUDTOcjiGYRimhWCyAtRkz6NYOVLXaoOldJtp0dTYg/Pmm2+K6M306dNx5ZVX4u233+aJ4QzD1BkOhx1Ga265yh2DJatZdNNl6gGzFYjNBFYmAIWU+7MD5/KBXw8DeZdfPs+0oAjOpEmTxCUhIQF//vknli5divnz5yM6OlqEvgoLm9ZMDoZhGpe4oRL05XEPYnj0Owj16AO9JV1sdwu6QzI3F/sGmIaB3JnkD3JTlC91L7vtUjINwOy91JRIMmz1Cwc+30GDwgCdCrgphur5Xb1KpilVUbVt21akqTZt2oRvvvlGCBxKVz388MO4/fbb8dtvvyE7u2bD/BiGYQijTZrvZLLlY1X8EziR9ZcQNzQSYXfy17DaeShsQ4sbKtlflQ0UFZevnzYCc1OB7MbSMsVLA1zdRvp942ngw62SuKEqutHtWNwwlzaLqiIkaP7++28sXrwYcXFxUCqVOHLkCBorXEXFMI13GGCWoXQ0gVKuFd1XA9w7QS5r3I3UmhM08HTgPmmK+8IYoJ+X1GE6zgC8Ey3N0vJtDPpBbwbmHgCOFg/OpArut0ZIIodpltTm/F0nnYz9/Pwwbdo0LFu2DH/88QduvvnmurhbhmFaEB7qYAyPeqvcvq6Bt8FP257FTQPjqQC66qTszy3HgB57JHGjkQNDvQFdY0hTkecmQw+UnT9GC16XKHlymBZPnY1qcNK9e3e8/vrrdX23DMO0gM7LKxMeK7fvYNo8pBTtbfIjA5oaYRrg9xigr4ekGXKK01RrukvRnJrMBqt3aE7XZ8WeG18t0K+4NfSG08C6U1J0h2nRNIZ/U4ZhWjg0D2nD6ZeF54bSUqPbfokAt05iZMDqhCdhtnMlVUNDc7KyK8wMpdEZlsoDtV0DeWw6+EnpqCcGALd0Aa5pI3WJ7BUKaBtDDo1xJRz3ZRjG5VAn1WGt38TKhEcxPOodBLh3hq9bO6xJeBo9Q6ZBJde5eoktCjIUjzoIJBSnpVppgHgDcOsx4I8YYIwfoHP12YMGkd7RHbDaAWen6mvaAkNbA75uUqdIpkXj6n9RhmEYgbc2EhM6/CTKweUyhfDkjG73JZRyN6gUbs12lIbFroenOly026BRGmZboeg4S6MTXAVVXVsckrhZ2x1o5wZMOgZsyQMMdmlgaKOg4rR1mq5eBxPWmRYucDIzM8X8qV27diEvLw/+/v4YOHAgpkyZAi+vmrWDZxiGKUvFmTgVR000N3Gz49xnSMr/D9d1mAMPVTBis/7CnuRvMKbd1wjW9XCZyGnjBqzrIU1xv8JT8tyQJ+dQITDIu+rBoAzTLDw4sbGxGDt2LH7++WdotVrExMSIXjg0k2r8+PFITk6u+5UyDMM0I6i3z7mC7aL3zz8np2P7+U+w6/wXYjhqXNZymG16l66PRE7/MoZiMh6P8mNxwzQdLulf9f3330doaCjmzJmDwMDActPGaZTDBx98gC+++KIu18kwDNOs8NSEY3z777Es7j4YrTk4mbVU7G/nOxb9wh+Dm8rH1UusZGNhWwvT7CM4Bw8exGOPPVZO3BDBwcF45JFHsG3btrpaH8MwTLPFXRWIKO9h5fZ1D5kKrbLpTatmmGYhcHx9fVFQUHXZps1mE2krhmEYpnrIUHw8azFis5aU27/85P3IMSagDprMM0yL5pIEDs2d+vjjj7Fv375y+xMTE0VqiqI4DMMwl0qROQP5xqRyfXLyjGeFP6W5QNVTe5O/LUlL3RKzSERuyJOz89znMNnyXL1Ehml5s6ioUoqMxjRBPCIiQqSmcnJycPr0adjtdoSFhZX+AZkMa9euRWOCZ1ExdUKRGVArAFVx33qjVaqvbYJD/rIsgJ+S3q/F22apXT89PFeIm42nXxHl0iOi34NG6YW9ybNwIutvjGs/C4G6mGYxusFmtyJDfxgnMpehX/gjomIs13gKO859jiGRL0GnDnL1Ehmm0VGb8/clfUqQqKFLWVq1aiXGNDBMixE3608B7f2Btr6AzQEcTqO8A3BFGNU3o6mQYgL+lwC80BqIcZfEzidJwLV+wJVeDSNyqDvuwSIgWAV4Qi+iF61CPkaCUY6ivK8Rm7VYXO9cwQ74aKOE6GnqKORKBLp3g09ENLRKyVDso43GsKg3SrYZhrl0LkngvPfee5fxJxmmiWOxAbvPA//GA6sSgEf6AgXFU42dzce6BDWJkpNsC/BcIjA/Hfg3G/ivF/BDCvDJOelypC/QobhJbH2Km90F0rTqTm7A0m6R6NTqZww/qBZP4T+d74ZHwTa08xuLLoGTmoW4KStyFPLyYobFDcM0sMCh3jZUNaVSqWrU56ZsmophmhWUkuoeAvx3FkguBL7cVXqsoz/QyrtJiBvCTwU8HwmsyJYiNzG7S489FCalreobCn4V2qTOuQeKSOjIkGtVI8MC+ChpJpICcmjQ0f96PvkzDFNjavzxNWLECPzxxx8iDUW/k7fmQhw/frzmq2CYpgYN+HukP/DOZqDIIu0L0gHTegFemgZdikVvgSHbAMgAXZAOCqcnqIbE6ICtvYBOZXTa9f7Aq1GSAKpvtApgqDewohsw5hAQZ5D2eyuBFTGpOJfyOPLNZ7D0xD24rsNskaJqDBQkF6AovQgWg0U877pgHTQeDfvaMwxTBwKH0lLksyHefffdiwochmnWkKE4LqtU3BCZeiC5AHBTlhqP6xGH3YHshGxseWcLYpfEQqFRoPe9vdHnoT7wpihSDck0A99XCMrSzKEUM+Bbxnhc3yKntRZwUwBFxROsA1RAgFqFTtHvYmncPTBYs3AobR76hz/h0jQV1WWkH0nHghsWICcxR+yTKWTo92g/DHlhiBA7DMM0IYGzZMkSEb2hHjg33nhj/a6KYRozZhtwPKPUc0MmYxI6qYXA17uAJ/oDbfzqPU1FJ9c5/ebAmGss2fff+//h+JLjmLp2KrwivGrkwfm02G9D3OAPbMmX0lVD9wPbe9e/B4eILQKuOiCJGxrwSL4cmmQ96bgflnbzw/j2P+Bg2s/oE/aQyz04eWfz8POwn6WoWTEOmwM7P98J70hv9H+sP+SKS+rAwTBMHVLjdyEN1SwqKqrLv80wTRMqKwr1lKYWk+dmem/gkX5AmAfg7wb4utW7uLEardj+6fZy4sZJ1oksnCV/UA3wUABj/AC1DHg8HPihE7C5J+CvAvp6SqXi9U2RFdiaD6RbpLTU7t7Aiu4OKGTAEb0MZ0wy+GjbYmCrZ8SUbVeTsi+lnLgpy3/v/ofClMIGXxPDMJVp+s0kGMYVhHgAz1wJaBRS1RTxUD/KXwD+Fw95UISCNBCdxJ2YKHpRQ0FBJ9gTf5+o9vihXw6h0w2doNSWvsVNdik6UnGbBioe7isZislzQ5ftvSTxE9oAlhKdErgpUGohRGvpqgPau8mwvBtAT0cfD0Aul0Err3narT5JP5xe7TF9ph5WahXAMIzLYYHDMJdKRa8FGY9rgJnKovOlKc29PSWRc7wISDQCw30A9xqIHJlcBpWuegewxkuDIocMTkmQbALSzZLPxVcFpJqABenA5GAgWF05DdW+AdJSZaFqqduCAJ1C8vyQJ+eq4sXT742JkJ4h1R4jo7FSwx+rDNMYUNZ2RINarb7o9Rpj92KGaQxQSfRe6vlyCFDKgA09pEgJ+U/I9/J3V+Bq34uf1OlE2vfhvlj1xKoqj3ef0RfPn1XgtWhRXIVYPfD+WeC9aIBqkO4/CSzLAnYVAJ+1A4Iu/raudzwqfBo1NmFTVuCQkZgqqCoy9JWh8AzzdMm6GIa5DIETExMDPz8/uJpTp04Jo/Mrr7zChmcXY7WboZSXnh1tdjMUZbYbG8ZiE6uzMogEh5VSNXVwMjXmGWExmKHx1EKtU1f5/FC0hsREkApIMgFDD0j+F1rTy/4m9DBaIDOohb/HVGCCpcgiIjUaT02lLxFdbumCowuO4tz2YodwMb3u741VvgGYmwbEKK24UWPEvlwF4g1ueCoBeKqVJG6IYT6A5hLtQja7CXKZuqSi0uGwi1lRdfn6V/x/qvh8XvC2VD6fbxLVZW7ki6IGjXVQ3UZG4rs23IU/bv4DmcczxT6FWoGBzwxEl0ldRHSNaT6fGUwLiuC4ehyDxWLBM888A71e79J1MDStIB2JOWvRzm8M3FS+MFiyEZe9HO38RsNdFYjGht4GrM8Bot2kkQR2APsKpMqdyxlJQH6Y1P2p2PT2JuSfzUdY31AMfnEIvNu4I8m0CSEeveGlCS+5fls3YENPYNB+IM0MPOJtxE3Z6Yh/azOWxGWLMu+IARHY+v5WpB9NR0CnABEZCOwSCK1Xsd8HEJGCSX9OQtqhNBz8+aAQQr2n94Yu2g/rLBpstWUi4Z1t+HPTafgG6fDT04MRMiACt5ySUmsz2wO3BgJel9DrxmIzIrVwn3id/dzakbxBluGkGBQZoutZJyesiv9PNH37VO46hHsOgKcmtNrb2Sw2OLIMwP4UJGUasP27PZg093roTudC1i+81DN1GQTGBAqRQ1EcMny7B7jDI8QDqiY0osMVFJiScb5gJ6J9RopqOL05E/E5/6K93zgxi4th6pImlyz+6quv4OHh4epltHj0lkysSfwfMvRHUGA+hytCH8COc58hPmcFkvK3YXjUW42i4qVs5IbEzfVHJL/H5l6S4Bl+UPLErO8BDPAClLWs7jUXmbFvzj6sfW5tufLtYwuPY/K/N+Nwq1+xL+V7jGv/XbmTMv1NMhpP9LRg1I6jWPXQP2J/66tai5Pk3MFzS66beyoX8f/G44afb0DXyV1FtMCJZ6inuLQd1bZcb6qBe1Mwd9APsJFzuXhN5275HV0e7IPrHxiBQ3ATJeKXYoelb9xpRfuxKuFxqBQ6XNf+ezhgwz8n7xPfzse2/wYhHj0vayAmiRvn/9O5/O0YHv0OTmYuxa7kL+GticTY9rPgoQ6u8rb2TD0Ucw9Afi4fbfqEImzOBGjWJEJ2JB2O2EzI7uoBlBGKl4pHsIe4MDWj0JyGf+MfRp7pLIzWPHQKuAEbz7yG8wU7kKk/gYERT7HIYeqUJtWsYffu3ViwYAHef/99Vy+lxUMnrzDPPuL3oxkL8MexG8XJiAj37A+FrHGFnMnP0YYquFVAthUYsE9KD1H0JkQtVQvVVtwQRWlFWPfiuiqb8K24fzU64S4EuHcuF9EgQzF5bmgdT2iKsOvplSXH+szog/Uvra/yb614eAUKUgqqPFZW3Oiz9Pj34eUl4qYsR2ftwURHgfD/vHwamJ1Mjf7Kyxyr3XTBx0yPxUMdKsYmmG0FWHpyGpaeuBcWu15E8nSqoMue9q2UaxDhNVD8Tt/4Fx27WYgbItC9KxQyVbVVTIkbTsMcLvlgNHtS4P3jfqiOSJVPDhqOyj1qXAK9ZjRclNid/BUWHrtJiBuildcAKGTcBZqpW2r8Tp84caJo8ucq8vPz8eyzz+Lll19GaGj14emyI9Wru6SkpDTImpszdHLrHjwF3YLuENtGa674eUXog+gccKPLm7FVN5JgS0+ptwvNPjLapQoiShdR2uhSyIzNFE3eqiLvTB7cjZG4stWzcFf5i31UCm2wS5dAFRCekw+roVRgyJXyKnvbEOZCMwqpmeBFyM824vzO89UeN209jeekpuRINtmRZTgtInIEfbM+mbVUpBIuBI1LuK7D91ArPGC1G2BzGMX/xHXtZ8NbG4nLhSJDUT5X4arI18r9f0X7XIMBEU9W+02fnrvf71iM4/kmGHsXf04UmsUP/eBIpHqogGJ/FNOw0Gs2IOIJtPG5ttxrOjTyVbT2Hg61kjtAMy4c1eBKXn/9dfTq1Qvjx4936TqYUshUqrdkl9tnsGTB7qgcOWgMlB3qWLYXDAkdal9zKSMJSJBcEJlDPE8l15cBPTyATT0lc7H6cPk/erERKHL5xb+TKC5yH0qVHE+2IsFnR3fVQWxOmI4wz/4YEfUOjmf+ib0p38JL0wrXtf8OumrSQPSYrHajMBU7sdktsDlMYpRBXYxyof8jvbXYDV2MyZon0mHVQQZfuugC3KEgH04ZFAYLNCxuXAq9piabJGyc0Gt8odeUYZq1B+evv/7Cnj17sGzZshrfZt26ymkDJxTFYS4PEjY7z32OhJx/xbaPNhq5xlM4lrkQMpkcvULuE+mKxiRuyFBMnhtn5IZ8MDlWaSQBeXLIeFzb87Jfez9RpVNVOojMwfmaOBw5/SVGRL0LnTqwpJKqp4dUvp0X5gm1pxrmAnNJlKa6EmQ3PzdRHn4xPPy1iL46GqfWnqryeNSwKNGp+KYAM5LyUsW+5IKdImVgsuWJbTJGU4VUdeKGDMX/nLxfiByt0lfso9suO3kfxnf4Hr7adpclcshQHJu5BLuTvy6JGOUaTyO5cBc2nn4Nw6LeqNLITs/RtH/vQEh8NlTHMkqbMqYWQrM3BSrqPt3OD6hQlcbUP0XmDGw+84ZIOZZ9TfckfwMZ5I028ss0XZpEMvrPP/9EVlYWhg0bJqI4dCFee+01TJ8+3dXLa6HYhf+C6Bf2GMZ3+AE9gu8W2yZrARyiRgmNSuAYi429rTTS9Oz/ekkDHc0OKZJTdaLpwniEemD87MpRReogfN3c0Yi1z4PFVlTp+aBIDp3/qRJq4ryJktoBsPOLnRj16ahKkSEa5njDvBtq1GOFSqLHfDEGWp/KRtoRb48QayY0Ci1aew/FVa1fF9tOcdPOdwz6hT1arUC1O+yiRNzusAiRMaHDj5jQ8Ue4Kf3EPorkXO7rT3+D0mXSesaKWVTDWr8lts30fFLIrQroMQd3C4KsuJuwYVgU0q5pA2N/qYpNZrBc2gvN1AEOmG1SinVY6zfFZ0Y733ElkTl6zRmmLpE5qvukaESkpaXBaCzvSxg1apQoF58wYQKCg6sOo18sgnOhKA9zcci3kVZ4SJiN6ZsX5dSTC/Yg1KN3o6yGEB2ECyRTsdNzc6xIEj6UNio7NqE2UL8amupNwxZzEnLQalAEet3bGx6Rbkg3HYSvNhoe6uq735r1ZnG73V/vRsaxDHS9vSsiB0Vi7/d7kXYgDYFdA9HvkX7wbeNb4zJkelvnns7Fkd+OIH5lPDzCPDDgiQEiqiR6whRDIuJYxh/YmzKrZF+oRx+MiH77gqX+NrsVmfpjwnfj9NzQt3GLTQ9/9w6XbTIWa7PkIrlwN0I9rhD/TyQUUwoPwN+tPXTqoAs+dmt6EWSncnHscBpOrE3EmPeuhi7bABnNDuPojUtbS1D0L0TXS3huqFoupXAvwjz6QqvycfXymCZAbc7fTULgVEXHjh2FL+hSGv2xwKnbnLpcpqh2u7FBkZyKQoaMv3XRm81qtopGf2qdBgqlosbPBw0nNzoAnd0Gi8ECpZsKBTIFvGCDRW+Byl0FxSU2qLPb7KJZIJWWl51LRZAgPZaxSHhuCF9tW+QYE8TvYZ79MDzqzQuKnKoeW12//pfz/2W30vNnFSlEMT6hrl5opkV9ZjCNi9qcv5tEioppvFT8YGrsH1RVRWnq6pynVCvh5u1eIm6k+764uNmSD2zJAzKggMZLi6NmBRZnAOdtCmi9tZcsbsTfV8jFXKqK4kbCISqgiA7+1+O6DrMxPOptsW21kVn4IvddxWO7lNc/33S+pIqLKDSniktV91eb+5cr6fnUlM6GYnHTKGhqnxlM06VJmIyr4sSJ6icpM0xDQEbYsqZII20rPITJuiZQQGFnATDmkGTBWdAFaKsFhh+QzM/Uafh6fyDs8nvSVQmZg6nUP1DXRaQMKN3U2vsqjG73Nfy07UpM0fVJrvGMaBAY6N4FQ1q/LDw8qxKehMNhw+h2X14wtccwDNMsBQ7DuNpLsPP85+gT9hC8NBHCS7A/9Qd09L9ejC6oicihgEKERmpAeEIP3HJUKh3X2yXzM/mC3Or5yy2JmijvYSXrVSncEeHZv8Yi7XKgCqyMoiMwWLNwNn8zNp5+VURycozxkEEpevFQ08CGWEtLgczhJKedjSeFX8luEK87wzQ3+JODYWqJwZIjSpUTclZhRdwM0YKeuuwezfhdlEnrLcXlyTWA5mL92w2I1ABWhyRudApgaVepbJ06L9c3FQVEQwkKpVyL1j5XYXCrF8U2dbV1ipvR7b5AkK4Li5s6FjephQeRVnRIjNsgcUPP9+ncjSXVTQzTnOBPD4apJRqlJ/qGPwyFTIsCczL+78hYnMySejT1CJ4KhbzmOSXyueTbpIsTKllPs0jVXc0d6oRMIketKC1/99FGwt+tAxRyrnaqK6hPUbr+GP6Nf1TMgyKRQ4ZyEuQbz7yCs3n/iYgawzQnWOAwTC2hEugA905iqGRZOgfcgpjASdAqvWssbg4VSZ6bXCvgpwRaa6VIzq1HgR0FQMqFx0I1egw2qTy/rO8o21woUnoERb9Wxj9a0lOJyDEmYvOZt8oZj5nLgyJhnuoQeGtbie7TK+Iewl+xU8XzTv2L6P+ZImoM05xggcMwl2gwPpH1V7l95/K3wmTLr/F9UKM/ebEXhzw3y7oBG3oAHYs7Kiua+BuUxM36XGB7viRySNzsL7Th70wZTubuFak+SvNRXxQZFLi27Rcl6Sry5GTqY8uNuWAuDxqQOqbd18K4TaMRaKyGSq7DdR3miK7CDNPcYJMxw9QSOjHTCAFnWirKeziS8reLdNWKuAfFEMqaVv9085BEDXVTpgoqH5XkyUkySUKHRko0Rajf0LZ8YMJhiMnlq3sAXgoHhh9QoMCmw7wO/eDIXo9At07o6H+DaA5psRkQ7XN1SW+UYF0P9uDUIeS5oY7BJmthucnxenM6PNWh5SbeM0xzgD89GKaWKOUaRHhdKapRrgidgaGtX8O4DrOEJyfQvSvksto5g0nk9PaQxI3TeDzYq+mKG2e/oXZu0oXE28iDwIB9MhTYgDA10MWtAMfS52BF/Ax4asJhsGYjzPMKaFXeaOt3Ldr5jRFeJ6buxE02zQ+LewAWe6GonvNUh1EnJPyb8AjSCg/CapfmoTFMc4EjOAxTS6iktpXXlbi580IxQoBOxIGKzpjY6VfRF4cal1GXYDqJUFSCKlQUUMOcLoMhxwC5WgZdoAfc/dxhthaJVIFztAXNcRK+iGpGXdCJKt90FiqFDu6qALGPyqkp0nHBcRC2QjFGgfxDdN9URWOyFYhIiUbhCZXCrSQ6ResvN/TQaJGGeDlHHFhtgMF60ZEH5Cda0wMYtB84Z4KYF+2jpEnqNpw4/zaKLFIzv9iMP3Fj59+gKfYukfGYqVvIQEzRGkoFkudmTDvJP7b+9AsoMKWInCgNvGRck+6m96Fz9ht9ZlDpfmMcd9PUYIHDNC/yjECOAcjQA35ugL87leXUi8jxdYsu2SbhQNs02+lw+q8iutMlcDLSiw4hLysd2Nkea55cVzIlPOLKCNy46DpkqvfgbN4WDGz1P2gUXsjQH8HOc19iZJv34aEOruJbeDz+iZuOEF1v0RiPSn+Xx80QBlEqra5K5JC4ScxZI+aEUWTE360zck2J2Js8C33CZogPVJonZnMYsT91jug90ylgohA5BqMV+XY5fLadgWZgK9jclUg3y+C+JwXePYOBMnOtKkKem0yL1LTQydPh+fCX0wTyVgB2I8pnOPqEPYwTWf+gvd8Y/lCvJ0jA6tTBGBH9rmiiuPbU/8RQ3OFRb0EmU8BHEw2FnE8HrhA3sZlLUGRJR+/Q6SIKnFywG8cyFuKqqFcvOCqFuTj8H800H7L0wMzdQEqZnh4kch7tBwTXf1SABAgNHz2QKk3Wbu83DrvOf4HOp57H4juWlrtuUVoRTMjBxjOvluzrGDARqxOegM1hxs5zn2Nw5AvlIikWuwGZ+uNCsJAJd/2pF1FoThbeH4VMIyqTqhI4NPZgy1lpBAPddxsfvSgNpmqa2My/EOgeI6JIqYX7RS8fIkjXDX7uvbEuX46bY+X4p1MEBh/PxNH2IRh2VI5PIsJw68lMeHdTAO7qKsXNgULgqgNAkU0acPp8RD56yP/C0hM/4pq236Gt7wjY7PlYcvx2DG39KlIK9oqScfaC1A8kmClKsyL+QeSbzol9B9N+xsjoD+HGgy5dAn1hoR5aEg6EeFyB9aeehwN2HEr7Fb1DH4CamzBeMhyTZJoHRWZg3sHy4obINgDf7pEiO/WMTCYTwqBn8L0iknMo7Wdc6fEG/ntxX6Xr0vTww7MS0C/wCbGdmLsG/8Y/JASItyYS/cIfLZ8mEqkbd0T7jiipNEop3FMibsa1nyWmeFcFRWT6hj0qfj+du16kJUjc+GjboFPA9dif+j3WnXquRNx0D7oLvto2yLMBL5+Rib48Y05r8aFPMIYdVaDQBryZqYaxR0iV4gbFlWEauXQhz82WnsC0EDPOZf8iUnBrEh5Alv4QNpx+WTzmo+m/I9ije63FjalM/yCnudnKhVdVQhGbM3mbxNR3J+lFR0TKk/4fmIaH3mf0fiOOZizAulPPCnFDXr5uQXewuLlMWOAwjYYsS/nt7ArbF6TADMRJvVUqQWmh/PptKGM1WpFzKgdnVqRCvf5KXK2YC7U+CHKrO9IPp1d5m21v7oHX+X4llUNOxrX/Dp6asCpvQ/6UVt6DyvUsoRJfL00rkSarChJKnQNuQqTXVWX2yjAy+j0hcsib4YQql3qE3AWtygdBamBpNxm66hyiN89rKUohbsI1wMZudgRrL/zx0UUHbO5JnhugnTvgpQ7A6Pbfi+gWiZx9qbPFh3mAWwyGR78rUii1QV9chk5jLpzihqJGuwpY5FTEbCsS4nZr0nsl0+I91eEicrc87kFk6U+6eoktEnqf9Qy5S7zvnNAXlmvbfg6dOsila2sOsMBhGgXHi4BpscD54nPtWSNwx3EgQRp2fXFoLPeF0NdGLdUOi96CuBVx+KbzN1hwwwL8NfVv/NxzEYoWtYFKqYFnWNXVQFFXR0IRnSu+VZdl+7lPoLdkVXkbMhT/c/KBcl1nswwnsPnMm9XehgzFmYZYnCvYWmavA/tTfkC2IU4MuHSSXnQYaYUHhC+HCFfa8ElU+bHiLwdaELk/qUaiMUYniRsnPppQdA26o9x1BrZ6RlT01AajDdiQC1x3GBi6XxI5JG6GHZAqtvYUSIKHkVDJ3RGoixEdo1t7D8OIqLcxrv238FRHCHHM3ifXQO8zGp9B7zsnJDrJC0eGf+byYIHDuJwMs3RiWpYFTDoKnDFKE7ZXZgOjD0nHL4q7SqpNro56MBo7yUvKw8JbFsJWJl/iHuiOmLuisNP0Lvr+r3vl5UT74Oof+mJN8uNCYFBaqkfw3eLYqdy12Jv8rUhzlYWqoOKyl6PAfE58y5vQYW6ZxnhbkGc8U+76FMWI11Nn4LNYGf9ISVqqS6AkMBJzVyMxZy2uCHtQRHgoLE4RlTWJzwjhI0VEZLgptvzHxKPnVdgcGQzTvhQpNVhDLDYjzhfswp7k8h2gVyU8LrwI5GGqKZT6aqUBvJRAugXovw8Ysh8iwuSvkhonXujfoaVB6VNfbTvc0HEeBke+CDeVvyjPH9d+ZrXmdKb+offZmsSnS9JSnQNuFvspXXw8c5GIvDGXDpuMGZdDwyW/7QDcfFRqDhe1Q9qvkgGzOwDeNZmo7aUGhrYGNpT6C0roGQJ41p9x9fD8w3CQq7YM+gw9Tq9MhvfQNgi6To4eh7rj4NxDpccz9dAovNHedyxSi/aLsl1KJVHp976U79El6DZRVVWxcos+AMlkHO0zUnwjlyq5ZCJ15e/eqZy42VcIjDgArOjqh2ifUcgyxKJN2Fc4rHdHnzB/HEmfhza+1yBLf1xMRadIz5rE/0Gr9BUpMkoRToqVl6Sl/ulix5QTMhwpkuGWJC3iBkRCU0WaymjJFaH3ku3iknkqfXUaKOnDnEzUNKaBeuBsOP0Srmv/HbTFpbIXgzo9dytOgQ3cD+QVW0iCVMDGHuWjRkypyPHWRpbbRyKHcR30PovwGgSjNQfXtPlIzF+j93J89r9o6zsaaoXO1Uts0sgctfna1EwYOXKk+Llu3TpXL4Up46eYmwI8El+6788uwHV+5Dup4Z1QymTjaWDDKcl9qpQDAyOAMe3rNYKz6LZFOPr70SqPjZ4zDDG3dYBDr4Y5y4H0I+nQeKvh394fnuFeMDvyRGTFmW8nI6joi6P0FyekqqDIDn3wOT03dBsq9S1rSMy3Av+XDjx4UgrTruqaDT+VBVcfDhaRmaN98uGrkNJccpm6pIqmyJwueuo4e+xQ6uf2Y8CCTna085CL1OGkow583Q7o5SWrFCXJMSRi5/nPMSTyZfGYCswp2HLmLQxq9YIYFZChP4rd57/GiOh3xHEyvG449RJGRL8v5iTVBqfnZvD+0sGkFL35ryfQic8LTBOBZq7RSBLnZwB9QSDjPXtwLv/8zQKHaRScLU5LHSs2jBKDvIAFXaToQY2x0GhukyRwSBlRZEddv4HKAz8dwN/T/q7yWKvBrXDb37fBjcrVi+cznTIAgWrpQoEfEhE0aNOryACb2QatjxZK7eWvmQZ4zk8DHomjGI8UEaOAC5l+u3tIlU41IdMMBDgDYBYbMhwK+DlTQPR8qxQlH8yLjt8iIjIUoaGeKyvjH0Oe6bTwelzf8SfhAZEaGZZGagzWHLgpaxa5qShuKLVJEaZAlSRyqFMyRXHoMbLIYZiWff5mDw7jclJNpeKGTsIPhEon5K350lTttNp0kKeTLTX3I2NvgPtFxQ11EKUTc1kopVIb2lzTBpMWT8LNf9yMCT9MQKsriyMRMuCaD68pJ26o6qf7XuD101KV2EGq+jldhPi/jmP+mPn4cdCPWPnESmSdzIL9MkuBqGvwGIqAychSLI1M6OwuCcaaihuiRNwUmIDNZxCoN0rihozb5MPJlFQphdeHRL4ieq1Qw8IFRycIcUOjK65q/ZqIOlEzubLihqituCHoqSEBR6ImQgNs6w3810t6zEV26VIha8gwTAuDBQ7jctRy4PZgSdys6g583BZY1EX655wWCrjV038piZts/UlsOvsGiswZYh81QFub+BwKTOdrdB/55/Px33v/YfHti7Fo0iKsf2k9Ok3shGs+vga3L78dwd1KS5/1dmBHvhR9mJkM3HYMWHdKD83Ha7F28h84v+s8chJzsPe7vZjVcxbSj1VdXn4hiqylpuyTeuDxOOBgX2BEsSVmZ4GUtqqVaHSKm2UngT+PAz/sk7Z3nwd+Pgh8vkM0WaRuueFe/XBlq2fL3XRk1HuiP1BdNvDTKKQI3+ru0rBSmnlFnhyK3NClZy0iVAzDNE9Y4DAuh9IdM8KA2H7AlV6AhxIY7QckDABuCZQqZeoDmqxMwwfP5m0WDeeoColKsKmB3urEpy5aplmUUYS/7voLu7/ZLfrgEIWphVjzvzVQ69RoO6ot1B6lJ3XyhzwRAbxY7PPclAcMMRbgxE8HKt231WDFqsdXidlVF4KEirNfEImb5dlAl93AkSJgf4EkEAfsA15qDSyMka73d5Y0rbxWULqvc4AUWkvIAd7aDCwo9h1Fepemqaw5OJIuNQx0ciDtJ7G/rtEqgCHepYZip/GYxE1Tq6CiqCH5MJxQV2qrrX57NzFMc4cFDtNoRE4bN+mbOeGuAKK09SduCIVcK8ywdNYmUfPHsRvFAEhqojc08rVynYSpPw/5hJykm4GccwU4te5Ulfe9/uX1KEguqLTfVymJNoJOxunrEqpd3+mNp2HMNV5Q3FCEZuZ5INcC5NqA5xKBDItUkdZZB7yYKFUYzTgJDPYGvmkP/NMN6FrbKiONEogJBO7pJW0XFoeAugYBk7sCXhrRh2dF3CMlaamYgFtK0lVUnVVdn57LgXzkTigyRiLHKW6aSh+cXOMp/BV7F7IMcULk0GiNFfEPif9JFjkMc+mwwGFaLFR1FOk9BH1CZ5Tbf23bL+Hv3lFM1XaKG/ICkU+IRA6lgD48C8QeqD6FZMgywFShER55QshzM7Q4YEP2frnqAm9B2YU9KMsygQUZwO8ZwBE9MPU4sLwb0McT+LydZC7+oj0wyBv4tzsQogHuCAKGeUvRj1pDioE6RpeF+uAUm10UMhU6+k8Q4mZsu2/QL/xxXNPmYyFyYgJvhlJWf5VsJPaWZtpLoln08+9MO1JNjVvlUJRw3akXRW+jf07eJ/oEkTFb6o/yP1js3AeFYS4VFjhMi8ZgzURs1uJy+/alzBYpAickcKj9P5mgqfEgRUN+TAU0QdUP8JTJZZUqoXIswCdJUqVPe63kM2o/qm2199F+XPsSg3JVkYsJAcA9IcDvMcDEI5KB+c7jwJyOkrjZkiet9bfOUnSM8FZdorghQ/GeZOCP4rRUsE4SYKdyJU9OrlFEvGgK+aSYxcJzQ54cGgkwuesyRHmPgFpZP2VNqWbgkZMO3HhUjpnnbULcfHXOjpuOyvF4vKNBRA4ZyC+0XR1kuL46+gNRlk9i5t/4h5FjTBAtAKgBH/VEKdseIEMMWy0o6YJLw1e54y3DVA0LHKbZQ2biqrbJWExzeCgloJS7oUvg5JJ0FU35doqcHjpgZXfJBH1cD/yZCeRYAf8OfqKkuyo63tARuiDphE4RHxot4K+WDNSPhwMruksiJSDcA/1fGlLp9m7+bhj18ShovauPetCsqA/bAp+dBT5qK6Vm9hcCPfdIIy6o2y8df+gkcOxyAwEUbnKmpahx4lMDgem9JZFD/qPibhMkcqh5mdNQTCKHuuTWl7gRS7OboZNLoZtXTitER+PXz0gfbe5yI+yO+h20es4IfHG+1NxN0SQSss6xIxeDmu/R7KGy0BRpmk/kfB6Nljwcy/gDf8XeifjsVaL3UVL+ViyJnYK9KbNY5DBMFXAnY6bZN9FKLTyAcM9+4uRLJeGUBgjz7CNOHu38xuJI+v/huvaz4aONFicVMhx3CbxViB6CfEE9PCTz6u5iWw1VdgVEeOGOlXfgl2t+gblM6iawayCGfXwt1B4aUQL/eDwwPVQyxFKa6PEIYPxhOvkCi7u5oddjAxB0dTuc+GoHjBlF6DCuA7rc2gU+UaXdgKuCIhWzkoEf06R01pftgIfjSo/P7wQsSpeMxyTMdvYuU/JdW3Rq4KrWQKgH0NaPWrBKnpxH+gEhHoBv1ZGmhiBYI8dbUUWwOmyYn+FW0ktpapAez4edh5+CTE/1s74UE3D9EalrNInKD9pIvihKHa7OAf7oAoRc5Dkngb3x9Gvl9h1M/QmtvAbB3629aLxohxWZ+lhxjAZmkjE+KX+bmClGER8HeBo4w1SEG/0xzVrc0BBKGmbXO+Q+dAgYj4Opc3Ek43d08JsgZjCRz4ZGCKjkOmiU1IROD5M1F3KZBjq1v7gf+mZOZt05qUCwWgpWdHIHdHJgTgc73NPzkXYgDdlncqHuFoqTgb543+CJnzoBb58BFmcCPgrgSF9J4GzMBUYdlOYl0TwlMljTcMibvKyYHmBDzyA1NMoLlwGRB4eGTd5+XAqi/NUVmBpbOpyUGgdS6fT8zsCNR4FfOkum5ssunSa/Tdk7qbjtIrIsdnxy1o73kkq/sz3fyoCnIuQI1NSmU2TtEOmw81JfI4L68FB/HuLTtsC0EMBHVf3tKfKyMuFxZOqPirTUwIhnxKBF+t+l/8lJXZbAXSX9H9K+/86+hzN5G0tuH6LrKbpA69TFznWGaeaMrMX5myM4TDNGDg9VGHpGPQmHw4AVcQ8h15iI3pHfQquOggwy2OxGrEl4Ft2C74DS7RooZGqcTf8FvTR3IMvdgjylCjY7MMZfair3RpQDCrsdVqMNnglZcOR4QxPsiY7XS9GWOD3w9hHg03bAWROwKgfwVgInrsiAEhYoZGGiFP5knxxYHUW47UQY1uRI6ZS+ATJE+RoglzmQe64INrMDbhEOuKsDRUm6qcAEn0gf0Xvn/L4UaOOysap7KEJiAnBzgldJWurlSGCgN5BpAaYcB1Z2A6gAOUlvR2ujEYU2O7KOZwkRFRDlA9JE7sE6KJQXN+cUZhQh93Quzm45K1JwkYMj4RHmAZX2AmfxeibLDHx9HiXihsrxsyzA+0lu0ClseChcEpFloZRhmkWac0YChETrKSPgoZBSf8I8bbBKIz4ol0hpOPIh0VDXMt4qut9Hw6X7ez+pVNy83+bi4oYgUT2o1bPCe3N1m4+FYAn37I9/4u7DFSEPQikvFWckeKJ8hpUTOK28B4k0YFOAPOo0SNdLURpJPFX8P0uvQ6ZVEuaeSknA0/un7HUvBqWeKRpGxQM0T43IN50X72kWgC0TFjhMs8Vd5YfwoGcw6pAS/korvmvzEux2E/6X1B0nDQqs72FHft6PKDCfR6G8PW49JEcrjQPLwh+A8Wgefg4HnkuWoh8mmwO3BgEddsvwXrQcBTYFpoV4Ivqb7cDt3YAO/qIXTHt3YHFX4LrDUkn4/3UG+uoysO3syzBYzmNU21nQqTyQnD0LCdn/4se2s3FvQgecMclxrU8B1sffiVE+c7B0ygrknc7H5NU3wuqTg82vbRVDPaeunYpVT69C0n9JJY+TUlm/rJyCIUY//BEjRYZGHpSiTN91hEhe3HjEgUK7HKuC7fDLLUReXBY6qOVQkmn41q7IzNAjsGsQ5GXrritAZe80d+vs5rMl++j6tyy8BW2vbQuVm2tEjtFuxeocKYo0LUiPt6PNeD5RjV8y3LEq24FpIWZAVXqWJDFCBuyxh4GPSYiEAqeNUnXbTQHAe5E2BK0/BaxJBB7vD4R7AUfTgR/3A3f3BKh5YxmRY3EACRVsPiR0af/FoKhNgHsn3Nrlb6jk7lDIVcKTc2On/xMpVKfJmAzF5/K3YdOZN8S2DAo4YMPu5G/E0Na2fqPEGIzGStnRGncHA69HS2Jw+AHg3hAgRgdMPgYR9ZwYIBn66djD4cCzrS4uckjcZOlP4J+4+9HR/3r0Dr0fJms+lsc9AB9tFK5q/QaLnBYICxym2UKRlziDHIkGIB5KISTc5Q5syZciFQeL5LjGbxKMVj3OW3wRbwAClHIYMmywRPthbpoSVocUBbk7RIa5qdIH9e/pMrzTBjheqEZEqCdUs/YAr10FBOhEOutwIcTfpKjJnBSgU+s85BiOwGo3YnXCAwhw64LTeVJ4NbdoK8b6huPtJE/cfMwD89p/AcMpA1J2p8Kit+D3UYsR1icUx/+U/BexS2IR0S+inMChiMrmB5Zi+++3Ym2RG84pgWSzdHkyXjJE7y+kYm0gXq7CsB3n0NnugIrGLFAUIS4LJ7MN0Phq4dO6at+PzWLDzi93lhM3BI2T+OPmP/Bw7MPwbyelUhqaIJUZv3S0YFGmGtf7nIe/KhjvRFvQxcOA8T7p8BUTmaXhoQRVsf2cBvHaPpEAHC4CFmVK/YLIr/RqpBw4ki6FEb7YKQ1s/e+sNO9i61mgY0CJwEkr9lgtlBphC68WtQL4IVXK3L0dXRwRuojIoWnrZXFT+ZXbpjTqvtTvhecmWNdTlN9vOfu2iOYcTPtJRHZwKdVxDUQBPbdZ0tywr5Ol6Bl19aaGk9Sv6ccU6f1CadYHQ4F5aVLn7z8yJM/axbDYinA2b4t4no5m/A6DNQtphYdQZEkTVWd00YEFTkuDq6iYZovFlotQ22r81ilb/KPvLVRiS74UZfipoxEjvA3w0nihd+hdkBd8gd87ZWNHgQz3m30gyzdhRUABuro7xImQhAqJm14ewOtRgCnPhKs2HIfqWIZ0IC4bOdR4L14ymFLkhP7m0izgrvgo9G49WzQQpBC6U9xEB9wLD4/x6OJuFtfdU6jEirxWcEQVYNKa8VC5q5B3Jq9E3Ax+YbDojLz90+2VHuvZTWeQm16EsQHAWH9gbkdpP5WOU2WVWEuMHVeuj4XiYBpUh6UePqbeoYg12fDPU6uRcbT4LF0F1KF598zdVR5z2BxIWFV1w0KLwYLshGzs/3E/try3BUnbk1CYVoi6RKVwRyutGvcGF6C1e6Awk4e76XBfcCGi3HUlk9Gd0JDTT9oCtxaf70iMkLghfxWNeWjtLgPuvwIIdJdEzpZicdPeD7i7l2hqWIJMEkpOz836HsDrrYsf++WNEqskeKjSqqP/RIyMfl+Ulw+OfEE0Uxzbfhbcin06jRVK1T0cBjxf3MWbBCGJG50CaKsFfugEXFs8kmxWiiRuWmul57Mmw3bpNafCgO5Bd4ntxJw1QtxQVGxc+9nw1ha/KEyLggUO02yhypNT2YvQ0z1XdEV2QieyIV6F0Mj0orvutqSPkJy3Et3cckS/mKV5CiQHeCLwSAqe8CvuHFfMvaHSN9EBSgt0+5JLD+SZhHfgkXBgTTYw2Ev6gCa25yuRaotAoHu3kqtTPKVH4I1QmPfCS/+pEFcPhxbh1gA9Nic9B88oLcL6h5VeXyFDr3t6Ydc3u6p9vJ5Wq5ik7VU86oImbDtp6wZc4eGA2lC+UZ91YAQ2frBV/F6UXlpL7myY50TvrkFgr9Bq/3Z+Un6lfRSBiv83Hl93/BpL712K9S+ux49X/ogFExcIH1FdQj4Uf20QtCqfkqiInzawkrhxQs/Tc8UnWyeUngp1RltoxMbgClegnkWe5cMx9L/0TQepOzR5boQnJwJY2hX4oO3Foze1gcrtB0Q8UZJqocfWN/xheGnC0RSgNgk0kqXsSedKTyDaTXo9nOLHCT2ftL+m0GsfE3RLuQ6ZFO2itgXOpp1My4IFDtNsoRNA79Yz8XBiaySW8UhQn5LbY/2RZfPBsYyFOJW7Fr0jZ+Lx01HCBLkyyog2B5KwrnsU7j9X/gz1RDwwxAf4UO+O5BkDyPkpHWjnJ7yo/TyBA32lRntkWiV+bJ8DR8FMpBSWRkAcsGNtwr0I1PogR78X7kUfY7LXKmxJvBOj/L/D9jcO4syGM6XXtzkw7+p5uH7u9fCgUu0KqD3VSFRrRblyklHyANHIBidxBmDaSRnSh7QpN99A98shTJk/ET7RPgih/jbFpc+PxQEnisutM83AZzkaRP9wC8KHVv1NOHpkdJWenYWTFoq1l+Xc9nPY8fkO2Mw17IZXx5ChmNJSww+W308DUClVkktd+ihF9ZcUOSvhu73A6VwpqlNB5NDUdqehmETOOP+6FTdOyjb+k7Ybr++mImSCH7xfSkU5WZMLzEmWqgjHHS5/fapMowpESm/VhDxjEpaduFe8u5ycK9gmGnfWxyw0pvHDAodp1h6cbflqrMuVvr3N6wQsKZ5SvrNAhuXZCnQImIx2ftcj3toVq3MUGO7twKDcXJivCMd9yRrxYUxpqd1XAF11UrrqpVPAraFyrNN6wNI9GGjlJaUzitmZD6zLlX6nb/LXeqcjKedPsR0TdC8mdPy5JF2VmLMWg1u9iG4BYxCX9omolDEkW3Dwe6lj8OCXB2Ha9rtK01WLj6Pfw/0qPdbeL1+Fry2eWJMDLMlwYG9xWurvGDt+6Ch94K/MlWOHpxeM49qjkJr0uSmpzAReB9Mw4csx8Az3FGKGxM38dOCqAxC+pLfOAB+dk+G6ZB36z7ulksAK6ByAoC5BldYUvyq+krhxsnfW3jpPVdUUqrAib5IzLUVDXp3pqhdOAQX0zJG4caal3hxemq767TDVdle6z4qV8o2gcr5RQbPSPjpbmpba1bs0gtbDE5gRV5qWiu8PjCpOVz1avP9iUOND8iJRWor6V93Q8ZeSdBU1SKQSe6blwSZjptmikAPX+ALvRwMRWuB6f+nEs6SrZHC8JQDwUvugb9h9KLI78FEb+tYtg03nCb+jGVjXKQxPn1PgjSggTW/HPx0deOCUAu9FA/+lWXHHmfNQkdn0wT7Ujlb8TWWFvznchwLmkRga9SEy9CfQJeh2eKl0GNf+OxxO/w0d/MfDXRWIw2nzMabdTBxN/x0+YZ64fsEYZB8uQJcZreHjF4i7NtyFnV/sxJCXhmD/nP0iYkPNBUlsDH9zOMKu6whtlgLTrTk4FZuFx8IiMEhjhemlDbjynl74sUM4cs0ODMvNhTHCC8ueWoUJbwyHx95k5PePQECQDrpAHdwdwCtR0jdrinS131n6fD4W5oCH3QaNlwaFKYVijla3O7ph+BvD4RlWOZJQcL7ysFEn5kKzMCi7AqrI+bkTcP9J4LN2QEd3aWYXlSs/GFacpqLXdNlJaZAolYo/1l8SN7d1k5ocMrWColtUOUWi8ulWQC9PaXwIffWw24HFXYAHTgKzOkj7qZqKxM3LrcunWi9Ubt8nbIYwG3cPvgv+7h3gqQ6DTCYTzTs91TVwKjPNDm70xzR7aAYUjVnwKJbzeps0K4g8ARWvR+MOxARzvRlmyJClUIkTn8Zhh85sRZZGDa3ZDBP17LBapZOdunJ+n+6LevWRL4coshpgsZnho/EW23aHFUZqKAgVtCpvMWdI2m8T5e1F+blwmGRQ+yrFmAMSAzRZ3D3AXVQ0FaQUwmS0wk2nEuKCPsizkvLx69C5oqqq/+djkLH1LBIXSpGg2/fcj4CuwfC1WIW/hNJHNrMV7u5qyL01UNK08GLoE+FIEdB9T+njmRwIzOwA+KogIi80SFShUoheOBRdqopT609h3sh5VR4L7h6MKWunCFHlKiiSQz1znFD0ihr1iQwePQlFFsmL44R641BHZ+aSod5M1D7BOfGdehi5KQB3RdWvB6X7ahMNo07laqVnieeG3lfUB6ep9ApiLg43+mNaHNQIT5+pFykRGlBZNqJAJ+Wy0IcpXSpS7nruatCprNRWKwfUaohaFZUa0mm5+pOd875sdovobaJTugFKt5JtMsGWNcBqlZLwcaLzKl82TP1mSNwQJCx8Istfn8g5mi7EDbHziX/LHft30kJM+28aECo9L1VFXJzQieYHqYK8hA15QDqdnFSAR7CHuFyMgE4BYmxFxpHK1VmjPx/tUnFDlD2ZEuV6rchIEVd4fVncXDbUo6ksZb9kXPD1qCFOk3l17yumZcEeHKZJ47A7kHowFWvf3oLdKxLxbbdv8cPAH3Dmv7PIqOlI53rCbCvE6bwNKDSniAiM2WxEWtFB5BgS6+XvUQl2deQk5sBKnXkvAomb985KwyMJarpGnZgpXUWeHOrvU1NIRN2x4g70vq83FDTQi0q0YwIxZc0UhPapviKLYRimLuAIDtOkoYjFunf/g+710VhrUmHsLDVOfr0DZ/298W2iHJ+0A0JdYJkwWwuRmLsWW86+BW9NFIZ6foginMfGrP9BJffA+A5z4OtWufLocvBpU745XFk03hrYyJR0EWi+FpWYf3keeCpCKt0lYyh1+e3jKQ0IrQ3erbwx+ovRwjtkt9iFd6gm0R+GYZjLhQUO02Qh+xhV6nT6cAwGnNaJCidrv864/e/2GJPsIVrBq+UOfNpOVmkWUX1Dbfa9VBGQy1TIM53GWtsM4Qegqc9uCj/I7XWf7mg9JBJKrRJWmptUgb6P9YdP2MWFhVYhTT2nwaABSiklRb4UqnqhuUA0LLS20AiH6jokMwzD1BecomKaLFaTFSf+PoHcNXG4z9Mk9n2Vp8XAs5K4Ec3cIhwNLm6cAgdnQjBE975oPEat40nceKla4wrTKzg+JwmFFocon60rvCO9cOfqO0WVU1k63tgJ/Wb0gVJVs2ZnJHKossjpjyA7Sgf3SxM3DMMwroIjOEyThcy2/h388d99f2PKIi2S2rTHP3mlJ/F10Qa0lpOC8GrwtZHnJn5lPEImVihSlNvF14qDPx+E+4Su2KzywJ00dboO3ok0DdzRqxX6b3sQytPZMGbr4RUThINaD+T4uqPptIRjGIa5fDiCw9QLecazKDKnlWwXmtNEp9G6RK6Q44r7rxCVOo4eEfivqHyE4ie9GmcsSTBYstHQWO0mhE+WY0vh86KzKvW6oXRVvikJe9Rv4NqfB+GY3oFH44EtuVQefvl/M90MXHlIjhEZPrjTrw3ihnfF8KIgPJDhLrrE0nGGYZiWAgscps7JNZ7GspPTsTrhKSFySNysSngc/8RNF8KnLqERA1dtvA/jUkvTUjf6S9VTn5xTYG5mFOLyT4ieMw2Kwg6zMlv0u/FRt8EQ2acY6vGBEDkmWx7Ufgpsg5to8U/m3brofKuVA29FS16Zv7sC94YBK7oBbnKIJoa0vyGpqsVWY227Rb2F8s7mISsuC/nn8kV1HsMwTRtOUTF1CvV5oREEJCjId7Iy/nHYYUOuMREyKIXY8VCHQSGvm389tU4NX7kd/T0d2F8owz8x56GwxiJE3R8/pnngWh8DQt2CK83wqW/UCh3CtUMwNOAdqDLC8H9XL0No/2Bc9fVHUNm9kFkUig16Jdb1qLuZRdSg8JZA4Dp/qfsriaYrvYDTAyRxQ96ahoIaFmYb4sToCW9tK7GPolcma6HoMtuYhh8WpBZg15e7sOurXaLDMjUvHPb6MMTcElPSe4hhmKYHCxymTqEmdiG6Xri27WdYlfAkso1xYj+Jm9HtvkCIR/fy4sZik2YqOEMY9M2ZhkhVYYjNS8pD2uE0FGUXwJhuRofxHaALd0ewVoEfO6lRZLMjNeMnxGYtxt0RH+Ch8AEIkuXB36017A57yZ8wFZhgtZigVGug8bhM56zRCpveAovdAYdSBjef0o6pXn7+kNuuxKFNh4XxN31/Js4uaYuA61vj1hxvxBmB/QV2XOUjF12PaXCBukxM1WirvSghkVPWcURNloMaWEsIcaM/iX/i7hfCclz72cKo/M/JB0X06rr2s+Hv3rFRiBxDjgGrnliFowukjs/OqerLH1ou/k8GPDEAiio6VTNMTaj4HjbZpZEgTMPAAoepc5QKDfzc2kOr9IXBKg25c1f5w1fbFgq5pry4ic+Wxh04O+smF4gBkGLIYRmRQ43q/rj5D4z6cSBkHeNgXOiDWT1m4YHEO5GpP4oi9bViKJ/RboNOFQyFuiOOFNjRQ5sDd5WnGGoZ5TUC+YdtOH/4FNxHZMAXnSCP84FfOz9oajtfyGCBg9a6Ig6KDD0QpIOxfzhSHYBHtA88irv0Kn3s8LmzCCOvn4oDhUrMdbgjVe+ASm6HzaHAuCNyrOsudXjNtAIDPSVREqcH9hUAY/1Lxz00RYos6Vh28t7iSrJMMQixMVGUVlRO3JRl81ub0eXWLlzizlwSR4ukxpgjfaXO6WeMwKps4OZAaQQFU/+wlmTqHEpDrUx4rETcEDTld3XCE6XGY4rSJOQA3+wGPt0uCRu60O8zd0vHrJKXhuYerf7faoz+aTB2q17D7ryP4Hb9aUw/cicOF/yIbHlfXHVQgZEHFTDrHkKXyB9w/fFWmHzCCxuL2uF0Qaw40a47/RxkvkYoBp/G9py3sanwGZg12UhYkwBb8d+qESTM9qdC9sl2yI5nApl6KI5lQDf3ADxzjTj06yHkZxlKWsdH+fSGNcCKZ4u8kCGz48NWh/BLu0T01DnQzk0qvx59CBh1ENheAMTrgWEHgMnHgb8zgcKLNyCuFppnmVehFJ28SvUJRWb83DuISA1NTadUJf0vKGTaRhW9cQrn6qB0lTHH2KDrYZoHJ/RS5+/rjwCrs4EkI3DtIWmg6PfJ0qw6pv5hgcPUuQcnpXCv8F9QWmpMu29wbdsvIYMCmYZYpBUdgs1uldJSvlpp3g81pvt4m3Sh32kfHVMqSuZMxf4Vi+yT+fCVdRL7Dhu+x+rCe3BWvwnusjxEaRywOIAbjgdg2OFQnDMBOgXQ2c0MnUIpBE6G4QjWGe7HvqLPxH34KNqi8Kweyx9YjsLkwpo/SIow/VH1t37dmgSEt/NDTkohioo1k7s6AO20dqzskox3Iw5j39mHYCj8B0u7ObCqu9QdWKcEzA7gmoNAn31AshnwVABddFXPzaqpuNlVAPycVvqBGlsEvHW6/iuqSMDQ0MOyERsSO2UHITYGaG7ZhVC6NeHwGeMyPBRAJzeqnwRuPAr03COJHrUMGOAtdQxn6h9+mpk69+BEeg3GwIj/Cc9NqEcvhHn0EZ6cQa1eQLjnwFIPDrXsf3IAoFPR4CbpQr/TvjLt/KnFPxlUlt26BoHHJ6CVZoTYT0Zms60AGv1RLO/mQFs3iG7GFKGg6eEbe9jQxa0AIR5dEOUxvOQ2RIi6H1onTcXi8SvFkE7yXdSYPJO01qoossDLS4Nzm06XvLkKzCn4N/5hHDw9BfvPPiQqq45k/AaHcSvCVAa00kIInWgthEjLow7MMmBTT6CHx6VXWMVRePwg8Hg88FOqFBmib5WfngPePgNk1+O3SDIU/3PyARitOWKas0KmgcmWi+Un76/zdgGXg1eEFzxCqjagtx7a2uUDQZmmSbgGWNAFuMJDEjnZxVFTep8709BM/cMCh6lzNEovtPcbJ8QNeW7IkxPq0Qft/K6FRlnmZEKGYhIvFGpwQr8LQeMoN0fJJ8pHTNTW+KphQX65v2eV60X0o+xsTZsDKLAp4KlpKyIGBmv5VIRFVgi1p7JkCKSsNiriYteVyaDVKOCmkATVljNviXENFnsRRka9j0D3rnDAjtWJT4mTPmG2A4YyTwM9lHxb+aemtlCe/4bigeVPJQAdd0kTwWl45vRQwLeeghMUocs3nYPeki4iOOM7/IAJHX+ESu4OvSUT+aazItLXGPAM98Tty2+H1kdbqf3AhB8nXDTCwzDVQV+26D1clhwrUM8ZYqYMMkdjbUxRj4wcOVL8XLdunauX0nIhAeP03DjTUkShGdAqgacGSsbjYjFxYnks7G5FSAiegxTTLrHPRxslJnZ3jpiDG2JbiaGQlJbyU0oDIimKs7K7HZHYhg2nHhe38da0FtEFEhgBmq7omvcklt++Eff8d4/4Nl8jsg3AO5uBqqZze2uQ0DsU3j1CENDBX+zKMyVhZfwjGBr5KoJ03aG35GDdqf8hJvBmRHmPwBmzTnhuKC1FoW3qakwpNorirO5xed/4MszA5GPA+jJtgA73kVJfVNlUX1hsRqQU7oGb0k94bghKW5IHK8yzH1SKxiMcqOeNqNA7mIbsuGyE9AqBf0d/eIU3fAdspnlwpthz40xLRWiARCNZ7YHFXYBr/KTPKqZ+z9+cYGZcA+lqMuuS2ZhmJ1Faivh+HyxR3sL0q7HbIZNLnwIhA/1gsWsRm64X2/09X0CYbgBOWn+HDQoY7dIHBqV1qNnfmEPAcT1FcQCzTBIirTyHonPhAyj0SMT2wtdgdRig0MrFN3VPZxVXTfDWAHf1BL7bI8WfnchlKBzdDskns2H38YCPnXwndPVWuL7jT6InjNmhwvbCIAyK+hSeSi2UCh0KbYDJIXluNvaUeti8fAqYnw7h46EvgfQ01WAYeCWyLMCRCtm31TlSCJ0GadYXKoVWpCblclWJ54Yq63w0UVAqykdLXA1F76hSiqulmLqM3lBE2fklpYMbcMtRYGu+lEKnCDNT/3AEh3EddNZOygfIyBnsIbwwaQdSsePLnTBkG9BpYifE3BQj0lNEgSkNNqsFeeZT8HXEQKmTw2DLRJE5HYWqgTDY5ejpAShkwFkjcFIPXOkNyB15SCnYiyC3bihKcODsrkT4Xm2Cuy0MKpOvOLHRFO5aYbLCkqGHYtMZyFMLYAnSwdwzBPl2YK3KAzleOtwVDHiXERGUbtqYJ1VMacgj1BOi/830E8Db0VLq6AodkG4FDhcBwSogRid5crbkSeWmtSkvpcc/ZL+UlqKoUDeddD/EZ22Bu2kGFperMky9kGAAUs1AXw8pAnveBBwoBIZ4S/2qmEuDIzhM04BCEpGkQGTQZ+mx8fWN2E1l48UkbU3Cto+24Z6t98CvrR88NcGwq23wcg8tiQpoHV7wdWsDuUwusl5Oe0ykVopSkNgBvNHa5ypxG10XiAGdFpMZKo1aDOy8JDRKWDzUOO3nhqJCIxwmG85+tgNxK+Iw+N2r0XFiZ3iryvfWoWgOGYnD1FIKbcgBKWRN0Scy/c7vJImb6w5LAmdBjPQ4HjoJLMkCXmsNPBpeOuX7YlD1VSuNVJ21uScZq4HH4oFFGVKKikY7MAxTP1DRQ5TW+RkkfR7Re9C5zdQ/LHAY11KsSPKT8suJm7KN2Da9vgnXfXcdVO6l6Q5nyqbidlnKfpCULU0mUaNQ1c4D4rx/6kxKxkHy+WQdy8BvY+dXuu6qe/9GZI8g+F4RVuWH3oaewMB9QEaxz5bMvj91AqLcpW95FMmhsOqtxyD65FA1FBFcyw9Hyvv/1Q1QO3Lgq3KHSqHB5+2AD6Ny4adUQKvg+eIMU59UfL+yuGlY+Dsc0yg4tuhYtcfSj6XDoi+tuqH006ocoKjY45tiAhZmSH6T+iDXAvyVBSQbgc15wIyTQEqOGVve+6/a22z7eBsshsoLoihTgRWi67ITiuA48/L0Le//YoBBXpLIcYqbr9oBtwfXPqXkJ8/CoeT3kFq4F1abCd7yPKTmzsep3H9gshbU7s4YhmGaEBzBYRoFotdNBWiEws2zroNXkQluf8UCwTpY+4RjZq4WH6YpRQrnKh/g/pPAP1nAq62Bx2qRwiFBQQZcfyUQUex7pV4xJCzau5eKm1/SgLfOAOt7AOMOSwbCSQoLci/QBZeqcUjgqNxU5cTNoUJg6AHJPExmaApgUZ5++EFgQw+gtydAsSbyzJSFRjnU9s1qsRlwJP03nMpdh9O5G3FNm0+Qrj+EA6k/Ss+vW3uEefbBpUDNF21mmxhxQXO2GIZhGhscwWEaBZ1v6lxum6Y43/nLRISujoduZQJk+1KAf+OhfHsTni/MwHhvm0jhXLlfEjcE+U1U8pqLG5r1NGg/MOEIcM5YPCLhoNQMj2ZBEWQCJs9MpgX4NlkyAxOrzGr4VZGCchIxIKLSIE8STrbin6Fq4L9e0oXWTVZ/2k8dhslzszxbug2JIOL248CK7NqNbaBS7JjASfB36wQHbFid+ESJuOkccDP8tG1RW6gh4pHfj2DeyHn4rud3WHznYqQeSK0yWsUwDONKWOAwjQJqrBZzS0zJ9qBH+8H7v7PUBrj8FR2Azy8H8GmgSQgCqlQgvusATAqqeXUCBYyyrFJ6aH8hcM0hKbJCHhgqLafSbYq4eCiBa/0kw+/MZOm2VH30e54K7R6/ErIqkupylRz9HulXaQo1XZWqvMjwS+XsFCVyenI29QJ6e0iG4APFZd0z2wOH+0pVF/RYN+aWbwZYEzzUwRjT7isxB8oJNRrsE/YQtCrfWk/eJiP4n7f9ifTD6aLq7eSyk5jdZzbO7zpfu4UxDMPUMyxwmEYBtcQf89UY3LzgZoT1DUPHEdGQV5cCstrhnZovKhKcUA+Z2tRDaRXAVd7AP12lN0GsHkgxl/bS6V5mRAJFcagBX3edVH20OEMSGm87fHHNsinwauVVTqhNXTcVvm2qFg8kcmj8gjMFRpDIIXFDVVattcC6HsC8TpLnJkgteXI+bwu8HgUE1jD95sRozcORjP+DzVE6NDJTfxwZRUeFJ6c2FKYWYs+3eyrtd9gcWP7gchSm1WKeF8MwTD3DHhym0eAR7IEuk7ogemQ0NGVMxVVhMVpFw2MSOeRhueM48HsMMNZPirrUBBqlQEKDxIuzpTr1nqFqJaqaSqSKJgWwrxCYdkLqQEoNBOm69HcjvFR4wBGNF5bfi+EmgxAjnoHu8Az1rPWkh7L7ot2AUE1pGTcZjx8MBzS1/DpitulxIuvvkrRUO78xyDEkIstwAqsSnsD4DnMQ7NG9xveXvKs4hFUFmbGZYvI2vYYMwzCNAY7gMI0Od393KDw1gH/1pdz6cB+8HAkc6AMMLU7hbMuTUk41xTl8kgQLRWlIY1A79QmHpZ9Uyv3ZOelYmllKh90ZLImbuVTWrQVmhAH35njB1CEYQV2DLypuakrFHjW1FTeEWuGOKO9hcFcFCM/NwPBnMKrtZ8KTE+LRCx7q0Frd38WaIVaVrmtKULTrQtsMwzQtmkwEJzc3F59++ik2btyIwsJCdOzYEU8//TT69Lm0KhCmkUPDDyd3BWbuLj8OgaqRBkbA5KHGLb6S54ZSOEsygVsDgYAapnD0NmBTruS5oQgORWdoFtS9J6Ruo0f0UjrKYLKhe1ERjrQCAj3cMc7NjlflhSg4oUdXdxV0ge64sb8n/KnKqRF+XfDWRuL6jj9DKdNAq5I6Qo9q+ylkkEOnDqzVfVHqkAae2quYAEqTt8kYXh2pJilKRVEugkr6aXJ62TSjK8k1nsGe5JkYGPGMeF4KzanYlvQRBkY8DU9N9WZyhmEaL01mVMM999yDjIwMvPbaa/D398cvv/yCP//8E0uWLEGbNm1qdV8teVSD3WZHwfkCGHONULophfel4iTlshgsOdAqfSArnsxosGRDrfCAQn6BMxMNzCw0w26xwSKTIa/QBCgV8An1gFqnhskG5FGZdPFdGHIN0GfoYaW0k7dWTHiWU1c9k1UM5HQsOQ7ZmTwheuxXt4G1cwDyDFbE/XEUHmEeCOkeArirIDNYofLVQulugynDCrPeCpWnEj5hPlBqlDDoDbDaC2FOlkMT7oC9yA2pKUXQqeXwai3DsjxvWGRKUWG1PR+Y4chF+uydOPzrISGyut3eDb3v7y1+VwVbYM2XoTDJhMA+HlBqVTDYZJDLvaFGDjRKT8hl1X9/kJ5HTyjkqpJtpVwDlUJX49eS3ro0rdyt2CxMpuh8cw6s8EJA8ZT0UwZp6KizDP5ySDXYkbv3PBYMkVJe/T4dI8Jeh9/aiGlbpiEwJrDKYZ8EjaNopwWejgSUDhM+S1ZjR74M8zsDvvJsMaeLps7XBfSJRlVvZf1KtA4SoVWlB+l//M/jk2GwZiLU4woMj3obKxMeE8NBaTgrTUN3PsdVQfdNzRpJ4DocdqSabPBWqUQnaef9a5XekMkaoQJmmCZGbc7fTeIdd+bMGWzduhWvv/66iNhER0fjlVdeQVBQEJYtW+bq5TUZaBzCvu/3YVbPWZjVYxa+7vA1Fk5aiJxqzLx5xiSsiJ+BHGOCOJnSzKc1if9DWtFB2OwVqpucZ9hz+cCXO4E3N0H+3n/QfLsb7imF2Pn2Zqx/eT1yk/KxJR+4+YgUPck5nYM/J/8p1jKru7Suvd/tRVGmHllyJYo81UjqGoTTw6NxOMwT27YnYfu3ezCz9edCDCXvSMb3fb/Ht22+xLfdv8W6Z1Yj61AeZvf+HrN7fIfZXWdj8zubkZuUi7TsQ9iR+hHswZlYdfZhFJmT4DiTA7MxGWtOP47h2qPIM1lENGiKLRebRs3Fzs92CPFFFUM7v9yJX0f9Cofcju0ZHyAde+HeyYIkwxYcTJ2H45m/w2xNFpPDs/QnYXdUXdNdaE7D6oSnkKE/ApvdAr0lC1uTPhC9aiy2CpMxq4FeD3pd6PWh6ej01GcZk7E+8RFkGeOQZbYh0QCMOAiMPQwklXqMLwmKwDyUIMf+dhG478yTmLDubmy6pic2j+6NKXGPI6BzQKXbxBYBIw8CZ03SdPSRfsD1RxzYr1dhS55MVIX9mWHH0cx/kVLciLAuxA31Nrr6YGmF3WkDMOoQcLBQ+hetiEKuEZEaUmu0jt+OjBHiRgYlrmz1rEj1XWhqNM0Wo0o8q92OJKMR95wAVmbZRJQw33QeK+IfQrYhXogfhmEajiYhcHx9fTF79mx069atZB9FFOiSn5/v0rU1JeJXxmP5jOXCDOokcU0i5l09D/nnyz+P9K1z3annxQf9PyfvEydjSdwcwMr4x2C2VdEFN9sAfLpdEjlOyHi66BiueuAKHJp3CJve2YK/z5qFyHkx0YHj25ORsCqh5OoUWVrx8AocX3YSm9Os2P7ZDsy9dj5+nrgAS59chYCOAdj46kZ0ndxV9F8h0WE1WEuqeY78dgQbXtmAwc8NFvuoA/KWt7Zgz7e7kVD0D7qH3Il1Sc+KE8667Mfh0d+APeo3kWU8jtVnH8M9wYUoMDtQsOyYGB9RkYLkAhz/6yjscjO25b2BDPk+Ydo9lP4zjqbNRoHxqIjM/Bv/MMy2ylVFJms+dp77HOn6w1gR9xBSCvdhW9KHOJW7FhvPvIoiS0aNXkuTLU+8DtLr8yAy9cewPvEhZBlisevMwzDZCoS4OU39fQzSwM1LhaYif58ipQFvj5VhrdoLi6Ii8UGmGu+nKrHXQZGX8qGRTLPUX4hmalFzxE/bAc8mAnsKZLjlqBxzOgIPh9kw1G039qd8ilUJT8Jku/z3MpX+k+A4VASMOADsLQCuPiSlHa89BORUoTlJwER6DykWOaWMiH4boR69hACq8m9ZgPtPSCb0YQeA//KA+06osDJHhVuOKZBmtmL9qReQbTiJf+MfrZPHxzBMMxM4Xl5euOqqq6BWl8acV61aJSI7Q4YMcenamgp0Yl73QtUhvdxTucg4Vv7E6qbwwfigrzHJ5xdM8P4KWRlHUWRJFd6NkdEfQCl3r/zVmZrxGas4gzgA3a7z6HtvLxz6YR8myQrR2R14MdCCLQ//U+WaNr+8Hj3y80QExUmbq9uIvitEzM0x2DdnX5W3PbPpDIJ7BENWJh+x8/NdaG0bi/2pP2J4q3egknuIlMSK8/ci13RKpJMGur+Bw/+XgEWt9EhedLTa5/LEwni0lo0WD2z7uY9wPHOR2N/Bbzz0lkykFh3ANW0+hqricyRmdHqhX/ij8NZEwuYw49/4h4S4IegE66b0R00gEUV/Qyl3E6/L3yemiEiOQqZG1/CPcWesh4guuMmlDsw9ap75qrLa7N5QYLhk4cFdscC7Z6Xn9sFQoL8nfeEofxuaer6wizRXiwzaJACOFkmG7W87AG+cAv4Xni7EGImj4VFv1So9Vx0+CuCvroC7XIoc9dkrRXLItE37vRTVC0aqOCvLsYyFMFqrFyWU8prZAYjUSKM3hh+UY3WulHL8pm0O4tK+Qob+qOhBNKrtJyK1yzBMw9FkTMZl2bdvH1544QWMGjUKw4YNu2CeripSUlIQGlq7CpKmDkUyqopIOEnenYy21xR3tqWutMcyoPrjKLyLG+35REYg4ravcdZtP8K9+kEpr2DqIOPpyeKWwlWgOF+AkJhAYVCV5xuxuBdw+vv95aJJFQUZCo0l0RmCxgIYKEpU7CWykZmnGuj2Gm9Nyf3T/dgLFbgi4nFsmL4Lgz54HRtznym5fi/PR3H8oxzkxJ5G6HCIwZ7VQcfC3AZCZdDBYpdSSgFunRDtezVWJTyOIZEvI0jXvcRfUxEyrY5r/51IhTiJ9rkaHfwn1PgkSMND/d07YkTUO1id+FTJ/itbvYQP0rthQ5701u5U3Ezwcg3QYRrgjxig3S4gr/gloX4+b7eRTvSV1wd00wFLukhpMif/3955gDdZb3/8m9WkTZvuTUs3tKyyl8zKFFD0OhAUEdCriF7UyxUHDhwoQ+9FVFD0DyIuVFBRlCF7KaMIMgqUMlpoS9t0j4z/c35vkyYdSGlKIT2f58mTvm/Wmx8h7zfnfM851MuHUlNfZAFauQ6TQ1+DueIvEUGhzssNhd4n9RT6NB64w0ajUsSom0ft60CilMrmLWmpGJ+hSMlZI9JVv51+DgMj34CbqnbhSWu7MRGI2V21b3KQCZ1U65CctVxs9494CX5urS/ryWIYpplGcGxZv369MBwnJiZi7ty5TX04NwzUVdfFo25jsHe0jYnyjB5Yst++i/AZPTzeTUVwRQLyy84JD4j9C8iBgMv8AvfWIP+ClLKRa13wQirQYlSCXZTFFhd3F6i1LnaZj4z9GQi/Kdz6fqplRexw9XVFOZmdK6HXUbjKkJy/BAPf74r9xQvt7v9X8afo8K8oBHUNQLp5E9pPianzuTs+1BGpFT9axQ2RXXIMheUZiPYehr0Zi8TfdUGem53n5tntS9NvxqXiFOHJuVKKyi9i1/m37fbty3gfU4MyRO8cgrwhDx8DLjbQ3kLpmHfOVYkbgjwt63Kk4aG1Qb6bqSn2+xacBx4MMiFSAyy5qMWOsj4oNRqRX3bGYR4Vitz8uyrrKXj2FJBWxxrIZSq09OwnxM3QmP8K383AiNdFZCnSexAUsrrNzzTo9TEpqGjls0w5ilX94evWQWzvOb9A+K4Yhrm23FACZ/ny5Zg6dSoGDBiADz74AGp13V885LCu69LcojeEe7A7uj/evdbbVFoVQruFShskCmiwZW0UVcD1pAnbzrwhfvXaQUKFxEcdoqOgUwh2f7QP4X3DsUnuhpXZwAcGd/RaMLzW+3d+pAu2q90RPbKVdV/2kWx4hnvCs6Unzmw5g5ghtYsQrwgvlOaU2g3wjBsViwuq7YgPGYVNmTOgL5fSUh29H7Gmq7YbpqP3y51xLG811B30iBlRszovanAU/G/SYL/+PbEd7T0EAVryhpmFUTjSayA8XEKxJuVhURlVHeqtsjf9fWtaqkPgAyJdZTJXVBqGz+FKoOf++cRj1rRU15DHremqo+f+iUOdc8SoB4ImoZ9ogMmYzLLLLwCvnZG2HwgE+ntKf485AuzOlzKUttBMLeondLhYSku92LIqXTX6sBxr25uQ5GVEkkcqTuV8gx+OT0ZRRebVH6TN65KhmPoYUVrqzaiqdBUZnun26lCFU9uAe3FnwtfCc+Oi0CLM8ybclfAdYryHQa2sPapGPqMnUoC1lR79F1qarOmqWw4HoG3YQrirQlBQfl74rWr7PDAM03jcMAJnxYoVmDVrFsaOHSv64dj6cZi/R6FSoOuUrmh9e2u7/RpvDe5bdx88wyrPWBVGe5NwNdQnKtA+YJwoaa6BrytM4xPtJ17KgLKeLXD8SJYQUiM+vg3lnm7wVwEPBgORPcLg6mOfmogb1QryB3tgUoYromYPQ0j3SvEFYO0TazHqo1Eo0Zeg2+PdENzZXqySABq5eCS2vLrFui+0eygGzx8MN6U/jmWvQpegKcIX0c9rDsJKhqO/+3whcjp4T8Y5/W6YYcKu4lloN0eLu34dibb3tkXbMW0x7pdx6D29tyhnJxET534H2njdJ0RKkLYjgty7QaeJgb40Tcx6qu2Xv1qhQ5uAe8Q19VxJDJqAYTELhciJ9RkuSvKvBBIz3UOfEO9jeOz7aBcwBsNjFwvfT8fgx6CRa3BvgDTPilJLDfHgULnzrX5SOoY8N29FA58lAAO9gP5eQIK2pgeHvC50P/IArW0HPBZK09LNQuQ810IPF7Mey+KBlq4ewpfUNmCMeE8NhXoavVUpamjkxb9aAJsSpREcsyv31waJHOoZZDEUk/HYUxNWp7ix+IxmtJTGhHzSCniqhRG/tCsWIuehYCO8VS5IinxdpHO7h0oClGGYa8cN0QcnNTUVI0eOFH4b6oNji0ajgYdH/brHNuc+OFQqTjODKBpCHYNpZpK17wyRXwbM2wFkVY7TroZpVBwMN4fARVnzjJmXlofNM39D9/GJ8FDIoHFTwRSgRVZ6AQxKBXSBbigP9BLTv/t7S1O6SwxmnEnLh+JcLmQ5xfCP94PC3x3Tc9zwdRawNREILyqE/mw+8o5nw1WnFukmSrfpQnXCwEy+nEvHsqEL84SuhQ5U1as/XYD88wXwifGGLtQT7gHuyMu9BIXaCP2xEnjHu6PikgyZydlw8VDBr6sWqTm/ITl7iRhhkFeainWnnoabKgAjYhcJQUOvqz+nR0VhBRQBpSjPN0Hl4gZXfzmMZgMqzHIY4AOtPBdKmabWNSLov1yJ4ZIQQNQvx5JukstcLttvpToVRurrUwIXhQ4KuRImsxElBr0QPRqlZHDWV0jzr650fMXloLJ+F1lVf5n0sip/Tm2UUpm0URp3QW15qEQ7s9wMJUpEg0ZL+XVReZboq0QiwxEUVw5L9ansTUP2sByDJG4csQ620HvKqpCEHL0n+je5UOECjVwGfxe5aBVAlXMkbhzhMWKY5k5SPc7fN4TAoXTU22/bew0sjB49GrNnz67X8zVngXNF7DwLfHqw5n5KQ83sV6vXxlhhxKYXN2HbG9vENkVlaKo2mYp14TokvZaE2GFSzoTSBPSrl05+ahlgMEsnYfog0t/UAJDuQ34PihqU5hZj25vb8eenB1GmLxOGaUu0Zvzm8fCOqN9U7Nqg1NHJnLUI1XWHlyZCnKjSC/ZAo/SGvzbBoQZROuFS8sxFbi8GaAAowzAM04wEjqNhgfM3FJQBa08Am05XjUmgn+CTOwOxPoCq5pk4Pz0fGXszRGUTdUr+/f3fcelYVVVV7C2xuOubu0RHYYJMr48cBwZ4A/cFAlQP9d9z0kTv1yPtu9BSv5tFHRfVeqjUWXjYf4f97ZykK6HCWAyVTVO3CmOpiIw4WtxQ35QyE9BdJ4mclGJpHw0K9eBCG4ZhGIecv/nrlKkJDbocEQf0iwCo8onEDc0Z8tTUWmebczIHvz79K45/fxxmkxl+rf3Qb2Y/HP3uKP5a+Ze4D80wqjCVQAkPcXL/PBP47pJ0oZlEVKXzeqWJlbwdd/lLhVnEoS8P1XmoyUuT0ff5vlUeogZgK26kbQfMN6hGchEw4IAUqVrfQZrFRAM/SdjR2IJRvo5PozAMwzRH+KuUqR1XlXS5XOk3eTzO6rF0wFK7HjvZR7Px7bhvRcTmzLYzKLxQiLaTYpBR+geClYnCZzImENiuh6imesqmpJdMrDd7V4kbgky9dWFbKUWUF5WL1yvLLxN9c9wC3KDROV6oXC1+KqCFGjheIlX1kIGXUnGUsktwk7YZhmGYZlRFxVyfnNt1rvYGgjSwct5OdJzYEdHDIuHf3ge5JcesIx4CXYAPWgEBNk3i4lylxnG26SlL1+K6iBsVJ2ZSEQUZBfj58Z/xbqt3sbjTYiyIW4BV41cJY3B9oYGbttQ2w+hqaKkBfu0gXVPkisSNWg5sSQTau9c+DJJhGIapPyxwmAaRsqZaJzcbzu8+j/g7W2PEx8Owt2we9l34EH+kv4/i8mzkUuO4s/YzkiiqseIioM8vFwNAUzekIm1LGtwD3dHr6V61NgNMej0Jap1aNPXb+NxGHPj4gJhJJTADx1Ydw+oHVothmfWZvbQ5DzhTWiVuqKndkSubg/m3lJuAUpvAEx1ugVFKWzEMwzCOgVNUTIOgpnp1oQ3Qotj7ItLUEQhSPYCMwj/Q0qsfUst9RPRiYbp0vweDIAQP+XH0l0qw/7N92PrCRmv6iYTMbctuw5g1Y7B++noxkDN2eKwQPZYOzFT6nrxMmgng5ucmysUpVUUXEkpFmUVi/5WIm415UpM6GnOwtj2QXSH5ZCyRlvgG9JQhQzE9FzW8o54tXkqp4y9NvyZPjsV4zDAMwzQMFjhMg2hzdxtsfmVzVbWVDf3fScJJtwiMPOiJm706YGHcGhSavdA/WY4gFbCyDfBDNvBsS6lsOjAVGHwiHT8/I3X5tUDRma//8TUe+fMRjN84XpSeUxm6beUUiR6PYA/c9r+h8PFQQ5VTAoOXBvlGE1Y/+asQOv4J/n/7fkhbUL8UKlv/qxi4ab/UQ4X6qpBPhrryNoRys1RBRc9FYslbBQxOBk6WSq9RPTXGMAzDXB0scJgGQb1o7lhxhzAVW1ND5I25LQ6B/cPwR5mbOKn/lOuCMUd9cLxELgQDQf6b51sCvpWem1k+JVj96qZaX4eqs/Z+uBeD5w6uakpog8ZLg/Ff3wmfH48DlQM5CZ27C8Z9cisqvK7MaEwFYz11JvzczoTBB5WixT9B1U4/tclEoJxyalWdlesLGYm3dAQoOGXx3JAnhyZe99RJk7sZhmGYhsMCh2kQLloXRI4Iw6TD43B2ZxoM+UBUnziY/fPw87nhSAiYig9i78I/U1TYVSAJE+owuzkRaFMt1aMxGpF3Os+6rQ3UouhilfEl63CW6LMjr6Xfvs5LAyWVpNuIG0FhOTx/PA7D492u+D2ZTUXQoBRKmb8QZ5RG8iLhYS7AhtMzMTT63Xp1HLaFRhqQyCEpaDEUk+GYKqsoasQwDMM4BhY4jB1UiZSTkiOqoyg6E9I1RPhZLA36akPlKofeZz9Od10mxgRcoN44mVT7bUZZ2SH0DbxHnLxJlpD3Js7VDB+zEbmpBVIV1rl8hN7fCQZ3N8QMjxFG4W5zhyL8rrbYNeFbnNtwSrxOWK+wqhRROfXjLwdclaKcXUnbaXVUS+WUQEmtgq8AMhQfKXXHsMMeQty0cgM+j0tHjkGFCSmR+KbNEhjNehSUpcNDHXLVIqe6lrmcuKH0G/27pK5PhRlmRCVFieGprt7Nt/X/hXJpJENU5RJQH6V8AxCmrrVVE8MwzRAWOIzdLKkVI1Yg61CWdZ/SVSn62ZB/hQSPrPpURTGY0APRPoPFkMrtZ6vGZkR5DUJgwKvoc0AhGti9HgVMPArsyJdh9nk5/tNChyObzyB0eCtMO6fE9lI5Nsy5BV69I/BLpzjMT3XFdwtuA6auwoUdZ9B+SDRkKTlAjDdwKg/44A/g7jZAlxAp53M5SmzKtS4DnTQPFslEVVNHLfBLmzSsPzUFGmUI5ke9Bq3MjI2pz4pp6rfEvn/VIqc+s8N2zNmB7W9ut9vfY1oP9Hm2zxUZp51R3Dx8DNhdIEUCKdU57yzw9jlgYwegqweLHIZhWOA0SwouFECv0cCsL4GH2SSiAVlGGdJP54s0kC2GEgNW3rUSo5ePFjOg/OMloy4N+CATLk1pjtBQREIJlcK+osrbPQkrLsrQ11Pq0NtlL/B9gglfXZLjZh85Wu8DFj45ED7uZmw+pUKuAUg6osSQ7u2wPEs6Q31Xqsa4BzthyDO94bX1DHBGD/QOA7aflcIt288AHYIArUqaYl6b0CFNdoXRDuoifLsfoIo3opvbJeSW/InC8gsoLM+ALOs/2AEjsoqps7IMuaWnxDBOGufQWFxMvlhD3BC73t6FmKExiB4cjeYGRWo266UeQlSRdrMX8FmmdNs3WUCcG+DLAodhmj38NdCMoLFjFw9exIlzxbgjRYEv9EpsW/YnUk7oMeO0DAs9gtDv03/UyJ9QFRN5YbbM2oJSfakQN4eLgD77gUHJQEZpCdL0O7Dp9AxxfxpQSRxMfwUTXfR4NcKMV88ARUZgxGE5ojRm3HtE6v3y7CVXqMuN+MFXD2+lNJnZIm4m+ZswM6ACHf3UaBHuCTmloUjUkNCh63Ad8HAXQKeWLoPqONl3DwU8qnUPvAxK8yWElL2DP9ImIL1gL/qGzxSCJqs42Spubo58E8HunRtV3NC675i7o87bt7+1XXRsbm7EuEqRG0+lVG5vETdTQoD/hAO+Ns0jGYZpvrDAaUboz+hxYNUxfK31wZ4iOabnuGHfqM54pdQDSzPl+CTfBXk9ohDRP6LGY6lRXvredJTklIhSZvr1XGwCTpQA63JKkZq/V3hufN06YESrr3BT2LNQyl2h3/EX0pfswVe6XERqgBIT8J9TMlESHaoGvvHIweq+H8G0Ow2D3e1HMjwVakKLD3+Hx6pj0oTzfi3tDyopSpqbRdAAULr9zgTAvVLMUBn5sBjg1tbS2IkrRCFTwU8TjJKKPCT4/wNhul7QqqpKzN1dAhHongiVonE9MIYyg53JujrU24fu09wgc3a4Worc2PKvsJpdsBmGab5wiqoZkbY5Dbtf2YQRnULxV1A4Vheq8GJelYdjVqgBqq/34/Rvp2s81i/eD/ln8kX5D/kbuuqA9e2leUrjj3tjSexktAsOQ4TXzXBX+QhPjkqhhbs8Cj/csxjRI07h9bm3YkxG1eu96F2C0y//htZP9MLPibH4Ms/+49jnsBJbJnZD/LaTADUU/OxP+4NamixFZqIrJ5yT2KEBoZSyMhgBpQLwpPKk+ul4tVKHOJ8RiPK6WZh616f+B0UVmTaFWRewMXUGBkS8Bq3L3/fWqS8kWgozClGYWYhBcwYhLzUPO+btQPaRbLv7RQ2Kso6paE6QoZg8N9/YL4foWUSRHTKGMwzDcASnGXF+z3nRq2bjHZ/jf4Flotmchc4eUkrojxnrajwuvE848k7loUXPFtB4SydU6rYbrgHauQNJXgZMTPHGN0V3wCDzhxwGYTyO8BwAXbAnuj/VC2FzbsHkTPszzxOZrvB9eQiix7bHXL0UDXnQ34Q/O5tFuoo6CD+Xq8GlWxOA749JaakWOuCV/kCIu7S9/E+gzGj/897HFQhwl67rKW5sRY6r0gfn83fjYtEBkZZKinxTiBr6O6NwL9IL9sBocmwEhSJk+z7ch/favIcl3ZdgWdIybHppEwa+NlCsvwWVVoWuj3SFwkXRLAXOnLPS34+GAAe6VKWrXkoFcq7MT84wjJPDAqcZEdQxCDK5DH2X/wPPZLoID4yFvQXA1/lKjNn/T1EtZamg6jS5E3o+2RNbZ2/F0P8OtZYmny4Fxh8BPow+gzlhe/EPvzIsynBBRmkmTuVtQJmhAEqFGm6+buj0ahLG5uqsaamNESXWdNU9We6ic/C3wUV4OMCE1yJMoj/OlnYmjPIx4d1owJdGbE/tDlAn4smdAD8t8Gg3IMEPeLx7VUrKwcjlSjFaolPQQ0LchOl6I9yzLwZGvI7OwY8gzPMmh3twqGz+56k/C0O3BSqj/3bst+j7fF+xTSnEiTsnwiuy7jEZzgylp9a0Ax4PBV6KANpppcjNaD9gXgzgwx4chmHop6iZnKfNjKSkJHG9YcMGNCdyU3Ox65Nk7LinN17NlM4CT+tKcNykxPeF0vav7YHupQUozCgQ4w1OrZN60HSd0hXekd6QK+WiUGl9DhCsPIvDZyejpCIHA6LeQaEsFifOT0NO6RH0bDEdsT7DoVZ6iEDLwUIzxh6R4dtWRoSWlSDTQ4tbD8mwJMaEmIICyN1UMOjc4OdS1bk4p8wMX1cbDa4vBWxTMkXlgLbxTRelhjwoZGqr56bcWAyTuQIapSQEHUVRVhGWD1mOC/upk1BNbn7rZrS7tx1Ubqpm3QOHoLZGZFq3dMGmbzGK3Fi2GYZxTupz/mYPTjOCIjOJt7VCYFkefnD1xa3qMvTckIwHh8ZCpfGBWi4T4wN0Ph5QqhVQuaqQ+ECimPtEzf4o+kNQNfZNXkBeuQs0Sl8UV2Tht1P/glYVgLjgGdAWbIFOHQqFzAXnKidyt3eXYVMi4CpXoNjVHVEuUs8SH5UcCu+aQoFey9e1WjlXdb/JNRA3hEZpHylxUTSOyYO6NGcfrWYssSF9Tzp6PdXL+u/QnNEopIsFas/E4oZhGFtY4DQjaIYTpam0GQX4QWuEKa8CutGtxEiEd1UyUR0e6AJxkl01YRXO7zovHke3D/vfMEQPibaaWj2U5EQJxODo+fj1xBPILU1Fq5CZeOl8Iu4J6AovVxkuVqhE8zXqPvxEC2nA5Kps4PtsYEGc9FpMFQq1Ar5xvqL3TW1QV2kWNwzDMFcGC5xmBnUi1oXooKMNzyqzQpBNN+NP+n6C4qxi621Uqrzy7pW4f/39iEyKtGuKR9MSiDj/+/GdvgN+yHHBjznA0tZmHCwC5p+Tbu9OgyRlwH1Hpe2OHsC0Fva/wps7Wn8tBswagC9GfVHjNpqcHn9HfJMcF8MwzI0Im4wZO9K2pNmJG1vWTV+HouyqviyF5Rex7uSTyClNwcnsL3Cn9yn09TSIQZL3H5VhbmWly/2BwLkyYDj1yAMwyAt4IIjFTW2E9w7H4PmDhaCxQJ2m71t/HzxbOtbzw9xYZJYDRTZFe1nlXDHGMJeDIziMHbX1wLFw4cAFMbrBgtFcjmJDNmRQICnqDfi6+mF5qwK03euN/MoKrUR34MFgoD9VWldOEl+RAKuZmLGH/E5dHumC+NHxKLxYCIVKIVKEHiEetc4BY5oHGWXAA0eBh0KAod5SBeKraVLX5sdCuXKMYWqDBQ5jh19rvzpvI6MxVVFZ8FSHYUTshygoT0eQtiP0JjXeyzBZxQ2RXAj8WQSMDQQ+uwjkGICF6cBU/lKuE5VGBa8IL3FhGIrakJft11xgXS6wPB7YlQ8skCxyuMkTGChNR2EYxgZOUTF2xN8ebydibOnzXB94BHvY7fPUhIuZTOVQY9kFYPZZ6bETgiCGbFK66vEU4E5/4JXKSQsvnQY+zwRKbIRQfSk0SPOwLCF6Kl2nbQrjM4wzoVUC/2oB9Kn8/zT2SJW4mR4GtNc29REyzPUJCxzGDl2YDmN+GCM65drS+eHOaH1b61ofo5CrQL34bvMDojRSd9m3ooBl8dKvS/piTtQC/wwFJgUDsa7ALb6Aq+Lqxc3qS0Db34HF6UCeAdhdAHTeC0w7wSKHcT5C1MC3bSCaYlog4z4NF+V0L8PUDqeoGDuUaqWolHr08KPISckR06r92/jDPdAdGq/Lzz2KpCnPHQG1TPrSpWQXhdPpZ2fLyr50r0cC5Wapo/HVQkM+1+VIf89IBXYVAGtzgDITsKdAumYYZ4IMxeS5oc++hT35wG95kieHojwMw9jD/y0cBJ1U1XL7Tqu07VBfqNEktWylIZIWKozSoMm/gY7Htmqp+vHaQsZWr5Ze4lJfWlQTLi2raaKGTnsuNQEBLsBb0VK4/mIFcLxYej8xrsC69kBYE8+frDAWwWAqhavKV2wbTRUoNxbCVcVGCebqIpaL0oH/VaalpoQAyUXANj1w52FgS6LUeJNhGHs4ReUAciuATy8AaZVde4uNwPo84HCxpEccJm7O6oHTedKkbCKzEDh4ESi9fK1oSjHw/SWgoLIAiroLU2onu/zGW2cyKp8ugRjGSbOIxgQAc6OBBDdguA/gpWx6cXM6bxM2nn4eReVZQtxkFR/CmpSHUFCW3rQHx9yQUL+pewOlHwuUkno5EvgyQUr9Uqo3unlP7WCYOuEITgMh/8fHGcDTpyRvyYYOwP5CYPQhacLxjk5Aa0d09j+fD7y9q9K12w3QaaRtfRkwIRFoH0gjsGs87FQJ0O8AkFFOzfeAQd7ArYeAfYXA+TLg3+FSqen1Tl4FsPQCMO2kFKn5qR1EI8FJxwCdUvrCn3wMCHEBJoc0XYVWqUGPTWkvirzcptMvoH3gfVh36mlRUr/97JvoH/GKw2dYMc5PlCuwvTL9a/n/+kUCdRMHghuQ7mUYZ4YFTgMh0183nZTuSSkBEv+QRA+lyuNcpfEEDoHmLtGAxcwi4L+7aSASQD1pqCFckHudaSqaVUlVFiRwxh8F/FRAdgWgkAH9vOxNi9czWgXQtXKdT5QAPfZVrXOsRnoflwzAm2eBcZa2zE0Aza0aEPEqfjv9HNILfxcXwlMdjt5hz7C4Ya6a6r41Mh4zDFM3N8jp7frFRS5VM5D3g35N5VSedDtqgW/aNsxMa4evGzC1G+DjSh32JHFD5dzTegChOqCOGUX06+6T1kD/yvMqiRtidVugv9fVVzJda2jAZzcPYEO1dSbx9l07oJUbMCEQ2JwoRXGa7DgVbgj37ItWvrfZ7R8WsxAe6uAmOy6GYZjmBgscB2AwA7kGKXtkId8k7Xco5MMx2JRRmMxAGZ3pL182RHqIoh22kNBx+PE1wToXGKUeOGReJm9CW62Djd31hDw3l4qP4UTOT3b7t6S9Ijw5DMMwzLWBBU4DEYbiXMlzQ1AfGBcZcLIEGJRcZTxuMGQoJs9NfhmgVgDeGkng/G+PvfG4GmQoJs/NgSIpLUU+IYLavn+XDeRXEz7XK9QUcEOu9F6ISI2UrkotBQYdlIzH5Ltp6mkGRRUX8fOJR4XnhtJSXUOmiv2Uqtp5bg5KDXlNe4AMwzDNBBY4DYSiI/rKdEkPD2BrR2B9B+nkSyXNDouS0BNR9IY8N0/2BJ7qBQRoK6M4Rvuwhu3xUZmpURI3P7aVjm+Id1VVEj38RoDePo2AoHWmVNW2jpKhm9aZ5vJcL9EoF4U72gWMFeJmWMx7aON/NwZEvAa1whOdgh8S1wzDMEzjIzObHVbIfMOQlJQkrjds2OCQ56Py6y16abAkeW7KTcAfBVK/Fqr4cQj0z5RRKKWpLJ6bS8VAdjEQ6S2ZjuuAokgUUeqpkzw3NLhvd77kwfG6ASqobPuBbNUD7SvXuaJynf1VQIwjKtUcBEVpTOYKuKn8xXaFsRgGU5kwIPPATIZhmGtz/uYqKgfgoQSG+khRElvjsWXbIdCJMdhditRYDMVkPKbKqjoMxhaofwY14LMcDxmPR/o5+PiuUT+QwTbrLIzHjl5nB0BCprrxmC4MwzDMtYMFjoOofpJtlJMuiZzqz/s34qau47neRMGV4izvg2EYhmlc2IPDMAzDMIzTwQKHYRiGYRingwUOwzAMwzBOBwschmEYhmGcDhY4DMMwDMM4HSxwGIZhGIZxOljgMAzDMAzjdLDAYRiGYRjG6WCBwzAMwzCM08ECh2EYhmEYp6NZjmrIzMyE0Wi0Du1iGIZhGOb6JyMjAwpF3cOl0dwjOGq1Gkpls9R21+wDSBfm2sNr3zTwujcdvPbNa92VSqU4h18JMrPZTPOpGaZJxtkzjoXXvmngdW86eO2bhqQbYN2bZQSHYRiGYRjnhgUOwzAMwzBOBwschmEYhmGcDhY4DMMwDMM4HSxwGIZhGIZxOljgMAzDMAzjdHCZOMMwDMMwTgdHcBiGYRiGcTpY4DAMwzAM43SwwGEYhmEYxulggcMwDMMwjNPBAodxCIsWLcJ9991nt+/IkSMYN24cEhMTMXDgQCxbtqzJjs/ZyMvLw8yZM9G3b1906tQJY8aMwR9//GG9fefOnbj99tvRoUMHDB06FGvWrGnS43UWLl26hH//+9/o0aMHOnbsiIceeggnT5603s6f+cYnNTVVrP23335r3cfr3nhcvHgRrVq1qnGxrP/1vPYscJgG89lnn+Gdd96x25ebm4sJEyYgPDwc33zzDaZMmYK5c+eKv5mG8+STT2L//v2YP3++WNP4+HhMnDgRp06dEifchx9+GH369BFfQnfeeSemT58uRA/TMOhznJaWhsWLF2PlypXQaDR44IEHUFJSwp/5a0BFRQWefvppFBcXW/fxujcuR48eFdO7t27dim3btlkvw4cPv+7XXtnUB8Dc2Mr+xRdfxO7duxEREWF321dffQWVSoVXXnlFjLePjo62nhjuuOOOJjtmZ4DWcfv27VixYgU6d+4s9r3wwgviC+iHH34QUQb6hTVt2jRxG639X3/9hY8++gg9e/Zs4qO/cdHr9QgNDRXiMS4uTux79NFHceuttyIlJUUISP7MNy4LFiyAu7u73T7+rmlcjh8/Lr7fAwICaty2dOnS63rtOYLDXDWHDx8WH+7vv/9epEJsoXRJt27dxIfeAoX1T58+jezs7CY4WufB29tbfIG0a9fOuk8mk4lLfn6+WPvqQobWfu/eveC2V1ePp6cn5s2bZxU3OTk5+L//+z8EBQUhJiaGP/ONzO+//44vv/wSs2fPttvP6964HDt2TAiX2rje154FDnPVUL6VflGFhYXVuO3ChQvii98Wyy+AjIyMa3aMzohOp0O/fv3g4uJi3ffLL7+IX06Ulqpr7S1pFKbhUMSMRCR5m1577TW4ubnxZ74RIeFOadbnn38ewcHBdrfxujd+BCcnJwdjx45Fr169hN9vy5YtN8Tas8BhGoXS0lK7EzBBeVyirKysiY7KOdm3bx9mzJiBwYMHo3///rWuvWW7vLy8iY7SuRg/frzwGYwYMUL4DiiayZ/5xuOll14SxuKRI0fWuI3XvfEwGAzC10fp2alTp4rIMZmJyVxPKdnrfe3Zg8M0CmS+rH4ytXzg6dcu4xjWr18vTJdUSUXmPssXTPW1t2y7uro2yXE6G5SSIih6k5ycjOXLl/NnvpFYtWqVSIWQv6w2eN0bD6VSKTyWCoVCrDPRtm1b4TlbsmTJdb/2LHCYRoHClpmZmXb7LNuBgYFNdFTOBZ1U6QRLZeBvvvmm9ZcUhfBrW3v6wvHw8Giio73xoTA9/WodMmSI1XMgl8uF2KH15c9840CRMjLOU3TSFipw+Omnn3jdGxmtVltjX2xsrKikut7XnlNUTKPQtWtXYWo1Go3Wfbt27UJkZCR8fX2b9NicAaqgmjVrlsiLU6m4bZi4S5cu2LNnj939ae0pykMnZObqINMklefblttT2TJVqJEJkz/zjQNFJknIUCTHciEef/xxIfB53RuPlJQU8b1BURxbDh06JIT99b72/G3HNApUIlhYWIjnnnsOJ06cEP1YqOKESmyZhjc6e/311zFo0CCxnnTizcrKEpeCggLRcPHgwYPixEA9cT7++GOsXbsWkyZNaupDv6Gh6ilqrPjqq6+Kih4yXz7zzDPCAEu9cPgz3zhQJKBly5Z2F4JOoHQbr3vjER0djaioKFEGTmlC+j554403cODAATzyyCPX/drLzFw3yjgA+qI/f/48Pv30U+s+OsnSLyz6hevv748HH3xQdLxkGsYHH3yAt99+u9bbRo8eLcpoqcphzpw5olyzRYsWwiBIjbmYhkECkkrFyftEf1O0jD77FLIn+DN/baA+T3SipW7dBK9745GdnS0+89Rni8R8QkKC8P3RZ/96X3sWOAzDMAzDOB2comIYhmEYxulggcMwDMMwjNPBAodhGIZhGKeDBQ7DMAzDME4HCxyGYRiGYZwOFjgMwzAMwzgdLHAYhmEYhnE6WOAwDMM0AtTRlWGYpoOHbTIM0yRQj1GZTAZn48cff8Svv/6K3377DX/++afottu7d++mPiyGaXZwBIdhmCuCRhJQi/zLXWgO1t9B7d6nT58uZtvU9/UHDhxY5+3nzp2rcTxt2rQR86NmzpwppoFXvy/NziEWLFggti3Q69Dr/R30PAMGDLA+N011f+qpp8TwU41GI9rcU+t6GhZpgd77hx9+WK/3zjBM/eEIDsMwV8Sjjz6Ke+65x7r93nvvifkz7777rnWfu7v73z7PkSNHsHr1ajGorzGgIYD9+/cXf5eVlYnhpCRgaBggTWEnAgIC8OWXXyI8PLxBEagZM2Zg/Pjx8PHxESJn6dKlmDhxohAxJJIoTUWij2aHWWaBkQAaOXKkuJ2GGTIM0ziwwGEY5oogMWArCOikTpGKxMREXE/QMdoeU/fu3aFSqfDss88iJSVFDMZ0xHGvW7dOTBRfsmSJ2E5LS4PRaBSvZ4FScBQJyszMhMlkglwuFxOwR4wYIYah0uBUhmEaB05RMQzjULZv3457770XnTt3Fid7ilhkZGSI23bv3o37779f/E3XlpQWCYPFixeLE3/79u2F+KBo0a5duxxyTJ6enuLa4vmpnqK6GhYtWoQhQ4YIsUQEBQWJ63379tndr23btiJaQ+LGAkVwNm3aJAQSwzCNAwschmEcxqpVq4TnJDg4GPPnzxcpnP379+Puu+/GpUuXhCeG/DAEXb/44ovi77lz54qUF93vo48+wqxZs5CXl4cnnngCJSUl9ToGipQYDAZxKS0txdGjR8Vz9+jRAzExMQ55n6dOncKhQ4cwePBg6z56z7fccosQPhS1KS8vR0FBQa2P79ixo4jkkCGZYZjGgVNUDMM4BBIWJFRuuukmzJs3z7q/U6dOwn9CqRzyplhEBl1b/qYUzrRp0+xMymq1GlOnTsWxY8fqlU567rnnxMUWLy8vfPrpp3AUlsgSRZtseeuttxAfHy+8PllZWUJUJSUl4fnnnxe+n+qRnZ07dzrsmBiGsYcFDsMwDoHMvHRSp5RUdU8MRSz27NlT52MtgoiMuhQdIT8LlVkTFAmpD4899pjVZExRHEqPLVu2TKS8SORQFKmhnD17FjqdTlxsUSqVmDx5srhQafiYMWNExRQdA5mabdNUoaGhNdJZDMM4DhY4DMM4BEopEX5+fjVuo31UcVUX1C/m5ZdfFteurq4ishMSEmKtVqoPJBzatWtn3SZx1a9fPyF6qJrKEcbewsJCcZyXgyJQJLZatmyJp59+GsnJyeJYLNDj60phMQzTcNiDwzCMQ6A0EEG9X6pDkR1vb+86xcKkSZPg5uaGNWvWiKjGypUrHVpGrtVqERUVJSJDjoDeS3VxsnnzZtx11112/XYISllZ0nDV+wHVtSYMwzQcFjgMwziEyMhI+Pv71zDOUjrnwIEDwotDKBQKu9spJUXRH6qqosiNJY2zZcsWq7enoZAYoRQaRVMcAUWXiouLodfrrfuoQouiNOvXr7e77969e8V19Z43Fy5cENEmhmEaB05RMQzjEEiYPPnkk6Jyinw4o0aNQm5urmgESGXaEyZMEPfz8PAQ11QmTftJGFGDQEodkYeFLr/88ouI4hD1raI6c+aMEFQWKKJElVmWSJEjsIxeIPFi6a5M5uqEhAS88cYbouydvEPU+O+dd94R5eS2FVyUdqPqsnHjxjnkeBiGqQkLHIZhHAbNXaJ0EJVKT5kyRQiXPn36COFD0R2CGu1Rv5vPPvsMW7duFREfKuOmCiQqC6fHU1pn+fLlwqxLIx0uN6KhOu+//764WEQXCSoyFlMVV5cuXRzyPsPCwsRzUlrKcmz0WmQonj17tqgmI0G1cOFC8V6rj30grxGJv6FDhzrkeBiGqYnMXF8HH8MwDCOiTNQdmVJpJMpsoa9VKg/fuHFjrY+lx1FajoQdwzCNA3twGIZhrgJq8kfRqM8//7zGbeTHsXRsrg6VjNO0cYpWMQzTeHAEh2EY5iohvw/5aKiDM83muhKoZJyE0cMPP9zox8cwzRkWOAzDMAzDOB2comIYhmEYxulggcMwDMMwjNPBAodhGIZhGKeDBQ7DMAzDME4HCxyGYRiGYZwOFjgMwzAMwzgdLHAYhmEYhnE6WOAwDMMwDON0sMBhGIZhGAbOxv8DH9Ht3aQ5wAkAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#using multiple variables\n", + "tipgraph = sns.scatterplot(data=tips,x='total_bill',\n", + " y='tip',style='time',hue='day',\n", + " palette=['purple','hotpink','deepskyblue','yellowgreen'])\n", + "\n", + "\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "e10739f1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#pairplot, a way to compare variables\n", + "sns.pairplot(data=tips) #pairplot creates a matrix of scatterplots for each pair of variables\n", + "#useful for exploratory data analysis " + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "e492bdd7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#pairplot, a way to compare variables\n", + "sns.pairplot(data=tips, hue='day') #segmented by day of the week" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "46461ca9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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You are looking into relationships b/w variables" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "3f1012c0", + "metadata": {}, + "outputs": [], + "source": [ + "#plotly\n", + "#plotly is another data viz package, but it is for interactive visualizations\n", + "import plotly.graph_objects as go \n", + "#some new data\n", + "x1 = np.array([\"Luffy\",\"Zoro\",\"Nami\",\"Usopp\",\"Sanji\"])\n", + "y1 = np.array([110,180,240,99,220])" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "4f0d00ff", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "type": "bar", + "x": [ + "Luffy", + "Zoro", + "Nami", + "Usopp", + "Sanji" + ], + "y": { + "bdata": "bgC0APAAYwDcAA==", + "dtype": "i2" + } + } + ], + "layout": { + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": 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"graph=go.Figure()\n", + "graph.add_trace(go.Scatter(x=x1,y=y1,mode='markers', #mode is for type of plot\n", + " marker=dict(size=15,color='hotpink',\n", + " opacity=1, #transparency\n", + " line=dict(width=2,color='indigo')))) #point outline\n", + "\n", + "#add some titles\n", + "graph.update_layout(title='Interactive Pirate Plot',\n", + " xaxis_title='Pirates',\n", + " yaxis_title='Scores',\n", + " width=500, height=500)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "f0aa4325", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting wordcloud\n", + " Downloading wordcloud-1.9.6-cp311-cp311-win_amd64.whl.metadata (3.5 kB)\n", + "Requirement already satisfied: numpy>=1.19.3 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from wordcloud) (2.3.3)\n", + "Requirement already satisfied: pillow in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from wordcloud) (11.3.0)\n", + "Requirement already satisfied: matplotlib in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from wordcloud) (3.10.7)\n", + "Requirement already satisfied: contourpy>=1.0.1 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->wordcloud) (1.3.3)\n", + "Requirement already satisfied: cycler>=0.10 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->wordcloud) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->wordcloud) (4.60.1)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->wordcloud) (1.4.9)\n", + "Requirement already satisfied: packaging>=20.0 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->wordcloud) (25.0)\n", + "Requirement already satisfied: pyparsing>=3 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->wordcloud) (3.2.5)\n", + "Requirement already satisfied: python-dateutil>=2.7 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->wordcloud) (2.9.0.post0)\n", + "Requirement already satisfied: six>=1.5 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.17.0)\n", + "Downloading wordcloud-1.9.6-cp311-cp311-win_amd64.whl (306 kB)\n", + "Installing collected packages: wordcloud\n", + "Successfully installed wordcloud-1.9.6\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + }, + { + "data": { + "text/html": [ + "
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quotemovietypeyear
0Do, or do not. There is no try.Star Wars: Episode V - The Empire Strikes Backmovie1890
1Listen to them. Children of the night. What mu...Draculamovie1931
2It's alive! It's alive!Frankensteinmovie1931
3Oh, no, it wasn't the airplanes. It was Beauty...King Kongmovie1933
4Magic Mirror on the wall, who is the fairest o...Snow White and the Seven Dwarvesmovie1937
...............
727I didn't know if you were lost. Stick with me....Usmovie2019
728This guy's awesome! He's holding his own while...Dragon Ball Super: Brolymovie2019
729Murder is murder, it don’t matter who you are.Black and Bluemovie2019
730You know what a lion is? A lion is a strong an...Between Two Ferns: The Moviemovie2019
731That was the best acting i've ever seen in my ...Once Upon a Time in Hollywoodmovie2019
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732 rows × 4 columns

\n", + "
" + ], + "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": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#word clouds\n", + "%pip install wordcloud\n", + "from wordcloud import WordCloud\n", + "df = pd.read_csv('https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv',on_bad_lines='skip')\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "865998d0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(799.5), np.float64(399.5), np.float64(-0.5))" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#combine all quotes into one string\n", + "text = \" \".join(quote for quote in df.quote)\n", + "\n", + "#generate word cloud\n", + "wordcloud = WordCloud(width=800, height=400, background_color='white',colormap='inferno').generate(text)\n", + "\n", + "#use matplotlib to display the word cloud\n", + "fig,ax = plt.subplots(figsize=(7,3))\n", + "ax.imshow(wordcloud.to_array(), interpolation='bilinear') #bilinear interpolation for smooth display\n", + "#imshow is for displaying images in matplotlib\n", + "#wordclour.to_array() converts wordcloud to an array format for imshow\n", + "ax.axis('off') #removing axes" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "66c86c48", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting matplotlib-venn\n", + " Downloading matplotlib-venn-1.1.2.tar.gz (40 kB)\n", + " Installing build dependencies: started\n", + " Installing build dependencies: finished with status 'done'\n", + " Getting requirements to build wheel: started\n", + " Getting requirements to build wheel: finished with status 'done'\n", + " Preparing metadata (pyproject.toml): started\n", + " Preparing metadata (pyproject.toml): finished with status 'done'\n", + "Requirement already satisfied: matplotlib in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib-venn) (3.10.7)\n", + "Requirement already satisfied: numpy in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib-venn) (2.3.3)\n", + "Requirement already satisfied: scipy in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib-venn) (1.17.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->matplotlib-venn) (1.3.3)\n", + "Requirement already satisfied: cycler>=0.10 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->matplotlib-venn) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->matplotlib-venn) (4.60.1)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->matplotlib-venn) (1.4.9)\n", + "Requirement already satisfied: packaging>=20.0 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->matplotlib-venn) (25.0)\n", + "Requirement already satisfied: pillow>=8 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->matplotlib-venn) (11.3.0)\n", + "Requirement already satisfied: pyparsing>=3 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->matplotlib-venn) (3.2.5)\n", + "Requirement already satisfied: python-dateutil>=2.7 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from matplotlib->matplotlib-venn) (2.9.0.post0)\n", + "Requirement already satisfied: six>=1.5 in C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages (from python-dateutil>=2.7->matplotlib->matplotlib-venn) (1.17.0)\n", + "Building wheels for collected packages: matplotlib-venn\n", + " Building wheel for matplotlib-venn (pyproject.toml): started\n", + " Building wheel for matplotlib-venn (pyproject.toml): finished with status 'done'\n", + " Created wheel for matplotlib-venn: filename=matplotlib_venn-1.1.2-py3-none-any.whl size=45437 sha256=22bb70a80b6383d93fdfb02dd76954236b795950f8459d85f29f9b0c6ad0a29f\n", + " Stored in directory: c:\\users\\chane\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\\localcache\\local\\pip\\cache\\wheels\\c4\\16\\4a\\93374cd955bbe0553a8ce74db7f0fbd5fcc876e19fb78bd601\n", + "Successfully built matplotlib-venn\n", + "Installing collected packages: matplotlib-venn\n", + "Successfully installed matplotlib-venn-1.1.2\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "#venn diagrams\n", + "#import package an define sets\n", + "%pip install matplotlib-venn\n", + "\n", + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "\n", + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5d178916", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\matplotlib_venn\\_util.py:32: UserWarning:\n", + "\n", + "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram=venn2_unweighted([A,B],set_labels=('Fruits','Pies',),\n", + " set_colors=('blue','red'),\n", + " alpha=0.5) #alpha is for transparency" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "f5c4dd4c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\chane\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\matplotlib_venn\\_util.py:32: UserWarning:\n", + "\n", + "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + "\n" + ] + }, + { + "data": { + "image/png": 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WGBguYtkyoLRUdxUUb15nCDPDpcbmfbK8ysBgNKb31V0GxZvc6ckdH7e1xQwDwwUcOMBTVO1iXkY5XM0cRrLTYvrS0AyEnGm6S6F4k5Xqst2SYoKB4QKHSr3wAs8ZsoOxmQFkBXh6mN20NLtQ6Zutuwwyw6pV7OMfIwwMF9hCyRMorc/vbsWoBh5XbVc1NXmo8w/XXQaZ1Z+hkV1bLxcDQxdbKHnMuj3MSauAo5Xzm3ZW0TyeUxN2adP78su6q0h6DAwdSBfHN97QXQWZ1fo5k1MRttcSdKLSN0d3GWTWVss9e3RXkdQYGDp47TWOWtnlyOqRnIqgDq2j6/3DdJdBZnjlFe6TvwwMDGfs28dujnYxO51TEXSu8uB4nmppB9XVwNtv664iaTEwnDlYikdW28NQXz1yZD6TqNOuiVP+WbrLIDO8+y5QVqa7iqTEwABg+XKgqkp3FWTGwVITWngKJXWtKtALTeklusugeJMGbXLWBPfN95jtA0NFBbBmje4qyAwzM0/B1dyiuwxKUHL9KMd0RPhn0fqOHwfWrdNdRdJx2P0PhARNdg61vnxPEL1rOIxEF9fU4EEga4LuMsis3v+cnuwRWwcGOczs6FHdVZAZpqae5BAkdcvJxiEIOzy6y6B4a27mUcQ9ZNvAIDtrJGCS9fXPaEQ2W3dSN7UGnajKnKq7DDLDzp3AkSO6q0gatg0M77xjNGoi65sIHltNPXO6tg9a3X7dZZBZDXg4+tgttgwMMm3FhY72MDqzFmn17MZFPRMOpeBU+gzdZZBZCyClCyRFZcvAIKedSu8FsjZnSgSjmk/qLoOSVE0gH83eIt1lkBnefJOr37vBdoGhshLYvFl3FWSGyZnVcDWzDSxdGhmlPunmWgbbdIB87z3dVSQ82wWGpUs5XWUHac4QBtaf0l0GJbm6Wj8afIN1l0FmWLGC50xEYavAcOwYj662i2m+0zwvgmKiMjweEaToLoPirb6ei9uicNhtdIGsL9PdiuLaat1lkIWaOdVmjtFdBplh9WqgoUF3FQnLNoFBGjQdPKi7CjLDpIwqo188UYxUtQzVXQKZ1cyJLaMvyDaBYdUq3RWQGbzOEHrV1ugugyymqdGDeh9Dgy1IYOA2OvsGBtkZsXu37irIDBP9NUjh9iiKgyqM1F0CmUGmJDZu1F1FQnLYZVqKOyPs0XehbwMPmKL4qK/L4PHXdiGLHzmtab/AIF0dt27VXQWZYVxmAM5gq+4yyMJOu8bpLoHM6suwfbvuKhKO5QPDu++ygZcdpCCCwc2ndZdBFldXm42gJ093GWTW0DTZJzA0NQEbNuiugswwwlcPdxObrlB8ydRmlWeC7jLIDGVlwL59uqtIKJYODOvXG7tkyPqGRzi6QOYI1BWg1e3TXQaZdawxWT8wyDTE2rW6qyAzDMho5ImUZJpwOAXVGRN1l0FmOHQIKC3VXUXCsGxg2LMHqKvTXQWZYZSTOyPIXNV1xYikOHWXQWbgvLb1AwO30dpDhiuErFomQzJXqNWBOv8I3WWQGbZtYyMnKwcG2UrJtSr2MDojwCYbpEUgMlB3CWQGWQi3Y4fuKhKCJQPDpk28hthFn2BAdwlkU/V1frS6M3WXQWbgkLU1A4MEBQkMZH3FaU3wNDbpLoNsSv7WBDJG6y6DzHDkCHDyJOzOcoHhwAGjSRdZ34hUji6QXoGmYt0lkFk2cpTBcoGBz6l9zo0oqGdgIL2am1LRmN5Xdxlkhi1bbN822GG1Q8bef193FWSG4f46OFrt/T8vJYaAe7juEsgM9fW2P/bYUoFBFrLaPADaxqAIRxcoMdTW5SOc4tJdBpk1ymBjlgoMO3fqroDM4He3wl9Xr7sMIiUUSkGdf6TuMsgM+/cDQfueWeOw0nTE4cO6qyAzjEqv5b5ZSiiByADdJZAZWluBvXthV5YJDDK1FA7rroLMUNTKzo6UWBrrfQg7PLrLIDPs2gW7skxgsPFzaCtpzhAyGnjQFCUWuVmp9w3WXQaZYe9eY6TBhhxW6dwp/RfI+oZk1HM6ghJSfUof3SWQGZrte8GxRGCwceCznRJwsSMlpvqGbESQorsMMsMuew5pWyIw2PS5sx0HIshqYGCgxNTa4kRTOkcZbGG3PRfNJX1gsPmiVVvpl9HEZk2U0OpTuVvCFhrsuS0v6QPDoUO23hZrK/3d3B1Bia0+WKC7BDLLnj2wG0sEBrKH/GZOR1Bia2rwoMWdpbsMMsMh+118kj4wHDyouwIyQ66nBamNzbrLIIqqPn2I7hLIDGVlQKO9tng7kn13S2mp7irIDIO9nI6g5FAf7q27BDJDJGK7dQxJHRjkubLhQlVbKozYK8lT8mps8HF7pV0ctNcQd1IHBhtOIdlWRhMDAyXPYVTBtCLdZZAZDtnrIsTAQAkvJ7UFziA7c1HyaEot1l0CmaGiwthiaRNJGxiamrh+wS5KPBxdoOTSGMnTXQKZtY7hkH3uXB3JvH6BRwrYQ6GjSXcJRD3SFMzUXQKZ5RADQ8I7ckR3BWSWrFYGBkouwaZUhJxpussgMxyxz8UoaQMDpyPswYkwPA0MDJRcZPCzKY3nSthCZaWsdIUdOJK5ZwZZX0l6M1I490RJqMnFnRK2EAoZix9tICkDQyBgq4WpttbbzdEFSk6Nrdm6SyCzlNnjDjYpA4NNnhsCkMeGTZSkmpoy2MDJLsrscVFiYKCEltHMEQZKTqFWB1q8PL3SFsrscVFKysDABY/24HGE4Wpu0V0G0SULutmPwTaBIWL9tVZJGRhsEuZsL88T1F0C0WUJOrmOwRaam4GqKlidIxmfl+pq3VWQGXLdHF2g5BaM+HWXQGYps/6dbNIFhvJyW4z8EIBMB0cYKLm1hNi8yTbKy2F1SRcYbDDqQ2f4IxxhoOQWDHp0l0BmqbL+xSnpAgOnI+wjrZUjDJTcWoNOhB0MDbZQbf2LEwMDJSxPkCMMlPyCHu6UsIVq61+cGBgoIaU5Q3C0tOoug+iytbhzdZdAZqittfyZEgwMlJDyuaWSLCLoyNJdApkhEgFqamBljmR7PuQcCbK+HCenI8gagmGf7hLILNXWvqNNqsAgYcHiIz50RiYDA1kEt1baSDUDQ8JI9OciwgYRMZMa4foFsoZQq0t3CWSW6gS/SNkpMCTy9FBNzV68+ebHkQyefno4tm17FIksNRLWXQJRTIRCTt0lkFmqGRgSRn09EtaRI0tw8uQm3WVYhjvCuSeyhnDIwWOu7aKhAVaWVIGhiScd24aLi1XIImSmMuz06i6DzNBk7YuUy47PxZIlNyM9vRfmzPlN+9sWL16AcLgVN930dvvbVqz4EkKhZsye/Sts3/4rHD36GhoaTsDhSEVe3nhMnHgPcnJGquH97dsfax/uHzPmKxg79quIRMLYtesJ7N//NzQ0lCIjowTDht2GYcNub/8aS5fejrS0IoTDQZw4sQL5+RMxbdqPsHjxfMyc+QgOHXoJZWWr4XKlq48dPvwObNz4Y1WLw+HBoEE3Y/z4u5GSYtzBSL1btz6CI0f+iaamU/D7B2L06C+if//rLvjzaGyswJYtD6O8fDWam6uQlTVMfUyfPvPb30e+rylTvo/Tp3fi2LE3EA63oHfvOZg8+XtIS8tHrDkZGMhCQs50OEONusugeGuydmCw5QhDcfFVqKhYh3DYuCjV1R1DXd1RdVGXl0IuiOXla1BScjXeffceHDjwd4wa9XnMnfsHTJr0HwgE9mL16m+qhY6DB38Egwbdqj5u4cK/qn+L9et/gG3bfokBAz6IOXMeR9++16qLvYSPjo4ceRUuV4YKMCNHfrb97evWfRfZ2cPU23v1ugLbtj2C1167FU6nF7NmPYa+fRepQHL06BL1/lLLypVfxr59z2D48E+pjysomIjVq7+Ogwf/0eXPorHxpPqclZXvYdy4r2PWrEdVsJHPI2GlIwkVEoKuvPIXmDDhHpw48Zb6fuLB1co1DGQdIVe67hLIDE3WDgy2HGEoLr4aO3b8BqdPb1V39BIM/P4BaGo6iYqK9fD5+qKycgNaWxvQq9csHD/+NqZM+S769TPu0gsLp6GlpQ6bNj2oPkZGK+Qh8vMnqJeBwEHs3/8sxo//hgoaonfvWWokYOfO/8HQoZ+Ax5Oj3u5wuDF16g/hdKa2Bxjj/Wdj3Li71OtZWUNx+PDL8Hrz1J2+KCqagcOHF6OyciP69fuAGokoLV2JK698uH1EQT5Ha2sjtmx5CP373wCH49ynfPfuP6K5+TRuuOE1FRSMn89VWLbsTmza9FP1MSkpRq6U8DJjxgPtH3vq1Nb2sBJLasY3xMBA1hF2cmulLTRZOzDYcoQhL2+culjLBVaUl7+LoqLpappBAoOQ6QG5SGdmDsTcub9XYaGhoVy9r9zBHz/+lno/mUroirwfEEFJyTw11dH2kH/LtIEEkjZZWYPaw0JHEmbatA37S+1tJHykpmahpaX2zNdcI29VF/zOX7OxsVLt5OhMRlrk67SFhTYyKtLUVIlA4ECHn5sRhtpISJIwEmtpLgkL3KJK1hFK4RoGW2htNR4WZcsRBrljlvn3srI1GDPmy+riPmnSd5CeXqzWGwi5Uy8untv+ugy9y8VTpg5yckaoNQUX670QDBrba1555fou/3tj49mz0+VzdsXtPr9DXNvXvfDXjOC55yZd4GtWqDUXHTU31yA3t+957+v1GgElGDzbWtPlOvcuyRh5iP2FPd0ZAqz7/xzZUAg8sdI2mpoAnzW7e9oyMLRNS8jaBBlWl2kFmWbIyCjG1q0Pq+2RNTV7MHXqD1Bbe0TN55eULMCcOf+jpivkzn7v3j+rIHEhbnemejlv3p+6DATytWLN7farQDFv3pNd/ne/v/95b/N4stRIQmdtb2ubNjFTuisENJv+ZamTbeXb8J/L/hP3z7sfY4vGItF89qXPYkzhGNw1w5i268p3ln5Hvfzx/NiutfnLtr/gme3P4KWPn7vO50JCPOK6x54/cAD/sXYtlt54I/pc4AI8/Omn8ZUxY/DVsbH9/bx96VL18qn5Zxd+mxEY1q5dizvuuANPPvkkpk+fjkcffRSPPfYYdu/ejURgyymJtvUEMjog6wlkJ0FaWgFyc8eqC+7mzT9TF0oZqq+q2q6mEGQdgt/fr303wokTbWHBuMNum+dvU1g4Rb2UXQd5eWPbH7JeQBYvNjfHvsGHhB5ZdyE1dfyaEn5koWWki+6JBQVTVUCqrz9+zttlwaPXW9BlyIg3r4M7JMhawpHzpxzp8v114UJ8ZPBgWPVC9ZGPfAR//etfkSiSaoQhGMMDDFNTM1UgOHbsTQwZ8lH1NlkQWFAwBaWlKzBgwE0qBOTkjEZKikuFiBEjPq3WLBw48DxOnDC2XxoXaOPziUOHXkZ+/nhkZw9X6wDWrfueuhjn5o5RCyFlBCMjo49aZBlrsnZBAsDKlV/C6NFfQmbmYDWCIjs1ZPGjx3P+MbsjRnxKhQNZ5CjbQT2ebLWjQqZppk//8XlByAxscUNWE4nwtzoeJuTHfkt3Il2oevXqpR6JImkCgywViPVRDXKBraxcj8LC6e1vk8WPEhhkO6WQO+wrr/y56rOwcuUX1SJDWfw3f/5TqoeCbEeUcNCnzyIcPPgi1q79ttpiKdMZ06c/oEYwZJFkQ0OZ2uEgiydl54PDEft2sXJxv/rq36o+DPJ1pQ+D9HiQUCBrNboiIysLFz6NLVt+jg0b7lPbSWWNxuzZvz6nD4OZHClc8Hgxza3Najh89dHVqGyohNvhxrC8YfjUxE9hUM4g/Pe7/42K+grMHTBXvV9tsFb9989M/AwG5gxUn2PpgaV4ZO0j+NnCn+E37/0GxwLH0NvXGx8b8zHM7Dfzgl/7cPVh/GnLn7CjYof69/he4/HpiZ9GL5+eP2qhcAi/3fBbvHXQWIQ8rWSaqifLe/6R0uV15fjc4s/ha9O/hvmDzv5uy89re8V2PPHBJ9rf9u6xd/HsjmfV95uRmoHZ/Wbj9vG3w+s6d/GivN//bv5fVNZXqp/t7eNuVz+TNrXNtXhyy5NYd2IN6pvrMDInB18fNw5XdLgIyLD6V8eMwbITJ7CvpgafHzUKxenp+O66dfjh1Kn4761b0RIO42tjx+LeDRuw5PrrMTDTuEERLx48iG+vXYtlN96INeXl6uOeXrAAP964ETurqpDv9eK2YcPwmZHG+qVjdXWYv3gxfnHllVh86JD6mByPR92pf3H0aDjOjKJ2Ndz/6LZteGz7duz+uNEG/9vvvovKxkYs6tsXv9u1CxWNjRiVk4MHpk/Hodpa/GLLFhypq8Ow7GzcO3Wq+v7bPu54fT1uGjAAv9q+HdXBIMbl5eE/Jk7EiDPv01kgGFRTBbUtLfi/+fNRnJFxTo1ry8txx7Jl+N+5c1UtGyor4XO78aGBA/GNcePgdBg3P/Ix358yBTtPn8Ybx46pn+2c3r3xvcmTkZ/W9W6WlaWl+OKKFare+6ZNUyPNJ+rr8dDmzXinrAzNoZAKL9+aMAGjwsYOrw9/+MNwu9145plnzvlcd955p/r4P/7xj4im85TE7bffjoEDB6oQ8fTTTyMQCGDatGl44IEHsHz5cjz++OM4efIkxo8fj/vuuw99+vRp/1xvvvkmfv3rX2Pv3r3IzMzEBz7wAXzjG99Aenq6NQNDrI0a9Tn16Ej6IHTshSD69btWPTr7+Mffb389Pb0I11zz3Dn/XUYs5EJ9oYu1kODRmc/XBx//+PlzVl297YMfXHbOv2VKRfpEyONCOn8eWZcxc+Z/X/D9L/S1pTmVPGKN92IX9/C7D6sL9h3j70Bvf2+cqD2h5tR/vvrneOw6o4HYwaqDKgTI+/hSfeq/y3z+r67/FXLTzo40/WjFj3DDsBswNHco3jjwBn666qf4nut7mFJsTKl1dDxwHPe8cQ/6ZPZR6wZCkZC6qH7rjW/hkQ88gmxvNsy28shKDM8bruqpaa7Bnzb/CUcDR1UQcl5iKF9+aDl+vubnuKr/Vfjk2E+q8PXU1qdwpOYI7p17b/u0pHh07aP4xNhPoDCjEC/tfgk/XP5D/GTBTzA0byiCoSC+u+y7qGqqwuem34KhOIi/HziAz779Np64+upzQsPjO3fim+PHY6DfjxKfD9tOnUIoEsEf3n8f90+bhqrmZszr0wc/2bwZLx46hLvGnd0t9Y+DB3FFURF6ZxhrpcKRCO5atQp3jhih3u+5Awfw082b1UV7du/e7R/3g/XrcVVxMR6dNQsbTp5UQaChtRX/PuHc3VDRbDp5UgWFb0+cqC6c8nk/v3y5+v/438aORZrLhf9avx53r16Nf15/dhH4rqoqHAgE8I3x45GVmopfbtuG25YuxSvXX4/CThfu+pYWfO7tt1VoeOpMWLiQu9eswSeGDsXnRo7E2ydO4Ildu9DX58PHhgxpf5+Ht2zBwj59VGg6WleHBzZtgjMlBb+YeX5YXl9Rga+sXIkb+/dvDwunm5vxsTfeUN+bBA15+afdu/HJpUvx3Ic+hMFDhuDWW2/FD37wAxw+fBj9+xtTu6WlpWqdwk9/+lNcqpdffhmjR4/G/fffj7KyMtx777247bbb4PF48K1vfQuNjY34/ve/r97+29/+Vn3M4sWLcffdd+PGG2/EXXfdhePHj+Phhx/Gvn37VHDp+Dt9MbYODJSYpA8Dda0l1ILGlkZ8YcoXMKvfLPU2WfjX0NKAP2z6A6qbjLUx9S31eGDOAxhdOFr9W0YYPr/481i8ezH+dcK/tn8+CQsyqiAm9Z6Eu5bcpUYlugoM8naPy4MfzfsR0t3GXcn4ovHq876w6wU1wmG2TE8mfjj3h+13/vLvH6/8MTaWbsTUkqk9/nyyrklGUORn8c0rv9n+9mJ/Mb731vfw3on3zvm8X5r6pfYRGRlZkJ/F33f9Hd+e9W016nGw+qAKL9MG56NXTbO6k5W75Ie2bMHfOwSGKQUF+NSIEe3/lsAg/t+oUbi65OyWZ7nIvXTokBptkD/yZQ0NeLeiAj+bMePs9yB1jRnTPrc/uaBA3Um/ffz4OYFhdG4uHrrySvX6nOJiNLS0qIuejDLInXl31be24r9nzcLgM6Me6yoq8My+fepOvy0UHa6tVWFHLviZqcZ6DhkpeHzOHEwpLFT/lhGGBYsX48ndu3F3h9DSHA6ru/vyxkYVFi60ALKNfN9fHjNGvS5f/80z33vHwCDh6YEOP7Otp05hyVGjaV9H8vYvLF+Oa/r2xf3Tp7dfWP/0/vtqVOTphQtRcia8yHN73Suv4JH/+z/8ct483HDDDXjwwQfx4osv4t/+7d/U+8jrGRkZWLhwIS5Va2urGnXIyjJG0V5//XWsXLlSjSD07WvseNsswfLFF9t/px966CHMnj1bvWwzYMAANdohIxNXX22MqFtm0eOZUR6yAY4wXJjb6VYXSAkLpxpOYWv5VizZtwTrjxv9Q1rCLeplUUZRe1gQMqowIn+EGnrvaP7As0Pz8sfwir5XYO+pvWrao7Mt5VswtnAsPE6PmgqQhwSHUQWjsLlsM3SQYNNxmkCmJJwpzvO+z+46XnscJxtOqs/T9j3KQ0KZfK8dv0+Xw6V+Xm1SnakqaLRN18hzk+PNwZDcIWrYuzUcVqMGc0tKsP30adR0mOtuG6rvrPPbbx00SA3lv1dZ2T66kOFyYeGZC0WbiR3m9lOdTuR6PGr0oCMZqu9ILopSp4wY9ISMDrSFBSFTIGJ8hxqyPcYuEQkMbfpkZLSHBSGjClK33NF3dM+aNVhbUaGmHWSkIJqO37volZ5+3vc+IS/vvPdp7PQ+MuUgoxoSwGQKw9HhLlymcUZmZ6MoLU09r/KQ/y6hYfVm43fE7/dj0aJFeOmlsztpXnjhBVx33XXwnvkZXYrBgwe3hwWRn5+PnJyc9rAgsrOzUVtr9Oc5cOCAGomYN2+eChttj6lTp8Ln82HVqlXd/tpJM8JARAa5e35i4xNqyiHNlabmztsumm19QfLSz/2DKLI8WTjQcLYRl+g4PSFkWiGCiBqh6Ezm42UKQB5dfW4d5ILckSPFoUYZuqq/OwLNRt+Rx997XD06O914uv11+Try9Tr/HOqCde2fS6Yjbv7rzV1+LZn7l4utSHd1/ae489tnFBWpC60EhamFherldf37w+M8d/rF2+nfcjHrPG4nF7uOcs9cxGqae7an+UKjERf6ntq/fhdz53keD3Z0OvFRRhZG5+SotQ7X9u2LjCijH9353mUKIdr7HKuvx6xevVRYeWzbNnx70tn+NtXNzThcV4fRF9jBINMCaWlpalpCAsN7770Hp9OJQ4cO4Sc/+Qkuh1zkO7vYOoTqM0du//CHP1SPzio6BTRLBIYz61XIBjghcWGltaVqyH16yXR8b8731GJDGRl4Ze8rKkh0vvB1JNMVnRcDyvvlpOWc8z5yEfSn+s/7eFn8J1MQHxrxofP+26WuF7hcsqCzIxkNkO+pqwDTfkBbp6PTm1rPboOT9R7iUxM+pUYVOmv776I+WK8CWsf5344/Y/l5yVTGN6/4Jny+GuTVSffXs+TC31PytW4eNAhP7d6Njw8dioMy1N9haL0nZF1ER6fObAfM63D3KyMiHXW+U78cnb++ONnUdM7XF4/NmqUu8LcsWYKHt27FdydPhhmGZWXhf666Si06lbUk1/fvj7FnRib8qamYVliIe7pa73HttUg9EwRlQWK/fv2wZMkSOBwODBo0CBN6uEbkcskCR3HPPfeoejrrOFoRTdJchru5JsM0L700D++++23dZVhSmJMSF7S/ar9aTHfrqFvVgse2i9WGE0arcRkdELIQ8mjN2TlZmb54/+T7GFd0drGcWHt8bfvrcvGTnRcyxSBTH53JBVQWFMpODFnUJw8Zbn9x94tqt4AOMkUgIaGN1C+BoKtGU23rLuRn0aY13Io9p/a0/7vEX6LCRnl9efv3KA8ZsZHdDgeqzo7QNMvJsOVb2/8ta0tkjYNM27T9vGR6Q0ZtRhQOVBcbeawqK1ML8dpW7ffULQMHItDSgp9s2qSmAjoO/feEzO139NrRo0hzOts/n4wclHe62994ZiokFmQXxf6amvZ/y9eS6RBZwNmRTHEMz85Wizj/vHcvtvRwyuRSyTSKy+FQ6yFkyuK769apqQchYeFgIKB2q7Q9r/KQBanPvfGGGk0Q8v/nLbfcotYXLFu2DDff3PVoUzxJSMnLy8OxY8cwduzY9kdRURF+/vOfY+fOnd3+XBxhoITDEYYLk4u1zNHLVj6505cL3psH3lQXqo53y3Lxlx0Qss1P7v6f3vY0/B4/bhx24zmf74+b/qgCiFwoX9//ugoZ9827r8uv/dHRH1W7JO5dfi8+MPQDas5e1k+sPbYW35r1LeggUwQPvPOAWrwpIempLU9hQq8JaiSkq9EBWcfx8p6X1Z2//HvxnsXq+2+b0pGflWyf/PX6X6uRlqnFU9X0xl+3/xWnGk9hcO7gc9Yw/HLtL9VOFAkjz+18Tn2uj44x+rosGLQA/9zzT3z/re/jjinXYERKOVaXlaktf7cNHQr3Jf5Rkx0CVxYVqe18d48///vsrlePHkXehg1qp4QsVJSLsWz5bJtKuLq4GP88ckQFiP4+H54/eFANw8eK/I7+vxUr1NeU8CTD/lkeD24fNqzL95ftk68eOaIu3M9fe+0l//x6Su3ymDJF7fz4/a5d+MLo0bhz+HC1nfXOZcvw6ZEjkZOaileOHMGz+/fjPzotIJTAINsjxU033QSzSXj5+te/rnZOyOtz585V2zFli2V5ebnacWG5wCDkZoq7JawvzCY3FyQXuruvvBtPb38a96+8X130ZFvh/fPvx38u/U/srDTuFgoyCnDziJvx+02/VyFCLqDSn0BCQ0dfnPpF/G3H39QdtYQR2TbYcbFkR7JW4sEFD6othg+veVi9rV9WP3xn9ncwvc/ZXiZmum7odWqHyAMrH1AX8KsGXIU7Jxj73Lsi2y//573/waPrHlUX+YWDFqoRFQlLbRYNXqT+2/O7nsdr+15TYWJkwUi1a6JjvwkZiZCwID+PqsYqtRNFWlDLtlMhH/fAggfUyMTj7/4N9c31akW9bJ/8dIcdEZdCdk7IwrubOi1c7AnZaSFB4a/796N3ejq+P3mymuZoIz0R5I5aRjJcKSlqrYTULhfsWJDgIz+HH2/apBYcSgj6zcSJ7Qsku7pwS41fWLECv925s30nhBkkVF3Tty9+tWMHrunXDwP8fjyzcCF+vmWL2kYq20nlbbIF9tZOowhyJz9ixAi1OFFe10E6RsrujCeeeEJ1jpQ1D5MmTVK7JjoulowmJXKh05MS0AMPSKtlJMyUhHSKlBbS0rDJOJlyPiZO/Ba8XmMhmRxktW/f06ipkWHMsGpBPXr0/1NHUQvpGLlu3XexYMHT6nCrqqqd6tCnYcNuw8iRn2n/WnLctXRrLC9fjaamKtVVUjo3Sq+FtrMepJ6BAz+kTo+Uelpb61TXxylTvndOV8loNSWC4f46TKo9t1U1dV9XjYg6a2vc9Lsbf4cin54/YnaSk1WOwppze6ZcDunlIAsdfzV7do8/tq1xkzRXumXQIOggjZskrCz74AdhOZ/9LNChYZLcxctd/S9/+UssWLAAySypRhhkLUyiBAZx5Mir6kjsGTMeVGdEbN78EAKBfVi48FnV3XHjxvswZsxXMWHCZASDNdi163dYvfpuFTTkaGgRiYSxatVdGDHiTtUB8sCB57B580+RnT1MhQIJAMuW3aGCweTJ/4XUVL86+2Hbtsfgcnkxdeq97fXs3v0kCgomY8aMB9TX27DhfqxZ8y0sWmSs5N2z58/dqkm3xpCeBXRE8eJAbNoFy04BmTt/p7QUf0nyi49leY3prV27dmHp0qV47bXXVM8D2daY7JIuMHRYI6OdXMTnzv19+5HT8m852VJaS9fVHcWIEZ/BmDFfan//jIwSvPbaLais3ID+/ds6nkXU+wwe/BH1L7ngHzv2Bo4ff1sFhtraQ+pCPmPGT1RHRlFUNAOnTm1Befm5Q4My8iAtndvaTtfVHcG2bY+qA7Cktu7XpFdjmIGBrMUZo+NXlx0/jiO1tWp1/qSCgph8TopPYGhublZdFGUa4he/+IXaJZHski4wJBI5i6ItLIiSknnqoKqKivWYNMnYQREMBhAIHEBt7WFUVBgr0kOhc+825O6+jdOZqg6JajvUKidnJBYs+IsaiZDwIJ+npmafmlLofPqknLbZ8YyKtDRjxEBGKSQw9KQmnRpaGRgux8WOe24jZyl0PE+B4ssZiU1g+Ps111z255BOiW1nQejy4CVuBU2mC9WECROwYYOxe8kqGBgugxz/3PnwJ7kwt7QEUFt7BOvXfx/l5WvgcLiRmTkI2dltC53OXTbidJ77jRknRJ59n/ff/yN27HgcwWC1WuMgJ1+6XGloaTl3D7q87fzPY0x7iJ7UpFNDq9SdklA1EV0OZ7hRdwlkBpfLeFhUUn1niRYY5ALeUTgcUsP/qak5WL788+qivGjRc2qUQA6ikpGBQ4eM/t7ddejQYmza9CAmTPh3DBp0S/sR1e+88zWcPr2t259HQkOsaoq3CFIQdjngaD23wQ5RsmJgsAlvgl2kYiypJlUS7bkoK1uFcPjstMDRo6+paYLc3JGorT2IwYNvRV6eTBMYuezEiRXn3PF3h6wtcLsz1QmabWGhpaUeJ09u6NHnkSATq5rMEO7U3pUomTlCDAy24E2wi1SMcYThMjQ2VuKdd76KYcNuV+sLtmz5BXr1mom+fT+AjIyH1K4EWbAoF/zS0pXYs+dJ9XGhHvzxyMsbp7ZBbtz4IEpK5qKxsQK7dv0ejY0nkZra/ZaeXm+eWuAYi5rM0Op0JNcvJ9FFOM+sSSKL8ybYRSrGOMJwGYYO/YS6EMvOiK1bH8GAATdi9uzHVNMY2a2Qnl6k2kfLtknZ1TBnzm/UuoGKCqMrX3cMHHgzxoz5Mo4efRXLl39O9WMoLJyitlPKlEhNzf5uf65Y1WSGFk1nExDFmvSQciZYICebXKRiLKkaN23dCjz/vO4qyAzXZpYiJ3D+AUpEycblDmNwS9enGpLFjB8PaDgvwixJNcKQna27AjJLMIUjDGQNDicX79pGtrUvUgwMlJCaGRjIIlzOFt0lkFmyrX2RSqrA4PdLzwLdVZAZAqHzj1cmSkZuJ9cv2EY2A0NCLR7K6v7GAEpiVaFU3SUQxYTbEbsjoSnBZTMwJBSLPx90xslmjjCQNaSGE+gAHIofhwPIzISVMTBQQmoKORGycItVsg938LTuEsgMfuvPmTMwUMIKejjKQMlNTkRJDZ7UXQaZIdv6FycGBkpYDS6uY6Dk5koNwRHmLglbyLb+xSnpAkNOju4KyCx14AgDJTe3u0l3CWSWHOtfnJIuMBQWGrslyPpqIhxhoOSW6uKWStsoKoLVJV1g8HhsEeQIwOkWBgZKbm7U6i6BzNKrF6wu6QKD6N1bdwVk3tZKDidR8koNV+sugcw6dCrH+neySRkYbBDkSE6sDDvQ6uHWSkpe3CFhE73scVFiYKCEVptq7eNiybqcrjBSmxkYbKGXPS5KDAyU0E470nSXQHRJ0tLqdZdAZullj4uSI1kbavl8uqsgM5S2cISBkpPXWaW7BDJLLwaGhGaDHSwE4ESj1+jRTpRkvK3luksgMzidQEEB7CBp/xJzp4Q9hCIpaPR6dJdB1COyt8fbeEx3GWRWcyCntc+QSPrA0K+f7grILNVuTktQckn1BuEMscujLfSzz8UoaQND//4cqbaLyggXPlJySfMEdJdAZhk4EHaRtJdc6fjIaQl7ON7EEQZKLl5wO6UtpKQYd682kbSBwWbBztaqg26EUnkQFSUPb/MJ3SWQWbsj0uwzAprUgWHAAN0VkFnqpPUqURJwOiNIbarQXQaZYYC9LkKOZF9rwnUM9lCRkq67BKJuSc+oRQoiussgMwxgYEgaqalASYnuKsgM+xozdJdA1C0ZKZyOsAWHw1brF5I+MNgw4NmWrGNoTuO0BCV+/4WMhn26yyCz1i947fU3KekDAxc+2sdJD0cZKLF50pvgaqnVXQaZYaD9Lj5JHxhkREi2WJL1HQoyMFBi86VW6i6BzDJsGOwm6QODdOS04fNmS0cbvAi7XbrLILqgjOBB3SWQGTIybNXh0TKBQYwcqbsCMkMEKahO5ygDJSaXOwRvw3HdZZAZRowwmjbZjCUCw5AhgJt9fWzhWISBgRKTL53HWdvGSHvepVoiMMj2ysGDdVdBZthfn27LZE+JLyN8VHcJZAav15YLHi0TGGwc+GynKeREfQabOFHibclPr9+vuwwyw7BhtjnO2rKBYfhw2z6HtlPq5LQEJV53R0e4RXcZZIaR9r07dVhplIhNnOxhZ30mpyUooWSmcHeELbjdxqI5m7JMYBCjRumugMxQ3+pEwO/TXQaR4nSF4at9X3cZZIYh9l5hb7nA4OI2fVvYH87UXQKR4s+oREokpLsMMsP48bAzSwUGOZbcxtNLtrKnLgMhNnGiBJDVslt3CWQGv9/2XQItFRjEpEm6KyAzhJGCynSOMpBenrQgmzXZaXTBYblLZo9Y7ruXhY+5ubqrIDPsCjIwkF5Zqcd0l0BmkEXWk3g36rDi8zpxou4qyAxljR408chr0vi3xt+wQ3cZZNYph7m8E7VcYBATJth+5Mg2jqZm6S6BbCrDF4CrpU53GWQGji4oDquuTRk6VHcVZIad9X6mQ9IiCwd0l0Bmrabnnn3Fsn9pGQjtoaHViWofOz+SuVzuMDLq9ugug8wwdiz361s9MMgIQybXxNnC9tYc3SWQzWSnH2PvBbuYPFl3BQnDsoFBRqlnzNBdBZnhaEMaGnw8kIrM4XBGkF2/SXcZZAY5BrmoSHcVCcOygaEtGMoZE2R976dwlIHMkeWrgLO1QXcZZIaZM3VXkFAsHRg8HmDqVN1VkBl21/oQTPPoLoNssJUyp5GjC7ZQXAwMGqS7ioRi6cAgpk/nehW72OfmPmmKL7+/Cu5gle4yyAwcXbBfYPD5jL4MZH3bAn6EUu17khzFX27LFt0lkBmkSRO3UtovMIgrrzSGEsn650scTuNaBoqPDF8tPI2lussgM/CiYd/AIGGRp1jaw+baLIRdTt1lkAXlYqfuEsgMHJa2d2AQs2bproDM0Bx2oNSXrbsMshhvehPS69jZ0Ra48O2CHHZa8DpkiO4qyAwb67MRYbtoiqFc127dJZBZbaC5te6CbPVXdf58TkvZQV2LC8f9XMtAsZGW0QR/gNMRthmKZvOeC7JVYOjdmwtf7WJdbS5Cbg4r0uUrAPsu2IKcWjhtmu4qEpqtAoOYN4+HG9plLcOB9DzdZVCS82cGkFZ/SHcZZIarrgLc3JZ9Mba7dObl8SRLu9hYk4Wgl90f6dLI9GV+cJ3uMsisC8PEibqrSHi2Cwzi6quB1FTdVZAZfRl2uPJ1l0FJKiuzHKlNlbrLIDMsWAA4uR07Goddt9my66c9vF/n40mW1GNOZwT59Wt1l0Fm6N+fjXq6yZaBoa2RV2am7irIDBvCBTLArLsMSiK5/iNwttbrLoPMmHdatEh3FUnDtoFB1rbINkuyvmMNXlRl+nWXQUnCnRpCdg3XLtjC2LFASYnuKpKGbQODGD8eGDBAdxVkhnXN+dweQ92S790NR6RVdxlkRpMmji70iO3/gt5wA7uA2sHpZjeOZbKZE3WnSdNW3WWQWQsdZUEbdZvtA0N+Ps+ZsIs1Nblo8XJ7DF14OrsovAYpiOguheKtXz/ur78Etg8MQgKDBAeyttaIAxtdRVwASV3KzToOT2OZ7jIo3mT7pAwt85yAHmNggDElIb8/ZH0H6tJxKovbY+hcqd4W5Nas1l0GmbVFrrBQdxVJiYHhDFn8yCPQ7WFlXQHPmaB2cp9Z5NrIhY52kJtrtICmS8LA0IEsmE1njx/Laww5sT2NdxhkyMqqRHrdAd1lkBmuv56r3C8DA0MHEhauvVZ3FWSGnQE/qti5y/bcnlYU1K7UXQaZtY9+8GDdVSQ1BoZOxo0DxozRXQWZYUVDIacmbD4V0cu9EY5ws+5SKN5ycoDrrtNdRdJjYOiCLIDMztZdBcVbQ6sT27yya4LsOxWxX3cZFG/SsO2WWwAPT669XAwMXfB6jd8vNga0vl21PpzOytJdBpkslVMR9jFnDtC3r+4qLIGXxIv09Zg9W3cVZIa3awsR9PLuwy7kRqC3YxWnIuzyh1wCA8UEA8NFyO4bBlPraw478A56I+Lk/w52UOjfDW/jCd1lULxxqDjm+JO8CE592Ud5kwe7Mrieweoys04jq2aj7jLIrC2UXIwWUwwM3VhcK793ZH1bApk4mcU/MFblSQuiqHaZ7jLIrC2UcnQ1xRQDQze3WvKcEnt4K1CA5nSv7jIoxhzOCIojK+EIt+guheJN2j5zC2VcMDB0k4wycD2DPQ6oWhGS9QxO3aVQDBVl7ERqU4XuMije0tKAj32M88hxwsDQTXL9+OhHATYHtL6TzanYyvUMlpGdVYnMwFbdZZAZi85uvdU4L4LigoGhB3w+I7y63borITNaR5dl5egugy6TN70ZBYG3dZdBZli4kK2f44yBoYeKi4Ebb9RdBZlhRaAA9b4M3WXQJXK5QygOvc1TKO1Ajhq+4grdVVgeA8MlLoKcOVN3FRRvoUgKXm/sjWAa50OTcZFjiXs13M2ndZdC8danj9HPn+KOgeESLVgADB2quwqKt6aQE0tDJQilch4qWaSkAL3TN8HbcEx3KRRvfr+xuIxHVpuCgeEy/ih9+MNAQYHuSijeqoNurHCWcOdEkijK3A1f7W7dZVC8yWIyWVQmoYFMwcBwmZ1Hb7+dzcTsoKzRg/VpxUZSpISVl32MnRzttG2tpER3JbbCwHCZZJulhIYMro2zvP116djp7yXjS7pLoS5kZZ1GfjVPoLQ8Ce033wwMGaK7EtthYIiBvDzgttvYK8Qu7aMPZ+fpLoM6yfDVoyjwpu4yyAzSxXHMGN1V2BIDQ4z07g18/ONce2MHq6vzUMkzJxKGN60ZvRtfR0okpLsUire5c4GpU3VXYVsMDDE0YIDRaIynqVrfsppC1GRysZVuqZ5WlLS+CWeoSXcpFG/TpwNXXaW7ClvjpS3GRowAPvhBro2zujBSsCTQm6FBo1RvC/qGX4OrJaC7FDKj+c211+quwvYYGOLUdEx+txka7BEaqnjAiOk83iD6hhgWbGHkSOBDH+If1ASQEolEIrqLsKoNG4CXXwb4E7a2FESwKKsMuTW8eJnBkxZEn1YJC3W6SyEzRhYkLHCeNyEwMMTZ1q3AP/4BhMO6K6F4h4aFWeXIq6nRXYqlMSzYyOTJRstnjiwkDAYGE+zaBTz3HBDiIm7Lh4YFWRXIr6nWXYplT57sE3wNztZ63aVQvM2YAVxzDcNCgmFgMMnevcCzzwItLboroXiHhvlZFShgaIhDWFgCZ2uD7lIo3mbPBubP110FdYGBwUQHDwJPPw0Eg7oroXibl1WBopoq3WVYQlpGE0qalsAZatRdCsWbBAUJDJSQGBhMdvQo8Oc/A03cNm55M7NPoV/1KQD8X+xSZfjr0LvhDfZZsDqZepApCJmKoITFwKBBZSXwl78AVbwBtbyxmQGMqSvnqtdLkJ1VjsKat5EC/uwsf+qk7IQYPVp3JRQFA4MmDQ3AM88AR47oroTirV96I65oOQFHS6vuUpLmZrMgcx9yatbrLoXizeczeurz1MmkwMCgkeyaeOklYMsW3ZVQvOV6WjDXcRypjc26S0loTmcEvdI3wVe7W3cpFG9FRcAnPiHHjOquhLqJgSEBrFgBvPUWGzxZndcZwqK0UmTUcVtgV9ypIZQ4V8LTWKq7FIq3YcOAD3+YR/wmGQaGBLFjh9Hgidsurc2BiNpBwW2X5/KmN6Gk5U24Wmp1l0Lxxh4LSYuBIYEcP25su6xjEzvLm55VhUE1ldxBAcCfWYNedW/AEWZatjRp73zddcCUKboroUvEwJBgamuB5583ejaQtQ311WNSc5ltF0PKDWZe1mHkVq9RDa/IwuSAtltvBfr1010JXQYGhgQkz8jy5caDz461+d2tmOsps926BrenFb1d65BWf1h3KWTGegXZNpmerrsSukwMDAlMRhlktEFGHci65O76iuwq9K85aYuEKFMQRfVvsXOj1TmdRufGK67gegWLYGBIcPX1RmjYv193JWRGv4bpoVK4mq05l+9wRFDg24vswAbdpVC8ZWcbUxB9+uiuhGKIgSEJyDP0zjvG1ks2DLS2NGcIczPKkRWw1rCSxxtE75RV8DSW6S6F4m3kSOCmmwCvV3clFGMMDElEukLKaEM1d+RZ3uSsagytrUSKBRJidtZJFNS+zV0QdmjxvHAhMG2a7kooThgYkoycdPn668CGDbaY7ra1XmnNuBJl8DQm58FLTlcYRek74A9s110KxZvsfpCFjbm5uiuhOGJgSOIFkS++yNEGOzR6mi4LIgOnkmq0ITPrNArr34Gz1V67P2w5qiALG6dP58JGG2BgSPLRhqVLgXXrONpgh7MoZqaWw1eb2BfgVG8LilybkF7HVbqWN3AgcOONHFWwEQYGCzh2zDjEqqJCdyVkxnHZIxsr4UywZk9yc5mbdRy5NavhiCRWbRRjaWnAokXAxIm6KyGTMTBY6OTLVauAlSt5HoUddlLM9J1EQU1NQrSWTstoRFFoDTxN5bpLoXgbOxa49logI0N3JaQBA4PFyDVEpim2beM0hdUNyGjE5HC5tiOz5SjqfN9eZNVsZGtnqyspMQ6MYmtnW2NgsPBBVkuWAEeP6q6E4smZElEHWfWrPY0UGWYyafohM/MU8hvW8HRJO5wBsWCBMbLARY22x8Bgcdu3A2++yd0UVpfuCmGa7zR6BarjupvC569BfssGTj9YXWoqMHMmcOWVxk4IIgYGe2htBd5911jf0Kxn9JpMkp3agqlpp5EfqInpnFS6rwH54U1IazgSs89JCUhGEcaPN7ZK+v26q6EEw8BgI3V1RmiQpk8SIsi6CrxBTHGfRHZt3WUtjPSmNyPfsQ0ZdXtjWh8loKFDgblzgeJi3ZVQgmJgsGlwWL0aeO89o5cDWVdJehMmOU7C18Pjs6WfQp77ffhrd3BBo9VHFEaMAObMAXr31l0NJTgGBhtraADWrDEaP3GqwtoG+xowJnIK6fUNF30/t6cVud4DyKrZhBQkT2dJuoSgMHo0MHs2UFSkuxpKEgwMhMZGYO1a4yGvk3X1TW/EWFcVsgLnTlXI1EOuaw98gZ0MClbmcBg7HiQo5OfrroaSDAMDtZNRBpmmkBEH1ROILCvfE8QEbxUGpJxAbus2pNcd0F0SxXvXgyxmlF0POTm6q6EkxcBA55HfiD17gPXrgf372QDKajwe49ohpxDnZzQCGzcaTzb33lpPYSEwdSowbpzxxBNdBgYGuqiqKmPUYdMmY80DJS8ZgZ4yxTgC4Lxrh/Ru2L3bGF46dIgpMZk5ncDIkUZQ6N9fdzVkIQwM1C2yDXPHDiM8sHtkcp0TNGaMMaLQp083P0hGGrZuBbZsAU6dinOFFDPZ2cDkycCkSTzrgeKCgYF6TE7FlA6SEiB4PUnMG8whQ4AJE4Bhw4x/X9ZRqJs3G082V8QmZiKU0QRJhXLcNNs3UxwxMNBlKS09Gx44Ba6X9NuRkQS5dsT8BlOGmGRhi4w67N1rTGGQHjKfJL0T5IkeNOgyEyFR9zEwUMzIzWhbeKjlmURxJ9cJOTxw+HBjJCE316QvLCMNEhokQOzbBzQ1mfSFbUzOc5AnWkKCDB+5XLorIhtiYKCYk98oCQ+yw0IecnImb0hjNwItHXzl2jF4MOD1ai5IntjDh43wIIsmT5/WXJCF5OUZT7I8ZCSBh0CRZgwMFHdyA3rw4NkAITsvqHtkSloa8ck1Q0YR+vY1eu8krJMnjfAgIxCSGltadFeUXGlQ1iG0hQRZxEiUQBgYyHRyEyrBQUKEjD6wSdRZchNZUmJMNchDAkLSbp8PhYxFLkeOGA/ZXlPfszMtLB8QZOGJPNESEOSJ56JFSmAMDKSdXEMkOMjjxAnjpV16PsgJwrLdsS0cyPk/ll7DJttqOgYI+bcd/gRJEuzVywgF8pCgIFMOREmEgYESkuy4aAsQck2RUQl5JOux3LJrQZruFRQYL9tel5tMW5MnVKYxZK+uPCorjZfyC5CMf5pkhCArywgDsgq1LSTIE57Qc0lE0TEwUNKQ39RA4GyA6PhS3q7zqG5p1Z+ZaYwYyMu2R1tASE/XV1tSkiezLUhIeJBtN/Ikt73UOQQlQ0DyREsgkEdbOJCHnNPAHQxkUQwMZBmyvq6uznjINIdcU2QHYNtDDteSRf0ytS4vO77e8W3y915GkCUEtL3s+Lq8lJGBjuEgadcZJPPIRMcQIU+4hAz5JZCXHV/v+FJGAOSCL3f7bS87vy5PsjzBHR8yROTzGS9tPyxEdsXAQERERFFxUo2IiIiiYmAgIiKiqBgYiIiIKCoGBiIiIoqKgYGIiIiiYmAgIiKiqBgYiIiIKCoGBiIiIoqKgYGIiIiiYmAgIiKiqBgYiIiIKCoGBiIiIoqKgYGIiIiiYmAgIiKiqBgYiIiIKCoGBoqJ559/HsOHD4/6ePPNN2P2Nb/97W+rz7lr1672tzU3N+MPf/hDzL4GWdejjz7a5e/o6NGjMX36dNx+++148cUX299/7dq16r/ff//9Wusm0sWl7SuTJU2bNk09LmTgwIEx+1oLFixASUkJ8vPz299222234eDBg/j0pz8ds69D1jZ//nyMHDmy/d+tra04ffo0Xn31Vdxzzz04cOAAvv71r6vfta985SsYP3681nqJdGFgoJiSsPDVr37VlK8lgUEeHZ06dcqUr03WIb9Dt9xyy3lv/8xnPoObb74Zv/vd7/Av//Iv6NOnj2m/20SJiFMSRERdGDBggBp9CIVCeOedd3SXQ6QdAwNpmztes2YNPvKRj2DMmDG45pprUF9fj3nz5mHKlCnnfUxX88cd1zAcO3ZMvX78+HHU1taq1+W/tw0xP/bYY7jxxhsxYcIENQoid4/y9YkupqioSL2srq6+4BqGyspK/OAHP8CcOXPU77L8Dv/sZz9DXV3dOe/H30NKdgwMpM3dd98Nr9erFpfJIrOMjIxL/lyZmZlqftnv9yM1NVW93jZd8aMf/UiFlOzsbHzyk5/Etddeiy1btqg/1nIRILqQI0eOnBMcOjtx4gRuvfVWPPPMM2qx5J133qnW6TzxxBPq97qhoaH9ffl7SMmOaxgoptatW6f+KHZF5oNlHrhNr1698Kc//QkOx+XnVgkMMr/8wgsvIBAItM81y13es88+i6lTp+Kpp55qf38Z2ZA/9H/+859VWCHqbNu2bVi2bJkKtTJ6sHfv3vPeR0YWysvL8fjjj+Pqq69uf/uTTz6pRiJkREEWTvL3kKyAgYFiHhjk0RUZgu0YGBYuXBiTsHAx4XAYkUgEpaWlaui4oKBAvX3s2LFqi6eEFrI3+T2QqayOUwey0+btt99Wr3/nO99Bbm7ueR9XUVGBFStW4KqrrjonLLTt1pHtvRJgJTDw95CsgIGBYkqmArq7krxjeIgXGXm47rrr8M9//hNz587FxIkT1d2ivD5kyJC4f31KfEuXLlWPNm63W00bzJw5U00dzJo1q8uP27lzpwoBsr6hq1E1+TwSEGQEQqY0+HtIyY6BgbSRoV4z/OQnP1GL0aS5VNsIyEMPPaTedt99952zB5/s54EHHuhyW2U0MvUlNm/erB4XIoFCAgN/DynZMTBQwpHh286ampou+fPJnZ40cpKHLFJbtWoVlixZorbKfeELX1B3l/I+RD2Rnp6uXn7pS1/C1772tajvz99DSnbcJUEJRf5gSntnGertarV6Tx09ehS/+MUv8NZbb6l/FxcXq4Vmv//97zFjxgw1XCxbMol6SrZYiu3bt3f533/5y1/it7/9LYLBIH8PyRIYGCihDBo0SC00k8VkHYd0ZRV5dwOHfHzHaQ/p1PfII4+oP9xt5HVZfCZbMNsWoBH1RN++fdWuB/ldlZGCjv7xj3/gV7/6FVauXKl+x/h7SFbAKQlKKNKCV7ay3XXXXarBjfwhlT/G/fv3VyvXoyksLMShQ4dUjwdZrPahD30I//qv/4o//vGPuOGGG9SKdtmZIX/I9+/fr4aTfT6fKd8bWc+9996rFkbKlIQsYhw6dGj7DgtZOPlf//Vf6v0kDPD3kJIdAwMlFFk1LgvBpPGNbEmT7WzSv+GOO+644Gr1jv793/9dbYOTkCHnSkhgkLdJ4Pjb3/6mPqe0+pWV6Q8++KD63ESXMyImixh//etfY/ny5apro4TWm266CV/+8pfVKEQb/h5SskuJdJ4sJiIiIuqEaxiIiIgoKgYGIiIiioqBgYiIiKJiYCAiIqKoGBiIiIgoKgYGIiIiioqBgYiIiKJiYCAiIqKoGBiIiIgoKgYGIiIiioqBgYiIiKJiYCAiIiJE8/8BSGqmH5kPNwgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram=venn2_unweighted([A,B],set_labels=('Fruits','Pies',),\n", + " set_colors=('blue','red'),\n", + " alpha=0.5) #alpha is for transparency\n", + "#adding text to the diagram\n", + "diagram.get_label_by_id('10').set_text(\"\\n\".join(A - B)) #only in A\n", + "diagram.get_label_by_id(\"11\").set_text(\"n\".join(A & B)) #in both A and B\n", + "diagram.get_label_by_id(\"01\").set_text(\"n\".join(B - A)) #only in B\n", + "#i still dontt understand this well" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "21cb5f1d", + "metadata": {}, + "outputs": [], + "source": [ + "#the end " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}