From c40e88e1f8418dfa9465cdd718dc5a195f3d3a9d Mon Sep 17 00:00:00 2001 From: pca Date: Mon, 2 Feb 2026 22:40:57 -0500 Subject: [PATCH] feat: add participation notebooks for sessions 1-5 --- .../participation/Session1_15_Jan.ipynb | 483 ++++ .../participation/Session3_22_Jan.ipynb | 606 +++++ .../participation/Session4_27_Jan.ipynb | 570 ++++ .../participation/Session5_29_Jan.ipynb | 2324 +++++++++++++++++ 4 files changed, 3983 insertions(+) create mode 100644 02_activities/assignments/participation/Session1_15_Jan.ipynb create mode 100644 02_activities/assignments/participation/Session3_22_Jan.ipynb create mode 100644 02_activities/assignments/participation/Session4_27_Jan.ipynb create mode 100644 02_activities/assignments/participation/Session5_29_Jan.ipynb diff --git a/02_activities/assignments/participation/Session1_15_Jan.ipynb b/02_activities/assignments/participation/Session1_15_Jan.ipynb new file mode 100644 index 000000000..ca7b3cb4c --- /dev/null +++ b/02_activities/assignments/participation/Session1_15_Jan.ipynb @@ -0,0 +1,483 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "1089a867", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np \n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a64ae69f", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0,100,50)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ddb67d3e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time', fontdict= font1)\n", + "ax.set_ylabel('Total growth', fontdict = font2)\n", + "ax.set_xlabel('Year since start', fontdict= font2)\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "9759fcb5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Year since start')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.grid(axis = 'y', color = 'blue', linewidth =2, linestyle = '--')\n", + "ax.plot(x, y,\n", + " marker= '*',\n", + " markersize = 12, \n", + " color = '#7425b9', \n", + " linestyle = '--', \n", + " linewidth = 2,\n", + " markeredgecolor = '#fa9359',\n", + " markerfacecolor = '#000000')\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1baa1ca2", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/participation/Session3_22_Jan.ipynb b/02_activities/assignments/participation/Session3_22_Jan.ipynb new file mode 100644 index 000000000..474a1e49f --- /dev/null +++ b/02_activities/assignments/participation/Session3_22_Jan.ipynb @@ -0,0 +1,606 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "id": "d1a71da3", + "metadata": {}, + "outputs": [], + "source": [ + "#Session 3_22_Jan" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9373cab9", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ce535f84", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\pca_9\\AppData\\Local\\Temp\\ipykernel_16008\\2098673447.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1, label=\"Person 1\")\n", + "ax.plot(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='upper left', bbox_to_anchor=(1,1))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "31f7936c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(10, 95, 'This value is important!')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label=\"Person 1\")\n", + "ax.scatter(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.text(10,95, \"This value is important!\", ha='center', color='red', size=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "ea6a0cdb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.1, '.Figure:(0.5,0.1)')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax=plt.subplots()\n", + "ax.axis([0,10,0,10])\n", + "ax.text(1,5, '.Data:(1,5)', transform=ax.transData)\n", + "ax.text(0.5,0.1, '.Axes:(0.5,0.1)', transform=ax.transAxes)\n", + "ax.text(0.5,0.1,'.Figure:(0.5,0.1)', transform=fig.transFigure)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "aa46e7de", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(26, 94, 'This is important!')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label=\"Person 1\")\n", + "ax.scatter(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.annotate('This is important!', xy=(10,95),xytext=(26,94),arrowprops=dict(facecolor='black'))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "a37456ca", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(26, 94, 'This is important!')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label=\"Person 1\")\n", + "ax.scatter(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.annotate('This is important!', xy=(10,95),xytext=(26,94),arrowprops=dict(arrowstyle='<->'), color='pink')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "72571639", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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00jCqlSm5s/ceEWSQV4MyxcZHWHBKNHYL5ogiSJ5DUelhlk7FWAJM6DOlNIxqZUpEvTKufFD2xICeMTlXu4qNjzBhm2hcW0H1VWWYI7rQIncORaXakDkUzqkYS4AJfaaUhlHRtsuXbHhkmyhN43q1q9j4CKOAYcf8U1dOoCUzx4nXN24+le6+YKyac4QXOB1/Idrwm9Qr6q2R7Dkkt/wLh8BxKFxthjOXpa2EMFMTSsNIwaXNNltpGsfVrmLjI2xYwSLfGNcsXvm9knOETbIcFfX4uUS//U7qld+jYjTJnEPykygVC5nNFd7rW/a+YtcgL3ilyBM6BzN7bqE1iZR2mFduhM7XxlAKnQeez58+Xx9XAU//Fn4n3mMR4vkcUj/PRUN8y97XPQu9P57evkzJniGH0Wnx+2lzrLd/K7K6w4Xn86dv3CVjW7J6FYSACVMuVEBAuOiSvW9KFrqLMiXx0dNRjyqk+DJ/XGrMNOfFcORCBYRbeRC6kvteN+eytvH+vEuSm9QMyoVtN5sNH5iPX/MnsbPT0+OAiVWRFce37H3TstBZwOhSEBNoP38+2FlFx3p4HPAWCBeZ2fsmZqHLKDkDQjl//rdqLB3E7SVouwh3z4QVoU5qoL9XHkexj7bBHBswEC4Ss/fjQxupxMPjAAjT/GmsHUoLey+jpWWLhSBJlxeWhW1h72xa9/Lfafvunv59CCQJBvhcJGbvr42nGnvZmZp5+5ZkgzgOAF3xa/7w8e/WfJ2u7p1HnTTws6yxzO2dRysTrQMES3rBVA4yAP4B4SIxe79rd69YeTGZAiZ95cXHAaArfs0f63tZgEzZd5/Io7q+51rxOnnfErGdvA7CAa6BcHGJH5nJbAbgCTA3x8oLhQCB7viV2W99b2NdlUjQfT4xSbzWD61w/JxtwVTgGchzyRMvM4ytBmWspkcoIWpvcYmULqqntYnRlKQomi8Bo/CrwkXm93IL5u89nbvpGddN49B4QAY1C9MUx+ZcBXwXq/Wp5LJo1tIoKJYJTMLL+eP0vdyu2Q2wCvgHzGKSUbIQIACagxYa8oHmogAsQLgTI0qjAECeWwUi2QsSwSrgM/C5AACMxbdisyEmBp8L8K09gGKE5Tx9wfB2BrAKyAPCxVDCsmILy3n6gu6tHiQHEQBn4NA3uLx5ZrFA0zKTw3KevrZIyCycyj15eDu6OIIigXAxDN/aA+Tx9zkM9Ln1m8Wrn39H5nlq3evdpFYPYb+XCgOzmGH41h5AMROVzPPU3gxlWquHMN9LhYHmYhi+tQdQzEQl6zwLXtG6MEMFpfWp3OohsGtQDDApugKai2H4Vd68GBMVx+Xwfo7a8SpKR8Z5FryirRlGtH+fgxkqQnteuIlO+10lbY71+h+YwFFhXh4XpuCMnCbFSMqkOPoco6LuCgGai2HIyEzOx0RldAa23Yp251aiPU7nnqQhezpp5K53gglM4HBjNuE4Xb3a5tRxAaFNcEY+JsWQA+FiGH6VN1fNRCXjPAtf0bqDi5YGEpjAK2r2DThdvba7A1t5axWcobBJUTUgXAwk6HplskxUsuqyZfUL5FzR5oarYQdWGp6dzjOWEdVmXCPWaHh7EU7pfP0mMjRf00yKKgKfi6EEmZlsmajYhJHtMRLpe+D7YaIKOgPbzi/w0An/oBMK/E6r1zu3WQg0MIEFCPsGPMzQL8RvonRwhp1JkZ33dqOd97cEZ1JUFQgXgwkqM1l2kcCgztPyC2Q+Ulio3vX6Dlpenv93JvuuGHccTTgYEnwLTGBB4lG4sdP14e122qSywRlOJkX2rdmN9gBNiioDsxjwBNNbB+TyC6xLjKbPqKFPWGQjQjTk4D5Hehq1w+nHZT+kVTYteXUpDV+M30TJ4AxJJkWTMFdzMbwgn4qYXCQwl18gTlG6tWc2PVS+xH5FO33JIDNUpGUSTW3voqc1Lw1fTFKrbM1XFZOiac81M4ULsmelYWqRQDf2/pWJVlrXuphaNy7KMvbuPjD2MsxQltaX6atoUi3Hw4Fi/SZaXgMPTYomPtfUFy75Smor1yBTQbeyZ6G2ggJwa++PHzOdqG123qtL3bU+L/wmul8DX2nX77mmtnDJV1Ijexb4RF4RcfwwLGBFq7PW51XEoM7XwDcSej7X1HXoF1K/B9mzwCeUS9pUDFwfH9mk53NNTeFSaElwZM8CHzE9Iq5YcH18YpeezzU1zWKFlgRH9izwGfgFnMH18YFqPZ9rpUZJamTPggCAX0DS9dEoDNdT3D7XRp6UavGgyPUpNUpSI3sWADPRLAzXU9w81467kOi+E5S6Pmr6XIopCY7sWQDMAs25yPG5Nuk6ojfvV+76RJLJZM461rFYjOrq6qi7u5tqa2sDjuum7JI6l6AIqwoNgEnwPF58nIMPts8kNG9DOOZ3IuO5xqawTI3F5+vjVh6oaRZLl9RZVeG0bGdVsmf9BIIShJVCg3tMJZrxXGMfi6LXR13hIrN+j0qE2dYMgKZhuIGh8PVRW7iYpoGEoOQDAJ6iaRhuYCh8fdR06IPCE0kBMIlignvCQIu61wfCRVU0LfkAgC9huE6FZcKcXqDw9YFwURWFbakABArSC7S8Pur7XMKKwrZUAAIHwT3aXR8IF1VBKRsABhLm4B4Nrw/MYqqisC0VAAByAeGiMoraUgHQCo6o5GTDDb9JvSLCMhBgFlMdBW2pAGgDkpClAeGiA4rZUo0pR2PKeYDsIAlZKhAuIJwrQVPOAxjVd94kjPW5xBNJWv3RNnpu/Wbxyu9BkZhS+tyU89CRoPwfSEKWjpGay4r3ttLCF9ppa/fe/m3D6ippwfQx6OMd9pWgKeehI0Fqi0hClk7URMEy95dvDxAsTGf3XrGd94MQrwRNOQ/dCFpbRBKydIwSLmz6Yo3FodSj2A8TWYhXgqach07IKMKqcEHHsGCUcFnbsX2QxpI5jHk/HwdCuhI05Tx0Qoa2iCRk6RglXLp27vX0OHCA+MiJ9Bk1kJ3Sx9s7qUEcpzRY0YZHW0QSslSMcug31lR6ehw4wNpN3fRYz2xaWrZYCJJo2rPZEjgLembT5Zu6aeIRDaQs1opW5D/wSaRLS6xojdMWNUtCjieSwrLCC2B+TrWOOphK0iebRhglXPhGcFQYO+9tSj1SU13qhoH84MG+MtFKc3vn0YKyZTScDpgWWWNZ2Dtb7D9bB63QWtFmjVy6Gyta04qwqpaEHJIoV6OEC0t4vhEcFWazJhX7c64EkLltq+2xAHll31eoNbqRGmkHdVE9rU2MpkSfhVUbrVCzFa3WeKQtmrSqt4tyzRS9VpTr0ktP1E7ARJLJZM7QqVgsRnV1ddTd3U21tbVk9AoAmdu2E3vyoldzaoWvz59mzIQHHpN1bjW70hZNW9Vnm1t2wUiqzS238sBI4VLwKseuFpG1ugq5E9BaXZGNVqjj6goETAFWAbtVvSnjbvVH22jWI2tyHvfUlROU8Ge6lQdGmcXSYUGS143wOXPbBJWeJzBP5MwVZJMhK0gQAHn6P3LlrvEM4v2nj2kKfD55Nae7DI1yNVa4+BqLn6dz0CSVnn8vT2TdBSUwL3ctyFW9l3O60dAoV73zXLwsgudTLL6J5WgsrfAb45rFKwQL8AsVV/Vez+nWvihXh8wrsV+3KFd9hQv7RxYfR/T4uUS//U7qld8XWqPIh1h8lKMBoDhUW9X7MadL+qJcHWoJuItyVQw9hYsfRfB8yNxGORoAikO1Vb1fc7qtz5/J/st0+L2uAQv6+Vz8crz7kLmtokoPQChz1zzCzzndZpg/Uz/h4qPj3evMbdVUegBkEo/Hqbe3N+/PTT3yIPr5JWPpP/74Ef3frn392w+trqBrTjmCphx5EO3dG8wCrbEqSs01Ja6O21vgbxrfPJSI+B9Rb88+yv+KFUdZWRmVlJSEULj4XQTPw8xtlKMBgIhT6To7O2nHjh0Ff8eIMqI7T2+inv1xiieTVBKJUHlpCUUiu6mjo4OCoi5JdMephwmfit2cZk2jbv8O6ugo/HxlU19fT01NTRSJREIkXIIogldoLaKMBLGSlklKqfQAyMASLI2NjVRVVVXUA0sFDt3bQ1t22Gslw+srqaaynHRdCHzxxRfU1dUl3g8bNixEwkV2Ebw8y8a0tS2ipZd+FYmHILSmMEuwNDTIzy73gsrKSiqvqBQCpjee6N9eVhIVgqVuiJ6CxWLIkCHilQUM37dCTWT6CRcVS6bblY3pi15rm7GMTp8/3RhHXdCYUN0grFg+FtZYTIIFSG1lGe3eF6f9iQSVRqM0tILNdBFX2sHuAj4XJNb94vsXHuGiWsl0l9FrJaPPUaIukG6YVN0gzKj28PTqnKor83uEdu/p0ULj8eJ+6SlcVCqZ7mf0miwUaTlgYhlyEF669/TQpm1fDNrOgoa3tzSkNCJT0Fe4qNIESFYLV79QpOWAygULAciXZDLpGATA8H42tZmi5emZoa8SMlu46lD5oEBQ3QCYxO598QGmsGzwfj7OFCBcisWHsjFSyOk7YjvVzcUVB82jCGlXbLfU6gasOXGfjefWbxavqP8ml6Dvx+WXXy40CP5XXl5ORx55JN1+++20f//+gr5vfyLh6XH58Mwzz9AZZ5whovX4fNavX09BoLdZTAVUjF7TzXeUxRTXVtVEZ0ZnirbKQVc3QBCBWsi6H21tbfSLX/yC9u3bRy+//DJdc801Inv9Rz/6Ud7fFUkmKZFIUDTqvJ7n6DGv2b17N02ePJlmzJhBV155JQUFNBcvyvxb0Wu1GQOdNRpdulfK8h3ZmOLKv/iMHipfTG3RtYEWLDSxRYLOyLwfFRUVIku9paWF5s6dS6eddho9/3zKNMwC5wc/+AE1NzfT0KFD6aSTTqI//elP/Z997LHHRJY7Hz9mzBhqqBtK/+zcTOtWv06XnHsqnXR0M00+toXmnH8mbfn04/6osWX/9XM64ogjhLZ0zDHH0BNPPDHgN7Hm8eijj9L5558vwoWPOuqo/t9kx+zZs+nWW28Vvz9IoLl46exWIXpNJ9+RgykuQlxeI0K3lj1Br+z7CsXT1kF+VTdAEIFaqHY/OLlw27Zt4v/XXnsttbe30/Lly2n48OH07LPPCk1nw4YN4oHPcKb7okWLhDBgk1RVfQNdcPpkumDWZbTogUept7eH3lv/dr8D/63XVtK8efNo8eLFQhC8+OKLdMUVV9CIESPolFNOIYuFCxfSPffcQz/96U/p/vvvp29/+9u0adMmOvhgtcpIQXPx0tltRa+NvSj1qotgkeU7ymGKYwEzPLKNzqz5RyBlyBFE4IN2/+lfOVRK6/vBkV6///3vaeXKlTRt2jT6+OOPhbns17/+NU2ZMkVoGqzFsOmJt1v09vbSgw8+SJMmTRJayNCyKO2MxWjaGWfRyH8ZRV866hg67+JZdPjhLdTSUEVL718sfD1XX301HX300XTjjTfSBRdcQD/72c8G/B4+ZtasWcIPdOedd9KuXbto7drsGr5MoLnILPMfdt+RSxPbA9OH0/8MneB7hj5aJPig3VePJJqyhGjvIVw3Rav7wZpDdXW1EBLsL7nkkkvotttuE+YvLmvDAiAdNpWll7gpLy+n448/vv89axYsGK665AI65dTT6OSpp9BFF82gI5pHCO3lgw8+oKuuumrAd37ta1+jJUuWDNiW/p1skqutre2vBaYSWguXwMqCmJgoqULlA5cmtmhNE00c5X91A7RI8KkMUmI/UexToopyoiH12twPNkUtXbpUCAk2fZWWph6XrClwSZS33nprUGkUFkbpZrRIRs4KazbXX389rVixgp5/9rf0b7ffRq+88gpNmDDB9e/ioIJ0+G+w8FMNbYVLoBEkpiVKOhGg7yg+ciL9kxro0OQ2yrYm4GjTrkgDHTpyIgWhD6JFgl/afR/dnxJV1vHTUIv7wVoBm54yGT9+vNBcWFtgs1i+jB8/XvzjqLOJEyfSk08+KYTLl7/8ZXrjjTdozpw5/cfyew4I0BEtfS6BR5CYlCjphoB8R2s3ddOtPbPF/zPTFqz3C3pmi+OCwNRe5oGQU7vnm9pL1LNL+/vB5jB2ol922WUih4T7ybDP46677qKXXnrJ9nMdHR1CoKxevVo44FetWkUffvihECrMTTfdJKLMWFvi7ffee6/4fvbnFMP27dtFbgsHIDB/+9vfxHtuheAnUdMiSBje72mSlSmJkorB5kzOY5nbO486aeDqs5MaxHbeH6SPw8Re5oHgVmuP9xpxP9i8xcLl+9//vnDWf/Ob36R169bR4YcfbvuZqqoq2rhxI1144YVCQLF/hXNnvvvd74r9/B3sX2EH/rHHHksPP/yw+DtTp04t6rdyqDJrSuecc454P3PmTPH+oYceIj+JJDkUIgexWIzq6uqou7tbOI9kwtm5sx5Zk/O4p66c4G0V4n57MmV3duuSz6IQ6fcySglqjW6kRtpBXVRPaxOjKdG39vH8XroAZf7zhKPDHj930Oa91SOp42v/TqOaD6XK0ghRw5FEFTV5fz3uR7Bwi2bWtEaNGiX61xQiD7TzuUiLIFGpzL8hpNvUWZCsSYxRxsfBDy60SPCyiR+vIMqIyg84vPMB90M/tBMuUiNIdE+UVAzLpo420AbgGMreR90I1858oD9RXVe7Dt4PX8qC9KNzoqSCqGpTBwVgVwYpWkpUOyKvMGSgP9ppLljtmgcLEC7hAZu6AWRq90OaiHoOJqqU66sFwaOdcElf7WbmufBqF5Vr9UQ5m7oi3Ti1b+K3dy/H4Mr+RUACWgoXBqtdYHo3TgB0RlvhouJqF+GSBpcwsQqUIuTcXzgzghMtOR+mpC+6DEEAWqK1cFEJNJgygDAUKFWZPTtSJWI4kz89fJmjzBAMoB3aRYupCBpMGUI+BUqB94Ll846BgoXh97yd9wOtgHDRsRwN8IcwFShVzRTGGosTvL/AvjBADhAuRaJKQyNtW0SrRNgKlKoC+1gyNZZM9u8l+nCV92OHBda+nURfbE+99gkw7rvCpez5H5fc5+rIt99+O+3fv590ore3l+bPn09jx44VVZ65dQDXRNuyJUeRUQ+Az6VIZDc00gYdIrByljDhAqXDUaDUa3IVs+z4M9Gb9xPt/j9vx46Tj4cjUtvaROFIbgL28ssviyKT3EuFKxvnSzweF4IqGg12Pc+tlt9++236yU9+QieccAJ9/vnndMMNN9B5551Hf/3rX33929BcikR2QyNjWkSrVMLEqci71904QSoqzEmwvHLrQMHixdjJ5eOJ91BFRQU1NTVRS0sLzZ07V/S15wrDDAscLoXf3NwsNIKTTjpJdKi0eOyxx6i+vl4cz/1Y+Lu4PTIf09raKj7D+7nTJJfft+By+9w2mbUlrrb8xBNPDPh5LKAeffRROv/880WV5aOOOqr/N2WDC0xyM7IZM2aI7+O+MQ888IBodMa/x08gXHQvR6N9BBZHRNysjonMroQJr5QRhuwPHG7MGkMmPCZYY8lKEWPHjY+nZ/egTdxZsqenR/z/2muvFX1Zli9fTu+++y5dfPHFQtPhPizpWsOiRYuEMHj//fdFm2Muq3/yySeLz/Dnuey+1a3y2WefFVoFl/F/7733RCn+K664gv74xz8O+B0LFy4UwoK/4+yzzxa9Zbhni1u4mjH/TRZufgKzWJGgHI2BLaJRoDRY+OHKpijWGNLpfHewxuLF2HHj42EB1Ce0uCvJH/7wB1q5ciVdd911YsXP5jJ+ZR8Gw1oMty7m7XfeeWe/v+PBBx8U5iiGBQA/2M8991yhnTBWozCG+7iwr+fqq68W72+88UZas2aN2M4tly34mFmzZon/89+67777RLMyFm5uSumzD4Y/73f7FGguHoDiiwZGYKFAabBwHstBowZqMOxk92PsuGxY9uLLK6i6ulr0MznrrLPoW9/6Ft122220YcMG4UPhhl+83/r32muv0UcffdT/+fLycjr++OP737PmwoLhzDPPpOnTp4vGYFu3HkhT+OCDD4SZLB1+z9vTSf9ONq+xkOCWy7lgYccaDwtLNr/5DTQXj0A5GhsQgQXyETCVdQcy9JvG+jN2nHw8aZxy8tdp6cM/F0KCNZTS0tTjcteuXVRSUiL8Fvw64KdUVw8wo0UyqguwZnP99dcLLefpp5+mW265RfhE2BfiFg4qSIf/RiKRcCVY2L/z6quvBtL0EcLF4HI0SoAILJAP/DC2OlUeeZo/Y8fy8TiZxiIRGlpTK0KQM+EWway5sLYwZUr+ptzx48eLfxx1NnHiRHryySeFcGET2RtvvEFz5szpP5bfc0BAMViChf1B7L9paAjmGQWzGPAXRGAB1caO5eNxonyo7S42h7ETnfNFnnnmGdEOmH0ed911F7300ku2n+vo6BAChR35rEGsWrVKPPAtv8tNN90koszYZMXb7733XvH97M8pRrBcdNFFIuz4V7/6lRCKnZ2d4p8VnKC/5oIS5uG9rmgR7S86jAHVxo6oVTbKPs+lpJydPrYfZ/PWHXfcISK7Nm/eTIcccojQPthZb0dVVRVt3LiRHn/8cdq2bRsNGzZM5M5wVBjDkWTsh2EHPkeNcf96/jtTp04t7ByJxG+zQpXHjRs3YB9rMcV8dy4iSfbu5CAWi4l4aY50KMhWp0MCnY7odl1NfgjKQvExwNFJvGLnByU7xpUbO6jCnPd9cysP/BcudiXMLbUWuQOFgesKNBgDngkXoJ1w8dfnolsCnS7gugKMAaA4/goXlDD3B1xXgDEAQi1cdE2gUx1cV6DZGHBhfQcK4cX98le4IIHOH3BdgSZjwEr44zpbQB+s+5WZsKlOKDIS6PwB1xVoMgY4g50LJFrlSTgcNzNrHailsbBg4fvF9y2zAoE6wsVKghIRLTZlHZFAlz+4rkCjMcBl6xk39a+AGrBgse6bhnkuzUigKxZcV6DRGODscM4YB2rDpjAnjUWdPBcLJND5A64rwBgAAeJWHpQGXsIceAuuK8AYAAqCwpUAAAA8B8IFAACA57gyi1luGba1AQAACC8xl3LAlXDZuXOneB05cmRxvwoAAEAocBUtxi00t2zZQjU1NUUlQLHEYwH1ySefBNJmUzdwfezBtXEG18cZXB/vro8lMvg4J3ngSnOJRqM0YkSOzm15wD8KN9geXB97cG2cwfVxBtcnuOsDhz4AAADPgXABAACgt3CpqKigBQsWiFcwGFwfe3BtnMH1cQbXJ/jr48qhDwAAAOQDzGIAAAA8B8IFAACA50C4AAAA8BwIFwAAAJ4D4QIAAMBzIFwAAAB4DoQLAAAAz4FwAQAAQF7z/wRslBCj1zzHAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label=\"Person 1\")\n", + "ax.scatter(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.yaxis.set_major_locator(plt.NullLocator())\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "aa3b2e2c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label=\"Person 1\")\n", + "ax.scatter(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.yaxis.set_major_formatter(plt.NullFormatter()) #FOR LABEL\n", + "ax.yaxis.set_major_locator(plt.NullLocator()) #FOR TICK" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "138e00ad", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label=\"Person 1\")\n", + "ax.scatter(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(10))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "285f1b4a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label=\"Person 1\")\n", + "ax.scatter(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "e4f1cb4d", + "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": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label=\"Person 1\")\n", + "ax.scatter(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xticks(rotation=45, ha='right')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "e2273a49", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'New X Axis!')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label=\"Person 1\")\n", + "ax.scatter(x,y2, label=\"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xticks(rotation=45, ha='right')\n", + "font1={'family':'serif','color':'indigo'}\n", + "plt.xlabel('New X Axis!', fontsize=30, fontdict=font1)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "a3c38c95", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Solarize_Light2',\n", + " '_classic_test_patch',\n", + " '_mpl-gallery',\n", + " '_mpl-gallery-nogrid',\n", + " 'bmh',\n", + " 'classic',\n", + " 'dark_background',\n", + " 'fast',\n", + " 'fivethirtyeight',\n", + " 'ggplot',\n", + " 'grayscale',\n", + " 'petroff10',\n", + " 'seaborn-v0_8',\n", + " 'seaborn-v0_8-bright',\n", + " 'seaborn-v0_8-colorblind',\n", + " 'seaborn-v0_8-dark',\n", + " 'seaborn-v0_8-dark-palette',\n", + " 'seaborn-v0_8-darkgrid',\n", + " 'seaborn-v0_8-deep',\n", + " 'seaborn-v0_8-muted',\n", + " 'seaborn-v0_8-notebook',\n", + " 'seaborn-v0_8-paper',\n", + " 'seaborn-v0_8-pastel',\n", + " 'seaborn-v0_8-poster',\n", + " 'seaborn-v0_8-talk',\n", + " 'seaborn-v0_8-ticks',\n", + " 'seaborn-v0_8-white',\n", + " 'seaborn-v0_8-whitegrid',\n", + " 'tableau-colorblind10']" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plt.style.available" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "770f5b3f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\pca_9\\AppData\\Local\\Temp\\ipykernel_16008\\4035860587.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('fivethirtyeight')\n", + "\n", + "np.random.seed(613)\n", + "x=np.arange(50)\n", + "y1=np.random.randint(0,100,50)\n", + "y2=np.random.randint(0,100,50)\n", + "\n", + "fig, ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a514e14d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/participation/Session4_27_Jan.ipynb b/02_activities/assignments/participation/Session4_27_Jan.ipynb new file mode 100644 index 000000000..4054d0637 --- /dev/null +++ b/02_activities/assignments/participation/Session4_27_Jan.ipynb @@ -0,0 +1,570 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "d7cf6ef2", + "metadata": {}, + "outputs": [], + "source": [ + "#Session_4_27_Jan" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "efd78a83", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d7e3956f", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x1 = np.arange(50)\n", + "y1 = np.random.randint(0,75,50)\n", + "x2 = np.array(['Luffy','Zoro', 'Nami', 'Usopp','Sanji'])\n", + "y2 = np.array([110,180,240,99,220])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f8593ae1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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rVYC9UZ+ASpd19uJdd90Vs2bNijlz5pSDXPdkwoQJ5S29mmX16tU5DxM4CKlPwIHWtiGNO3fuHG3atIm1a9fW2Z7Wu3Xrttd977nnnrKovfTSS3HGGWfstW379u3LBWBfqU9AVd3pateuXfTt2zcWLFhQuy0NVE3rAwcO3ON+d999d9x+++0xf/786Nev3/4dMUA91Cegqu50JWk69qhRo8ri1L9//5g2bVps2bIlRo8eXX4/zfjp0aNHOe4h+d3vfheTJk2KJ554onx2Ts3Yim984xvlAtBU1CegqkLX8OHDY/369WWhSgWqT58+5RVizeDVVatWlTOGajz44IPlrKIf//jHdX5Oeo7Orbfe2hR9ACipT0BVPaerOXgODlSfajmvq6UfQIU9pwsAgMYRugAAMhC6AAAyELoAADIQugAAMhC6AAAyELoAADIQugAAMhC6AAAyELoAADIQugAAMhC6AAAyELoAADIQugAAMhC6AAAyELoAADIQugAAMhC6AAAyELoAADIQugAAMhC6AAAyELoAADIQugAAMhC6AAAyELoAADIQugAAMhC6AAAyELoAADIQugAAMhC6AAAyELoAADIQugAAMhC6AAAyELoAADIQugAAKjV0TZ8+PXr16hUdOnSIAQMGxOLFi/fa/qmnnoqTTz65bH/66afHvHnzGnu8AHulPgFVE7pmz54dY8eOjcmTJ8fSpUujd+/eMWTIkFi3bl297V9//fW49NJL44orrog333wzhg0bVi5vv/12Uxw/QC31CahkrYqiKBqyQ7pyPPvss+P+++8v13fu3Bk9e/aM66+/PsaPH/+19sOHD48tW7bE888/X7vt+9//fvTp0ydmzJixT6+5adOm6NSpU2zcuDE6duzYkMMFKtSBOK/VJ6ApHKjzum1DGm/bti2WLFkSEyZMqN3WunXrGDx4cCxatKjefdL2dOW5q3Tl+eyzz+7xdbZu3VouNVKna/5PAKpDzfncwOu+PVKfgEqtT40KXRs2bIgdO3ZE165d62xP68uXL693nzVr1tTbPm3fk6lTp8aUKVO+tj1dsQLV5Z///Gd5Rbm/1CegUutTo0JXLulKdderz88++yyOPfbYWLVqVZN2PndqTkV59erVLfYtiGroQ7X0oxr6kO4QHXPMMXHUUUdFS6I+VaZq6EO19KMa+rDxANWnBoWuzp07R5s2bWLt2rV1tqf1bt261btP2t6Q9kn79u3LZXepoLXUX2CNdPz6UBmqoR/V0If0FmBTUJ/2XzX8PVVDH6qlH9XQh9ZNVJ9qf15DGrdr1y769u0bCxYsqN2WBqqm9YEDB9a7T9q+a/vkxRdf3GN7gMZQn4BK1+C3F9Nt9VGjRkW/fv2if//+MW3atHL2z+jRo8vvjxw5Mnr06FGOe0huuOGGOP/88+Pee++Niy++OGbNmhVvvPFGPPTQQ03fG+Cgpj4BVRW60hTr9evXx6RJk8rBpmlq9fz582sHo6ZxDbvejjvnnHPiiSeeiJtvvjluuumm+O53v1vODDrttNP2+TXTrfz03J36bum3FPpQOaqhH/pQP/WpcfShclRDP/ShCZ/TBQBAw/nsRQCADIQuAIAMhC4AgAyELgCAgyl0TZ8+PXr16hUdOnQoP7R28eLFe23/1FNPxcknn1y2P/3002PevHnRkvowc+bMOO+88+LII48sl/T5cP+rz5X4e6iRptq3atUqhg0bFpWgof1ITxW/7rrr4uijjy5nq5x44onN/jfV0D6kxyOcdNJJceihh5ZPgx4zZkx8+eWX0VxeffXVGDp0aHTv3r3829jb5xnWWLhwYZx11lnl7+CEE06Ixx57LCqB+qQ+NZVqqE2J+nRC4+pTUQFmzZpVtGvXrnj00UeLv/3tb8VVV11VHHHEEcXatWvrbf+Xv/ylaNOmTXH33XcXf//734ubb765OOSQQ4q33nqraCl9uOyyy4rp06cXb775ZvHOO+8UP/vZz4pOnToV//jHP4qW0ocaH3zwQdGjR4/ivPPOK370ox8Vza2h/di6dWvRr1+/4qKLLipee+21sj8LFy4sli1bVrSUPvzxj38s2rdvX/6bjv+FF14ojj766GLMmDFFc5k3b14xceLE4plnnkkzpIs5c+bstf3KlSuLww47rBg7dmx5Xv/+978vz/P58+cXzUl9Up+aSjXUpkR9+nuj61NFhK7+/fsX1113Xe36jh07iu7duxdTp06tt/1PfvKT4uKLL66zbcCAAcXPf/7zoqX0YXdfffVVcfjhhxePP/540ZL6kI77nHPOKR5++OFi1KhRzV7UGtOPBx98sDjuuOOKbdu2FZWioX1IbX/wgx/U2ZaKw6BBg4pKsC9F7cYbbyy+973v1dk2fPjwYsiQIUVzUp/Up6ZSDbUpUZ8aX5+a/e3Fbdu2xZIlS8rb1zXSwwvT+qJFi+rdJ23ftX0yZMiQPbavxD7s7vPPP4/t27c324f/NrYPt912W3Tp0iWuuOKKqASN6cdzzz1XfuxLuoWfHqKZHox55513xo4dO6Kl9CE95DPtU3OLf+XKleVbEBdddFG0FJV2Xifq03+oT/uvGmpToj7t33nd4CfSN7UNGzaUf0A1T4yukdaXL19e7z7pSdP1tU/bW0ofdjdu3LjyveXdf6mV3IfXXnstHnnkkVi2bFlUisb0IxWAl19+OS6//PKyELz33ntx7bXXlv+RSU8kbgl9uOyyy8r9zj333HT3Or766qu45ppryqestxR7Oq83bdoUX3zxRTkWJDf16T/Up/1XDbUpUZ/2rz41+50uIu66665yoOecOXPKQYktwebNm2PEiBHlgNvOnTtHS5Y+FDldDafP20sfmJw+SmbixIkxY8aMaCnSAM90BfzAAw/E0qVL45lnnom5c+fG7bff3tyHRgunPjWfaqhNifpUQXe60gnRpk2bWLt2bZ3tab1bt2717pO2N6R9Jfahxj333FMWtZdeeinOOOOMaC4N7cP7778fH374YTn7Y9cCkbRt2zZWrFgRxx9/fLSE30WaFXTIIYeU+9U45ZRTyiubdCu9Xbt2Uel9uOWWW8r/yFx55ZXlepoxlz7o+eqrry6L9K6fN1ip9nRed+zYsVnuciXqk/rUVKqhNiXq0/7Vp2bvafqjSQl+wYIFdU6OtJ7ey65P2r5r++TFF1/cY/tK7ENy9913l0k/fSBvv379ojk1tA9pOvxbb71V3rqvWS655JK44IILyq/TlOCW8rsYNGhQedu+pign7777blnwmqOoNaYPaczN7oWrplC3lI9XrbTzOlGf1KemUg21KVGf9vO8LipAmn6appM+9thj5VTMq6++upx+umbNmvL7I0aMKMaPH19nSnbbtm2Le+65p5zOPHny5IqYkt2QPtx1113llNunn366+OSTT2qXzZs3t5g+7K4SZgc1ph+rVq0qZ2b98pe/LFasWFE8//zzRZcuXYrf/va3LaYP6RxIffjTn/5UTm3+85//XBx//PHlTLrmkv6W0yMH0pJKzX333Vd+/dFHH5XfT8ef+rH7lOzf/OY35XmdHllQKY+MUJ/Up6ZQDbUpUZ/eaXR9qojQlaRnXhxzzDHliZ6mo/71r3+t/d75559fnjC7evLJJ4sTTzyxbJ+mcc6dO7doSX049thjy1/07kv642xJv4dKK2qN7cfrr79eTutPhSRN0b7jjjvK6eYtpQ/bt28vbr311rKQdejQoejZs2dx7bXXFv/617+a6eiL4pVXXqn3b7zmuNO/qR+779OnT5+yz+n38Ic//KGoBOqT+tRUqqE2JerTcY2qT63S/zTs3hgAAA3V7GO6AAAOBkIXAEAGQhcAQAZCFwBABkIXAEAGQhcAQAZCFwBABkIXAEAGQhcAQAZCFwBABkIXAEAGQhcAQBx4/w9nD13Wd4gQXwAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(ncols =2 , nrows=1, figsize=(7,3))\n", + "\n", + "ax1.scatter(x1,y1)\n", + "\n", + "ax2.bar(x2,y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "4f959faa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(ncols =2 , nrows=1, figsize=(7,3))\n", + "\n", + "ax1.scatter(x1,y1)\n", + "ax1.annotate('This is important', xy=(10,65), xytext=(30,65),arrowprops=dict(facecolor='black') )\n", + "\n", + "ax2.bar(x2,y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9622289c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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0H6pRZnELamFVXATV5T2XQgwJRXWrrLjn68KkWUldR4/Vobaecx7F1iuTDnusQh43D2tRcNSOwW/Yd8QQn3/+OVx88cXQt29fKC8vh+OOOw7eeOMNTeL19ddfD4MHDxafnzFjBmzbti3UY44SUVesqIjCwgrVKHGbTrHCvzGttCkrKRDKFkUaoDk/alOB7LGKF6xYhUjYi4KjcgxBwSoic/DgQZg+fTp89atfhb/97W/Qv39/UTT16dNHvc9tt90Gd955Jzz00EMwevRo+PnPfw4zZ86Ed999F8rKcseH55amVq3HKqqFFapOWFzJt8kFIaWa41QgLl5Gn9XnDa2iHTisT2+Ijnm9EIoKOG4hTnBhFRK09iZpEliZSUVBVSnbAiHbY4gj7DvKb2699VYYPnw4LF++XL0NiydZybjjjjvguuuug/POO0/c9vDDD8PAgQPhz3/+M1x44YVp37OtrU28EU1NTZ4e8ysf7YM/bNwOv/jGsZEYsNAqVtFrBZI6hWtgyhTFSu+xkj+m4qufUlhFxcBOhVVlaTGUFPU8t3NhFQ+4FRgCmdbeZAqsxILo1Fufg+/cvxGuXvmmeI8fO0kPz/YYwm4p5kP7kvGev/zlLzB58mT41re+BQMGDIATTjgB7r//fvXzn3zyCezevVu0/4iamho4+eSTYcOGDYbfc8mSJeI+9IaFm5c8/Mp2+OuW3fDYazsheh6r6F3oE0qxh/6q3iaKFcUvlBYVqC9Io7YvMNUKLFRbge0RPN9MOqxYhYCTtTd6dcUrlSmbYwi7pZhP7UvGWz7++GO455574JprroGf/exn8Prrr8MPf/hDKCkpgUsvvVQUVQgqVDL4MX1Oz+LFi8X3kxUrL4srGrvftOMgRIGoK1Y0Fagxr+sUK3kikIha5ALnWMUXVqxCwO3aGy9VJi9X71Cxpy/U/NjDF+TPYnKP7u5uOPHEE+Hmm28WatWVV14JV1xxBdx7772uv2dpaSlUV1dr3ryEVKHN2w9CdwSUWX2OVaQ9ViVFhoWVnLpO9K+MlmKVagXKhVX0zjcTQmF1yy23CGPgwoUL1dsSiQTMmzdPTOVUVlbC+eefD3v27IF8we3aGy8XPHu1esePlmIUfhaTm+Ck37hxPSt/iLFjx8KOHTvE/w8aNEi81z8f4cf0uaBpUwqFpkQnfLi3GcKmqTU+U4Hkn6IJQP190IdFDKiOVmGl2RWorLThwsqYD+sPwbwVm+Glbfsg5wsrlNl/97vfwYQJEzS3L1q0CNasWQOrVq2C9evXw65du2DOnDmQL7hde+OlyuT0GMw8TV4We0SQP4vJL3AicOvWrZrbPvjgAxg5cqRqZMcCat26dZrW3quvvgrTpk2DMJCLlzc+PRgpj1UUPT8p83oqboHag/r7GCtWiWgFhEqKFedYpbPx4/0w5+5X4Kl/fgEPvvIJ5LTHqrm5GS666CJhDL3pppvU2xsbG+GBBx6AFStWwOmnny5uwwkdfNW4ceNGmDp1KuQ6bgMrvVzw7OQYrDxNdl+x2i0Kg/xZTP6BL+pOOeUU0Qr89re/Da+99hrcd9994g0hdR2fs4466ig1bmHIkCEwe/bsUI5ZXseyaftB+O7JIyBMou6xoucJVKvKTM3rKYM7MaA6WvsCNR6rIqUV2MlqvAy++P7RqrdU75lREGxOKVbY6ps1a5ZmugbZtGkTdHR0aG4fM2YMjBgxwnTqBkeZ8VWj/JaPgZVeL3i2cwyZPE2f7mvxrNgL8mcx+cmUKVNg9erV8Oijj8L48ePhV7/6lYhXwBeBxLXXXgsLFiwQ/iu8P75IXLt2bWgZVpQkjmzaHr4aG/WpQFKjxFSgadxCp6l5fW9zm4jdCBP8+S3KMVeVscfK6Pwse/5DMRWPRdXwuvJIKai+KFYrV66EzZs3i1agHpyswQmc2tpa21M3OM78y1/+EnINp4GVfqxmsTqGTJ4m/CmPvrYDBlWXwZ6m7PbwBfmzmPzmnHPOEW9moGp14403ircoIKtCn+4/LBQVKgK8Bi/cix/fAtOO6AvnTxqW9nk0z5OS0nNs0biQZQoI1S9hpvvIhVW/yp6FzXihbjjcAX0qwtsujcU0WSBQsWKPlZb/enor3P3CR+L///XU0XDyEX3hioffgPaITE16rljt3LkTrr76anjkkUc8e4WH48zYQqQ3/Bn5tPbG79UsZsdgx9O0u6kNvnNST2tCf+ROir0gf1bU4YwuxkixqlIWBW/2MXYB/x3+cdNncMe6Dww/39zeqSaWy8b6KCEb01OKFR53Mr0VWJzSFkqLCqG2d7GqWoWJXLxiFhd7rLQ8vGG7eP+fXx8L150zTuSR5bRiha2++vp6MdJMdHV1wYsvvgh33XUXPP3009De3g4NDQ0a1cpq6gbHmfGNCXY1i12v0qh+vUVRp/dGDXKQLRXkzwqTTIn5nNHFyGAxQIGX+Kr82ff2CJ/VzGP9mVDcceCweH+guT2jvyqqihWpU8JjpRRW+NoEixIsnsxyrMjAjmpVfVMbHD2wCqIwEVhQ0ItzrEz+xuceP0S8L1ELq67cLKzOOOMM2LJli+a2yy+/XPiofvKTn4jgvOLiYjF1gzELCE7p4LhzWFM3cSSI1SxOzPJ4LNkUe0H+rLDIVDTl44ohxhq8kJLQMv3IVGHlF58d7Cms0N+DLUgqRIz2BEa+sCpJtQKpmFILK+k+Mhi5sK2+GfY2JyKzJxBJmdejd77DeLHRqaj4RUqLlAqrqBSenhdWVVVVwhQqU1FRITKr6Pa5c+eKpOK6ujoRpodGUSyq8mEiME6QWR4v7HY8TdkUe0H+rDDIVDQt++4J8Kun3rP0mGFRhgVl1AtIxjtIrUKmH9lPvN/yWaMoHmjizUt2HmhV/x+Vm4HVhRkUq2goBGZxC6j0FBf2EhdcLKZqdeZ1ufCSIxdQsYrKRCDCHqsUVFQhxcpy6pKIrfwJJXl96dKlwjyKitWXv/xl0QJ8/PHHwzgUxgIyywfhaQryZwWNnWDT6554mzO6mDQo2bxXL4CjBlQKgzW2tN7+vNGXn7dTUayQAy3p7cA0xSriyevye3kyMJW8rlesohG5QK1A8tWxxypFp6RK6RWrqJyfQAqrF154QYw0E2hqX7ZsGRw4cABaWlpEURVWqjEDgZvlo/CzgsSOMf9Ai/aCZQZndOUX1NZCcy5OK544oo/42K924GcHU4rVwcPphdWhtji0AlM5VnLxJK+1sfJYRcm8TooVxy2k6OjuTi+s6PxE5PHIS5iZyJjlg/5ZQeFlMcQZXfkFtdrIGzR5VB/4+7t74I3tB+HffCjiZKXmoEGxH4dWoGxel9/L4ZGpgFDtJVBdxByxViCb11PIxRO1AsmD1haRwpMLK8YWQXqa4uaf8qoYqqsogYMt7ZzRxaSpL7TTbtLIOnUhM5p4UcXyQ60yU6yoFYgKAbZdoqhYpYzpPefMaBGzmWI1QCmsdjW2iswunMgLeyoQKSlij5XeY4V/Gvr7yB4rr/9dxMZjxTD5hN3E/JvOG5+THjPGPaQIkU9o/NBq4SfZ39IuwkL98lchWOSbKVak7ESysGrXqnzlSlEqe6zkRc0yXxpQCUUFvWD7/sNiqa8+WDQomtu6NIWV6rGK4PkOmg6luCxSzonssdKb28OCCyuG8Rm7xvyvT/DfY8bho/GCzOEUgIjFwoShNeL/3/jU20GGdMWqw3SdDaWURz1uQV60LBdJ6lSgTrEaWF0Gv/728UIB+dvbu+G79280NPEHuYAZYY9Vunm9WHqRSYpVVIpPbgUyTACQMT9TsKmfHjMOH41v3IIcrTBpZB/hscIE9m9NHu7Zz/pMCQeldVaGrUDlgt9PMXlHMXldb143WsRs1gpEcAMFFlhXPvwGbN7RAHPufhkevPwkGNWvIoRWoJJjxR4rlc5ua8UKC6uKkPPEubBimICwWzT54THj8NF4ktApVlRYIW98etAXxQoTx9/7osnSY0WtwCioAzKdXd3qyL1qXjdYxHzYYFegzNQj+sKfrjoFLlv+umi5zrnnFVj9g1NgZN9giitcHaTxWPmkWL20bR88+voOuPEbx0JfpViOOh2kWCkTgfScSS8IoqDqcSuQYSK8GzKoHC38PLcFo++xkgsrTAhvNGjXZeuxolajlcdKVawiVlglpOOhc4a79sTnbEwFyhw1sApWzzsFjhlYJdqBT7y5C0JrBfpkXl/+8ifw1D+/EIn+cWsFFikTgQQVWlF4THJhxTA5jp0cLQ4fjbpilSqsUFkYrbSlvFzITIrVccOUwsqgaDukeKxS5vVotQLl4olUvpRi1VOs4AsIUtqo6DIDVeUZ4waI/w/Sa6WfCvTLvE5FCKbsxy3HqkhSrDSTgaxYMQwTlRwtDh+NHuRhKlUm2/SqlVdBoXghp8LhOAvFKt1jFf5FzHidTYE6ik+FVWt7d5rXSm9eN6K2vMeo32DQGvU7x6qyTN8K9FZVpiJEn08WC/N6ofbfRIny4oNbgQzD+I6TBdcMRLK1VaZbhqz6rLYf8FStqikvhhF1vcX/H2rrTLtIkWLV18VUILYtFzz6D3hhaz0EFQ4q/39rR6dGucKoI9m7ZkZN72LxvkG3zicXktfRkyb/XeNAJ8Ut6GwUtE8xCr4/LqwYJsexm6PF4aMRXmmjU6wmK4XVmzsbPLnY7lQmAofXlUN1ebEIX0RkAztesKg1qZrXu7pFkKYd/v7ubljz1i544KVPIKg9gUYrbdSJwOJCW0GSteXFgbfL0luBvdSMJrvn2w6U+URKZBzo6DZTrKKT9cWFFcPkOLm84DrXaTNRrL7UvxKqy4pEoYMTfF4Z14fV9haPA1Su9MWErGr0k+bZ7Xpa6pV1OXICut9RC0ZLmO0Y12X6VATfCmxRAkJT5vUCw1152UJFSBwVq2K9xypCi5i5sGKYPCCIBdccPuqfYkUrbQj0D3kZu0CtQFSs5GJCNmyTqoEqiuxNsuuzoj2Efl74LBWrDm1hZRa1YKpYBdQKxIEAOkf6uAWvfVaqYtUaI8WqS5kK1ClWUUqn5xwrhskTOHw0N6YCCSysnt+6FzbtOAjfh9EetQJ7/FV9emNh1aIxsJOqUVVWJNQC7KIlk7j4FguVnuLDznCEnxc+UsPkwk/1WOlbgTYLK/JYNbZ2BLI/kNQqpEI5RrntRYqNF9D3okT9WAWEFpgoVg4eX0uf+QBe/nAfXDZ9FJwzYYhnx5h3ihW/qmbyGT9ytCh8VB/pQOGj+Hkm2xyr9KdqWsi86dOehcxeKFbD+pRLhZU2coEmx6rLioU3iYzfjhUrHwsrQ/N6mmJlvM4m01QgnuIgChDyV+HfnFQZ/HdK/1S9VPxI/cmFqcBiF5OT2+oPiS0G+5u9bfPmlWIV51fVWAD6oTQwjJ/ho/gIxc+jUsaP1+x3BcocP7xGnNPdTQnY1ZiAobU9RVE2HqvhfXoUq7qK4jTzOqWuo2LVc0yFQlGzOxlIhZWfAY5GrdM0xcpkAbMZqISgctTS3iU8Z7VK0ekXVORUlhanFQ547rxsBXbEULHqUJcwa59P6N9Iu1BQ7ZHy29l7LNglbwqrOK/0iHNByOQ2TsJHvV7Tk6/J6wQuFz52SDX887NGsZB56MShrn4GtrjoYj5Ur1hpWoGdusKqwFFIaH1IHiu9YuW0FYhgMdXS3hqIz6pFXWejPb4SKqw8LEzJY4XxDkG0Ob08Zn3yuhoQ6uD8OPXb2SUvWoFxXunBbRYmynD4aDAeK6PCCiED++YsgkLJX9WvskQUaxrzuqxYKaoGxjHIERB2FChsb9FFzFePlYEaZWZetzsViNQqPiuj/Yl+Z1gRNBnoZZYVFWnY5qT9hHGdCixWk9ftX8epyK5w8FiwQ14UVnFd6RHngpDJDzh8NKAcK5Mgy1RQ6MGs/VVDlTYg0odCMSWPFU0Fyq1Aux4rUqv8TsZOGLR29HELVGBlWmdjVFh5uZsx055AmggkqJDw1GMlRTfExWfVYTIV6Ma8Tuqg163AvCis4vqqOq4FYT7AQxA9cPhoQDlWGRQrzLIi07NTPlP9VSmPFrUCDxhMBaJ53WkrkPxVQSlW2riFIvXn4r9Tp+b1oNfa6MNBszFn2zWCyx66uEwFFnswFeimLWyHvPBYxfVVdVwLwlyHPW/p4aPYlsanOfkpn8NH/UteJwbXlAvT+ucNrSKFffqR/bKYCOxtGYpJWUdVaYVVt6PCitLD/fDzGLVO5bYgFl5ufDWkWAXhsTJrBab2BXpTmOIkKfmV4qlY9dLc7mbtD3us8vBVdVwLwlxWkcLyvEVZIQsifDRfoaLFKMeKyDYoVF5nY0exolZgiYPCSv/izy8Du5HHSp4QRIXCKJLBdmEVRCvQzGNFhYNHip9e+YpL+nqHOhVYYDwV6Eqx8lZjygvFKq6vqqkgxIu20WW0l3LxilpBmKsqUljRAnFQyPwMH81nzJLX9YXVX97aJYJC3WCoWCmFBPqq0CyMF7E087rqsXLWChRf09lt2t70prBKnS/M3MIiCj+HF1I3I/ZhtAKpgCWKi7z1WFFLjYhL5EIn5ViZtALtKlZ4PzqXrFjl0UoP3vEWjopk9ncMw/MWp6lQP8JHveYXv/iFuNDKb2PGjFE/n0gkYN68edC3b1+orKyE888/H/bs2RMB83pmxeof2w86fs7BdlAqwyqlWOGuQNpPTO0v87gFZ+Z1P31WZF7XF23yZGCq/WNfV6gJtBVoPKnmtceqo1OvWMWkFdhtrFiRud9uTho9DhDOscqzlR5UEOq/96CIKRZh4bWKZPV3tPsP1ivPG4dv+sOxxx4Lzz77rPpxUVHqaXDRokXw1FNPwapVq6Cmpgbmz58Pc+bMgZdffjlk87r5a+Axg6pE4XCorVMkSY8ZVG37+2Orjy4wQ6SAUbxooUkdM65QpelXWZpSrMhjpRQvdookvWLlVyswoRjp9RfK1GRgpyvDslESvd+KVYUux8qNh8gK/TLn2JjXu4w9ViWFyuPR5vmhxwGuxpF3MXpBXhVW8qvqOIWPcpslmIDKTH/HhTOO8sXzZpaqz+Gb/oCF1KBBg9Jub2xshAceeABWrFgBp59+urht+fLlMHbsWNi4cSNMnTrV8Pu1tbWJN6KpqcmT40Q1KdNUIBVBJ4yohZc/3C98Vk4KK2oDDqwuTfsZdRUlorA60KJVrKpdKFZ7A1Ks6GKp/13kkFBXU4Fq3EK76WTlzX99D+aeeoSqINrhf7bthdWbP4efzRorilfZY6VvBXptXpcnAsNSrDZ8tB/+8Op28cLV7vOmmmOlDwilVqDNx5YctYDKdaRbgUuWLIEpU6ZAVVUVDBgwAGbPng1bt27V3Cdqcnscsqbi0GaJ8+Sknb/jo6/tgEHV3g5BYDF36q3PwXfu3whXr3xTvMeP8XaeCvWHbdu2wZAhQ+CII46Aiy66CHbs2CFu37RpE3R0dMCMGTPU+2KbcMSIEbBhwwbL5zxUt+ht+PDhnhynXLCY5VgRxw6pEe8/3tuS1Sobs1BMLPJSrUDncQtBtQJblanAcrNWYLvLqcBy61bgE2/ugr9u2Q2/f+kTR8d734sfw+P/+BxuevLdjOZ1Umi8Onf6Ao1yyoLkoVc+haf++QU8/Y79639Ht9lUoDMPml9RC74UVuvXrxdFE77Ce+aZZ8QT1VlnnQUtLS0auX3NmjVCbsf779q1S8jtcYSzpnJjctLO33F3Uxt856QRnnneMvmnPt1n7yLJU6H2Ofnkk+HBBx+EtWvXwj333AOffPIJ/Mu//AscOnQIdu/eDSUlJVBbW6v5moEDB4rPmbF48WKhdtHbzp07PTlWOXgzk9GbCgkne9KMli/L1ElrbbAYoReH1eW6gNAMF3r8ugMtba7Xjrgz+xu3AoWBvcPdShsEFTyjF8lfNLZqClW7ULH65zd3wWZl+CDVCvTZY5VWWAXfCmxRVKMGafrUfvJ6dlOBbrx2dvH8O+ITlgw+iaFyha8Gv/zlL7uW26MKqwq5MTlp9+8zql9vTzxvdvxTpJDtaeKpUK84++yz1f+fMGGCKLRGjhwJ/+///T8oL3e3xLi0tFS8+eUXwjodfSBWuAlH1EYtGClWKV8RFQD4ooGKOHWlTYbk9f0tbYC1CP4KA6pLRTHntAC0i1mUAhVReDE1axdagWZ+Wv2CsQT6Rcy7G9s0harT40VuXPMurP7BKalWoM85VnKGVVitwDblseOkqFM9VllOBVJL2A/FynePFRZSSF1dnS253aiw8svD4AWcNZUbURpO/o7Yis3W82ZXIVs042i449kPYhUTEidQnTr66KPhww8/hDPPPBPa29uhoaFBo1qhTcHIkxXURQcLgEweEHq17lTNsFSsKlKtwJRxvUg9FrutwPqmnufuvpWlasFjdxDEddxCiVbNoJ+LhYyb7CK8aFeUFEJLe5fIstIXVvTCDIcBUHHSq012JtMw4BVbiuaKVS9PCyt9ER6GeT2hPHYofNZZK1A/FWjf8+dnOKjvcQvd3d2wcOFCmD59OowfP17c5kZu98vDkM/ho7mEF1EaTv+O2XrenCpkdn63KIeIRpXm5mb46KOPYPDgwTBp0iQoLi6GdevWqZ9Hfyh6sKZNmxbaRceOsqIuoHVYsKAaigyqKTdXrFrapXDQnmLLSStwb3NPYdW/stS1suaVeR0vpoddtAK1Cl562woVc8JJO5AKwXMm9Pw7vuVv76teJ7OVNt7lWIUfEJpQfn9nipXxEmanjy03y7gjoVih1+rtt9+Gl156Kavvgx6Ga665RqNYRaW4imv4aK6R7eRk0H9HrxWyOISIRoEf/ehHcO6554r2H3o7b7jhBigsLITvfOc74kXb3LlzxXMNKuzV1dWwYMECUVSFYVHItIBZxkkKutHPQDVGD04FqoqVus4mdcmwOxW4V1Gs+lelIhv8KKxwTY7ZFCUpVqjK0AsOp9lFaObH1UF6Azte6PcpxSPy2YFW25OZVAguOP0ooVjJrcQ0xUqdevPmBRMVKGG2AhOKKoveNbuQKqv3WDltlbZSK7A4RooV5r88+eST8Pzzz8OwYcPU21FSJ7ldxkpuR/8CPsnJb1EiTis9clnVyFZFsvo7LvvuCVBTXuLZefNSIYtTiGjYfPbZZ6KIOuaYY+Db3/62mExGb2f//v3F55cuXQrnnHOOmFRGTyg+Jz3++OOhHKudqIVs/TdWKeSUvo4eK32GldZj1WVLsRpQVZoyr/uQYyUXeGYeq/3NKbXJ6QU1FbmgLQL2NbcLD5lTxQonLUmxwu/9s6+P1Xxen2PltceK/gZUIIdhXm/rdKFYUUCo7vmdCk+7jy21Fag7z5FUrPDBgq/yVq9eDS+88AKMHj1a83lZbscnr7Dldq+IQ9YUqxru/o7YCvnVU96eN68UMg4RdcbKlSstP19WVgbLli0Tb2HjRLFSLyoOlSCj3XppoZiiFZiuWNGFPqNidSilWO1WWo9+KFb0u1gpVvuV6TM8dr1Hx20rkH4nwq6BHQsAWT07e/wgOGlUHbz26QFxfPq0fa89VmQC71tRArsaE0I9wr8LqZ9BKlZNDjxW6kob/VSgw3Y4+uVi47HC9t8f/vAHMfWHWVbom8K31taeB5sst6OahWb2yy+/PDS53UuinDXFqoa7v2NjazvMW+HPefNC6Qwr7iOXlc+oQOZ1Sji3wq0SZGXk1rQCdXsC5ePKaF5X/ISoWLlZlOu0sMLCQP/cSz4ain2wSrLPmGWlU6xkf5U8aZmJRLtWYcOhgOvPHScKqCP6V6Td33uPVc/36aP8ncPwWSWUv5mzViCttDGbCkw6awXGwWOF2TDIaaedprkdIxUuu+wyVW4vKCgQihVO+82cORPuvvturw+FcalqmCWB5xtBqEHZKp1hxH2w8hmwed2GgpCaCrR/0cX7koHZSLEihQY9RdT+MvJYtdtWrMpSBmMfWoFUJBr9LrSUGaf23F5M1Vagrgigf1uofGB7ya5idbijU21pUdE0fmgNPL3wy5ohAb9W2rQrXi1U92jiEZVJnN4MgqS0WQALOvTIFdh43qPHbJEued3pAIefU4G+tAIzESW5PR9womqgQsMXzR6CWimTzZqloOM+/F7fxKS3SUp9mgqUR/3LdPEEciGBT+lULGinAu21AuulVqCfAaGpcND036Vc57FyczGl1ijuTjRSrCYOr4VXPtpv22OlFoK6Yzmif6Xh/Uu8Nq9LXiX8u1JhFRRt0mMAayUMCzUqKJ1OBdod4IhV8joTPeyqFc+8u5vbhTEJf6VW3O7GVtGyCSLuI6j1TQxoWmx2FCs3MQZUiBSaLKHFYo0Uqu0HWjR7Ah3FLRySzOsupxezCQcVtykKFS6q7vnY+cWUQkL1i5j3KFOPk5UdgVic2GltqYMDNk30fnms8O9MafpBGtgTuqEHuyt1qNWn98g5DQhN7QqMQSuQiR521Qpcq8Am6OiHvxq14ozwOiaCl0JHV7Fy02KTL+xmAaRYtGOhsH3/YfOpQAuPFYZd0s8RilUAHiujKUqzKUEnyK1RoyywUf0qoF9liZgSRJ9VzdCe/Y2ZCgu7x+K1x4oKECzYSCkK0mOV0CX2Y7t5aG25baWtWJ+87rYVGKe4BSZ8nKgamLJM/gMj8nHnYRTDX82GEIzwOu4jygpevitW6gJaBwWLWSvKqJigFhEpG5pWoMVKG2oDoocHc5lKCgv991gZ/D764sWNSpGKWzCeChxYXQZDlWXWn9loB1oVgkZ47bGSlR9SJp1M53mvWHU4W2ljolg5XcKsj7XwAlaschSnqsY3Jw6FB17+NOP3zaeLZtTCX61acQQWyD8/51ixY9DroYOoKni5Cr2it3PhVY3kDi66VlELRJ1STBBOk9flqAXET8UqQblfupgC4/gF55qCnOtlpFhhYTW8Tzm8pQv69Mo8ncqx8tZjhUV5eXFx4K3ANpcrddrNpgKV84PPk/iW6bnPz+T1nFas8nUk3I2qMWOcvV1o+XbRjFL4a6ZWHHKgpUMUVX7EfURRwctl2pwkrytKUIcLxcrqwk6GbcI4eb3LRtRCmf+FlQPFys1UIAYEU/FB1xJc5EtqHj4nDFMUKzuRC6onzG4rsMhbj5WcYE5/1yDN6wmXHivVG6afCpT+ndg5R7FewhwW+ToS7lbVwK/D84NGdaOv7aU8ceTjRTMq4a9ht+KipuDlOk6S1+mi60axsvr+csaRuceqW0yDG/m09IpVEDlWxnELxrsD3ZjXcUoSvUjYJqWJQGx14m6/4XU9HiEnilV5sb3LsNt9kBnzoArQvB68YpXQFVZ2s6zUaUYTxYoek5n+3TgdHoB8V6zyOQzTrapBF01E//TIF81ohL9GoRUXJQUv17GKD7BqE2EekB3svGKn9pexYlWoFhpm7am0VqCPK22sCsU0xcrFxRTVNlqMTO1AmggcqPx7UBUrOx4rGx43Pz1WcmxBKIpVp7tWYEpp0620kT62c45SHiueCsxIvq/4yEbVoIumXukblAdKXxygVlzYqmJUFLxcJ7XSxv5UINLR3Q2lBYVZxROYKVZGOVbUDjRahSJnWMnHGXSOVVlaK9CdSoGqVXNbp5JlVZHyVykvZtBjRYqVmYqnLwTtFnlee6zkViApkXaLm3DN692GAaF4rvEcYdGe6fGFfxuKW+BWoA3yfSQ8W1WDL5rRJUqtuGxCTRmnrUA7U4Gp++BFxU4xZrWA2chjhcchF0/awqobqhyY19tCbwW6u/ThZODnDa1q5AIVVqTgDlHiAvDc4pS1VYp52IqVvBomCh6rRruKFSWv6xQrenzZKazw8UfCrpu2cN61AsP2oYSNFwbjKLS9GGO4FZc/OFKsdIWVV1OBcmGlT8UmhcCqUJLDQf1uBVqZ17EokVtFblUKffq6HLVAbciB1aW2fFZU2NqPW3Duo7OzGkajWAU5FdihbwV2OmxhppcvdkNCqaj1K8cq5xSrKPhQwiRKqgbjD6wq5gdUrJBJ3ArcsYarSfBiaX8JrQ3FqiJVTMmp67JqZaUQmLcCrRc3uyGTGR9v7+hS0rZdXkxremsXMaeiFlLKFPqs0HuFPqvjh9dmPF7bAaEu9kHaDQilfLJgPVZd4j12S9GnZ6eoQ/8gKU34eDcrPjMpooelhd36PCwvyDnFikfCWdXIB1hVzH1SniGbHhyH/iU7hVWdhWKVKX0d/a4HWoLzWLVmyP2SCxi37Z/acn1h1fP74TAQIfusLI+XVqo49Vh5tCtQngoMI3m9Tfl79VPapXb8XegfJIwKIrshoYfb/PNXiWODHIMVmx5Y1WCYHFlpYyPHii4q2F5q77KnBtGrdqsLOyWvIzSSL6OGhBqkr+9vbhPqAj7l9K3QFVZ+tAIz/D7y7dm2AskPRHELNBWI2M2yUluxoU0FpqbrUq3Azoyme6//XgOqSkXL2E5hRcdsNBWoLT67Q1tnk5OFVVDTbfhqLOpFCxuMGSYHVto4XHnSblPRIE+SVZFBEQM4CSdHLaSHhHabtgHRwE3PjaUeZzEZB24aF6KyYd21YqWmr7eLthR5dcljhVCW1U6bHiunS5jbfVxpg9c1LPjcBKi6bQUOqCqFd2wGhMqFlX4q0Mk+RbWw8iFqQRwb5Ch+Kjb5Gj7KMEyEFSuHxnA75nXyWWFhZeSxSk35patke5u1xnXZJ+RLKzBDoSKvsXFbONRIrUAsrqg4kX/HYTb3Bbpdwuy9x6pAHAMFRaOJPJDCqqNb0ybGxxga0608T3Ir0EixKrVrXu/wtxWYcx4rv30o+Rw+yjBMNJPX3aSa292VRu0vOXVd/ZnF5q3AvYr/iC6cmuLPx7gFOiY9crHg9oJKrVGMW6CJwH6VJZoJteFqYdVqGdaqmu3t7gos8m9XILb+UpELwfisEmorMKX2YXFlawFzQc8xu02nb2nzL3U95wuroMNHEfx8vuwkZBjG/12BTluBHV4rVkox4bQVaKRYpTxW9p8jN+84CPMe2WxbATL7feTz6PaCSkn0GLcgL1+WGVxbJnxleHHfp5wDL3w+xbolw561ApWWGv197e7s80qxqiwrUgvdTFlWcvaWEXZz0uzsycwGLqx8Ch9lGIbxwoPixLzuZiow08XlyAGV4v3ofj3vZawWMdcrhYdGsXIRt/CHjdvhqS1fwFP//MLWhbrcz6lAKW7BaCKQCqDBNeSzOuwqd8sIpytbnMQtIEFnWSXIQ1gkJ7932sveMvBXOVH11HVOPnmsuLByQL6HjzIMEwyoSNDFwWncgt1UcztLmJEfzzwGHv/BKXD2+EHmU4EWilV/KX3cTUBos6KgtEihjm6m7LyYCqwpL1GLjy8aeszpA3SFFTLMRuSCnalMGbnd6EVhlZoK1CpWQWVZtUmPP8rRylTUdWZQrOy2Aunc+zUVyIWVA/I9fJRhmGCQFSC7ihUpD7ZbgTYVK7zwnTiijwghNc2x0q0n0aSuS4WHUx+YOE7le+tXoKTdj5LMTZLq5YLL7D52FSsMtPxgT7OhYmU3csHtShuvfFb6tlrQ+wLbJA8hDQVkbgWmJhmNsKuIHlY8VtwKjAAcPsowTBDIZnD7ilWhu5U2WVxc7MQtGLUCsaND6kPG41QKEHkNiR7MXlJbS6ZxC4WqQmRUJNotbjB+Atm651Ba6ro+csFMsUJFks6ZXcUKh69oAMvbViApVhQSGpTHqkvdQWm3qFMN9yZ/P4rzyNwKtDe44RYurFyEjyL6P2s+hY8yDOMvVCSgCmX3+cRpm418JtlMRlkpUPub2zXJ2uIYJfXN/nF2ad4bgUUKqkh2AkKzVSlIXfl0f0taOGiaYmXisZLVNyfRBk5VSXu7Anu+Z/BTgd1qO5nCZzO1AjMpVnZzrChuoYIVq2jA62IYhgnyomOXkiL7F12MAVDN3lkpVsYeKzwGGp2nNTDZLou2agXKn8u00sauAphpfyIVckatQFprs/OAsWIlF4l2W73ayU/vpwLtFjeeLxkvRsWqyJ553aOpQDVugVfaRAdeF8MwTDCp6/Yvuk4yokgR80qx0k8Fyi0deRUOKg34NIliif28rU5NgWUEfQ7VF9mLJFPmkWJVqxjYCX3cAjKsrkex2tXQKtp++muDHA3hpC2prmzxoRVIxU1grcDOLtceq8xTgTaT131qBXJh5RJeF8PEcc1RLh13LuNOsbI/FSj7lbwprLQ/ky6QVaVFaY8lPE78/exOLx624bGi82VlSqeCKutWoGJgp0KHsq1kUMXCEEtst2GQ6NDaHgUr3ePj7FjsTr3ZodMsbiEg83pC+pvZbgV2ezMV6HfyemiF1bJly+C//uu/YPfu3XD88cfDb3/7WzjppJPCOhyGycs1R3E97lxHbpPYxUlAqJpSXlTg2shtlbxOhZXR4mYsRvCianv1DhVWVooVTQRaXChHKCrSiL4VkA1yITWgutQwARyLSVSyPm9oFVs59IWV3XBWPcUO2r2Z0PuVgo5bSLgxr9ueCrSrWOWQx+qxxx6Da665Bm644QbYvHmzKKxmzpwJ9fX1YRwOw+TlmqO4HrdX3HLLLeKiuHDhQvW2RCIB8+bNg759+0JlZSWcf/75sGfPnsCPTR1Fd6FY2VEzvEqeNmsFUmFF8QRupxexgCCTtZXHyk6hMmlkH1gz/1S4+ZvjwatWoJG/iqD2lpEZXB0ccKlYeRm3oCpW6vF2Bh63UK3mWNnzWJlOBdptBapxCzk0FXj77bfDFVdcAZdffjmMGzcO7r33Xujduzf8/ve/D+NwGCbv1hzF9bi94vXXX4ff/e53MGHCBM3tixYtgjVr1sCqVatg/fr1sGvXLpgzZ04sFCu7/pJsFBOnrUAqLoy+xk5hJZu8rRSrTOtsECyijxtWo8YKuEUuFo0mAgmrFTFOFzD74bFKTQXqV9r43wrs7k6qf/+ewsqmx0o5ZvNWYC+bAaHuCtvIFlbt7e2wadMmmDFjRuogCgrExxs2bDD8mra2NmhqatK8MUwUiOuao7getxc0NzfDRRddBPfffz/06dNHvb2xsREeeOAB8cLv9NNPh0mTJsHy5cvhlVdegY0bN5p+Pz+en1wpVg78N249PnanAq0Kq9S+QGdeMGuPlXOzv1toETMy0CIMOpULlV4stLY7W7DtNE7AUUCoov4EmWPVJj1enLUCtYZ7s38DbZniFpTHUkVpjhRW+/btg66uLhg4cKDmdvwY/VZGLFmyBGpqatS34cOHB3S0DJOba47ietxegK2+WbNmaV7cIfiCr6OjQ3P7mDFjYMSIEaYv+vx6fnJTKDjJsfIiHFSTvK5vBR62KKwcFYCpi7ydqcBsoxTsIMdHDKpJDwclqL1lVKi4zRBTc6w6/ZsKxJgMv5XqhPS3xOKcHieZV9pQRIRZ3EKhrfOTWoCdQ61ApyxevFi8mqS3nTt3hn1IDBPrNUdxPe5sWblypfB1YjGkB1/YlZSUQG1tre0XfX49P9GKGCdTgcVqiy1p32OV5YVFbQV2uFCsHLYCLT1WHilwjluBFh4rKxXGbSuwyEOPVfquwOK0/YxBBeBWK4+TnmnRLhtTgQXWrUCLFxfYhvRKsY3MVGC/fv2gsLAwzRCKHw8alL7kEyktLRVvDBPVNUdo+DZ6quulhMdGbc1RXI87G7Dgufrqq+GZZ56BsjLvCkY/np9Sxl6fFCsbU3SetAINzesOYiGkYgqLCVRZjNpAdjxWwRdWVoqVu+P1ymOFK4A6dX4l/Lvg4w2LG1SOjP52XpHQxWNgLAcOV2LoKoaE9q8qzFAMWgeEWhXtcoZbzkwF4itC9C6sW7dOva27u1t8PG3atKAPh2Hycs1RXI87G7DVh5PHJ554IhQVFYk3NKjfeeed4v9RmUIPaENDg+0Xfb6b111NBVovoEUOk2LikXldfyFrsFKsXBSA6scmqpV6oQ6ksLI3FUgKkFF7y20r1o4iYwdZ8ZILVatj9mc4o1C8x8gP2sFo9bNTvrAC11OBsgrqVyEeSisQoxbQOPrQQw/Be++9B1dddRW0tLSIKUGGiRtxXXMU1+N2yxlnnAFbtmyBN998U32bPHmyMLLT/xcXF2te9G3duhV27NgR+Iu+bBQrO22ihEetkJIMcQtetgLl4za7X1Aeq7qKEqFI6f/tyFjlQqmtS5fm9WwVK1pm3PM9Uy+egkpfTxh4CO0Y2PUqm5uAUPncZ5PhFrmA0AsuuAD27t0L119/vfAuTJw4EdauXZtmaLeSMRGeDmSiwikjKuCvV02GTZ8ehL3NCehfWQaTRvURik+UH6dRO276mfRv3Euqqqpg/HhthlFFRYXIrKLb586dK1741dXVQXV1NSxYsEAUVVOnToUgSV14/Mmx8qoQMWsFNnlUWFFCdupjk8LK56W6MujveWLedOhOJi3PXyoXylyxctqKIh9dtuZ1ufiW1Z+qgNLX26SoBQIfKxioahW5kMqxsg4ItWoztyiDA361AUNNXp8/f754c8OhQ4fEe54OZJjcBP+N44Rd0CxdulTEv2AwKMYoYHDx3XffHeJKG+c5VvYKFo8CQtWpQGOPlX6vnuOWpc1WoBr4qLST/Ga4kuJuRZXFYmG1sHWdY5XdCw9Z8ZIVq6owFavyzCGh6q5AJYHejQfNb+N6bHcFDhkyRBhR8RWo0ToB/StgLMDw/vgKlPEXPt/BkYvnGpUqLKrw33gQvPDCC5qP0dSO67bwLUyotUYeFK8zjrwye6emArUFT4NF3EJpNh4rk1YgqRBBKFZ2odaWpWJVHI7HSo4tkK+hdnf2ZUvCYLejvVagtcdKnYy1OD9qhpVPqeuxLazwFeWwYcMcfQ1eeHLl4hMH+HwHR66d6zCUqqjht2LldqWKnVYg/nwqHLz2WGVUrCJUWFklr7uNh/DKY6WawHVepaA8Vm3qC4fU45seK9atwAxTgTY8Vi1t/qauxybHimEYJp+gC48jj5WjgNBuTxUrNBWT/4UujCiEUHHhmXnd1GPl7+43N5D6YxS4mSqsikIyr2szrOyobL60AosKHall+sXR5lOBSd/b4FZwYcUwDBMx3MQHlCi+E1u7Aj0y8MqKQ7uusMKLtNHUld21I0aFFK2C0XNYUSH8WlHiBrmoxOLKi12NqX2Q3nis9IWVlS/M78d3tdoK7MzYCjRbwmxnKlBNXfexCM/5wgqD+2644QYOGA0IPt/Bwec6d0nlWDmJWyh0bF7POm5BujBT+npja7tpG9BtyzJTK7DFpQLkJ9gmpd9V7xtyH7dgb8mw0z2BhLovsM1asbrvxY/gpiffdT29mzBYMp4yr7tXrOw8tlKFFZvXXYMXnV/84hdhH0bewOc7OPhc5y5G4+iZcNNiy7YViBc4vDhja4mO2SrDyu1xZiqsWiNoXicVZl9zW5pnyX1AqEetQN06m7TixkI1wpUwt67dKtqbl586GobWlnuiWNVQK9BG3IJZjpW84BuLPqPhNlI3uRXIMAyTR7hRrJxMjHm5W0+dDFR8YV4WVq02A0JJsYqSx0o2g+tVGLeFrdfmdb0JvKo0s8cKi0TyjB1o7lEnXXsIi5xOBSoFodlUoFQomrVLyY/H5nWGYZg8wm/FyksDL0VC0M9ttIhacGqypwIEd8nJH8fBY4VUqSGhnZ4sYfYux8q4pZYKNTVXrOSpvQOH3RVWCVWxKjAwr5v/7PYMipX8QsTs8RVE3AIXVgzDMBGDcqEcrbTRtUFsLWEu9lKxolZgz4XRbImv2X5BK3WhrrLEtBWIv2sQKoQbUvEFHdrjdRl34VmOVbeZxyqzz6lB8dCJ/3dbWHWmP/5SbUg7rUAbipXJ48urqBEruLBiGIaJGAnlouBoCbNyUcGaSj/er8ftVJqdViBdeM0UKzuTW/rWH+7mEx8bFFaoflAdWRGxVmBqyi5VLGBRRH+e8tBW2nRrivE01ai107Q41yhWLe2etbprpBwrs5+tesNMpgJxFRctjjcrPlNtYy6sGIZh8oZsFCs7ikarh54kdT+bOhVo02NlpxWo7ADsqxRWRsnrlLruVaHoJalcqNQxyr9DeB6rVPK6fsE0/W3MBgXkwuqg0vZ1SptF3AL6qMx+doe6hNn830WmkNDUY58LK9fgaopRo0aJVRUnn3wyvPbaa2EfUuxZsmQJTJkyRawUGjBgAMyePRu2bt2quU8ikYB58+aJBbeVlZVi99qePXtCO+Zc4ZZbbhGTLgsXLlRv43Ode2SjWGVSg/CiTCZgbxQrbfq61QJmu4ty9RfBPr3NW4GUuo6/i1FuVpgYtdbod8C2nn4qLyiPlbrSRvfzsdign2FWNGkKqywVqzLphQP+bFKbzKYS1SXMJh4rO4U7tQI5x8oljz32mNhUj1k/mzdvhuOPP14sVa2vrw/70GLN+vXrxYV848aN8Mwzz0BHRwecddZZ0NLSot5n0aJFsGbNGli1apW4/65du2DOnDmhHnfcef311+F3v/sdTJgwQXM7n+vcAgsfauU5UazwokTT5VZqkGwA93MqkNQPN2tH9Mdq5bEiVStqxnUzxUpdwOyiqHWyD9JWK1BXWOGLNvLGmfmntIqVdx6rXvizM6y1Se04NP93kanVzIpVltx+++1wxRVXwOWXXw7jxo2De++9F3r37g2///3vwz60WLN27Vq47LLL4NhjjxXF6oMPPgg7duyATZs2ic83NjbCAw88IM7/6aefDpMmTYLly5fDK6+8IooxxjnNzc1w0UUXwf333w99+vRRb+dznXvISo6Tiy9emOwULaQWYCFm9crfLhTySMdttYDZyfQi+myokOpr4bFqUfcERstfJStWRq1ANxd2+nv5tStQLohpulOPfLvrwqrDWJE1i6dQj5tM9xaP29RaG2uPFZvXXdDe3i4u9DNmzNAsb8aPN2zYEOqx5Rp4cUfq6urEezzvqGLJ537MmDEwYsQIPvcuQYVw1qxZmnOK8LnOPeTiQa8oZMJR8nRxoWGAoutWoM5jRUZos2PMVBzIpvS+FaWmHqtUayeCipXB/rtsBgdU87pHuwKNlB9quza02mkFuvRYdRp7CFPmeWvFylYrMKNi5V8hHr0S3yP27dsHXV1dMHDgQM3t+PH7778f2nHlGt3d3cLvM336dBg/fry4bffu3VBSUgK1tbVp5x4/xzhj5cqVopWNrUA9fK5zD1J+8ALh1DNkx4OjRi14VIg4DQhV4xYyFAfyOhuaCmy1VKyiV1jRihg5mymbqAv179vpza5A2i8pQ63Ag362AjuMc9rUkFAzxUpdxVPgeu3P4QBS+nO2sGKCU1LefvtteOmll8I+lJxk586dcPXVVwsvGw5gMLmPaux1kLruRLFqVTxJXhUico4VHjsVhmY5VnZ3GlIRhd+/QgkINSqs6Peh+0SyFSgVI9mEs3o/FVhg2gqklq4/hVWXYWGleqxMfraqtGVlXudWoGv69esHhYWFadNR+PGgQYNCO65cYv78+fDkk0/C888/D8OGDVNvx/OLrdiGhgbN/fncOwdbfThsceKJJ0JRUZF4Q4P6nXfeKf4flSk+17lFakFtNuZm43F1pLW929NoAnkqkC666N+itHS3HivZi0THarTSJsqKVbWFYuXmwu5ZQKiFx6qPog6aGcjlgguVJ6P2rH2PlcmuwkSmqUB35nUcCqHCn6cCXYDtETTyrlu3TtO2wo+nTZsW6rHFHTSVYlG1evVqeO6552D06NGaz+N5Ly4u1px7jGNAgzufe2ecccYZsGXLFnjzzTfVt8mTJwsjO/0/n+tcXWeTjWJl3iryOnlaNq+r/qqyIlP/lt3CSt6nV17S8zWUsB70+Hz25nUjj5Xz4/V6V6CRh49UI7MoBX3B5Ua1ajNRrDLtCzTL37K7MkluL/tZiEfvkeghGLVw6aWXiovPSSedBHfccYeIBMApQSa79t+KFSvgiSeeEFlW5OWpqamB8vJy8X7u3Lni/KOhvbq6GhYsWCAu9FOnTg378GMFnl/yrhEVFRUis4pu53OdW6RSqd17cKwUDS9T1/Ueq0z+KnGMdP+MHquUskMXYGPzeoQVK+U8YNGJ5wf/ptm0olLGf692BRpMBVLcgklxoy96MH19SG25y7iFgoxmf6NVPFaKldVwBD1+sC5zsuDcKTldWF1wwQWwd+9euP7668XFf+LEiSIqQG9oZ5xxzz33iPennXaa5nYc88cYBmTp0qViChPDKtva2kR+2N133x3K8eY6fK5zi2wUK5oasxO34J3HKjUVmGkBMyJHQqD6baZspbxgRWoRiOemuzupMfVToRJFj1WldEwYuVBaWZg6/1m0erNdaZPaFWjksSox9TlhK+2QsvC6X2Up7GtuM/VimYHfgwq7Mn3cgs0cK8vCyqIVmFpnY66oekH0Hokegy0rfGO8I9OCVwSN1ph6j2+Mt7zwwguaj/lc5xZqm8SFYlVqo1WUTUBlJvO6qlgpI/uZVu/gBdZoMk0+TlR2ZHUH1Q657deiXOijts6GvGZYXDW3dQqlB4uRbFqxXnmsqLDR7wpE+lhMBcpq1ai+vUVhdcBhKzAhtXPTW4G0W7HTcf6WnVZzEAuYc9pjxTAME0dUY29WHqvgWoGpFTVdavvISrGSWzCWLUupxScXmfp2YEqxil5hJRcLFBKqDg+4aQV67LEy8iqpyesGqhHdhlEF/atKXa21aZMem+nm9UytQFrCnLkV2G7QLqXHjp9RCwgXVgzDMBFCDU90oVhlyvDxY6WHoWKlTHdls9NQjiXA1h/9HH3kQpTN63KWlVpYKS1OVwGhyrnD+oLWHnm5KxCp7Z1qBeq7E7KHjqYHD7pUrEoMctpsr7SxUKyspgJTKqi/jxUurBiGYXJNsbKhBHkWEEr+p47ujAuYEbyYklJiJyGepudI4dGvtYm8YqVGCHRkv9JG00bt9mAq0CBuQVGs8DGkL2LlVq/aMnSoWCUsctoyTgV2e9MK9HvQgQsrhmGYCJG68LiZGsscvkmRBb1djPt7MRXodPUORS2Q2Ztaaekeq6grVh0eLGFOFRTZ+KxSU4HpJQAqaaQqHtQZ02VFklbf6O9j/4VDoXnbtK0zTS1DhY5usmwFWrRLg5ogjeYjMQOYR7Vr1y4xiu6ns59hmGDBJ9NDhw7BkCFDxKRjPkIeFHcBoZmX9CZ0BYuXAaENSluIJsusCiu8yFkHmWpbfKSwtcZMsarSGbKz2hUo/ZvIZjIwNRWYfv3Eayr6rPYewom/dhgqRSk0Kn9f0QpUC6t2T6IW5Mc8FlBYOMqRI/Jj2m3yOhdWFmBRNXz48LAPg2EYH1f5yGn++Zlj5bzwKXWkBHmtWHWrydhmC5j1qkKbneNULrb03qywiqrHqlqnWGXTCqQ2Kpq4s8mySu0KNH6M4VobLKz0kQuyIlmXpcfKSJGViy1UtswKK7dxC0EsYEai+UjMACpV9OSLgYgMw+QGTU1N4kUT/RvP7xyrmASEUvJ6R5d68fOiFagvQNTCKm0qMBjfTNaKlWpez87jhkVFZ3fqXHu9KxAxa/PJhRUFiR5scdYKbDNZwEyPX2xCoWIlYkekxxEZ13uO251i1RJQ3EIsCytq/2FRxYUVw+Qe+dziz0axSu0KDHIqMOXrouLBk8JKF2RKF0OaqtPvCqyIqmKlixBQfy+XhS22e7G+ycZjZbUrUBu50G5YWOHkYNaKVXGB4b97VLLwHJEXS29cp3wwN1OBHLfAMAzjw9aACRMmqC/KcPXP3/72N/XziURCrGzClUGVlZUizV6/yN1v6ILiSrEKIcdKG7egeKyUC7PpcdooAPUty9Ram9TXYAq7WqhE3GOVyrFyv9JG/hvLCo7rgNBC81Ygok9VV3dBCsWqRP076Sc1s1FkqeAiL1Z66novyxde1lOBHLfAMAzjKejbuuWWW2DTpk3wxhtvwOmnnw7nnXcevPPOO+LzixYtgjVr1sCqVatg/fr1ws85Z86ccHKs/A4I9XgJMxqd6YKdSbGy4wVrteGxkv+/IqqKlS5CQK/EhbGIOVOCOWVU0TACQYUW/n1xgo+UIydrbRIZdmHS31lfrKkZVhmGWqx2BbJ5nWEYxmPOPfdczcf/+3//b6Fibdy4URRdDzzwgFgwjgUX7b8cO3as+LzZUmvcz4hvsk8sG9RxdFcBoZkvuvqCJVvoOGkPG/pfMl24bMUtqLsCC00vuOSZQQHDTSEahmKV7UohO+3eTFCCuVmRUpNBscLPo2qEWVb7mtvFIuZBNWXOCqti459N58WsFWg1EShnc3GOFcMwTMB0dXXBypUroaWlRbQEUcXq6OiAGTNmqPcZM2YMjBgxAjZs2GD6fZYsWQI1NTXqW7YTy9koVqVhKFY6LxhddLMNMpV3BcrvZfO66hcrLoysL0/NsWrrEFlM9LdxO5mmRmpkEbeQmgo0Pme1JmttSHWjViGZ3PXKlhUJagWavHAoNZn+tLOA2X7cAk8FMjFl1E+fgqjx6S2zwj4EJmS2bNkiCin0U6GPavXq1TBu3Dh48803oaSkBGprazX3HzhwIOzevdv0+y1evBiuueaatMlGt7RloVjZK1i8XVpsVFhlwk7cgt5kr3qsZMVKMa73Lo3upYzW+2COlXzsbs9/SpVM+j4VaBW3ILcMnSxiTliY1+Xb9a1Aq/2GMiWF5iG5Xg9umBHdRyPDMIwPHHPMMaKIamxshD/+8Y9w6aWXCj+VW0pLS8WbV1gFKGYiNRFlfNFFsze1WLxSrPRZSDRR5vlUoEFhFfWoBX3yOh0v4rZ16YXHKtNUIClS8sQf/jxq96qFFUUuOPJYdVub14tMPFbd9hQrdV8mxy0wDMMEA6pSRx55pPj/SZMmweuvvw6/+c1v4IILLoD29nZoaGjQqFY4FTho0KDAjs8q5ycTmabt5Ekrr+MWHClWdlbv6Ca46HgpOR5piXg4qGxex7pgf3O7WiS6bV1aFQ7OdwWaeKwMWoHyYmSKkFAjF1q8V6zadB6rTMWgnaJdbh37CXusGIbJa3BFFprPscgqLi6GdevWqZ/bunUr7NixQ7QOg4KKHzc5VqmLivH4u+xPcrOL0Iie8Xd3rUCz4kDjRVIugkYrbWjtjd+5RNmAhQK1r/Y0JbJWTLyZCjTfFYjUSq1A2tlHhVWVNA1I93OSZdWWwWOlmtd1j+FU+7JX1lOBFT63jqNb5jMMw3gM+qHOPvtsYUjHnYQ4AfjCCy/A008/LYznc+fOFX6puro6kXO1YMECUVSZTQRGTbHK5L9JTaQViPUoXoDKCxaB1OKxp1hZtwLllplqXo+pxwrPDxYj2C6rb2rL2t9mVTh4sStQbvFh4YuPGSxEjBZs1/V2rli1qYqVw7gF5ZgzmtctAkJVfyG3AhmGYbyhvr4eLrnkEvjiiy9EIYVhoVhUnXnmmeLzS5cuFcufMRgUVayZM2fC3XffHegxJnycCqSLlVfG9dTPLVQLK/LnZHOcpKyhEkb3NVppo3qsfG7tZAu2zrCw8lSxMvHR2SHThB2eayxQsLDCdqBZYVXrxmPVaf34LjWJW1BzrGy2Ao1eXHCOFcMwjMdgTpUVZWVlsGzZMvEWFpkCFK2wWufh57i53LbMtIDZjk9IPU7Ji1ReUmBgXo926ro+y2rPoUTWF3YvPFb0tfS99OA5R58VLmLGKIWhteXqhKBGsXKx1iaRYeqVCi593AIpdHbjFvQTp/hvggzwvYs5eZ1hGCYvQD8LXRDMAhSzaROpC4A9DtOUj9WbVmD66pHUSpt083pFhM3rsoF9j9IKdBsO6t1UYOYJO2oHUkiosWKlxC24MK+XZgwINZkKzJC8nnpxof16+XHjdyuQCyuGYZiIgEqC4hXOKsfKLB8qFWHgtWJV6NC8XmjzOFPf1zBuoS36cQuyYlV/qC3r4yUPkSceK4u2Wm15iWFhJe+BJMXKzUqbsoxxC7rkdbtTgSY+Q0ryR5VOHxHiNVxYMQzDRAT5YuIux8q6TeT1OhujVqAXipVRkCOpDLKScdinQtEvxaqePFaeKFZJ16pohw3FKhW50J62gFmvajW3dVpGZzjKsVLjFkx2BWZoBar+Pd2/ARp08PqxbwQXVgzDMBGB1tmgrcgsY8jORcW0FahbE+NHYUXtoWwS4o2mtwzN64piVRF5j1VPAYKepazN68oaGruFjB5qqWVqq9EQAqlR8gJmuWCkwUK7a20SZF43UY3M4hbUqcAM06xULGJkB74RrQFFLSDRLvMZhnEErxGKN6l1NgWuAiSt1nnICo8fU4HuFCuTvC2D45Rbgai64PmJQ0Co3AqkosYbxcplYSUpXVZtNVpXQwWTkccKIzuwkEaPFa61GVCdeRFzpjiRVNyCvhXobCqw52u6obCgUE2+D6qwYsWKYRgmIqQWMBf6omYk/FKsHJrXS21PL6aOkwJCsTYhpSsOK22MJiXD9FjJKqFlK1CnWKUWMGsVSXWtTUuHJ4/xUpNdgankdXtTgT0/K/W77m3uUQv7V3q3fsoMLqwYhmEiQmoUvSCriy4qI7gX0HzazttChH4uvrfjDcvcCkyfCpRVnkR7d6C5RF4pVkSYHisqUHq+l4V5XbfWxkixkhc2241cSKiKlXUrMD1ugaYCrRUrOfRULtwpnHVANRdWDMMweUOmialMyK/WjYoWoxabF1CoIxqe7bQw1VgIk5BLOg9y8CcWFFQI0O9xWDEkB9He8cK8rlff3KDGCbhtBSoFN66lsfpbUcFk1QoU93OYZZXIkNNWZtYKVCcZrcsW/J2MYkdYsWIYhslDyDPktvCRWzuGhZVPrTNS2Oy0AWWFq82Bed1IzWgJaEVJtlTrFKtskuKp3dvh0rxOKo6VWmVoXlemA9MVK2oFtttSyzqVws5UsSqyngrMdNxmrWYaHOhfxYUVwzBM3kDqAKkFTpEnCY0uvKmA0JALK5sBofoCUD8ZqE56Rd68rj0v5SF6rOwGbabiFjqEL8psF2RKscrssUpIf2/zuIVCa49VhuNGig1azfVK6j23AhmGYfIIetVPwYtOwSktqywrvzxJ1NZxXliZTAWaFVbKx61K2CMpVlH3WFWX6zxWWRSCXnmsMk3Xya1AagNi51DvF1M9VjYUq4RULJn5CNW8Ml3R3aEUhJmO22wRs6pYVWaeXAy0sFqyZAlMmTIFqqqqYMCAATB79mzYunWr5j6JRALmzZsHffv2hcrKSrHMdM+ePZr77NixA2bNmgW9e/cW3+fHP/4xdHamtpkzDMPkIwcOp6dbe7kv0LclzEpbx84CZifmdb2qkVKsukVGEakoUS+s0hSr4vA8Vqk9gdaXf3oMYgH3RUMilVulM4/XOTCvJ1R/lXmcSCp53VixynTcZo8vSr2PnGK1fv16UTRt3LgRnnnmGejo6ICzzjoLWlpa1PssWrQI1qxZA6tWrRL337VrF8yZM0f9fFdXlyiq2tvb4ZVXXoGHHnoIHnzwQbj++uu9/c0YhmFi2gp0q1hl2heomtc9LkSG9SkX74/oX2HvGF0ui5Y9VuTDioN5Xa/yeLGEOdscq0wFChZ/9HfafuCwqSJJBRi9KLCC4g+sWtHkvUooeWVpOVYZpgIRVbVVfh62MskrFoR53dGjce3atZqPsSBCxWnTpk3w5S9/GRobG8X2+BUrVsDpp58u7rN8+XIYO3asKMamTp0Kf//73+Hdd9+FZ599FgYOHAgTJ06EX/3qV/CTn/wEfvGLX0BJifsnFIZhmDhDy2ztpJdnNIYbFC1qjIHHitWFU0bA2MHVMH5Ija37q2tHTHcFGrf45JBQahfiddZtPEVQYBGDx+6Fxy3Tom0v9gQiqCihzwpbaNv3tZgWVql9gfYVqzKLSA6aMKW8Mmozp47bjmJVqDlH+5vb1YIrGzXYLlk9GrGQQurq6sR7LLBQxZoxY4Z6nzFjxsCIESNgw4YN4mN8f9xxx4miipg5cyY0NTXBO++8Y/hz2traxOflN4ZhmFyDXlXXVfjTCkx5l7xVeHB0/8QRfWwvt7W7K1CvrKn+m/YudYKyoqTIVUp9mD6r7BQr66iKTLQrX2enpUYTf6RYGRUl9CKAXhRksyew53Op45IjF1SlzYZiVaJTrKgNiGpVEI8V14VVd3c3LFy4EKZPnw7jx48Xt+3evVsoTrW1tZr7YhGFn6P7yEUVfZ4+Z+btqqmpUd+GDx/u9rAZhmFyWrFK7QtMWrQCw1V47HqsrBSrlrZ4RC0Y+azC9Fipyo+NAoVS1rfvbzFMkJcVq0OJzowqWpvksbJSXKn2kSMXUittHHislMIqyKgFxPW/LvRavf3227By5Urwm8WLFwt1jN527tzp+89kGIYJzWOVTSvQQg0iJcjruAX3kQHGCfFUAJpPBXap94m6v8rIZxUHj5UcubB9v7nHCm+jQogU14wLmC0ef6gopQzs3elLmO1MBeoKd4pa6F/l/0Sg68Jq/vz58OSTT8Lzzz8Pw4YNU28fNGiQMKU3NDRo7o9Tgfg5uo9+SpA+pvvoKS0therqas0bwzBMroGLbLPJsdIqGl2BtQK9TohPecGMV8Hg70GKVdQnAo3S18sisCvQToFCrUBqpRkVVtgGTu0VtG4Hqq1Ak9T19MiFrrSC0J55PUaKFTr0sahavXo1PPfcczB69GjN5ydNmgTFxcWwbt069TaMY8B4hWnTpomP8f2WLVugvr5evQ9OGGKxNG7cuOx/I4ZhmBiCxQJdePpk4bFKKVYWrcCwFatMq3cyeazEVGA89gQaKVZZtQItWr12UAsUG4qVviVtFqfRx6bPKkGtwAz7JCl9XY5coELSVitQ1y6tD7iwKnLa/sOJvyeeeEJkWZEnCn1P5eXl4v3cuXPhmmuuEYZ2LJYWLFggiimcCEQwngELqO9973tw2223ie9x3XXXie+NyhTDMEw+QjlA+Iq8Mov2lv6iQuCrd0rdDtuXJCfE61uW+AKeohT0RZMct5BSrOLRCiR/EipFdtpwboYTZP606TPY8PF+WDLnOM3Pc9JS0ytUZgGwqGx9YiPLKmHDvC5/XtsKTKY9djLvotQqVgOiqFjdc889wuN02mmnweDBg9W3xx57TL3P0qVL4ZxzzhHBoBjBgO29xx9/XP18YWGhaCPieyy4Lr74Yrjkkkvgxhtv9PY3YxiGiRF0UcIVIdlMLqmKhu7CS2pVFBQrsSjXpEDAgpBsV2mKlXLcqFalPFbxUqyy9bfZ9Vgt+dv78MdNn8GbOxtMdgXamQossVlY2Vtr02bDYyVHLrQaKlYOkte7wmkFOir15bAuM8rKymDZsmXizYyRI0fCX//6Vyc/mmEYJqc52NKh8bV4rVhRWwUVMbuxCH6Cx4DHqC+sqA1otKy4XGkh9ShW0fCLOfVYZdu6tOOxwvUy+5p7iolDCW2xQ8qPnZ17+ngF08Kqwm4rsFvT6rMTEqoedz5MBTIMwzA+KFZZGNeRkiJtho/f4aBeRy7QcWIBob+IyjlWZu3CqFKtKFbZnn87uwI/3Nus/n+zUoCmr4axE7egLaSM4hachIQmbAakGq21UVuYdnKs1MdWUghCkW4FMgzDMBEvrEwUDTNDeFiYtQIPWxyndqVNvBQryrHKZgGz3Oq1yrH6sD5VWJEXjcBiw2ncAmGWWq6utVFUVzNoyq/UpmLVJnmsnORYyT40XCBN56pfAOtsEC6sGIZhIgC1Uait4hZ6ta5faUNrYiJTWJkdp8W0nxwQSopVRUR+n0zQHsURdT17Fb3wWJnZc7btMS+sOh14lex6rPpV9BQse5X2oxlUKGVSrAzjFmyu4tG3AkmtwmMPKr8tHqU+wzBMjkPhitl6rMymxlrbu6PZCkxTrDpNj1MNCBU5VtFS4DIxYVgtrJl/Kozs19sTpQ9rqq7upGGhsa3+kPr/dJ70Hqtihx6rQotpVVrC/dnBniDRbHYFmrUCaYWPneOWVdug/VUIF1YRZ9RPn4Ko8ekts8I+BIbJWcWK/CpeL+lVC5aIFCJmJvvD6todc8UqIStWMUleR44bZm9JtRVyCw/bY0ZZm5pWoHKeCCpk7Sg/eL7x74R/I/SImU2rDuvTUyx+frBVqGhm97PrsSo1iFvocKlYyXsCg4JbgQzDMBHyWGWzJ9BKCYpKOGim40RjumkrUFppE7eAUK+QCysjnxVOAX7R2LPCxbAVqOZYZb78Y4FEqpXV43JwbRmgpxzbunuVQsYIKpSocHIzFWhrpY2BYjWgmgsrhmGYvCys6rJIXbdSgpojFqhp3gokxSr9ODUrbZT7VUTk9wkKLCyo8Nir7MCT+Whvz8Jkc4+V/QIFocLKbCKw53sVwOCannbgzoOtmXOsMprX03OsVG+YnVYg+fe6ulN7AlmxYhiG8Z4lS5bAlClTxOaIAQMGwOzZs8XaLZlEIiE2QfTt2xcqKytF2LF+v6mfOVa1Pk0Fkocr28LNK2gyTL/TkFqB+gwr7Uqbbjgcs12BXoEqEvq1kE3bD6Z9ftuelL/KKG6BCm4703VIbXmJpXHdic8qYTd53WAJcwflb9koCGWfIStWDMMwPrJ+/XpRNG3cuFHsKO3o6BBrtlpaUq/yFy1aBGvWrIFVq1aJ++/atQvmzJkTnGLlUStQP22HoZFexDl4hbnJ3rxgIsUKi4NDCeV+MfJYecXkkX3E+zc+PWjqryKvnrliZe/yT5ELmQurHp/VzgMWhZXN5PXyEopbSFes7By37DOkSUU2rzMMw/jA2rVrNR8/+OCDQrnatGmTWMGFK7seeOABsRP19NNPF/dZvnw5jB07VhRjtPNUpq2tTbwRTU1Njo9LXiqcbeFjVrAckFbmxD3HSjb7xyVuwUsmKYXVph0GipVSWB0/rAae37pXNfm7CdqUp1TNFjATw5UYic8sWoGqx8pmK1ATt0A5Vk4CQiXFqn9lGQQFK1YMw+QtWEghuDQewQILVawZM2ao9xkzZgyMGDECNmzYYNpexAX09DZ8+HDHx0FtOhxpp51yXk8FehXnEFSOlZHJHi/INHBGLa2oTDkGyYkjegqrj/e2pK2RoaiF44fXarx1boI2kS/1r9TkcGVUrA6aK1akQLlrBTpQrJR2oSisFMWKW4EMwzA+093dDQsXLoTp06fD+PHjxW27d++GkpISqK3tuSgRAwcOFJ8zYvHixaJAo7edO3dmkbpeDAU2lQSnpvADEWsFmq20IcOyUSsQ/UX6gqsiz8zrpDp+SSl0Nks+KyxKSTGaqBRW+hwrKrjtmte/f+po+NNVp8DFU0da3m94HzuKVZetHKtSy12B9hUrLCrpBUWQ5vX8e0QyDMMACK/V22+/DS+99FJW36e0tFS8ZQP5n7I1rltNBTZErRXoYipQ3F5cqN4H6V2af4oVMnlknZgAfGP7QZgxbqC47aO9zSI4FP1VI+p6G+ZYOfVY4f2o9WjFMOXn7WpoFcGlqL7qSSh/64yKlZRXhmA2lpPl0SWFheqx9PwOqdiIIGDFimGYvGP+/Pnw5JNPwvPPPw/Dhg1Tbx80aBC0t7dDQ0OD5v44FYif84uDNLHnRWFFrUAlqTqyipWped06n0q+KKPfhr5P3vqsth9IM64f2b9STUlH87q8+oYUKzvKjxMGVZeJv0dHVxL2NKXHQGgUK6NUU8O4hZ5jpaLKrtJG92lSBhxQrTILLfWD/HxEMgyTl+AFBouq1atXw3PPPQejR4/WfH7SpElQXFwM69atU2/DOIYdO3bAtGnTfDsuMpZ78aqaCg3M8JEnqugiExWPVWmmlTYmhZV8O/5/kBfMKDFpVE9h9dZnjeo5JH/VkQMr1WlJrEk0XiUH03VOQIVqSK2SZWUyGUh+uswrbbRTgaSy2fWG0YsLIsiJQIRbgQzD5FX7Dyf+nnjiCZFlRb4pNJ2Xl5eL93PnzoVrrrlGGNqrq6thwYIFoqgymgj0igaP1tkgxQYFS0NrjyKGNUimsfmwPVaZEtVlj1VFHvqriCP6VYgiGdXOt3c1CkM7LV8+akClJgcMvUZUkKq7Aj1WrGgycMeBw8JndbLuc1jQYYvQTvJ6Kq+sS2NcdzoVSPSvCm4iEGHFimGYvOGee+4RBvPTTjsNBg8erL499thj6n2WLl0K55xzjggGxQgGbAE+/vjjvh5XSrHyzmMlTwWSv6q6rNj2NFhorcAMq3dkxSpf/VUIKnXUDiQD+4d7qbCqEkMQFEUhRy6orUAbXiWnDKs1nwyUjej24xa60xQre1OBrFgxDMMEguw1MaOsrAyWLVsm3oLCy1R0I1P4ASXV3QtFLDjzembFKt9S1/VMGlkHz75XL4JCvzetC7bv7ylojhrYE5GA7UBc/SNHLlDcgtetwExZVgmlHYmqacbCSo1boFZg6muNTPFRawVG46ULwzBMHnPAj6lAqWCR4xyigrzPzdi8bj4VSERl72FYkGKFk4Gf7GsRrTbMQRugFBIpA7tRgrkfrUDz9HUqknqyyHrZXsKML4ZonY3dYlBfWNH5CAourBiGYUKGWnWeTgVKBUvU1tlYKVZWOVZ6JSsfU9dlJgyrEQXSvuY2eO79etVfRYVLhdIqldfaOA0IdUJqX2Cr+QLmDP4q2YOF9RQer1oM2sx40xdgrFgxDMPkGal1M9krSqREaFqBEcuwsloWrU4FmlyA5QtzvitWeC6OHVIj/v+x13eq/iqiQjk/cpaV04BQJwxX0te/aGxN+7uqC5gzRC3opwax0HZaDLJixTAMk+c0KB4oLxQloxZb1NbZmClW3d1J9QJsZyow3z1W8kJm8lcdOaDHX4VUSFlWRGoq0PvLf7/KUvF3xR+xuzFholjZM59TtxAjF9T9hjaLwbDN61xYMQzDhAgWFoeUC5+XhRUqBmTWV8NBI6RYGeVYURvQ0mNVUpBWOOQz+lR0zLDSn59myWOVmgr0XrHCScRhSjtQ77PCGAa7PkJ5dREW2qkFzAWuCiss+IKECyuGYZgQaWjtKXrwOlftQcYUXVSwpiJ1Ql1nE0WPlaSsyatqzCbHWLGyLqzQY0VUKh6rwxqPlT8BofplzJ/pfFYvbN0r3k8/sq+t75OKXOhSHyN20+KxwKPCEXPb7Pi6vIQLK4ZhmBA5qLQB8QJgZ5Tcib+E1KCorbOR97nJihVNjmHxZLaMWuux4sJqQHWZGnOA52NITc//IxWK6tcseayc7gp0ynBSrKQsK5xWXP9BT2F12jEDbH0fSl/Hx4SbY6Z/B0G3AREurBiGYUJEjULwqE0nt0FInYiLxypT6npaQGiem9flhczkr5ILUlpro50K9GdXoJVi9dZnDeIxWF1WBCcMr7X1fco0rUDn7UsqwnBPYNBwYcUwDBMiXkchoOpFxl9VsaI4hwh5rFSTvVRYfbq/JeNxykUXxQnkO2eM7VGBTh7dU2DpW4FyjhVN2Pm1vHp4XbrHitqA/3JUf9uTfRS5gIoV5Vg5iYigx9eA6uALKy73GYZhQgR3vXlZWKHxFy+aWLDgG7ZhGpVdgV4EkHqFGmQqeaxSPpx+pl8ne6zKWbESzDpuMIxaUKGZCDSfCgxesXpha0/G1leO6W/7+9D0IA40kFLlJCKiJETFih+VDMMwIeJHKjq+WseiCts+WFTRJp/aCLcCcYJxvY0LsOyxyveAULmYHj+0J89KpkKXYyVSzB1O2Ln1WO05lBARC4cSnfDPzxrFbacd7aCwktbalCr/76QVyIoVwzBMnkLGci/bdLIaRIUbrjrxy7DsRdzCtvpm2NWYELdPO8J8coxX2thHH7dAU6J+tgLrKkrE3wiVpl0NCfjHjp4F0ccOqRZGe7uQl66to1sd6nDUCiTFis3rDMMw+QUVPl626WQ1iDxcUfJXGcUtULto6hF9LcfjNStt2GNlSYUuboGm6/xsBfbq1Uvjs6L27mkO2oCafYGd8lSg/WMeqihnRw9MJdEHBZf7DMMwIZIqfLxtBSLYCiQPV5T8VbKigB4wfHv+fXsXYM6xsk9qCXNPYdWh+Kv8LKzIZ/XBnmbYfuAwvLjNWcyCUSuQ/uZO2pdLL5goCjta+RMkXFgxDMOEiB+FD7X80GelFm4R8lfp87awHfrG9gPi/7+a4QLMuwLtQ+enmQoraQKz2CePleyzeuqfuxzHLKRPBXZLa3jsF4OYC1dj4DsLAm4FMgzDRKAV6IfHCo3KKXN8SWQLK2wD4rGO6tsbRvWrsPw6TSuQCyt7ilV7lzCuU4GCniWzAFYvGF7XMxm48eOeYvlfjrYfs5DWChQBoZRjFY+ShR+VDMMwOZRjpfdYUYZVlPYE0oQX5m3hxOLf391ju11UXVasptSzx8oaOj/YaqUpUb/2BMoMUxQrwsk0oF6ZRBO8OsnoY/vSS7iwYhiGCQl8Jd6UoAXMxd5PBXZ2Q0NL9FLX9XlbLyrrTuzkHGHRuGb+qaIoc6qC5BtyqxR9VlSg+D0dOkzJsiKc5FcRmiXMijcsSlOtVnBhxTAMExINSnAnFgmowvhhXo+qYiXnbeFbppgFmRF9tRduxhhU9Sj6ANPXqaXmxKvkhuFSYSViFqrsxyzoW4FtsmLls9LmFfEo/xiGYXK4DYjtLS/VF7kV2BBRj5WcZYVM+5J1zAKTbZZVSrHyW+mr6V0sctPcxCyk7QqU4hbiolDG4ygZhmFyeCLQ64wpUiTaULHywcPlFXJIpRsfDpMZ2hd4uB0LK0WxCkD5OWFEH6GYnT1+sKuvT8UtpFqBJeyxYhiGYaygosfrVTMlykUJx+tx3B3p42FOllcUS4qV05wjxnnkAqlI8nn3izsvnAh7D7XBUS4DOkulqcCglDav4MKKYRgmJKhNV+exmlQi51j59DO8PE47MQtMtiGhXWp7LQivUm3vkqyy2dRWoBy3EBPFKh7lH8MwTA5CxnKvU9FLinouQPua24DWw0UteV32grFa5X/kQovcCoyB8lOmxi1IAaExybGKx1EyDMPkINSm83KdjawE7WlKqKqFHMgZFYbW9uQdnT1+UNiHkvPmdYxbSO3ci95jwSxuoWcqMF6KVV60Akf99CmIIp/eMivsQ2AYJhIeK6/N6z0XzvqmNuX7R89fhfz3t4+Hj/e2wESH604Y+1QoHqueHKv4FChlGo9VfJQ2JB5HyTAMk8seK4+nAkmd2q0oVl5/f6/AmAkuqoKKW0iZwOPQUitT4xa6U3ELuZpj9eKLL8K5554LQ4YMEcm5f/7znzWfx31E119/PQwePBjKy8thxowZsG3bNs19Dhw4ABdddBFUV1dDbW0tzJ07F5qbm7P/bRiGYWJEKgrB66lAbSswiv4qJvi4BTXBXPHgRZkyNW6hCzq64zUV6PgoW1pa4Pjjj4dly5YZfv62226DO++8E+6991549dVXoaKiAmbOnAmJRM8/cASLqnfeeQeeeeYZePLJJ0WxduWVV2b3mzAMw8QMNQrBp1YgTgUidRFtBTL+09soIDQWilVB2lSg34nxXuH47J599tlw0003wTe/+c20z6Fadccdd8B1110H5513HkyYMAEefvhh2LVrl6psvffee7B27Vr4P//n/8DJJ58Mp556Kvz2t7+FlStXivsxDMP4hReKu5fcPOc4uPM7J8DRLrN+7CSaI6xY5S9a83p8CpRSpRWIYtXh9q7YFISIp0f5ySefwO7du8WTEVFTUyMKqA0bNoiP8T22/yZPnqzeB+9fUFAgFC4j2traoKmpSfPGMAwThuLuJVOP6AvfOH6I53v89BOAUfVYMUG2AuNlAi9TFCtS2+Jiuvd8KhCLKmTgwIGa2/Fj+hy+HzBAm1lSVFQEdXV16n30LFmyBH75y196eagMYwpPkeYuqLjjmxF6xR1BxR2fv1DZuvDCC01f+OEbEYUXfvoLp9ceLiY+VEjJ63FKMC8pLAD0qqNi1ZzojI3ShkT/7ALA4sWLobGxUX3buXNn2IfEMEyOYUdxN3vhh/ejt+HDh0OUdvAhXitiTExbgWRej8F0Xa9evdTJQFWxysdW4KBBPSFve/bs0dyOH9Pn8H19fb3m852dnWJSkO6jp7S0VEwQym8MwzBBK+5xeeGnbwVGcQEzE3RhJcUtxECxQqiwOpToyF/FavTo0aI4WrdunUYWR6/CtGnTxMf4vqGhATZt2qTe57nnnoPu7m7xypBhGCZORPGFX3orkAurfPdYyStt4uJVKlNeIMRNsXLsscK8qQ8//FAjn7/55pvCIzVixAhYuHChmBo86qijRKH185//XEzgzJ49W9x/7Nix8LWvfQ2uuOIKYRDt6OiA+fPnC/8C3o9hGCYMZMUdpwIJ/HjixIkQJ/RTgX08XpnDxIe4rrSRFSvadxmXgtDx2X3jjTfghBNOEG/INddcI/4fR5SRa6+9FhYsWCByqaZMmSIKMYxXKCsrU7/HI488AmPGjIEzzjgDvv71r4vIhfvuu8/L34thGMZzxT0ucCuQIXor5nVsA6JqFaeWWqlSWBFxKQgdK1annXaamJ6xMpzdeOON4s0MVLdWrFjh9EczDMNkRbaKe1yQL0C4zJZe+TP5R0VJ6m/fqATSxmEqECmXIhfitNImL5YwMwzDkOL+1a9+Vf0YFXfk0ksvhQcffFAo7ph1hYo7ekFRTdcr7nFTrDjDKr/BIgozoRId3dDQqpjAY1KglOleEMSlIOTCimGYvMELxT0OyHELtZxhlfdUlBRBoqNdXfodl5ZaWVorMB4FYTzOLsMwDGObEmnJLitWDBnYSbGKi/JTltYKjMdxx+MoGYZhGNuUFKZe6fOeQIYKK/JYxUX5KSsqNH3BEGW4sGIYhskxNB4rbgXmPZRlpXqsYqJYleo9VqxYMQzDMGEgKxK8zoahyIUuJRAqLnlQZfpWYEyOmwsrhmGYHFasOMOKqVRagURxTJSf8pjmWMXjKBmGYRh3hRUrVnlPhdIKJIqLYhq3UBCP4+bCimEYJseQFYk+7LHKe6gVGDevUllaKzAexx2Po2QYhmFsU1DQS/VZcSuQSWsFxsSrVMY5VgzDMExUGNant1jGPKxPediHwkQkbiF2ilVRPKcCOXmdYRgmB1l55VQ4lOjkHCtGjVsginVLuqNKqa4VGBfFigsrhmGYHGRgdRkMrA77KJgoeqziuCuwsKCXWDkVB+JRtjIMwzAM400rsDB+cQtFMSkGkXicXYZhGIZh8ta8XhyTYhCJz5EyDMMwDJN9jlVh/OIWimJSDCLxOLsMwzAMw3jUCoyfYlUUk4lAJD5HyjAMwzBM1oVVbBSrIrkVGI9iEInH2WUYhmEYxhWVaVOB8bj0l3ErkGEYhmGYqNFb57GKS5FSVlIYu2IQic+RMgzDMAzjGGz9yYu549gKLIpJMYjE4+wyDMMwDONJ5EJc/ErFhb2A4qvYvM4wDMMwTCQjF+ISENqrVy91MjAuxSASj7PLMAzDMIxrKiQDe5yKlDK1sIpPuRKfI2UYhmEYJuvIhTgZwcsUbxh7rBiGYRiGiVxhhZ6lghjt3StjxYphGIZhmKhRWRq/AkUurHgJM8MwDMMwkaG34rGKX2FVECvDPRKfI2UYhmEYJqu4hTh5lRCeCmQYhmEYJrJxC/FtBRZAXIjPkTIMwzAMk10rMEZeJW0rMD7HzYUVwzCMjmXLlsGoUaOgrKwMTj75ZHjttdfCPiSG8agVGK/Lfpmy1iZOERHxOVKGYZgAeOyxx+Caa66BG264ATZv3gzHH388zJw5E+rr68M+NIbJOm4hTl4lpJRagTE6bi6sGIZhJG6//Xa44oor4PLLL4dx48bBvffeC71794bf//73hvdva2uDpqYmzRvDRI24xi2Uc44VwzBMfGlvb4dNmzbBjBkz1NsKCgrExxs2bDD8miVLlkBNTY36Nnz48ACPmGHsMbJvhXg/pLYc4sSIup7jHVJbBnEhlXHPMAyT5+zbtw+6urpg4MCBmtvx4/fff9/waxYvXixahwQqVlxcMVFj7OBqeHLBqTC8rjfEiYunjoQJw2vhuKE1EBe4sGIYhsmC0tJS8cYwUWd8jIoTAs32J47oA3GCW4EMwzAK/fr1g8LCQtizZ4/mdvx40KBBoR0XwzDxgQsrhmEYhZKSEpg0aRKsW7dOva27u1t8PG3atFCPjWGYeMCtQIZhGAn0S1166aUwefJkOOmkk+COO+6AlpYWMSXIMAyTCS6sGIZhJC644ALYu3cvXH/99bB7926YOHEirF27Ns3QzjAMYwQXVgzDMDrmz58v3hiGYZzCHiuGYRiGYRiP4MKKYRiGYRjGI7iwYhiGYRiGiXthxdvjGYZhGIbJNUIprHh7PMMwDMMwuUhR2NvjEdwe/9RTT4nt8T/96U8Nt8fjG9HY2Cje290i3912GKKIneOP4rHH+bzH9Zznw+NFvm8ymYS4Qsfu5PdmGCb62H5+SgZMW1tbsrCwMLl69WrN7ZdccknyG9/4huHX3HDDDfhb8Bu/8VuevO3cuTMZV/DYwz5//MZv/AahPT8VxXF7PK6YOHDgAPTt2xd69eoFQUFb63fu3AnV1dUQJ+J67HE9boSP3Tn4SvDQoUMwZMgQiCt47HjeqqqqMj4/xfkxEkf4fAdHUw6ea7vPT0Vx3R5fW1sb2vHggySuD5S4HntcjxvhY3dGTU0NxJmCggIYNmxY3jxG4gif7+CozrFzbef5KXDzOm+PZxiGYRgmVwm8sOLt8QzDMAzD5CqhtALjuj0e25EYEaFvS8aBuB57XI8b4WNnMsHnOVj4fAdHaR6f617oYA/jB991113wX//1X+r2+DvvvFMEhTIMwzAMw8SV0AorhmEYhmGYXIN3BTIMwzAMw3gEF1YMwzAMwzAewYUVwzAMwzCMR3Bh5ZD77rtPpMliCCBOM5rdxkSDF154QaRfNzQ0hH0oOcsvfvELMYBCXHbZZTB79uxQj4lhGCY0knnGpZdemjzvvPNcfW1jY2OyuLg4+dvf/ja5a9euZEtLi+FtfvH8889b7i867bTTklE953h8S5Ys0dyO+yL9fgjibsovvvgi2d3dbev+X/nKV5JXX3112u3Lly9P1tTUJONGfX198t///d+Tw4cPT5aUlCQHDhyYPOuss5IvvfSSZz/j0KFDyX379qkfNzQ0JA8ePOjZ989l7rrrruTIkSOTpaWlyZNOOin56quvhn1Isefmm29OTp48OVlZWZns37+/eL5///33NfdpbW1N/uAHP0jW1dUlKyoqknPmzEnu3r07tGPOFfA5HgA0z6H5eK5ZsXLAjh07oKOjA2bNmgWDBw+G3r17G97mF6eccgp88cUXaW+/+93vhCrzgx/8wNX3bW9vB78pKyuDW2+9FQ4ePAhBB9Jion+QOyWjxPnnnw//+Mc/4KGHHoIPPvgA/vKXv8Bpp50G+/fv9+xnVFZWir2d8sqHMFdOxYXHHntMZPph1s/mzZvh+OOPh5kzZ0J9fX3YhxZr1q9fD/PmzYONGzfCM888I56fzzrrLJGVSCxatAjWrFkDq1atEvfftWsXzJkzJ9Tjjjuvv/66uBZNmDBBc3tenutknmGmWBkpErKigp/XK0RGt/3yl78UlXkikdB8L/yZF198see/z7vvvpusqqpK/ud//qd62wsvvJCcMmWKUCgGDRqU/MlPfpLs6OjQqDLz5s0Tryr69u2rKl2Zvi6bc37OOeckx4wZk/zxj39seH5R8bjwwguTQ4YMSZaXlyfHjx+fXLFiheb74HHPnz9fHHdtbW1ywIAByfvuuy/Z3NycvOyyy8Qr1C996UvJv/71r2kqn10FxY5ihd8Tz1Pv3r3Fbaecckry008/Ve979913J4844gihZB599NHJhx9+WPO98HjwPl/72teSZWVlydGjRydXrVqlfv6TTz4R93n00UeT06ZNE2rGscceK/4+TsDfGb+P1df9+te/Fucaf5dhw4Ylr7rqKqFA6X/vtWvXir8fvuKcOXOmUGeJG264IXn88cd7ogrnE6hQ4b9DoqurSzz+9couk71qi/8O1q9fryqq+G9T/jf33nvvifts2LAhxCONL/iccdRRRyWfeeYZzXNovp5rVqxscsEFF8Czzz4r/v+1114TStG3vvWttNv+4z/+A7q6uoQyQOAr0Keeegq+//3ve3pM6Bs677zzhALxq1/9Stz2+eefw9e//nWYMmUKvPXWW3DPPffAAw88ADfddJPma1HBQDXn5Zdfhnvvvdf217kF90PefPPN8Nvf/hY+++yztM8nEgmx6gjP09tvvw1XXnklfO973xPnVX/cuG8Sb1+wYAFcddVV4u+Aah6+6sdXpvh1hw8fBj/o7OwU/qGvfOUr8M9//hM2bNggjpUUsdWrV8PVV18tHgf4e/zbv/2b2Cjw/PPPa77Pz3/+c6Em4bm+6KKL4MILL4T33ntPc58f//jH4vug4oTrns4991xHShMqSfj25z//Gdra2gzvg75ADOd95513xLl97rnn4Nprr9XcB8/lf//3f8P//b//F1588UWh0v7oRz9ycNYYI5V406ZNMGPGDM3fAj/GxxTjHY2NjeJ9XV2deI/nHVUs+dyPGTMGRowYwefeJagQYtdGPqd5fa6TeYZbxQr5xz/+IT5GRcHqNnzVf/bZZ2tUAVQw7Pp87ICvbvFnjB07NtnU1KTe/rOf/Sx5zDHHaH7WsmXLhJqDX4PgK4oTTjhB8/3sfJ0X53zq1KnJ73//+7Y8VrNmzUr+x3/8h/oxHvepp56qftzZ2SkUlO9973vqbeinkl8Nea1Y7d+/31IFQvXqiiuu0Nz2rW99K/n1r39d/Ri/Hn1PMieffLJ43MiK1S233KJ+HpVDVJRuvfXWpBP++Mc/Jvv06SOUMTy2xYsXJ9966y3T++MrS1Qx5d8bj+XDDz/UPC7Qq0WwYuWczz//XJzXV155RXM7KrqoZDHegM9d+Dwyffp09bZHHnlEqPJ6UIW+9tprAz7C+IPKOqre6KXSP4c+kqfnmhUrH7jiiivg73//u1CBkAcffFBMSnnp8/nZz34mKv4nnngCqqqq1NtR9UB1Q/5Z06dPh+bmZo1ShOqQjN2vyxb0WaEyoldnUOVD1e24444TryxRaXn66aeFOiIj9+9RBUNvD34NMXDgQPHeL58KHhv+LdELgwrSb37zG6FUEvh74XmTwY/1v69+4Th+bHWfoqIisVtTf59MoCqGngZUUL/2ta+JKckTTzxRPCYRVFzPOOMMGDp0qHgcodqHqpis+KFv8Etf+pL6MXoJ2QfExEVJQeV45cqVYR9KTrJz506h0D/yyCPCR8v0wIWVJMPrt/ughOmGE044QRhRH374YSGFYpsFL8ZegU8S2JrB90cddZSr71FRUQFh8OUvf1kUJYsXL9bcjnsjsUj5yU9+Itpmb775prif3lhfXFys+RgLQfk2Kgy7u7tdHV91dbXaOtC3XdGUjSxfvlwUtdh+RAPy0UcfLYyyUQWf8M4880zRfnzllVfEYxEN059++imcc845olj905/+JB6ry5YtE18jn3ejc86bsLID29n4wmDPnj2a2/FjHLZgsmf+/Pnw5JNPiueTYcOGqbfj+cXHtz6Chc+9c/A5A19k4Ys1fPGHb+vXrxf2Avx/fKGbj+eaCyuF/v37w6FDhzSTI3hxd8u//uu/ClUAL8LYX8acKy/AY5o7dy7ccsstovDQM3bsWHHRly986KNCNUJ+cvHq69yAx45TInKPHX8W+sUuvvhiUZQeccQRYootaI455hjh1dKDt2EBJRfPWBxioTJ+/HhYsWKFeh7xd5HBj8eNG6e5TV+I4cf4tWb3QW8XPonp7+MGPBZ8nOP3wwL017/+NUydOlX8fqhuMf6D/kZUjdetW6fehn8L/FivZjLOwOcwLKrQ74iewdGjR2s+j+cdXyzI537r1q1CHedz7wxUu7ds2SKuS/Q2efJk4Rul/8/Hc10EeQgqEvqiCS822PLAFtsPf/hDePXVV9V2iRu++93vCoPv/fffL5QrL9i3b58wTqNZHQuQ3bt3az6Pr4AxcgFDStHYjU8u+CBGdQLHulGVM8Pt17kBW3f4Dw9f1RCovP3xj38UhUqfPn3g9ttvF69q9AWJ36AZ/q677hKPASyOS0tLhaH+0UcfFcXgJ598IgJhv/GNb8CQIUPEedq2bRtccsklquH829/+tii8sKDGr3n88cfVIQcCR4/xSefUU08VMjqa8XFYQAbVIzwvWEwtXbpURFU4GYDAlh4a+/FrUJXCIvmNN96A2267TRSxRx55pFBlcaAA25o0yMAEA/7buvTSS8Xj4KSTThL//rDgxWEHJrv2H77QIZsEPU+i4lxeXi7e44tTPP/Y2keVGp/38EKPLzAY++D5xReW+m5I37591dvz8lwn8wwKq9S/zZ07V5ipjzzySDHuj/EAOMrvxrxOoKnaKHrBLQ8++KBlQCgGDdqNWzAyaPsZt6A3M+P5wp9D5xdN4XgfNMtjjMJ1112XvOSSSzRfZ3Tc+DsvXbpUcxt+T/xbujGvI6+99lryzDPPFOGCaFhHYzl9Pwy2mz17dnLw4MHi+PHnX3/99RqDv524BTSA48/AKIVRo0YlH3vsMc25wftg3AQamfHnjBs3Lvncc88lnYCPu5/+9KfJE088UfweGKmAAwp4bg8fPizuc/vtt4vfBR/zGKOAxyqfLztDHWxedw8GC48YMUL8jfFvvXHjxrAPKfaYPT/iY1kfWomDHfjv4pvf/KYYfGGy5yu65+l8PNe98D9hF3e5LJMee+yxGmWGYdCjhG0Ks7Uv6H3C9gXGLMirYqIKtkT/53/+B1566aWwD4VhGCZ08rIV6DfYssHpK3y7++67wz4chvEFfE328ccfC/8Etj4ZhmEYLqx8AS8yWFxhtACaoRkmV72K6IHDUFn0JjIMwzAA3ApkGIZhGIbxCI5bYBiGYRiG8QgurBiGYRiGYTyCCyuGYRiGYRiP4MKKYRiGYRjGI7iwYhiGYRiG8QgurBiGYRiGYTyCCyuGYRiGYRiP4MKKYRiGYRgGvOH/Ax1BYUf3/+EtAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes= plt.subplot_mosaic([['ax1','ax3' ],['ax2','ax3']],figsize=(7,4))\n", + "\n", + "someaxes['ax1'].scatter(x1,y1)\n", + "someaxes['ax2'].bar(x2,y2)\n", + "someaxes['ax3'].plot(x1,y1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c36cd785", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 fast 2 furious')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes= plt.subplot_mosaic([['ax1','ax3' ],['ax2','ax3']],figsize=(7,4))\n", + "\n", + "someaxes['ax1'].scatter(x1,y1)\n", + "someaxes['ax2'].bar(x2,y2)\n", + "someaxes['ax3'].plot(x1,y1)\n", + "someaxes['ax1'].set_xlabel('A Big Label',fontsize=18)\n", + "someaxes['ax2'].set_xlabel('Another Label',fontsize=18)\n", + "someaxes['ax3'].set_xlabel('Label 2: 2 fast 2 furious', fontsize=18)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "062c15bb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes= plt.subplot_mosaic([['ax1','ax3' ],['ax2','ax3']],figsize=(7,4))\n", + "\n", + "someaxes['ax1'].scatter(x1,y1)\n", + "someaxes['ax2'].bar(x2,y2)\n", + "someaxes['ax3'].plot(x1,y1)\n", + "someaxes['ax1'].set_xlabel('A Big Label',fontsize=18)\n", + "someaxes['ax2'].set_xlabel('Another Label',fontsize=18)\n", + "someaxes['ax3'].set_xlabel('Label 2: 2 fast 2 furious', fontsize=18)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5a90735c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 fast 2 furious')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes= plt.subplot_mosaic([['ax1','ax3' ],['ax2','ax3']],figsize=(7,4), layout='constrained')\n", + "\n", + "someaxes['ax1'].scatter(x1,y1)\n", + "someaxes['ax2'].bar(x2,y2)\n", + "someaxes['ax3'].plot(x1,y1)\n", + "someaxes['ax1'].set_xlabel('A Big Label',fontsize=18)\n", + "someaxes['ax2'].set_xlabel('Another Label',fontsize=18)\n", + "someaxes['ax3'].set_xlabel('Label 2: 2 fast 2 furious', fontsize=18)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "6fd73e5c", + "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": [ + "# first make our sample data\n", + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "\n", + "# define our figure and axes (just one this time)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "\n", + "# now call both bar and plot elements to the same axes (ax)\n", + "ax.bar(x, y1,\n", + "color = \"indigo\")\n", + "ax.plot(x, y2,\n", + "color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8e4a1de2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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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='red')\n", + "\n", + "ax.errorbar(x,y2,yerr = y2_sd, fmt ='none' )" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "7f876d7c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "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='red')\n", + "\n", + "ax.errorbar(x,y2,yerr = y2_sd, fmt ='none', ecolor='indigo',elinewidth=4, capsize =6, capthick =4, errorevery=2 )" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "73ac7d2c", + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image # to open images\n", + "import requests # to get images from URLs\n", + "from io import BytesIO # to store images" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e8aaa9df", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Define the URL and headers\n", + "url = 'https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png'\n", + "headers = {'User-Agent': 'Mozilla/5.0'} # Pretends to be a web browser\n", + "\n", + "# Get the image from the internet\n", + "response = requests.get(url, headers=headers)\n", + "image_file = BytesIO(response.content) # Store image in memory\n", + "image = Image.open(image_file) # Open as a PIL Image object\n", + "\n", + "# Display the image in your notebook or VS Code\n", + "image.show()\n", + "image" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "e1eef1ce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(219.5), np.float64(425.5), np.float64(-0.5))" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "\n", + "\n", + "\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35])\n", + "\n", + "ax_image.imshow(image)\n", + "ax_image.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ed4d6409", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(219.5), np.float64(425.5), np.float64(-0.5))" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "\n", + "\n", + "\n", + "ax_image = fig.add_axes([0.5, 0.5, 0.5, 0.35])\n", + "\n", + "ax_image.imshow(image)\n", + "ax_image.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "07061db7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/participation/Session5_29_Jan.ipynb b/02_activities/assignments/participation/Session5_29_Jan.ipynb new file mode 100644 index 000000000..47df784e3 --- /dev/null +++ b/02_activities/assignments/participation/Session5_29_Jan.ipynb @@ -0,0 +1,2324 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "e5c249ca", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7aea7552", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + ".. ... ... ... ... ... ... ...\n", + "239 29.03 5.92 Male No Sat Dinner 3\n", + "240 27.18 2.00 Female Yes Sat Dinner 2\n", + "241 22.67 2.00 Male Yes Sat Dinner 2\n", + "242 17.82 1.75 Male No Sat Dinner 2\n", + "243 18.78 3.00 Female No Thur Dinner 2\n", + "\n", + "[244 rows x 7 columns]\n" + ] + } + ], + "source": [ + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "acd3cc0e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(data=tips, \n", + " x='total_bill', \n", + " y='tip') " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "acbcc3b2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('whitegrid')\n", + "sns.lineplot(data=tips, \n", + " x='total_bill', \n", + " y='tip')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "019d762a", + "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": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('ticks')\n", + "tipgraph = sns.lineplot(data=tips,\n", + " x='total_bill',\n", + " y='tip')\n", + "\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "85234adb", + "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": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.subplots(figsize=(10, 3))\n", + "\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": 8, + "id": "0c7cd968", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 25.0, 'Total Bill ($)'),\n", + " Text(25.000000000000007, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph = sns.scatterplot(data=tips, x='total_bill',\n", + " y='tip', style = 'time', hue =\n", + " 'day', palette = ['purple',\n", + " 'hotpink', 'deepskyblue',\n", + " 'yellowgreen'])\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7fbf0750", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(\n", + " data = tips,\n", + " hue = 'day')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "caa344fb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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89vntUu/DpcRO7V1V4Nswzz0LxJNf35IOuVGKjG3vqgAg+MR3kE54RNq6VPr5BSkkRBp+npTayz3jEQAAP0MAArSVTb96HyvPl5yl7VmNfZRt9T7mqtk+2wYA0PbiM9yPbvu7PzYhCAAAfooABGgrcR123jwuPLI9q7GPzvt6H0vuzppzAPAFgg8AQACgBwjQVkxTzqgkz2P9T2B68J5K6CR1O8Dz2JF3SfGZ7V0RAAAAgABAAAK0lYRs6dwZUmRC0+OZg6XDb5ci6FOxR+LSpZMfl/a7Yvtsj/S+0rlvuhvyAQAAAEAgL4GZNGmSUlJSdPfdd/u6FNhAVY1L5c4aRUWEKcoRtlufW+qsUU2tS/FRDoWGSEUV1QoLDbE+brbMJXuYdNF37n4gxRvc4UdSF3fjuL2sI5AUlld5/hntqYQs6eAbpJGTJFe15IhhRg0AIOiUOWtUXeNSXFS4wsO4rwkAtghA3n//fX311Vc66aSTfF0KApyzulZr88v19Ler9EtukbqnxWnyAT3ULS1WcZE7/+ewtcSphRuK9OQ3KxURHqqrDuujH1bl690FuVZ4MXG/7hreNUkZ8VFNQxATeJhHI5WN6liUW6SeaXGa9EcdsbuoI5DkFVbos982a8a89QoPC9F5Y7ppZPcUdUho9DPaU2EOKbFja5QJAEBAKSiv0tK8Ek37eoW2lDo1vne6Tt+3szonxyjU3J0BAHjk939pFRYW6t5779WgQYN8XQoCXF1dneauKdD5T/+gGleddWzRhmIrwPjPGUN11KBMRYR7noWxrcypO97/VW/Nz7VmfTx9wb66+MWftL6gouE5c1bl68C+6brv1MFKbxyCeKpjdb7Of+ZH1Taq452FuXrozGE6Yp8OXusItPDjnCfnaOXWsoZjP64u0KjuKXrorGGtE4IAABBkiiuq9eTXq/TIl8sbjpnriGdnrdGMi8aqbybNwAHAG7+fK3fPPffohBNOUK9evXxdCgLcpuJKXf3agobwo7F/vPmLNpc4vX7uuvxyK/wwDu6Xoc+WbG4SftT7cukW/b6pdJd1XPXagobwo15dnfSPGQu1ZSd1BAqXq05vz89tEn40DooWriv0SV0AAAQ6c53QOPxovET3lncWqaiC7eABICADkFmzZmnu3Lm6+OKLd/ncqqoqlZaWNnkAjRWUV2tjcaXHsYrqWuUVeh4zZv4Rfhjjeqfr48UbvT73pTlrVOtyeR3fVlblNWwpq6r1WmMgMTNmXpu7zuv4C3PWqqK6pl1rArD7OLcC/ue7FVu9js1ama+i8up2rQcAAonfLoFxOp26+eabddNNNykqatdT5adNm6apU6e2S22wpzrVeR9rNBQSYp67s9fZ+fgu69ibT/YjZqnPTsfqWKMM+DvOrYD/2dV1gk0uIwAguGaAmAuugQMHaty4cS16/uTJkzVv3ryGh2maCjSWHONQRnykx7EoR6iyk6K9fu7xQ7Mb3v9u+VYdPsC9i4snZ43sovBQ7/+0UmIjlB7nuY5oR5gyEwO/N0ZKbKROzenkdfzsUV0VHRH4fU4Au+PcCvif/Xqleh0b1T1ZidGttOMaANhQqD/v/PK///1Pw4YNsx7vvvuu9TDvexIREaG4uLgmD6Ax03Tz/tOGWNux7uj2EwZ6DSWMrikxOmZQlvX+/5ZstgKQLA9Bxf690nbZfKxDfJTuPW2w1Ux1R3ecNNBrSBNIzM/45OGd1CUlptlYTtdkDeuS5JO6AOwezq2A/zGN1v8yrnuz4zERYbrl+IFKionwSV0AEAhC6nY2T92HNmzYoJqa7T0C7r//fuvtlClT1LVr111+vlmnnJOTY92x4oINjXt9rN1Wbm0bt2iD2QY3Vhcd2Es902MVH+XYZdOxn9YW6ImvV1qzF6Yc3teaDfLuwlxFhYdp4v7dNbp7ijJasLtJRVWN1uSXa9pXK7Q4t1g90mN18YG9rHp2VUcgyS2s0IeLNurNn9YrPNS9Da4JiTrYYJYLEIw4twL+oaDMae388tjXK7S1pEr7907VhNHd1DklxuONHgCAnwcgO/rHP/5hvb377rtb9Hwu0rAzldW1KnPWWEtOYiLDd3v7uRqXSwlRDoWEhFjd1sNCQpS4B3dcTCPQcmftHtURKMyvmMLyaqt3CnelgMDGuRXwLyWV1aqqcSk+KlwR4SwtBYBdsedfXMAuRDnCrMeeSNhhba3pd7Gnoh3h1sPOTEiUHEvwAQBAa7PTrFEAaA8B85dXS2d+AAAAAAAABEwTVAAAAAAAgNZCAAIAAAAAAGyPAAQAAAAAANgeAQgAAAAAALA9AhAAAAAAAGB7BCAAAAAAAMD2CEAAAAAAAIDtEYAAAAAAAADbIwABAAAAAAC2RwACAAAAAABsL9zXBQB+qWyb5KqWopOk8ChfVwMAANpRXV2dtpVVqa5OSo5xKDyMe4YAYAcEIEBjJZuklV9Ks6ZKlUVSr8OkMRdLyd2k0DBfVwcAwO6prpDK893vm1A/ItbXFfm9jUUV+nDRRr04Z62qa106fki2zti3szolx/i6NADAXiIAAeqVbpHev1r67d3tx+Y+KS18RfrL51J6X19WBwDA7ilYLX19v/TL61KdS+p/gnTQtVJKDykkxNfV+aWNRZX607NztTi3uOHYw58v12tz12nGRWMJQQAgwDGfD6hXuLZp+FGvqlT69GbJWeKLqgAA2LNz2tNHSD8/L9VUSrVV0qLXpScPkQrX+Lo6vzVvTX6T8KPepmKnXv5hnWpqXT6pCwDQOghAgHpLPIQf9ZZ97F4SAwCAv3O5pF/fkUo2Nh+rKJDmTpdqq31RmV+rqK7Ra3PXex2fOX+D8suq2rUmAEDrIgBB0KmqrdX6/HJ9tChPL81Zo0UbilRUXiWFR3j/JPp/AAAChZmxuGSm9/Gl70sVhe1ZUUAIVYgcYd6XBjnCQhXC0iEACGj0AEFQqaqp1ZxV+frzs3PlrNk+jfXgvul6/MjjFP7VPZ4/cZ9TpJiU9isUAIA9FRYuRSZ4H4+Mdz8HTUQ6wnTu6K7635LNHsfPGtlZqbE7uVkCAPB7zABB0DU3u3D6j03CD+PzpVs0Nz9adWMuaf5J8ZnSgf+QHDQ+AwAEALPTy2gP57N6Yy6VopPbs6KAsU92gg7pl9HseL/MeB03JFuhocwAAYBARvyPoDJr5TZV19Z5HPvzays0+4q/Ka7fcdLs/0oV+VL/46W+R0lJndu9VgAA9ljWIGnYBHcT1Mb6Hit1289XVfm99Pgo3X3KYC3OLdKz36+xls2ePqKzRnVPVWZilK/LAwDsJQIQBJX1BRVex0qdNcqvi1dc1zFSx+HuBnHmLhrrfQEAgSY2XTr0VmnEhdIvb0iuGmnQqVJydyku3dfV+bX0+Egd2DdDo3qkWP1kYyO5XAYAu+A3OoLKqO4petjLWM/0WEU7/mh2Gh7pfgAAEKhiU90PE+pjt0U7uEwGALuhBwiCSq8O8eqRFutx7PpjBlh3fXaqtsa9raB5sIUgAAD2V7ZVKs6VnKW+rgQAsJeIthFUMhOi9O6FfbSloEjrCqv12E+lWr2tUjce21/7dt1FQ7iiddK8Z6X5L0mqkwafKY2YKCV1aa/yAQBAeyndIq36UvrmQalss9R5tHTgtVJqL8lBPxAACEQEIAgeFYXSmu8U++lNit22XN1iUjV2zN9UPeh0RSVl7fxzi9ZL04+VClZvP/btg9Ivr0sTP6RJKgAAdlJRIH12m/Tzc9uP/fae9PtH0gUfSF1G+bI6AMAeYgkMgoOrVlr6gfTK2dK25e5j5dsU9tlNivr8FveFjjd1de6LnsbhR+NZIYvelNUlDQAA2INZ6to4/Khnmsm+f6VUtsUXVQEA9hIBCILnQuaT6z2PLXxl5xcylYXSwte8jy96fecBCgAACCxrZ3sf27RYqixuz2oAAK2EAATBwYQY5fnex7cs9T4WErbzHWHMWAj/lAAAsI1d9fjgvA8AAYnf3ggOYRE7H49K3MlYgjTqr97HR06WYnbRQBUAAASOzqO8hxw9DpKiU9q7IgBAKyAAQXCISZO6jPE8FpkgpfTY9YVQz0OaH+92gNT9gNapEQAA+Ie4DOmYB5ofj0mVjr5Xit7JjRMAgN9iFxgEBzND44Sp7p1cSvKaLl856xUpLnPnnx+fKZ34X2nTImnuM+5tcHMukDIHuccAAIB9RMRJA0+VOu0r/fi0VLxe6nWY1PdIKamLr6sDAOwhAhAEj9Re0p//J+UukNbOktJ6Sz3GS/EdpbAW/FOI7+B+mBkfZmeY8F0sqwEAAIHLLIE1NzqOud+9+8vO+oEBAAICAQiCS2In96P/MXv+GmGO1qwIAAD4s9Aw9wMAEPAIQIC9VbZNqqmUwqOk2FTrUK2rTltLnXLV1Skx2qGYiJb/U3PW1KqgrMq0mFdKrEMR4S276CqprFaps0ZhoSFKj4tUSEjIHn9LAAA0qC6XKgqt85Ji092zJmurpbKt7iWhpiHornZN8bEtJZWqcdUpNiJcCdHcyChz1qi4slqhISFKi4u0rh0AIBgQgAB7ymyru/5H6fN/StuWS2l9pINvVGn6EE3/qVDPz16jMmetDuybrisP7aOuqTEKD9t53+G1+eV6/OsVendBnsy1yCnDO2nift3UMTnG6+c4q2u1Ykup7v94qWavyldKbIQmHdBDRw7MVEa8f1+QAgD8mMslFaySvn5AWvqee0e10ZdI+5zo7oe14EWptkYacKK0/xVSSnf5m60lTn2xdLMe/XKFNhVXamjnJF1zZD/17hC3Wzcn7KKm1qXV28r17//9ri+XblFsZJjOG91Vp+R0VmYi1wwA7C+krs40M7Cf0tJS5eTkaN68eYqLi/N1ObCb6kpp7lPSx9c1Gyo95B5dvWKIPv4tv+FYtCNM71y6n3p3iPf6kuvyy3XSo99pa6mZ/bFdp+RovTppjDomR3v8vPlrC3TqY7OsO1uNHdo/Q/ecMlipcaxZBtA6OLcGmfyV0uMHSpVF24+d/rz06U3uYGTH3VH+8rmU3E3+orC8Sne+v0SvzVvf5LiZIPnchSM1rne6gs3yzSU67uHvVFFd2+S4CYamTchRhwRCEAD2xja4wJ4o3SR9dpvHobhvbtOl+zb9w8BcaDz46e/WlFNvd2Ren7uuWfhhrC+o0Ge/bZKnrDK/zKkbZy5uFn4Y/1uyWXlFlbvxTQEA0Cjo//7hpuFH5mApf0Xz8MMo3+beLcUsjfETW0qczcIPw5xOb3h7kTaXBNc5stRZrfs+/r1Z+GHMX1eo3zeV+KQuAGhPBCDAnijb4u774UlVmVJU3Ozw579tVnGF5wvDwopqfbBoo9cvN3N+rkoqm4cn5tgvGxpdnO7gm2Vbmh+srpAK1khLP5QWvy1tWyFVNq8XABDEKgqk395veqzzSGnF594/Z8k7UsX22Y++tnC99/Pjmm3lXs/JdlVSUaMvftvsdfzdBbntWg8A+ELwLX4EWsMudoJxhTT/pxUdEWZNu/UkPDTEWibjTUxEmPWcZmWEhlgP03TVk7ioHep0lkpL35dmXirV/jHbxBS13xXSmMsamrgCAIJcaKjk2KH/lDlvODwvx7RExEgh/rNbiulvsTPh5nsMIqY5elREqKoqXB7HE3a8ZgAAGwqu3/xAazFd8OM6eB5L7KRlZc0vEM8e2cVrP46kmAir2ak3F+7XXTGRzUOV5JgIHTUw0+PnmFxj/15pTQ8WrpHenLQ9/KifC/ztv6R1s71+fQBAkIlJl/b9U9Njv3/sbnjqzcjJUuwO5x0fGpCdKEeY5zsPY3qkKDk2uP7gT41zWNci3pw8vGO71gMAvkAAAuyJ+Czp9Oek8B0CDUe0So57Und+U9DkcN/MOE0Y3VWOnewCY8KKcTsGFpKOGZSlgR0TPX5ObGS4/n5kP2V76Nx++wkDlRHfqL7aWunHp7x/T1/f597ZBgAAMzti4KlSxxFN+1+ZpTH7nNT8+d3GSX2OkD8x58AHTh/abPZlamyE7jhpkBKjIxRMHGFhOn9MN/Xp0LyB8SUH9lJ20k5m9wCATbALDLCnaqql4nXS4plS7k/ui8QBx6skKkur8yv1yo/rrA70Jw7tqEGdEpWZGO3eLrAkV9r4i1SSJ2UNlZK6SHEZ1kuahmzLN5fqtR/XWUtbzty3i7qnxyptFzu55BZW6MdV+fpo8UZlJUXpjBGdrQuZ+MbTWavLpVfOlVZ85vlFzIyWSV9JCVmt+mMCYB+cW4OQOVdtXCwteElyxEo550vxmVLRBumnZ6WaKmnYOVLGACney8xIHyqvqrHOkTPmrdeqbeU6qG+6dcNhZ9vL293GogqrP8rM+RusGahn7ttZnVNirPcBwO4IQIDW4HK575Y1O1yn0PreHSb8WP+j9OIpVqPUBiY4MbNJErdPPa3/Z2nW6+5eGY2+3o7Ma373b+l/t3ge73OUdMoTUqT3rXoBBDfOrUHMy3nOOrfs5rnKV3Z6jgxC/DwABCOWwACtwUsjtSYXFsW5zcMPY8Nc6cu7paqKhkMm+Njd8KPZ19uReT0zbTkywcNYqHTQdYQfAADPvDUMDZDww+CP/ab4eQAIRgQg8C0zddYEA2YqrdPm+89vXNA8/Ki38BX31rptLbGLNPFD99KbesndpXPfklJ7tf3XBwAAAAAfYRtc+I4JPWY/Kv38vLs/Re/DpYNvcv8hHmbD/zVN0OON2ZWl8c4sbXkHL3OgdO4MdyM7V60UneRezw0AAAAANmbDvzIRMGHA8ydKW3/ffuy396UVn0uTvpbS+7R7SVU1LqsJaXFFtaIdYUqOjWjdhmDZw7yPJWRLEe3YkM1sU+hHWxUCAAAAQFsjAIFvrJ/bNPyoV10hfXWvdNx/pMjYditnW6lTz81ao2lfr1Bltcs6NrZnqu45ZbDVGb1VJHdzLz3Jm9987NBb3VvrAgAAAADaBD1A4JtO8r+87n18+SeSs6jdyqmpden1eev1n8+WNYQfxvcrtumCZ37U5uLK1vlCZqvbM1+Shpwjhf2xPa0JPU5+Qup9WEA1kgMAAACAQMMMELQ/84d+dLL3cbMTidmVpJ1sLnHq0S+XexxbsaVUawvKlZEQ1TpfzGx1e+z90oHXuHt+RMS6QxDCDwAAAABoU8wAQfszf+znTPQ+vu9fpNiMdiunvKpGxRU1XseXbSpt3S/oiJGSu0ppvd29Pwg/AAAAAKDNEYDAN0w/jP2van68477S4DPcu5W0k6jwMEWGe/96rdYDBAAAAADgMyyBgW/EJEv7XS4NPEla8JrkLJYGniKl9233LVnT4iN15sjOevb7Nc3H4iLUM639mrECAAAAANoGAQh8x/QBMY/MwT4tI8oRposP7KW8wkp98uumhuPZiVF6ZuJIZSVF+7S+YFBXV6cNhRX65vet+m7FVvXtEK9jh2QpKzHa+u8DAAAAAHuLAATtp2yrVFstRSa06xa3LdEhIUr3njpYfy+t0oaCciXFRKhDQqQyEwk/2sOyzaU6fdosFZZXWx+/pzxrV54nzx+h/XqmybGTJUoAAAAA0BIEIGh7pZullV9K3/3bHYJ021864P+klJ5SeESLXmJLSaWqalwKDw1VenykQkP3sHFoVZlUUeB+PypJioxrGDKhh3n0yth+DG0vv8ypq16b3xB+1Ktx1eniF3/Sp1ceoI7J9GEBEGTMDYOyLZKr1r1jWEyK/FbJJvfOZqHh7mWsNPcGAPgpAhC0rfJ86ZMbpYWvbD+2aIa05F3pwk+kjsN2+ulFFdWas3Kb7v7wN63cWqb0uEj99cAeOmFIttLid3Nr2m0rpM//KS15xyy6kPoeKx1yk5Tak4s1H8ovq9aiDcUex8qrarVmWzkBCIDgUpwrzf6vNPdpqapU6jRSOvIuqcMA905i/nSOX/WV9NltUv5K97bu5gbHgOOl2HRfVwcAQDPMK0fbKt7QNPyoZ+4UfTBFKt/m9VNra136ePFGTXp+nhV+GFtKnbr9vSW6/+PfVVzRdMbAThWskZ46VFr8puSqcd9RWzLTfaywefNTtJ8al2un42VVte1WCwD4XMlG6eWzpO8fcocfxvofpKcOkzYtll/NUFn4mvT6Be7wwyjJk96/SvrmQamyxNcVAgDQDAEI2taqr72PbZgrVXq+829sKnHqzg+WeBx7Ze46bS11tqyG2lppwSvuO1U7MsthfnpBqq1p2Wuh1SVGO6yZPZ6YiTm9WZIEIJhsXSblzW9+vM4lfXSt53OZr4Kaz2/3PDbnMal8S3tXBADALhGAoG2F76SJaEio+7GT5S879oVorH5WyC45i6SlH3gf//0DqbKoZa+FVtchPkq3HL+Px7GJY7spNa5lfWIAwBaWfep9bP2P22eF+JqZwemtFhPWFK1v74oAANglAhC0re4HeB/rfYQU7b2pW8Qudv6Ij2phC5uwCCkq0fu4aYYa5mjZa6HVmYa2B/RJ0yuTRmtYlyRFhoeqe1qsHjx9iC45qJfio/hvAyCIxKZ5HzP9P0L8ZGvwcM8z9xqYxq0AAPgZAhC0rfgO0uF3ND9umqMdcYcUFe/1U1NiIqw/iD1JiA5X55Y2xjQ7vYy93Pu4GYtKaNlroU2YkGN0j1Q9ff6++nLKgXp98hidPLyTUr0sjQEA2+p7lPexnAt2HpC0J1NHB8+z96xzfFxme1cEAMAuEYCgbUXGS8MnSJO+koadK/U6RDr6fukvn7t3X9mJ5NgIPXDaEGvb2yYvGR6qJ88boYwdju9U1hBp2HnNjw85S+o4vOWvgzZl/ptnJUUrbXf+2wKAnZidVE54pPnxzMHSmEt3PfOivZiQ45SnpZjU5rNUznrZ/X0AAOBnQurq6upkQ6WlpcrJydG8efMUF0cTxfZUVePyvHzFNBo1O7A4dm/72tzCCs1fV6i5q/PVKyNO+/dKV1ZilBy7WCLTjGkcV7RO+nWmZP63H3CClNhZit3h4g0A4BHn1nbiLHXvqPLb+1LpZqnPEVJ6H/8MFQrXuXepWT9XyhggdR8nJXSSwlq4TBUAgHZEAIJWUVVbqw0FlXr75w1alFukIZ2SdPyQbHVKjlZ4mB9NNCrbJlWXubfhDYuU4jL8524aAPg5zq0AACCQEc9jr7lcdfppTaHOe+oHVdW6rGOfLdmsR75Yrhf/PEo5XZMVYvYz9bWty6UZf9q+vaCZpnvAFGn4+f6zphoAAAAA0Cb86NY8AtWm4kpd8uJPDeFHPWeNS5e9/LM2FTvlc0UbpGeP3R5+GNXl0me3Sb+9514SAwAAAACwLQIQ7LWtZVXaVlblcSyvqFL5ZX4QgGxa7F5P7cmXd3kfAwAAAADYAktgsNdqdpj50Wzc5QezKzYu9D5WslGqqWzPagAA2Cv5ZVWqcbmUFO1QRHiYr8sBACAgEIBgr6XFRVpb05olLzuKjQhTamyEfC6tj/ex6GR3Q9QAV1vr0tbSKrnq6hQTGabEaD/4uQMAWtXm4kp9s3yrnvpmlUqc1TqkXwddsF83dUmOUWioH/TbAgDAjxGAYK9lxEfq2qP765Z3Fjcbu+HYAUpP8INwIXuYFJUkVRY2Hxt7mRSXqUC2qahSr85dq+nfr1FheZX27Zai64/prz4d4hXl4M4gANjB1lKnrn3zF3322+aGY9O/X60Z89br7Uv3U890duYBAGBn6AGCvRbpCNNJQ7P13IUjNbRzkhKjHdbOLy/9eZSOGZSliDA/+AM8oaN0/rtSQvb2Y2ZnGrMDzLAJkj/UuIe2ljj1t1d/1oOfLrOmRJsVR3NW5evER77Tr7nFvi4PANBK1mwrbxJ+1Ctx1ujBT35XubPGJ3UBABAomAGCVpEYE6ED+qRrUMdEaylMlCNUSTF+tAQjNFTKHCT9+TOpdJPkLHGHIrHpUlSCAtma/HLNXpnf7LgJQm55d7GmTxypFH9YhgQA2CvvLcz1Ovbx4o3WzL+YSC7tAADwhrMkWlWyP/+hbWZ8mBkgjWeB2MDXv2/xOrZwfZHKnDUEIABgAxFh3ifuhoWGiA4gAADsHEtggACXHOPwOmaa09IUDwDs4bgh3gP8k4d19O+bEAAA+AECECDAmaVHZnKLJycOzfaPXXgAAHutY1K0Jozu2ux4ZkKULj6oF02vAQAI5CUwmzZt0h133KHZs2crMjJSRx99tK666irrfcCTqppa5ZdVq66uzmrGahrDbSis0JYSpzqnxKhDfKRS4+z1/0+HhCjdffIgXTPjlybHe6TF6vJDenNBDAA2YWZ4XHlYbx07OEvPfLdaRRXVOnpQpg7u38EKRwAAQIAGIOYP2Msvv1wJCQl68cUXVVRUpOuuu06hoaG65pprfF2eX6itdWlTiVPOmlpFhodZ29GG72R98J7YVlCokiqXwkJDlRwTobjYmOZPKt3sbioaGi7FpkkRsdvHapzu8VqnFBEvuaqlTYul4jzVZQ+VwiNUFxqh6sgUVUfEq6CsWrWuOsVHhbuDiro6qSRPqq6QwiKk8CjJWez+WjGpUuT2Lf82FFTo6e9W6vW5661GrIcN6KDJB/RQXGS4wkNDVFFVo1d/3KSThnVSlo0uFGMjw3XM4GzldE3RewtytamkUof076CB2QnKTLTP9wkAAa/xOdERI8VnuftT7YaU2EiN6hFp7bpW46qzzgEAAKBl/PasuXLlSs2fP1/fffed0tLSrGMmELnnnnsIQEwwUerUjJ/W69EvV6iwvFoJ0eGaNK6Hzty3s9Lio/b69SvLy7Q4r0Q3vrdMv+YVy7SROKRvmm44up+6ZiS6n1RVJm2YJ30wRdqyVAoNk/ofLx16q5TcVSrZKM2aKs19WopKlE54VHprktT7cKnrWIW8MVHKX6mQMIcc+5yirTlTdMJzq6wZHP0y43X7CQM0qHaJot6ZJBXnSo5oafAZUq9DpbcmSz0PlQ6/TUruprzCCp395Gxri8B67y3M05dLt2jahBxNfOZHRYSH6tzRXZVXVKH46HDFRXrvnRFoTMjTKyNOVxzWx9elAAA8MefE78058SmpulyKz5QOvlHqe7QUk7JHW9Dbaz4jAABB3AMkPT1dTz75ZEP4Ua+0tFTBrryqRo9/vVJ3fvCbFX4YxRU1uv+T3/Wfz5aptNJ9bG+s2Fqu05/6yQo/6rdU/fS3rTrtiR+1YVuR+0lmJsdzx7vDD+tJtdLit6Rnj5MK10rvXSl9/7A7KBl7mfTRP6TIeKn7AdLbF1vhh6W2WqELX1HWuxP0r6OzrEO/bSzRmU/8oOXVae7ZH4Z5O2+6NOcxafw10pKZ0vRjrYvK2au2NQk/6pU6a6yg6KhBmdb7j321Qs9+v0YFZVV7/TMCAKBFyvOld/8mzXrYHX7UByIzL5EWvWGmdPq6QgAAgoLfBiBm6cu4ceMaPna5XHrhhRc0evRoBbutpU49/d0qj2MvzlmrrXv5x31JcZHu/3S5tRRlR5tLnJq1YptUWSR9coN7icqOitdLZVukpR9sP5bUVdrym5QzUfrmQY9fN3TrEvUJy21o2mm+/r3fFap46J+bPnH1t1JqLyk8UipaJ2dBrmbOz/X6/Xy7bKuGdUlu+HjmglyVV7la8qMAAGDvlW6Ufv/I89jnd0gl3s9hAAAgCAKQHd1333369ddfdeWVV3ocr6qqsmaHNH7YlemTUV3rIXj4Y6ZG/l4GIKVVLv241j3zw5NPlxao1uQH63/w/ATTm8PMDmms9o9ZKYmd3UGIF7F5s9QjfXsPkblri1SWMaL5E7ctd6+dNv8T581XQpT35SxmfXRlddO7a2YZDABg54Lp3Lo7qmtcWrutXC/OXqPb3/tVHy3KU27hTs4rW373PlZZ6O6jBQAAgrcHyI7hx7PPPqt//etf6tPHc4+DadOmaerUqQoGu9rVI3ovd/0ID5VS4yKsJSOedExwKMz0bItJc8/02JFZ8hKXscOLRribmJomqKZJqnmOB9UxWSqp3P51TR1hlRubP9GslzbNUCU5nAU6b0xXvbPA8x20E4d11MeLmr7GzgITAEDwnVtbqqbWpXlrC3T+0z9YDbeNp75dZTUif3XyaHVP296cu4FpEO6NaYJqZjQCAIA25/czQG6//XY988wzVghyxBFHeH3e5MmTNW/evIbHV199JbsyoUDfDvEex7qlxljjeyM9MV6Tx7hnV3hyxohO7t1Xxlzq+QlmfXNKL/dMkHqL35ZGTJR+nSkNPtPz54WGqzBzrNX/o96kEUlK/+XJps+LTHA/zJpqc+HY/1j1SI/T+WO6NnvJEV2T1TMtVj+vK2w4lpkQpWwb7QIDAG0lmM6tLWV2X/vLs3Mbwo/GS0T//sZCFZZ7mIWZ3E2K3r4Us4meh+w8IAEAAMERgJi7Tq+88ooefPBBHXPMMTt9bkREhOLi4po87CotLlKPnjtcHRKa3jFKi4vQ4+eNUMbe7gITFq7D9snWMQNSm/7PEiLddXxfZSdFuXd8GXKm1Ouwpp9rjp/8pJSQJZ3zhjuoMBa+KqX0lLKGSn2OkDqP3OFrOrT12Kd1z3d/NFiVdOQ+GTqiQ4lCcudtf56ZPXLCI9K3/5ZCQqUTH5MSOiolNkJXHNpH71y6ny4Y202n53TScxfuq7NGddGUNxY0fHpitENPnj+i2c8OABDc59aWMktfSrzMkPxxdYHnZajx2dI5M9yNwBtL7Skd86B7pzQAANDmQurqPHWx9L0VK1bouOOO06RJk3TOOec02yFmV8w65ZycHOuOlV0v2MzWr79vLtHvG0vVu0Oc+nSI3/uZDS6X1VhUK79Ufocx2uhK0uyVWxUb6dConunKiItUTEyjr1G21d30dPX3UnSS1GWMe2s/s2Wt2RWmeIOUt1AqWOUOP9L7Wctg6swsEfO5a763ltK4uozVltA0fb2qRKWVNRrdI1WZiZFKcRW4d4vZ8JOU2FHKGCDlLnAvpek61r3UxoQiHlQ4a6w7dcs2l2rpxmJrm9j+WQnqkhKjEDNzBACwW4Lh3LorHy/eqMnPNwrmd/DRFePUL/OP8L+xHc+J2cPcDb3NORMAAAR3APL444/rgQce8Di2dOkf267uBBdpe8hcmE0/entDNrOMxUzP3f9Kd3gRugeThqorpYp895Z/ZtZGXLoUl7VnrwUA8BnOrdKKzaU65EHPS4HMbMT3LtufZZYAAPgpv22CamZ+mAfaUckm6Y0LmnajL98m/fKatOIzafI37lkYu8P06fjpeenLO6Qap/uYmbVx+vNSdo4UTjNSAEDgSIuP1KnDO+mNn9Y3G7vu6P7qkLCXy1ABAECb4RY8moYd21Z4HyvdtPuvuXaW9L+btocfRulm6bkT3EtnAAAIIKaX1DVH9dP1R/e3em8ZPdNj9eR5I3TYgAyFmYZZAADAL/ntDBC0v00haco/7Wu56qSU2s3q8MO9Ct3ww/Yn1FTu3guaLXK/uMPzmHmtJe9K+12+d0UDANDO0uMj9af9u+u4IdmqdbkUGR5mzQwBAAD+jQAEqqqp1c9rC3XFq78or8gdcqTGRujuI/+l/ZIeVcziF60tapWQvXsvXFPlbmDqTe5PkmlBQ0NSAECACQ0NUWYiy10AAAgkLIGB1hdU6Nyn5jSEH8a2sipNenONVg681L2V7bgpUuyud99pIjxSSu3tfbzTyO3hR221VLReyl/lbpYKAAAAAEArIgAJctW1Lr0we42qa5tvBmQmZzz8Q7HKzn5HGjnJ63azXsWmSYfc5HnMESP1Pdr9vgk8vrpHenSM9NBQ6anDpcVvSeUFe/ItAQAAAADQDAFIkKusrtXC9UVex5dsqlB5ygApNrXlL+pyuRudmqapnfeVjn6gaXiS1EU6/10psZN7l5j3rpK+vk9yFrvHC9dIr18gLf1ActXuzbcHAAAAAICFHiBBzjRu65URp7lrPM+26JYWqyjHbuRkRRukX96Qfn5OqnNJg8+Uhpwl9T1KKtsshTrcYUp8lvv5JiRZ+r7n1zK7x/Q4cPe33gUAAAAAYAcEIEEuIjxUE/frplfnrrOWvOzosoN7KT7K0fLw4/kTpa2/bz/25Z3S/BekCz6Qsoc1/5xNi72/XtlWyWlmpxCAAACwp1xme7c/GrcCABDMWAIDdU6J0WPn5igucnseFhkeqjtPGqS+HeJb/kIrPm8aftQrXCstmuFeGrOjmJ0srTENUsPosA8AwJ7YWurU7BXbdOVr83X5Kz/r69+3aHPJbm5pDwCAjTADBIqJCNfB/TL08RUHaGNxhcyNoqzEKKXHRSrSEdayF6kskua/6H184SvSsHPdjVEbS+3l3mWmvv9HYz0P2b3eIwAAwLKlpFI3vr1IHy3e1HDsvYV52q9nqh48Y6g6JHCDAQAQfJgBAosjLFQdk6OV0zVF+3ZLUafkmJaHH0ZImBS2k6UypveHPEy9Nb1AznldckQ3PZ7cXTrmASkqcTe+CwAAYJgG543Dj3rfrdim75Zv9UlNAAD4GjNA7MosNynJc/fQMMtIzEyKvQkTapzu7Wqry9xb2MZlSs4SqSLfPR6TJu37F2nV154/f98/e57NERYudRwhXTxHWjdHyl/l3jkmvZ+UkK1Asq3UqcKKamutdWKMQxnx3F0DALSu/DKnCsrd55qUuAhV1bhUUlFj9fRKjo1QYrRD5c4aPfPdaq+vYcYO6pthPR8AgGBCAGJHFQXSbx+4d1ExjURDQlTX4xDVHHWfahO7Kmp3ZnbU79Ty/SPSj49L1RVStwOk/a+UPr5W2vKb+znpfaXTn5e6Hyit+rLp52cPl3of5v31TQiS3NX9CEC1rjot3Vii/3tjgRbnupfydEuN0d2nDNbQzkm7//MGAGAX55oLxnZTj/RYPfzZcm0pdVrP2b9Xmu44aaCSYyJUUe19G3kzVuup8zkAADbHEhg7Wvm1NPNid/hh1NUpZMX/5HjxJG3NXW3dPWoxZ5n01X3S9/9xhx9mmcu4K6VXztwefhhblkpPHiod+6B01qvuwMP08Dj9OenMlwJuNsfuWF9QrtMe+74h/DBWbyvXOU/O0aqtZT6tDQBgDxsKt59reqbHqX9Wgm6aubgh/DC+Xb5VZz0+W87qWp0w1Pt599jBWUqObuEObwAA2AgzQAJYQVmVNhZXWl3dw0NDNL5vujIiqpVgZn54/ITVCt+2VHOKY3TUoKyWfZGyzdK8Z7Z/3OcoafFb7iUxOzKNTGc9Ih15l9TjACt4UUSs7H5H7u2fN6isqtbj2MOfL9P9pw5RTKMddgAA2B1mucvMn3MbzjVnj+qsx79e4fG5uUWVWrC+SIf276DHv16p9QUVTcbT4yN16vBOCgvjHhgAIPjwV1mAMv0m7v7oN70+d33DsdvfX6LLDuqhP+1zvpK+vdXj58Vsnqd3t3VQTtdkZbSkA3xloeSq2f5xWm9p+f+8P3/dbHdvkB13e7GpyupazV71Rx8UDxasK1Kps4YABACwV+eaWSu3NXyclRitFVu8zzD8YXW+Dh3QQa9OHqPnZ63WjHkbrCUvxw/J0p/276FOKTHtVDkAAP6F+D9A/bg6v0n4Ue/hL1ZqecbhUlSSx89zxnfVb3klqq5t4dpfxw4zOMq3uXdu8SahkxQePM0/TdO5zsk77GDTiNlm0DwHAIA95QgPVZdGoUV5VY2SY7wvYTF9qIyOSdG6+vC+eu/y/fXB5fvruqP7qzPhBwAgiPGXWQAqLK/SY1+t9Dr+9MJKOfse33zAEa381OFy1rjkCPOwJa0nZiZH51HbP/51pjTkLO/PN81RI+MUFGqr5SjN060HJOieo7LVOaV5EHLZwb2UFEOXfQDA3m1Vf97Ybg0fv/1zrs7Yt7PH50aEhVrNUBt/rgnjMxOjFRFOU24AQHAjAAlAZvZGflmV1/GtZdWq6jim6cHIBG0+4WXd9EWBrjysd8uWvxgxKdLJj7t3eanfYWb9D9JB10mhjS6kzPuH3S5l9FNQMFsMf3Gn9OgoRT86VGcsuUxvHlWnc4a5t/oNCXGHH0M6e56JAwDA7uiSHK37Th1s3cD4bsVW9c1M0OEDOjR5TmxEmKZP3FeZScEzExMAgN0RUldnz33QSktLlZOTo3nz5ikuLs52a4Fve/dXvfTDWo/j/ziyn/4yMlW1hetVvHahaiKStTGik+76pkije2Xo/LHdlBK7m7MSSjZKReutRqpK7Ox+1DqlTYvczU4zB0mx6cEx+6N0s/T6BdKa75oNOc+aodkaoq6pMUqNi1B8FF32AdiHnc+tgcBsX7ulxKmlG4tVXVOnfTomWNcESzeVKinaYW2L2yE+yloyAwAAmqMzYwCKcoTpLwd015s/r1dltavJmFkTfMzgLIXFxCgsJkmu+F4qLK1SXXWt7jujh9LjIhUdsQf/2eMz3Y9OI5oeT+muoFO4zmP4YUR+eq3GX/CeFGfv3W8AAO0v2hFm9QJp3A/EMLNBAADArnGLIEB1To7RWxfvp9E9UqyPQ0OkQ/tnaMZFY5s0OMuIj1K/rAQN65KsLimxexZ+oCkv4Ydl6++Ss7Q9qwEAAAAAtAB/DQeo8LBQ9c9K0GPn5qi4ssZKskyzzbioHf6Tlm1x79xitrKNSnHP4ggl99orO9viN8zhfgAAAAAA/AoBSIAzoYfHXUZcLmnzr9Jbk6RNi93H4jpIxzwo9TgwOHp1tJUuY6TQcHeotKOBp+48IAEAAAAA+ARTAeyqaK30zFHbww+jdJP06jnuYAR7Lj5LOm16011wjLQ+0kHXS46ma7MBAAAAAL7HDBC7+u19yVnseeyzW6UzXpSi2aJ1jziipF6HSJfMlZZ/KhXnSj3GS+n9pYQsX1cHAAAAAPCAAMSOamuk1d96H9/4i1RdTgCyN8wsj9QeUupkX1cCAAAAAGgBlsDYUVi4lNbX+3hiZynMQ98QAAAAAABsigDEroad3bxHRb3x19CoEwAAAAAQVAhA7MrM8jB9PiJitx8LCZXGTZG6jvVlZQAAAAAAtDt6gNiVI9rdqPPi2VLBaqm6QkrrLcWmS5Hxvq4OAAAAAIB2RQBiZ6bPR1IX9wMAAAAAgCDGEhgAAAAAAGB7zAABAAD2U5wnledLckkxqVJcphTKfR8AAIIZAQgAALCPmipp/Y/SW5OkovXuY3EZ0vFTpW7jpIgYX1cIAAB8hFshAADAPgpXS8+fsD38MEo3Sy+fIeWv8GVlAADAxwhAAACAPdRWSz8+5X67o7o66esHJGeZLyoDAAB+gAAEAADYQ3W5lPuT9/FNC6VqAhAAAIIVAQgAALCH8GgptY/38eQekiO6PSsCAAB+hAAEAADYQ3iENPoiKSTE8/gBU6TI+PauCgAA+AkCEAAAYB8p3aRTn5EiYrcfC4+Sjv2XlN7fl5UBAAAfYxtcAABgHxFxUt9jpItzpOJcyVUrJXaS4jpIjihfVwcAAHyIAAQAANhvKUxSF/cDAADgDyyBAQAAAAAAtkcAAgAAAAAAbI8ABAAAAAAA2B4BCAAAAAAAsD0CEAAAAAAAYHsEIAAAAAAAwPYIQAAAAAAAgO0RgAAAAAAAANsjAAEAAAAAALZHAAIAAAAAAGyPAAQAAAAAANgeAQgAAAAAALA9AhAAAAAAAGB74bKpuro6621paamvSwEAwOdiY2MVEhKyV6/BuRUAgNY9t6J92TYAKSsrs96OHz/e16UAAOBz8+bNU1xc3F69BudWAABa99yK9hVSV387x2ZcLpc2b95MKreHzN09c4H71Vdf8Y+6FfFzbRv8XNsGP1d7/Vxb43zIuXXv8e+qbfBzbRv8XNsGP1f7/Fw5HwYe284ACQ0NVWZmpq/LCHjmlwe/mFsfP9e2wc+1bfBzbRuB+HPl3Brc//0DAT/XtsHPtW3wc20b/FyxMzRBBQAAAAAAtkcAAgAAAAAAbI8ABB5FRETo0ksvtd6i9fBzbRv8XNsGP9e2wc81uPHfv23wc20b/FzbBj/XtsHPFUHdBBUAAAAAAKAeM0AAAAAAAAgCzz33nA466CANGjRIJ598subOnWsd//333zVhwgQNHjxYRxxxhF588UXruJkvce655+q8885reI2HHnpIBx54oLXzTqAhAAEAAAAAwOZ+/fVX3Xvvvbr55pv14YcfasSIEbriiitUXl6uv/zlL8rJydE777yja665Ro8++qjefvtta5vfW2+9VT///LM+/vhjLV++XI8//rhuv/32gNxtx7bb4AIAAAAAALcNGzZYgUZ2drY6depkhR9mNogJPVJTU62PjW7dulnPNbNFTjzxRPXs2VOTJ0+2wpO0tDQdf/zxGjdunAIRPUAAAAAAALC5iooKaznLokWLNGDAAB1yyCE67bTTNH36dD377LOKjIxseG5tba3CwsKsmR9GVVWVjjvuOBUUFOizzz5TfHy8AhEBCAAAAAAAQcDlcumHH37QF198oU8//VROp9OaBZKXl6ebbrqp2fO7du1qvd24caOOPvpo6/nPPPOMRo4cqUBEAAIAAAAAgM39/PPPmj17ti666KKGWR1jx47VBRdcoDfffNMKRMysD2PmzJn65ZdfdMMNN1gfX3LJJdaskL59++qjjz7Su+++G5BbDtMEFQAAAAAAm4uKitIjjzyi119/XevXr9f7779vNUA97LDDVFlZac0AWbFihb766ivdcccdVl8Q45NPPtE333yj66+/3uoFYmaBmNcJRMwAAQAAAAAgCMycOdPa4SU3N9dqhnr55ZfrmGOO0eLFi3XnnXdq4cKFSkpK0qmnnqrLLrvMCkiOOuoonX766dbHhpkBMmXKFGvWSJ8+fRRICEAAAAAAAIDtsQQGAAAAAADYHgEIAAAAAACwPQIQAAAAAABgewQgAAAAAADA9ghAgCD28MMPa8KECfIH7733nk466SQNGjRIo0aN0t/+9jetWbOmxZ+/bds2ffjhh21aIwAAwXJeBQA7IgAB4HP/+9//dPPNN+tPf/qTPvjgAz399NOqra3Vueeeq9LS0ha9xv3332/tWQ4AQLBrjfMqANgRAQgAn3v77bd18skn69hjj1Xnzp21zz776IEHHrAu0loaarCjNwAArXdeBQA7IgABgsjy5ct11llnaciQITrvvPNUUFDQZPz111/XkUceqYEDB1rTZW+99VbrjlFeXp769eunxYsXN1lyMmDAAI/TaQ8++GD17du32eMf//iHx7pCQ0O1YMEClZWVNRyLjIy0LuDGjx9vfVxVVaW77rpL48aNsy7kzNd49dVXG6Ycv/XWW9bDHAcAoD0E8nnVfO6On29ec86cOQ1f88UXX9Tpp59uLaM54YQTtGjRor38iQGAb4X7+OsDaCcmQJg0aZJGjBihf/7zn5o9e7buvPNODR8+3Br/4YcfrOP33XefdQFmLnL+7//+T2PGjNHhhx+unJwcffzxx1b4YJj3+/fvr65duzb7Wm+88YZ1gbejqKgoj7WdffbZuvDCC3XAAQdYj7Fjx1pvG7/2448/ri+//NIKO1JTU62w4/bbb9chhxxife6KFSus5910002t9jMDAMCu59WWMOdc8z307NlTN954o/X+K6+8sluvAQD+hBkgQJD4/vvvVVhYqFtuucW6kDnnnHN06KGHNozHxMTojjvusC7KOnXqZN2xMhdsy5Yts8aPOeYYffTRRw3PNw1HzTFPUlJSlJ6e3uwRHx/v8fmjR4+27jKZt59//rluuOEGHXTQQbrtttvkcrms55g7Zaa+oUOHWtN5//rXv6q6ulqrV69WbGysdRFoHuZrAwDQ1gL9vNoSpomq+Z66d++uiRMnMgMEsLm+f8wuy83NbTb28ssvW2MmGG0JM4vszTfflL9hBggQRNN0u3XrZl2Q1TNTWuvXApvpuSZAeOihh6znLl261JqGu//++1vj5sLNXMgtWbLEuuj66aefrLtanpgLOE+/OI877jjr4suTYcOG6ZFHHpHT6bTumplpuubirUuXLrrgggusC7DvvvtOd999t1auXKlff/3V+jxPd8QAAGhrgX5ebQnz/dWLi4uzbjwAsDeHw2EFp6Zp8o7NlUNCQhToCECAILJjo1DzC67eN998o0suuUQnnnii1WfDvG/WKje++2Sm7ZopuhkZGdZ658zMTI9fxyxXqampaXbcXDztyKxPNo3ZzDRi83pmjbL5+uZh7lKZO2zmQu1f//qXtZbaNHUzNZru9vT7AAD4UiCfV80fMo3r9/T6jb8fAO1vXX65XvlxrdbmV6hLSrTO3LeLOqdsD13bwogRI5oFIKaB8s8//2zNYgt0BCBAkOjdu7e1XKSkpKRhyqy561TPhAunnHKKFSzUXwitXbvWmj5bz3STf+aZZ6wLKm/TdI2OHTu2uC5zd+zdd9/1eEfK1Gku3Ayz5thMMz7qqKOsj83dNKP+4m3HCzkAANpSoJ9XTbjRuGnrunXrWvw1ALS9N+at1zUzFqrWtf36dtpXK3X3KYN1ak6nNvu6hxxyiO655x4r9KgPWU0fPhOMVFRUNOmDZMJWs9V2fn6+OnTooMmTJ+uMM85o9prmGv3RRx+1ltFUVlZar2X69mVnZ6u90QMECBKmAVpWVpauv/56q2GoWZNnfmHVS0pKspJdM0XXrE82neG3bNli/XKrZ5ahmIs9M5XWTN1tDWFhYVY/jwcffNC6w2WWt/z++++aPn26dQFXnz6b+r744gvrAm3u3Ln6+9//bh2vry86OlobNmzQpk2bWqUuAADsfF41y3XM0tJZs2ZZ42YpDTM+AP+Z+bFj+GHUuOr0jxkLrfG20qdPHyvM+PrrrxuOffrpp016HO24QYHpZ2Rmu5kNCrZu3drsNV944QXr948JTMwujmZDA9Oo2RfL6ghAgCBhLmqmTZumoqIiq6mZSWBNw7Z6l156qfXLyKS2ptGZuUNktvZrfDfLpMCmi7xpRGqe21r+9Kc/WSmwmQZs7paZGj777DM98cQT1hpqw3TWN7WYO2TXXnutdaE4ePDghvrM9nyrVq3S8ccfz0wQAECbC/TzqjlvHnHEEbr44ov15z//2ZqNYpbiAPA9s+xlx/CjcQhixtvSIYccYi2DMUxoa8JSc6yxnW1QsKMnn3zSunlptgM3TaNN4Gp+d5qlgu0tpI6/FADshjPPPFOnnXaadUEFAAD2DudVADu67OWf9e6C5o2P6x0/JFsPnTWs1b9u37599dxzz1nvX3755VbwYR4m7H3ppZc0YcIEjRw5Updddpn1HDNmQoz6DQrMLDfz+SboML36TBBsglazPbhZnhcaun3+hVkKY7YGNzNB2hM9QAC0yOzZs60O9Waab2tN0wUAIFhxXgXgjWl4ujOddzG+t3Jycqy38+bNs3Z/Oeyww5o9p6UbFNTv2Pif//zH2lK7scTERLU3lsAAaJGZM2da64fNlLXY2FhflwMAQEDjvArAG7PbS3io5y1nzXEz3pbCw8M1fvx4axmM6cG3Y/+P+g0KbrzxRk2ZMkVHH310Q4PUHReYJCQkWEv8zOyQrl27Wg/TP8ls+22Wr7c3ZoAAaJG77rrL1yUAAGAbnFcBeGO2ujW7vZiGp6bnR+Pw455TBrf5VriG6flh+u6Z/h7msaP6DQpMXyGzCYHp12c0bvRcz+xI9e9//9sKQnr06GHtCGNmwJkeIu2NAAQAAAAAAD9itrod1T3Fani6Lr/CWvZiZn60R/hh7L///tb23Z5mfxgm8LjlllusDQrMrjGml5HZhco0ejbNnXdszFxWVmY1Zzbb65rQ5KmnnvLJEhiaoAIAAAAAANujBwgAAAAAALA92wYgZmKLmV7DBBcAAFoH51YAABDIbBuAmDVGZvse8xYAAOw9zq0AACCQ2TYAAQAAAAAAqEcAAgAAAAAAbI8ABAAAAAAA2B4BCAAAAAAAsD0CEAAAAAAAYHsEIAAAAAAAwPbCfV0AAAAAAADwrYMPPlgbNmxodnz48OF6+eWX262OCRMmaOTIkbrsssta/bUJQAAAAAAAgK677jodffTRTY45HA7ZBQEIAAAAAAD+pmC19NNz7rfJ3aTh57nftqH4+Hilp6fLrugBAgAAAACAP5n/kvTQcOmbB6RFM9xvH85xH/eBuro6PfLII9p///01YsQI/fWvf1Vubm7DeN++ffXhhx/qqKOO0pAhQ3TVVVdp3bp1Ou+886yPzz77bG3atKnhtR577DFryc3AgQOt15w6darXr/3KK69Yzx02bJi1PGbp0qV7/H0QgAAAAAAA4C/MjI+Zl0p1tU2Pu2qkdy5zj7ezF154Qe+++64eeOABvfrqq0pNTdWFF16o6urqhuc89NBDuvvuuzVt2jR98sknOuuss6yHCTC2bNmiJ554wnre22+/rWeffVZ33HGHPvroI11yySV6+OGHtXjx4mZf9/PPP7fCkRtvvFFvvfWWcnJyrFClqKhoj74PAhAAAAAAAPyFWfayY/jROAQx423k5ptvtmZaNH6Ul5frySef1N///neNGjVKPXv21G233WaFEN98803D515wwQXWbI/Ro0erf//+Gjt2rDUjxLx/+OGHa9WqVdbzsrKydNddd2nMmDHq1KmTFZKYZTfLli1rVo/5upMnT9ZBBx2kbt266YorrlDHjh31zjvv7NH3Rw8QAAAAAAD8xa5meBSsabMvffnll1thRWMul0sbN27UlVdeqdDQ7XMoKisrtXr19lo7d+7c8H5UVJQVVDT+uKqqynrfBCQLFiywZpOsWLFCS5YssWaImK+zIzN+33336cEHH2w45nQ6m3zd3UEAAgAAAACAv9hVo9Pkrm32pVNTU9W1a9PXLy4utt7+5z//Uffu3ZuMJSYmNrwfFhbWZKxxWNLY66+/rjvvvFOnnXaaFbZcc8011rIWT2pra62dacxskcbi4uJ28zv7oyb5AZMEHXvssZozZ07DMdMwxUyhGTp0qLUNz7fffuvTGgEAAAAAaHNmt5dQL3MVzHEz3o4SEhKsYMTM0jDhiHmYZSxmZkb9spbd8fLLL1t9P0ywceKJJyo5OVnbtm2zmqPuyAQuZvZJ/dc1D9NAdf78+YEZgJjpK6ZDbOP1PuYbNz+QtLQ0zZgxQyeccIIuvfTSJl1mAQCwi8LyKv2WV6x/ffq77v5wiX5eW6CtpU5flwUAAHw1A+T4h5uHIObj46e2+Va4npjJCf/+97+tpqRm+ckNN9ygn376ST169NDuMoHHrFmzrPBk0aJF1tIa00y1folMYxMnTrQapprGqWvXrrVCF7PbjOlDEnBLYJYvX66rr766WdIze/ZsawaI6RYbExNjfXPmB2TCkMsuu8xn9QIA0NoKyqo07esVeuyrlQ3HzPuH9s/QnScNUkZClE/rAwAAPjD0bKnrWHfDU9Pzwyx7MTM/fBB+GH/6059UVlamm266SaWlpdb2tU899VSTJTAtZWZ+mIeZ6GBmlphGqdHR0VYvkB2Z1SBbt261dpgxb3v16qX//ve/VkPUPRFS52meSTt56aWXrPTIJD5mqctzzz1ndZU1U1pMN9kXX3yx4blmWxwzzcX8kFvC/EcxW+TMmzdvj9cHAQDQ1uatKdAp//3e49j9pw7WqSO2NxTzNc6tAAAgkPl0BsjZZ5/t8bhZW5SRkdHkmEmGzNofb8x0mcZTZsxFGgAA/qyqxqXp33tfO/vEN6t0UL8MpcZFyhc4twIAADvxy11gKioqFBER0eSY+djTmqB606ZN09SpU9uhOgAAWketq04FZdVex4sqqlXj8tlETc6tAADAVvwyAImMjFRhYWGTYyb8MHsHezN58mSrQUrju1Tjx49v0zoBANgb0RFhOmpQpr5dvtXj+EF905UY7ZCvcG4FAAB24pcBSIcOHawGqY2Zhic7LovZcYbIjrNGAADwdwf2yVBWYpTyiiqbHI+JCNOk8T0U5QjzWW2cWwEAgJ34fBtcT4YMGaLFixersnL7xaBpuGaOAwBgJx2To/Xq5DE6NaeTIsJCFRIiHdwvXW9fsp86J8f4ujwAAADb8MsZICNHjlRWVpauvfZaXXzxxfriiy+0cOFC3XXXXb4uDQCAVtclJUa3n7iPrjqsj0zHj4SocMVH+W7pCwAAgB355QyQsLAwPfroo9ZuMCeffLLeeecdPfLII8rOzvZ1aQAAtIloR7iyk6LVMSma8AMAAMDOM0CWLl3a5OOuXbvqhRde8Fk9AAAAAADAPvxyBggAAAAAAEBrIgABAAAAAAC2RwACAAAAAABsjwAEAAAAAADYHgEIAAAAAACwPQIQAAAAAABgewQgAAAAAADA9ghAAAAAAACA7RGAAAAAAAAA2yMAAQAAAAAAtkcAAgAAAAAAbI8ABAAAAAAA2B4BCAAAAAAAsD0CEAAAAAAAYHsEIAAAAAAAwPYIQAAAAAAAgO0RgAAAAAAAANsjAAEAAAAAALZHAAIAAAAAAGyPAAQAAAAAANgeAQgAAAAAALA9AhAAAAAAAGB7BCAAAAAAAMD2CEAAAAAAAIDtEYAAAAAAAADbIwABAAAAAAC2RwACAAAAAABsjwAEAAAAAADYHgEIAAAAAACwPQIQAAAAAABgewQgAAAAAADA9ghAAAAAAACA7RGAAACwm+rq6lTqrFZVjcvXpQAAAKCFwlv6RAAAIK0vKNdHizbqf0s2KT0uUhP3664e6bFKionwdWkAAADYCQIQAABaaNXWUp3631naVlbVcOzdhXn62yG99af9uysh2uHT+gAAAOAdS2AAAGgBs+Tlrg9+axJ+1PvPZ8u0ucTpk7oAAADQMgQgAAC0QGF5tbXsxZsvl25u13oAAACwewhAAABogbo6yVXnfZyGqAAAAP6NAAQAgBaIjwrX6B4pXscP7JvRrvUAAABg9xCAAADQAmaXl5uP20dRjuanzpOGdVRWYpRP6gIAAEDLsAsMAAAt1DsjTh9cPk6Pf71S3y7fquSYCE0e30Oje6QqOZZtcAEAAPwZAQgAAC0UHhaqHulxuuX4fVRcUS1HWCjBBwAAQIAgAAEAYDdFOcKsBwAAAAIHPUAAAAAAAIDtEYAAAAAAAADbIwABAAAAAAC2RwACAAAAAABsjwAEAAAAAADYHgEIAAAAAACwPQIQAAAAAABgewQgAAAAAADA9ghAAAAAAACA7RGAAAAAAAAA2yMAAQAAAAAAtkcAAgAAAAAAbI8ABAAAAAAA2B4BCAAAAAAAsD0CEAAAAAAAYHsEIAAAAAAAwPYIQAAAAAAAgO0RgAAAAAAAANsjAAEAAAAAALZHAAIAAAAAAGyPAAQAAAAAANgeAQgAAAAAALA9AhAAAAAAAGB7BCAAAAAAAMD2CEAAAAAAAIDtEYAAAAAAAADbIwABAAAAAAC2RwACAAAAAABsjwAEAAAAAADYHgEIAAAAAACwPQIQAAAAAABgewQgAAAAAADA9ghAAAAAAACA7fl1AJKXl6fJkydr+PDhOvjggzV9+nRflwQAAAAAAAJQuPzYFVdcoezsbL355ptavny5pkyZoo4dO+qwww7zdWkAAAAAACCA+O0MkKKiIs2fP18XXXSRunXrpkMPPVTjxo3TrFmzfF0aAAAAAAAIMH4bgERFRSk6Otqa/VFdXa2VK1fqp59+Uv/+/X1dGgAAAAAACDB+uwQmMjJSN910k26//XY999xzqq2t1cknn6zTTjvN4/OrqqqsR73S0tJ2rBYAAPvh3AoAAOzEbwMQY8WKFTrooIM0ceJELVu2zApDxowZo+OPP77Zc6dNm6apU6f6pE4AAOyIcysAALCTkLq6ujr5IdPrwzRB/eqrr6zlMMZ///tfvfPOO/rwww9bdJdq/PjxmjdvnuLi4tq1dgAA7IBzKwAAsBO/nQGyaNEide3atSH8MAYMGKDHHnvM4/MjIiKsBwAAaB2cWwEAgJ34bRPUjIwMrVmzpsmdJ9MItVOnTj6tCwAAAAAABB6/DUAOPvhgORwO3XDDDVq1apU+//xza/bHhAkTfF0aAAAAAAAIMH67BCY+Pl7Tp0/XHXfcoVNPPVUpKSm66KKLdMYZZ/i6NAAAAAAAEGD8NgAxevXqpWeeecbXZQAAAAAAgADnt0tgAAAAAAAAWgsBCAAAAAAAsD0CEAAAAAAAYHsEIAAAAAAAwPYIQAAAAAAAgO0RgAAAAAAAANsjAAEAAAAAALYX7usCAAC+U+6s0eZSpxasK1RVjUvDuyQrPT5SCdEOX5cGAAAAtCoCEAAIUsWV1Zr58wbd/M5iueq2H79gbFdddnBvpcZF+rI8AAAAoFWxBAYAgtTabeW6cWbT8MOY/v0azV1T4KuyAAAAgDZBAAIAQaim1qXnZq32Oj718+UqKKtq15oAAACAtkQAAgBBqKrWpQ2FFV7Ht5Q4recAAAAAdkEAAgBBKNoRpnG90r2O53RNVnwkbaIAAABgHwQgABCEQkJCdMzgLCVENw85wkNDdPkhvRVDAAIAAAAbIQABgCDVKTlab/x1rEZ2S2441qdDnF6ZNFrdUmN8WhsAAADQ2ri9BwBBPAukT4d4PX7eCBWWV8tVV6eEaIfS2P4WAAAANkQAAgBBLikmwnoAAAAAdsYSGAAAAAAAYHsEIAAAAAAAwPYIQAAAAAAAgO0RgAAAAAAAANsjAAEAAAAAALZHAAIAAAAAAGyPAAQAAAAAANgeAQgAAAAAALA9AhAAAAAAAGB7BCAAAAAAAMD2CEAAAAAAAIDtEYAAAAAAAADbIwABAAAAAAC2RwACAAAAAABsjwAEAAAAAADYHgEIAAAAAACwPQIQAAAAAABgewQgAAAAAADA9ghAAAAAAACA7RGAAAAAAAAA2yMAAQAAAAAAtkcAAgAAAAAAbI8ABAAAAAAA2B4BCAAAAAAAsD0CEAAAAAAAYHsEIAAAAAAAwPYIQAAAAAAAgO2F+7oAAAACSUF5lQrKquSscSkx2qEO8ZEKC+N+AgAAgL8jAAEAoIVWbS3VlNcXat6aAuvjpBiHrj2qn47YJ1NJMRG+Lg8AAAA7wS0rAABaILewQmdMm90QfhiF5dW6ZsYvmr1ym09rAwAAwK4RgAAA0AK/bCjS5hKnx7F7PlqqLV7GAAAA4B8IQAAAaIF5q/O9jq3aWiZnTW271gMAAIDdQwACAEAL9EiP8zqWGhuh8NCQdq0HAAAAu4cABACAFhjbK02R4Z5Pm38d31MZ8VHtXhMAAABajgAEAIAWyE6M0gt/HqWE6KYbqJ2W00knDuuoUGaAAAAA+DW2wQUAoAXCw0I1rHOSPvrbAVpXUK7iihr1SI9VWlykEqMdvi4PAAAAu0AAAgDAboQg2UnR1gMAAACBhQAEgG9VlUllW6XaKikiVkrI9nVFAAB4tK3Uac3+Cg2VNfMrKSbC1yUBAHYDAQgA3ylaL/3vNmnxDMlVIyV0lA7/p9TzYCk6ydfVAQBgqaqp1eLcYl331i9akldiHRvVPUX/PHGgemXEKSSEHkAAEAhoggrAN0o2Si+eLv3yqjv8MIo3SG9MlFZ/7evqAABosHpbuU6fNqsh/DDmrMrXqY/N0vqCCp/WBgBoOQIQAL6Rv1LavNjz2Mc3uAMSAAB8rNxZo6mfL1d1bV2zsaKKan3wS57q6pqPAQD8DwEIAN9Y94P3scI1UnV5e1YDAIBHJc4a/bg63+v418u2qKK6tl1rAgDsGQIQAL6R2Mn7mCNaCmVbUQCA70WEhSo9PtLreFZitBxhXFIDQCDgtzUA3+i0rxQe5Xls6AQpLqO9KwIAoJnk2AhddGBPr+Pnj+lGAAIAAYLf1gB8Iz5bOud192yPxrqMlsZdKYV7v9sGAEB7GtktRRNGd21yLDREuuX4fdQ1NcZndQEAdg/b4ALwjXCH1HmMdPEcaeNCqXSzlD3MvTSG2R8AAD+SGhepKUf01flju+rH1QWKCA9VTpdka2lMbCSX0wAQKPiNDcC3IUhyV/cDAAA/lhjtsB69MuJ9XQoAYA+xBAYAAAAAANgeAQgAAAAAALA9AhAAAAAAAGB7BCAAAAAAAMD2CEAAAAAAAIDtEYAAAAAAAADbIwABAAAAAAC2RwACAAAAAABsjwAEAAAAAADYHgEIAAAAAACwPQIQAAAAAABge34dgFRVVenWW2/Vvvvuq7Fjx+rBBx9UXV2dr8sCAAAAAAABJlx+7J///KfmzJmjp556SmVlZbryyiuVnZ2tM88809elAQAAAGihkspqbSutUmV1reKiwtUhIVKOsDBflwUgyPhtAFJYWKgZM2bomWee0eDBg61jF154oRYsWEAAAgAAAASIDQXlumnmYn2+dLPMZO7YiDBdclAvnbFvZ6XGRfq6PABBxG8DkHnz5ikuLk4jR45sODZp0iSf1gQAAACg5baUOPWX5+bq17yShmNlVbW69+OliggP1cSx3RQW5ter8gHYiN/+tlm3bp06duyot99+W0ceeaQOOeQQPfLII3K5XL4uDUA7q6px0f8HAIAAnf3ROPxo7KHPl2lTibPdawIQvPx2Bkh5ebnWrFmjV155RXfddZe2bNmim266SdHR0dZSGE8NU82jXmlpaTtXDKC1rS8o15dLt+jLpZvVKTlGZ47sbL2Ni/TbX12ArXBuBbC3ft/s/fdGcUWNypw17VoPgODmt39FhIeHWxdaDzzwgDUTxMjNzdXLL7/sMQCZNm2apk6d6oNKAbSFlVtKddpjs7StbPsfX9O/X617Tx2sYwdnKSbCb399AbbBuRXA3uqYFO11LCIsVFEOGqECaD9++xdEenq6IiMjG8IPo3v37srLy/P4/MmTJ2vixIkNH5vwZPz48e1SK4DWVVxRbTVLaxx+1Lv2zV80qnuKuqb67a8vwDY4twLYW93TYpUaG+HxnH7K8I5Ki4vwSV0AgpPf9gAZMmSInE6nVq1a1XBs5cqVTQKRxiIiIqymqY0fAAJTQXmVvl2+1eNYratO89cVtntNQDDi3Apgb2UlRumFP49SenzT3V7275Wqvx3aR9HM6ATQjvz2N06PHj104IEH6tprr9Utt9xi9QB5/PHHddFFF/m6NABtzIQcO1NeVdtutQAAgD0XEhKifpnxeueS/bShsEJbS6vUPS3GCkRSYtkCF0D78tsAxLj//vt1++2366yzzrKan55zzjmaMGGCr8sC0MYSoh3qlRGn5V4ap+V0TW73mgAAwJ6HIFlJ0dYDAHzJrwOQ+Ph43Xvvvb4uA0A7S4uL1B0nDdTZT8xpNhvktBGdlLHDNFoAAAAACOgABEDwGtIpSe9cup8e/PR3zVtToPS4SP31wJ4a3yddSTE0TAMAAACwewhAAPglsy3ePtmJ+vcZQ1XmrFV4aIjSmPkBAAAAYA8RgADwa/FRDusBAAAAALbcBhcAAAAAAKC1MAMEAAAA2A1FFdWqqqm1ZiiaJZsAgMBAAAIAAAC0wLYyp+avLdSjX67QtlKnRvdI1V/G9VCXlBg5wplYDQD+jgAEAAAAaMGsj0c+X66nv1vdcGz1tnK99fMGvXHRWA3qmCi7q6urU0hIiK/LAIA9RlQNAAAA7MKWksom4Uc9Z41LN7z1i/LLqmRHheVVWri+0Poer3h1vj7/bbM2FVf6uiwA2CPMAAEAAAB2YfbKfK9jC9YXqbiiWimxEbKTgrIqPfLFcj357aqGYzPn52pQxwQ9cd4IZSZG+7Q+ANhdzAABAAAAdiE8dOdLP+y4MmRtfnmT8KPeLxuK9ca89ap11fmkLgDwSQBSUFCgoqKivXkJAAAAwO+N6pHiNeQY0yNFSTEO2a3fx8s/rPU6/vzsNdpa6mzXmgCg3QMQl8ulf//739pvv/00duxYjR49WuPHj9fjjz++18UAAAAA/igtLlL/d3jfZscTosJ12wkDlRhtr+UvdXVScWW11/GKqlq5zJMAwM49QO666y598sknuvrqqzVw4EArEPnll1/00EMPqaqqSpdeemnbVAoAAAD4SHyUQ2eP6mJtffvUtyu1qdipA/qk68RhHdUpyX69MEJDQ3Ti0I764JeNHscP6d9BidH2mvUCwP52OwCZOXOmpk6dqpEjRzYc69evnzp27KgpU6YQgAAAAMCWkmIiNLxrhPbJHqqqWpdiIsIVtoveIIFscKck9cuM128bS5ocj40I06UH97K+fwCw9RKYqKgoORzN096EhAT2BQcAAIDtRTrCrBkhdg4/jMzEKD0zcV9dfnAvpcVFWMHHCUOz9c6l+6tbaqyvywOA3bbbse3f//53XXfdddbbYcOGKTw8XL/99pvuuOMOnX/++crNzW14bnZ29u5XBAAAAMAvZCVG6/JDelvLf0zHj8Qoh2IimfkBIDCF1JkWz7vBLHdp+OQ/Znw0fglzzHxs3i5ZskS+UlpaqpycHM2bN09xcXE+qwMAALvg3AoAAALZbse3n332WdtUAgAAAAAA4C8BiGl2CgAAAAAAYLsApH///vr222+VmppqLYHx1uzUHP/1119bu0YAAAAAAIC2D0CeffZZJSYmNjQ2vf766xUfH9/kOYWFhbrxxhv3rhoAAAAAAABfBSBm29v33nvPej8vL896lJQ03Q985cqVqq6ubosaAQAAAAAA2j4AiY6O1sMPP2zt7mIeTz75pEJDQ5ssfYmJidGUKVP2rhoAAAAAAABfBSCm70f97i8TJkzQ1KlTG5bEAAAAAAAA2G4XmOeff75tKgEAAACAlqoolCoKpLpaKSpJik3zdUUA7BaAAAAAAIDP1NVJW3+X3r9KWv2t+1jmIOnYf0mZQ6TwCF9XCMBPEYAA2C1FFVXaWlqljUWVSox2KD0+Uh0SonxdFgDstaoal/LLqhQSIqXGRig8bHu/MwB+pHCt9PQR7tkf9Tb+Ij1zlDT5Gymjvy+rA+DHCEAAtNim4krd+s5ifbBoY8OxzinRevr8fdW7Q9OtsQEgkKzNL9dT36zUewvzFBYaotNGdNY5o7ooOyna16UB7TuzoniDtHmJVLhGythHSukuxWfKr2r8dWbT8KNebbX09f3ScQ9JkbG+qA6AnyMAAdAizppaPfbViibhh7Euv0LnPDlHMy/ZT1n8oQAgAK3PL9fJj35nzW6r98gXy/X+wly99JfRhCAIDiZY2LRIeva4puFCWh/p3DekpK7yC9Xl0gr35gwerZ0lVZUQgADwiLmdAFpkc7FTL81Z63msxKnV28ravSYA2FvVtS69/MPaJuFHvdXbyvXtsq0+qQtod8W50gunNJ9ZYXptvHulVFEkvxAWISV09D4elyGFOtqzIgABhAAEQItngDhrXF7H1+SXt2s9ANAaCsur9P4veV7H3/x5vUqd1e1aE+ATReul0k2ex8yMi3I/CQPDHNLISd7H979Sik1tz4oABBACEAAtEu0IU3yk91VzvdLj2rUeAGgNpt9HlCPM63h0RJj1HMD2yrftdLi2qkJ+I6WHdNQ9UsgOf8qMuFDqOtZXVQEIAPQAAdAiGQlRmjy+h+7/5PdmYz3SYtU5JcYndQHA3kiJjdT5Y7vp2jd/8Tg+cWx3RTu4XEIQMKGCNxFxKlW0EuUnohKkoedKvQ6X1s+RqivdwYdZ/hKd7OvqAPgxzugAvCvdLJVtsdYDO+IydObwLJVV1erpb1c1LIcZ2T1Z95821O+3wnVW12pLqdPavjc0JMSqNyMhUg62uQSC3sH9MrRvt2T9uLpp74NjBmVpQFaCz+rC3i1t2lZaZf3eT4p2KC0uUmnxkTv9nPKqGm0tcWpjcaUiw8Osbd4zE6IUGiQzgFyx6XL1OlLhyz9qNlY88go9Oq9Mfz2oSsmxEfILkXHuR+ofwU21UyrbJG1Z6p4ZEp8lxWVK4fQD8XdVtbXaUuzUpmKn6urq1CExShnxkYoI9z47D9hTBCAAPMtfJb16jrRpccOhtF6H6W8nTNNZI7uouKLamhqeGhuhpBg/uRjyoqSiWu8vytMt7yxWZbU7uImLDNcDpw/RuN5piongVyEQzEwgOvXs4fotr1ivzl1nBaNnj+yinhlx1h/OCCwbiyqsGT1fLN3ScKxfZrymTchR11TPO4MUlDn17PdrNPWL5apx1VnHzPntv+cO17DOyXKE2z8sd0Ykav2Yf6pTQmdF//KCVF0hxaSoaORV+iR0nN6cs1kXjusjv2QatP76lvTRP9x1G5EJ0on/lXoeLEUwS9VflTtr9OXvW/R/ry+wbrLVL7u+9YR9dNTATMVHEWChdYXUmZjNhkpLS5WTk6N58+YpLo7eBMBuMU3QzDZ45i7KjgaeIh33kPuuS4CYuzpfpz42q9nxkBDpw7+NU79M7vACLREM59Zal0shCgmau/52YxrWXvfmIr2zILfZWK+MOL30l1HKiG8+Y/G9hbm69KWfmx2PDA/VJ1ce4DU4sRPzJ4HZ7n557jZNGBStKFUrvzpcj84r17cr8q2ZUg+dOUxxUX5402DtbOnpI5ofNzNB/vqd1GGAL6pCCyzJK9bRD31j7cK8o7cuHqthXVjShNZl/zgbwO4rzvMcfhiL35LKNitQlFbW6OHPl3scMyfbZ79braqd7G4DILiEhYYSfgQws+zFhBmeLN9cam3pviOz7OVfnzbvb2WY5Z6f/OplZxSbCQkJ0dGDsvTRbwU68cV1OvLFjTr7tfVW+GFuGFx5aB//DD8qi6Wv7vU8VueSfnhcqmm+zTX8Y4fBJ79Z6TH8MB75YrnKnDXtXRZsjgAEQHPetsGrv5ioKlOgqKiu0ept3utdtrnUOgEDAAJfmbNWf6xg8WhzSWWzY9W1Lq3dyVbuizcUKVh0So7Ra38dYy0ZqpedGKXpF4xUzww/nQVTUyHlr/Q+vuU3qab5f3f4nlmWvGKL92u0VVvLVFHNNRpalx/GuAB8LqGj97EwhxS5/cLI35n+Hv0zE7Rmm+eL20EdE3e6BSYAIHCYGQqOsBBV13pOQbISo5sdi3CEqndGvH7NK/b4OTldg2cKvtnyeZ/sRL3451EqKK9WratOSTEO/2507oiVOuwjFazyPJ41VHI0/+8O34t2hGpQdoLmryv0ON4/K0ExEVyjoXUxAwRAc3EdpOzhnseGnefeZi5AxEaG6//buw/wqKq0D+D/ZFommfSekAKB0GvoVQEF2yrYRUFsWLCsn3V11bXs6uqqq66KvWBHLIiKiohK772HlpBK6qRMzfecMyRkkpkEkplMyf/3PPOE3DuZubkZ5tx5z3ved+7E7jJ9tylxkXz1yDR2giEi8hOxoWpcPjTF4b6BKeGys0tT0SEa3Dulp8OfEQWzz+jpO2Oeq0TrNLJmSs+EUO8OfgiiJtn4e2yFvRxN2gy7zvaVvI7o8jJzTDqUDpYdij/nrWdksFA9uRyv+omoOV0scNkHQLeJJ7cFKmzBjwn3ASrfqqbeLSYEb1ydJSv61xOtDT+4bjhSojgrRETkL7QqJe6Y3ANXDEuR2Qz1xnaPxqszspx29RmSFol/TuuPUM3JD1tdY0Lw2U0jkRzBccLrxfQALpsPBEfbZ7Ne/RUQkebJI6NWpEYG4/3rhiM+7OT/zRidGm/OHIr0GC9ddkU+jV1giMi5mlKgqhgw6oGgcFtmiNo3ByORxltQUYvSaqMs9BYdrEZcmEb+m4hODcdW8hWicGKx3iBbtotMwKhTaNkuaoGIIqkl1UaZISh+xlHHGPJSVgtQmQ9UH7elD4hgSGii48wQ8iri46i4RiupNsl/RwWrZeYRC1KTOzCniIic00babn5AzAQmRWjljYiI/JsIeojb6RDLIZMjtfJGPkhkqoYn227kU8RkVEK4Vt6I3I1LYIiIiIiIiIjI7zEAQkRERERERER+jwEQIiIiIiIiIvJ7rAFCRERERNRBymuMOFZWi6835crC3OcNSESvhDDvbzdLROQHGAAhIvIWouOO1WwrPKt03KqRiIh8O/jx/srDeP7nvQ3bPl+fg35JYXhz1lAksggkEZFbcQkMEZGnibZ9Gz8E3r8AeGsy8OODwPEDgNXq6SMjIiIXEpkfjYMf9bYfq8Ana4/CbOH7PhGROzEAQkTkSfpC4Ju5wLdzgcKdQPlRYP3bwBtnACUHPH10RETkQl9uyHG678NVh3Bcb+zQ4yEi6mwYACEi8iSR6bH/5+bbDRXAr08CBr0njoqIiNxA1PxwpspggRV1HXo8RESdDQMgRESetH2h8327vwNqyzryaIiIyI3OH5DkdN8ZPWMRqlF16PEQEXU2DIAQEXmSqoVipwpxIRzQkUdDRERu1CcxDH0SQ5tt1ygDcc+UntAFsT8BEZE7MQBCRORJ/S91vm/gVUBIdEceDRERuVF8eBDevnYYbjszA+FaFVSKAEzuHYdv545F1+gQTx8eEZHfY5iZiMiTwrsAw28C1r7RZHsKMOYuQBnkqSMjIiI3EK1u75qciWtGpsmKH2LZCzM/iIg6Bt9tiYg8KTgamPAA0HcasGaereZH3+lA90m24AgREfkdlSIQCeFa+KP88hrkltXKr2nRIUgID0KMroXlnkREHYgBECIiTxPLXEJGA8lDAasJUDMNmoiIfM/+wkrMfHstjpXXNmwblBKOV2dkISnCPwM+RORbWAOEiMhbKNUMfhARkU8qKK/FrHfW2QU/hM1Hy/HYtztQWWvy2LEREdVjAISIiIiIiNolTy59qXG47+ddBTiuN3b4MRERNcUACBERERERtUtRCwGOujqgxmTp0OMhInKEARAiIiIiImqXlEjnNT6CVIEI1bD0IBF5HgMgRERERETULnFhGozqFuVw3w1juyIujG3dicjzGAAhIiIiIvKAospabM0pw4/b87Ett1x+76uiQjR4/vJBuGhQEhSBAXJbsFqBOyd1x7Wju0Kt5McOIvI85qIREREREXWwIyXVuP69ddhXqG/Y1jM+FG/NGoqUqGD4osRwLZ6a1h9/PStT1vzQaZSIC9VArVR4+tCIiCQGQIi8WF1dnayo/sfeYqw4UIzucTr8ZWASkiO00KjcezFhsdahoKIW5TUmqBQBiApRy9kdIiIiap/jegNu/WiDXfBD2FNQiTs/24S3Zg712TE3RKOUNyIib8R3JyIvJi6MLpu3CmXVpoZtL/+6H29ek4WxmTFQK9wTBCmvMeLnnYV4cvHOhufulxyGFy4bhB7xoW55TiIios5CtITdnlvhcN/Gw2U4XmX02QAIEZE342I8Ii9VUmXAPV9ssQt+1Gdm3PbxJhRWGNz23BuPlDV7bnGhdvkbq5FbWu225yUiIuoM9EZzi/urDWwZS0TkDgyAEHmp0ioTtuaUO9wn1tUeKq5yW1ruMz/sdrivpMqItYdK3PK8REREnUVksAoBtjqhzYj6oeFaVUcfEhFRp8AACJGXMlutLe6vMrpndshgtmJ3fqXT/WsPMgBCRETUHtEhGpzbL9HhvmmDkxGj4/IXIiJ3YACEyEuFaVWIDXV8ASRmjTLdVItDGRggi6w60yOONUCIiIjaO8Y/ckEfXDEsRRYaF9SKQFw9IhX3T+0FXRDL9BERuQPfXYm8VEJYEJ64sB9unr+h2b5Zo9IRE6J2y/PGhQXhtjMz8LevtjfbJy7OJvWOc8vzEhERdSbxYUEyCHLrmRmoMlhk55TYUDW0Kl6eExG5C99hibxUQEAAxnSPxudzRuKZH/dge265zMyYO7E7JmTGItSN64PP7psgl8F8uPow6ups28KClHhj5lAkRgS57XmJiIg6k2C1EqlRvBwnIuoofMcl8mKhQSoM7xqNt2cNRY3RAqUi0OmyGFcSa4/vndITs8d0lcVWQzQKJEcGIz5UI4+BiIiIiIjI1zAAQtSKWpMFpVVGiESIsCCV+9bl1lYCBtH1JQAIjgZUJzMtIoLViAhGhwdfxK1rTEjHPjEREREREZEbMABC1IKjJdV4ddl+LNyUC5PFiom94mRxsm6xOihEn7p2qKw1ybayZosVoQG1iFv3LLDuTUChBgZeCYy7G4hIddnvQkRERERE1JkxAELkxLGyGlzxxmrkltU0bPtlVyFWHjiOxXeMRdcYXZsf+0hJNR5ftANLdxfKGhtdIrV4fNIsDB9ggm7LO8CGd4EDS4HZPwDhXVz0GxEREREREXVePrOY/6abbsIDDzzg6cOgTuSPfUV2wY961UYL5i3Plktj2iKvrAZXvblaBlPqC4zmlNbgugWHsD3jxpNZH2VHgIN/tOt3ICIiIiIiIh/KAFm8eDGWL1+OadOmefpQyBNqKwB9AXBkFWC1AGmjAV08oI1w31OazFi8Nc/p/mV7CvHXmkwEqRSn/djbcstlwMORJ347jg8Hz0XUsvtsG3YsBPpNB5TuL3xKREQuZKoBKvOBnLW2cSx1JBCaBIREw5+ZzFYUVNTKsS6/ohaDUyLQJTIYMR1QwNudxHJV8fvsOFYhM0QHdolASlSwawqTVxUDFTnAkTVAcAzQJQvQJdjVAiPPqzaaUVRpwPrDpag2mDEsPUq2Mo4MUXv60IjInwIgZWVl+Pe//43+/ft7+lDIE2pKgbVvAsuest8+6nZg3F9txULdQBEY2OKAJoqDtrUGyJ/7i53uExdWNRN7n9wQHAUEnn6QhYiIPMioB3b/AHw9xxa4r9frAuD8/9iC+H4a/Fh3uATXvbcOtSZrw/bBqRF4dcYQJIZr4avBj01HyjDr3bUyC7Rev6Qw2R4+KaIdv5cIkn11M5C97OQ2hQq49AMg40xA5ZvnzN/oa01YvC0PDy7cBuuJ7F3hwoFJePj83ogNZbCKyFd4/RKYZ555BhdeeCG6d+/u6UMhTyjc3Tz4Iax6GTi2yW1Pq1IEYtaodKf7bxjXVbaKbYuUSOftXKJC1FDITjAnDLsRCPT6OCURETVWngt8daN98EPYvQjY/iUa1j/6GZEhMftd++CHIIIH//t1f5uXjnrD73Vtk+CHsP1YBZ5dsltmBrSJxQyse9s++CG3m4DPrwYqjrXjqMmVcspqcP+X9sEP4Zstx/Dr7kJPHRYR+VsAZNWqVVi/fj1uvfXWVu9rNBqh1+vtbuTjjNXAyped7//zRVtasZuI9q9zxndrtv2MnrGyG0xbndUn3mn2yI3DohC77U3bN2PvBqKaPz8RUUfh2NpG2xY4D3KIcU0s6/RDm4+WwWC2D37U+2JDDor1BngLy4klLWI5S1m1scX77s6rRFWT4Ee9RVvycFzf8s87VVUArJ3neJ8Inu3/uW2PSy73+bqjTve9vjwbxZXe89omopZ57dSywWDAo48+ikceeQRBQa2nlc2bNw+vvPJKhxwbdRCLAdDnO99fVQiY3TfgiCUwt5yRgYsGJ2Px1mOoMVlwbv8kpEW1by1zQngQ5l2ThVvnb4TRcvJC8ew+sbi4lxYK1TBg6j+B8GRAG+mi34aI6PRxbG0jUcTamaqi5pkhfiK/vNbpPhEYMVm8I/NF1Cj5ZM0RvLfqEMprTBieHomHzuuDzPhQh7W9xP2dMVvr7Mby0yJeB7WNsj6bKstp2+OSS5mtVodF8esd1xvkfYjIN3htAERccPXr1w/jxo07pfvPmTMHs2fPbvhezFJNmDDBjUdIbqcOBbpNBHI3ON6fNg4ICnPrIUQEq+Wtd6LrnkdcXI3rHoOl/zcB23PL5cXXwJQIWUhLLIFBeh+XPRcRUXtwbG2jHmcDWz91vK/LcEDtfCmkLxO1PpwR7d6D1Z6vaVVUWYu5H2/EukOlDdvWHCzFtFdX4os5ozAkrfnEQ7/kcKePFxeqQUhbfy9VMBDfDyjY7nh/N/5f8wbKwECc2SsOS3Y4ztzKSotEiMZrP1IRURNKb+78UlxcjMGDBzek4QpLlizBpk3Naz+o1Wp5Iz+iUAKDZwBrXwcMlfb7RFGwkbf4bHcUjUohq8eLGxGRt+LY2kapI4CwZKAi1357QABw1uN+m92XFh2MvklhsqB3Uw+d21sG+j3tSEmNXfCjnsVah38s2oF3Zw+3TUY0khyhxZDUCGw8Utbs5x48p1fbf6+QGFvG5/t/ab5PLIGN79u2xyWXG9c9FrE6DYqaLOMSS5rvmdJTFscnIt/gtTVAPvzwQyxatAhff/21vE2cOFHexL+pE4lIA677CUgbc3Jb8lDguiVApPMipURERB4T3gW4djHQ6zwg4MSlVkwmMPNbIK5Rpy8/IzphvDlzKC7N6gKVwlbrKik8CP+7ajDGdI+BN1i+x3nByi055agyNC9oKpa9ii42Vw1PhUZp+3smhAXhv5cPkpkBASKw1VZJWcCMBSdrfonOb32nAzO/AcKS2v645FLJkVp8cfMonNkzVsYxhZ7xofj0xpHIiNV5+vCIyB8yQJKTk+2+DwkJkV/T0tI8dETkEYGBQHwf4PKPgNoyW1E5bYStPSwREZG3iuoKTJsHVB8HrGZAEwbo2l5A21eIlrCPX9QXd0zqAZPFihC1EvHhns/8qNdSi3sR3Ah0UqQ8IVyLRy7og1vPzIDRbPu94sI07Qt+yCfVAT3OAhJ+BIyVts5vIbGA2nbdS94jPSYEL105GKXVJlisVpn10daOgETkOV4bACGyExxpuxEREfkKTajt1sloVUqkRHnnJeaETNsMvqMmPdMHJyO6hQCJqOHVpYVW9u0SGg9A3MibiaAHl7sQ+TbvHJ0cePrppz19CESoqDHJdnniuikyWIUwLdfGExER+QpRr+Pp6f1x/5fb7LZnxIZg7qQeDrvAEBGR//CZAAiRJ5nMVuwv0uPZJbvxx75iBKuVuHhIMq4emYbECC20vGAiIiLyeqJbx3kDkjA0LQqLth5DYYUBk3vHoU9SuGxT71aV+UDxPuDoGiA8BUgdCYQmAkpOphARdRQGQIhOwYFiPS763woYzLY+76J17TsrDmHlgeN4+crB6BHf+VKciYiIBIvFikqDGRqlAlovaHXbGp1GCV2cDndNzuy4Jy07CsyfDhTvPblNGQTM+AJIGQUouayCiKgjMABC1Aq9wYTnf9rbEPxobHd+JbbklCFGp0ZkCAthERFR52G11iGnrAYLNuTgtz2Fciy8cVwGeiWEtlhstNMx6IGf/m4f/BDMtcDHlwO3rQEiUj11dEREnQoDIEStqKwxY/neIqf7f99bjPGZsR16TERERJ6WXazH9FdXoqL2ZOvYX3cX4ZYJ3XDzGRkIZ50sm+piYPe3jveZqoH87QyAnKZivQF55TXYeawCcaEamYkrWhMrFSfaThMROcEACFErRIs7kS5rMBsd7hf7ONwSEVFnKwr+j0U77YIf9V5bno2Ls7owAFLPbACsFuf7q5xPslBz+eU1uOOTzVh7qMTuWuy92cMwKCWCQRAiahHfIYhaIVJ6Z4xwPjNzTv8EWRSViIiosyirMeHP/cUtZkfSCaIVcliS8/1JgzryaHxarcmC//263y74IegNZsx8Zy3yK2o9dmxE5BsYACFqhZhJuGJ4KvolhTXbd+O4rkiPDkGwxrcCINVGs5xBETeTpYVZKSIiIifqRE94J6wt7ewszCZb8dPKAmDSo47v03UCEJbc0Ufm00tfPt+Q43BftdGC7bnlHX5MRORbfOtTG5GHJEVo8cbMobLo6ffb8hCiUeAvA5MRH6ZBl8hg+Iq6ujocOl6Fl5fux4878qFSBOKyoSm4dkw6kiO0nj48IiLyEeFaJUZ1i8KqbPuZ+Hrje3Ty2limWuDQH8AX1wJGPTDyFuCC/wJ/vgiUHgTUIUDWbGDUXCAkxtNH6zNMFqvDovT1jpUxA4SIWsYACNFpBEHEbWKvOPiqIyXVuPCVFY3WbFvw5h/Z+GlnPj69cSQSGQQhIqJTIOp7PPaXfpj26go5897YrFFpiAvr5J3RynOATy4/Wftj9WtAfD9g1G1AchagiwVC4gEl66ScDq1KKYudOlvqMqBLeIcfExH5Fi6BIeokjGYr3vrzoMOCdYePV2Nl9nGPHBcREfmm7nE6fH/HOFw/Nh094nQY0TUK784ehjsm90BEcCf/YL99QfPCpwXbge/vAb6+GVBoGPxoA5F5e//Ung739U4MRWqU72TlEpFnMAOEqJMorTbil50FTvd/sykX5/ZPkLMrRERErVEEBiA9JgT3T+2FW88wQ60MRGiQyu1LII7rDbBYgWC1ApEhXhhEsFqBwp3O94u6IJbmkxHUOlFaRrS8ffi83pi3PBtFeoN8HZ7VJx53T85ElDe+HojIq/CTDpGvE+15AxW2WwsCA8TFovP/8qFaFRQBTAojIqLTo1YqEK1TNF8CkrsRKD0MdBsPFO0B8rcBiQOAlBFAeIroMw9U5AFFu4Hs34DQRKDHWbav6uYz+fnltZi/+jA+WHVIZjOKlqd/P783eieGOR7fLGZYy3NQl70c1uJ9MCQMgzVxIMpVcdiWU4YtOeXyw7TIXBFLXMUHaZcIDATSxwG7vpVfjeHdoKo4ioBDv9myQsRSGFWQa56rkymorMXs99bJTI/7z+kp/+6BAQH4Y18Rrn57Nb66bSxrmrlBQUUtsov0srtTTKgaE3vGIT48iF0QySfxVUvkq8TF5aEVwI6FgDYSGHYDENUNCI5yePcYnQbXjk7D37/Z4XD/zFFpcvaOiIioXYr3Ae+dB6i0wDn/Bj64EKgpPbk/KAK4djGgjQDmXwIU7Tq5b8mDwCXvAplnA6qTQZDiSgNu/2Qj1h06+Tibj5bhktdX4dObRmJE12j7Y7CYUZezFoEfTgPMtRDhGZmbEpqIigsX4KGvj6G02iTvGqJW4OMbR8r6EQEiKOMC5szzkRs1Gt/urcXGAit6RQfg0iseR/KaJ6EZf4fTsZpaVlJlRFGlQd42HG70mjpBbGcAxLXyympwwwfrseNYRcO2JxfvwvOXDcKUvvEMgpDP4acdIl8k0mfFxeVXNwF7fwS2fAK8NQlY8V+guvkFgSAu6s7umyBnupq6cniKXL9NRETULlXHgYU3AfoCYPQdwI8P2Ac/hNoyYMvHwG9P2wc/hDor8OV1ttaxjRwuqbYLfjTcvQ547NsdclmMnco8BHxyhQx+NN2etPwe3DbqZMCkymiRH/CcFdZsi63lQTj7vSP4z+/5WLanEK+tLJDfrx36HMxxA132PJ1Na92V2X7ZtQwmC974Pdsu+CGI03z355tRUNHk/x2RD2AAhMjXiIs52UbvUPN9K14EKnKc/mh8WBBevmowPrphBC4ekowZI1Lx9a2jce+UXogK6eQV+4mIqP2qjwPHNtr+HZoAlGQ7vl+XYcDWzxzvE8tERAvZRlbuL3b6lLvyKqE3NKmpIcbI2nKH9w88ugoTuiiaZQ4UuujDnFgucMenm5q1azVb63D7FztRaODld1uJGh+RwY7rzIiaMHGhvJZxdcbNp+uOOtwngiDLdhd2+DERtRdzlshl6urq5AWIShGIIFXL9SionbNrYubMme0LgYT+TnfHhQbJ25juMS49rGNlNdh0pBS/7SlCSpQW5w1IQiLXhxIRdS6NMy6sLRX6DAAsRue79UV237ZU3FKtCISyaf2OWvsZ66YCHTx3VdMgSjs+NOaU1jjcV1ZtQmGlQdYcodMnJnKevngAbp6/oVk2yBMX9mMAxMUs1jrUmJp0M2qkWeYVkQ/gJxNyidzSGvy0Mx8/bM9HhFaF68Z0RWaCjlkFblEHWFoYcIxV6GhHjlfh8jdWI6/85IXvi7/sw8tXDsak3vEMiBERdRaiJlVQuC37QqECFGrHgY7KY0Bcb6CwyRKYel3H2X0rgvYixmF1sMJh2uAkROuaXG/E9HB+jMFRKDbbFyEVj50cqXXZh8bWOtlQ24hCteO6x2DR3LH437L92J1fiW4xIbh9YndkxOlkQV5ynWCNAv2Tw7Et13E21bgesR1+TETtxRw8arcjJdWY9uoK/GPRTqw9WIKfdhbgijdX47+/7JOtV6llxXqDzJ4orKiVWTStEheWPaY439/3InSkyloTHv9up13wQxDXf3d+uln+XkRE1EmIZS+THjmZkTj8Rsf3E8Pd1GdsnWCaShkJRKbbbYoL0+CFywc1u3tGrA53TM5sHmjXxaJuwBUOn7ps9MP471q93baZo9Jd1kJVPE6Y1vEco0YZiMQwdoBpj2CNEv2Sw/Gfywbi8zmj8N8rB2FQaqTbWzB3RmIi89EL+sgAYVP9k8PQLTbEE4dF1C4MgFC71JjMeGnpPpnO2dT7qw7LD/bkWHmNCUt3FeDKN1Zj9NO/4qL/rZDrLFtNJ9SEApMetauO3yB9PBDdHR2ptMqIpU7WgIr1zqLNIBERdRIi66PvdFsnl5z1tpa2Zz8JhCXb9oclARe8BAy4DEjOAmYtBhIGnBzfxtwFXPoeoIuze1ixnPKsPvFYevcEPHhOL8wek473rxuGj28c4bjrhzYSAWc/Aevkx4HgEwVPo7qhZvr7yEs6C0dKbcH5WJ0Gj/2lL+ZO7O6yD9BiGcbjf+nncN+9U3oimss0XEK8JmJDNdBpGPhwpz5JYTLQJDJB6mutXD82HW/MHIo4BvPIBwXUndKUs+/R6/XIysrChg0boNOxu4W7iADHGc/+BqOTdM5bz8jAfVN7dfhxeTuzxYovN+bg/i+3NdsnLuruPiuz5QsxixkoPQj88R9g/8+AJgwYcQvQ5y+22bcOJPrCT/zPcqf7n7qoH2aMTOvQYyIi9+DYSqdFdHIxGwC11jZuWUyAUgXoEuwzP6qKAVM1EKCwBT5EEMVVrBZYK/NhNptghhqGoBhEhqhRWFkLo8kq65aJD9GBjqa4T4HIdC3RG2WdhHCtSmaqaJQKVNSasDuvEv/5aQ/2FeqRGhWMv07OxMCUcEQEuybThKgjido21UYzFAEBiNapudyIfBZrgFC7ma3O17JynatjImPmqe8dr3t+f+UhzBqV3nIARKG0rW8+/3mgphwIDARC4hynEruZLkiJrjEhOFjsuPbIkLTIDj8mIiLyAqHxp3a/ENcW5bYTqEBgeDJEyEHc6nMnRTHw9jp8vAr/98UWrD/Rnlcsb7l5Qje5nEbUJBneNQpvXJMlgyMiKCICL0S+SiztctUyMSJP4hIYapdwrUhJdZ5xcG7/RPiqsmoj9uZX4qPVh/HVxhx5oSMi36567Ioax48lameIuiqnRCyDCUsEdPEeCX7UX0Q+fmFfh08/tW+CrNhORETkT/LLa3HN22sbgh+CaHv736X7sXBjLiwnJoDCg9VICNcy+EFE5CWYAULtEqJR4b4pPbFyfzEqm7SPO7tPPFKiHNSp8AHFlQY8/cNuLNiYY1d5/J/T+uG8/onQtXOdsErZcuxRrK/0JVmpkVhw82j864dd2HSkDDE6NW4a3w1/GZjE2QIiIh8iVkZXGy1yaYi6lbGqMzt0vMrpZMUry/bjvAGJbHVLROSFGAChdhPLHxbdMVYu3fh1dyFCg5S4cVw3jM6IQUzTtnQ+4re9hXbBj/q2dqJmx8CUCPRKaF8AJCxIhWcu7o8dxyrwzeZjsiBqPbGG2NcumkRF9qy0SLw1c6hM9Q0MCJCF5dq6ppqIiDpeTmk1ftyej6W7ChETqsbsMV1li1HWrGhub0Gl031iTBdjIREReR8GQKjdxIfc9OgQWZVdFD1VBgb6dKqnyP547bdsp/s/WXsUj13QBwFtWHIiWsaKi6aXlu5HdrEeGTE6PHPxAPyyqwALNuTI9cNvzszy2WUj4iI5wtMHQUREp+1gsR6XvLYKx6tOtq9ftCUPd5/VA9eO7oowLTttNJYWHdxiFqcYz4mIyPswAEIuI6pBx4Z619KN+iZHpxOsEK1bi1toRZtbWi3vo1K0/phWax2Olddg89EyGE0W1Jqt+NtX2xv2Hy2pwW97i2Q2yMSeceiXHIbEcK1cbkNERNQR9LVm/PP7XXbBj3rP/7wP5/VPYgCkiR5xoYgOUTs8ZzNHpclWuJ1ZXnmNnPDZfKRMZgoPSY1EQngQlAoGhojIsxgAIb9UWFGL3fmVWLDhqKy8ftmwFJnGK6qyt0anUWJoeqRMAXbkjJ5xcm30qQRfduRV4Ko3Vsv6KF/cPEq2yvvfVUPkuuotOWX4YNUhWQz1n9/vxg93jvO5pS8tEt1pUAdomRNCROTNRCtXZ2OesHxvETLi2Pa4MTFef3zjCFz33nrkltU0bBe1r64b07VTtwgVReNnvLUGOaU1dlkx868fIZcRc5KHiDyJARDyOwUVtZj78Uasa1SZ/YsNOZg2OBkPnde71bokoq3r3Wdl4rc9RbLuR2NitueMnrGndBz5FbW47r11Mvjx6AV98PveIrz5RzZqTbbK8CO7ReGVK4fg7s83o1hvxPEqg38EQCqOAdnLgQ3v2gIgQ2YBGROBsCRPHxkRETkgRromw50do5kt7R3pmRCGhbeMlq3tK2pNSAwPkhMtopaXu9SaLCirNiEwEIgJ8b5aW6LL3QNfbrULfgiisO7s99b532QPEfkcBkDI74h6Go2DH/W+2pSLS7O6IKZ761kgGbE6fHrTSDz01TbsLdDLFq9ju8fgH3/piy6Rp9bZprDCgKJKAyZkxqKkyoiXf91vt391dgmKKnfg3im9cP+XW2XhUL8Ifnx6FXBs08ltR9cCCQOAqz5jEISIyAuFBSkxomsk1hxsPnYKE04x8N8ZxYcHyZu7iSW1h0uq8dpv+2W2TrBGgZmj0nHBgCS5tMSbsolWZZc4LQ4rOufUB0CKKmtloGR3XiUSI4KQGR+KhLAgrwvqEJF/YQCE/MpxvUF2o3HmvZWHZLcSjapRaqrVCphrAYUGUNi2B6kUGJYeJYMgYomKwWxBAAJkdsjpFDwVRObJI9+erPvR2IGiKpkWmh4T7B/tYrN/sw9+1MvfCuz7Gcia5frnNOiByjxg13eAvgDIPBuI7Q2EJbr+uYiI/JAoYP3oBf0w7dUVMDTJ9pg+OFl+KCXPLyv5yysrZFapcLwKeGrxLvywLQ+vX52FOC/5GzV9/TRV3/XuWFkNbvpgPbYfq2jYF6ZVymUy/ZLCGQQhIrdhAIT8iliy0lLruSqjWRYwlTkgFjNQfgTY8qktSyGmJzB0NhCRCqiD5WxLUaUR9y3Ygi05op4FkB4djH9N74/BqZEySNKS5MhgmTki6oWIIIozB4ur8Pylg3z/ArOm7MSyFyc2vAf0vgAIjnJt8GPn18A3t53ctuY1IK4PMGMBEJ7suuciIvIDFTUmWei7stYs29bXL9nIjNfh+zvHYd7yA1ix/zgiQ1S4eUIGRnaL9unObv6g2mDGi0v3NQQ/Gtt4pAx7Ciq9JgASFqSSr6f6QEdTGbEhqDLYiu42Dn4I4lpp5jtrsfiOcUjmMhkichMGQMivRASrMLVvAt7846DD/dMGJSNEc+Jln7cZeP98wHRinWr2MmDdG8BlH8osgpxyMy59fSUqak9ecBw6Xo2r316LRXPHok9SWIvHEqNT47KsFPnvIFVgQ+2PpgZ0CZfdX9rSVtfr1LU089PCAvO2Epkf385tvr1wJ7DiReDsJwFl567ET0TUuDPHI99sx887TxY8ndgrDk9N6yc7kInln2Kpp6jXoFQEIFzLwIc3KK814eedBU73L9yYi3E9vGOZUnyoBvdN6YmHvm6e+Xpe/0RZh01k6/6wPd/hz4v6JmJiiAEQInIX9qIivyKqrl8/thuuH5OOW87IwKTecbKri5AWHYzR3WNsd6wsABbeeDL4EdkV6HMhkHEm8O0dqKsuxfdb8+yCH42zTP67dB/0BsezG/VCg1S4d2pPxIaqcUlWl2b7RbG0y4Z2Qf/kcP+oFi+6vYiCp84Mvsa12R/C3iWi3Y7jfZs+BKqKXPt8REQ+SszI//1r++CH8OvuQjz45TZZvBLGKmgrDyN6zycI3/iabUkj30c9TizB1SidX7KHqL3nGkKhCMS5AxLx38sHNQQxRI2ZOyf1wKN/6SOXW9Warc2KzDcmaoMQEbkLM0DIK4llLGJ96Lebj+FAkR7jM2MxJiNaLitpUL+ERdR+OLYJlp7nITfxLPy85zgKKg3oEafDLRMycP2YrnI2S2RsNFQerz4OlGQDITHA1GeAmlLgyCogIh0YdgNqjUasOFDs9Pg2HSlFlcECnaaFSu/6QsQU70X01k+RNvAWFFfG4ccdhQjVKOVFgPjcvmJ/MV5auk8GSFIigxHh62nG3ScD8f2AgiYzP7G9gJ5Tm929tMooC6J9sf4oqowWXDQ4Cb0Twk49lVf8HZ0RwS2r8+VQ/kpcOO4r0OPLjTly+dWlQ1PQNSYYgQjA0VJxrnNkGrVo1Sj+T8R7Sdo0EbmXmHX/xUmr29/2FuG4vhYRuYtsWXWNs/m6nw1c+DIQmtC+A6gtB8qOAls+tk1C9LkQhoTBWFmowdebcmUdrMl94uXYL/4txoG4UA3fo0QHOp0alw9LwevLsx3uv2yYLdvUW0QGq3Hh4GSMzIiWXWvEWCT+lkqFLYgjJqZExq7I9nAkMy4UnYXJbMWx8hr8uD0f23LLMTQtEhN7x8vgEdsFE7kHAyDkdYxmi2wZe8v8DQ1t+b7bmidb0H4+ZxQy4nS2Wf/c9cAHF9oKmEZ3x46+9+GKl1fJYEe9V387gBcuH4TsQj2GpEWcfJI6C6BQAxe9Dvxwny0YUm/921Bf9jFSI51fUIgLMvWJgdwhcXH3zVxg/08Qw1f81s/wzOgHcc+Yi1AXEou/frbZbu3r+6sO4+YJ3XDz+AzfDoKILi8zPgf2/gRsfN/2dxKZHz3PAcLs63GIzjj/XboX7688bNepZ0hqBF6dkXVqVe27TwL+fN7xvuShgEaHzqSwohb/9/kW/LH/ZPDu03VH8eLlA7ErrxLzfs+2O9f9k8Pw5syhSAhnqjGRvxNtWltSXmUAvrm1+Y79PwHbvgBG3gbZe7UtaiuATfOBJX87uW37AmiiuiF56sdyOYTRYsW7Kw9h7sTu2HSkTBYSH5cZg/E9Yjv9e5QIIIiOL2IZjCie3tis0WlyAsUbOQteiWUyd0/OxCPf7mi2b3h6lFd1tXEnUWtu89EyXP32mobiseJ699kle2QR/v5dGl23EpHLcAkMeZ2CCgPu+GRTQ/Cj3vEqIx5cuNWWpluRB3w+0xb8ED8z8mHcuijPLvghiAHl0W92IDFSi+zGFw3aKGDw1fICzC74cYJi4XW4eoTzApriAq3FonCH/rBdNNazGBH+xz/QdcW9+GFrTrPCX4KY2REz9D5PBDpEMdmrFwLXLASG3+CwGKlY49s4+NG4oNt3W4/JC4NWRfcAkrKabw8IBKY+DQRHozMRgcPGwQ9BdBkSXY8aBz/qbcutwOfrc2CxtFy1n4h8X2hLGYvirTvwxJJQR1b9z9Zlqz31mhoHP+qVZCNl+6v4S7+T79Wv/LpfZoKIoIgiMBCLtubxPQqQGazzbxiBV64ajMm942R3ni9vGY07J2X6XJFasUzm/IFJeOqifg0d8MSk0uVDu+C/Vw6ShXk7g4KKWtzy0YZmnXNERuxtH2+SkxpE5HoMgJDX2VtQ6bSN2tpDpSgVKZNVhXYXYyUhGbKXvCNFeoNcdvLBqsMwi5a3QmgikHUdsOMrxwdhrkVKxUY8d+lAqBT2KYg3jusmW+Q6JZbTrH7V4a7inlfhw7W5Tn9UzNb7DVHvw0kAwmK14qPVzYMf9d5fdQjFYjayNaHxwBXzgTF/BTQnitKmjASu/wVI6IvORGTUvLOieQvo0RnRco2/M/NXH0ZxldHNR0dEniYKc4/rcaIOVhMju0UhumKX8x+uLm6lyHUrdi92uku78zNc3tc+w2N19nEMSomQLV7zymr4HnWCKFR7/oAkmSX57KUDkJUW2RBA8DXiuK8YnorFt4/FL3dPwNL/m4DHLuwrf8fOQlyfFusdv7bF8mAxrhOR63EJDHkdvYM2b42ZxUyQxT6V10mDlQYitVZfa4aMf4iwn0jj1YQCZucfsnU5K3DehDMxvGsUduVVwGCyym4tooJ5mLaFmTRRd8JY5XiXUivb2bVUpK6urs4/OsK0QPwJW0rHrjZYbH+rU112M/EhYMRNIp9UtjB2ebFVHyCCSqLNc1MapUKeT2dE1pTVWSFZIvIb4cFqPHPxANzzxRasPHCyftKIrpF4/rJBiMxb6vyHU0cB6pC2P7lYAuOM2QB1k+k4MU5qVIFyJjwwIIDvUU2oWyiI6ktEjYvETtztxehksq9hPzOfiNyCARDyOv2Swp3uE0WhZPBBHWdrb3oigBEVUClT/ZsugRFE5XTxIfCiIcn2Fw3acCBtDHB4heMn6zkVWrUSqVHidhrra4MigN4XAkW7m+0Kz/0NE3tehkXbHKcSXzQ4ueXghwiuiFTi8hzAUAFEdgN0sUCQ83PmjcTf4aJByU4L8on0XlEg7ZQpVLZASCdW3wK66VKXLTlluPWMDCzelufw50SnpPCg0zjXROTTyyj+N2OILIgqAu6iza2YiZdZBAGDgYg0oOxw8yWFZz1u6/TVVplTgBUvONxlSR2DNbn2AfFhXaPw3bY8zBnfDZW1Zr5HkV8ShX7F0h9HgQ5RKFbUviMi1/OPEDL5lZhQDa5wUtH88Qv72opq6eKAM06uJ47b9AoePDPR4c9cP7YrVu4vxrD0SPsd2khg6r9sH56bShsLRHVr2y+gUAKDZ9g6zDQRfOhX3DW5hwzWNNU7MbTF4I/sepOzHnh9LPDOFOCjS4FXsoCfHpYdZ3xNVnokMmJDHA76N5/RHUEq72nr5wtUCgVmjExDZJPAkVgaJoIjvROaV9UXr8M7JvVA8IlW0UTk/0SHju5xochKi0L3ON3JJRSiVtOsRUC/i4HAE+8JCf2B2T8AsT3b96TRGbZxtSmFCoWjH8Wb60oaNg1JjURFjRmhQUpkxOpwcVYXvkeR3y5LE+2BHfnbub0QF9Y5aqEQdbSAOpFv74f0ej2ysrKwYcMG6HSdqxOEPyjWG7B0VyFe/W0/8str0b9LOB6Y2gu9E8MQUn8hVF0CHF4JLHtKFlIrO/Nf2BR5Np79+aBsnZsWHYzZY7oiTqdB78YtcBszG4HifcCvjwMHl9uyN0bcDAy8ov0t/0oOAX++AOxYaJtBG3A5MGouzGFdcOh4NV78Za/8HcWH0BkjUnHliNSW176WHgZeHWFr79rUlH8CI25pe4V+DxHtDkUNik/WHpF1X87qE4+7JvVAWnQIAtn+7bSJt/PDJdV4ddl+fL9NFBAMkC2Wrx+bLjOLPllzBB+tOSIzpUTmx12TM5EeHdzQmpCoNRxbOwFDla3FeJ3ZVlvJQTC/TSrzgS2fAmteB2rLUNd1AsxnPIxXtgZg3oqjCAtS4eIhXTA4NUK2iL9gYJIshpkSqeV7FPktUedj7cESPP/zHhw+Xi2DkvdO6YnBqZEIb2m5NRG1GQMg5NWKKg2y5odWrUBEsJNUQH2R7LIil8SExKBEb0C1ySI7sIosAjH7LVrItbo+2VBpC1To4l0XSDDVAjUnZrZEQVBxjCdUGcyyDkYAAuQsQKsXeBs/BL6d63hfSCww53efXAZislhxXG9EHepkmjNn+tqvxmhGWY14bdkKzamVtmwa8X+p+MS5Fh82GoKJRKeIYyu1i1jGKTIWRUFVUYcrKEy2uxU1usT7kjIwEDUmC7TqQISo+R5FnUdxpUFeD4ll21GdpAsOkadwZCGvFht6CoOAqIHRiBg4TrsEZlCY7eZqqiBA5TgoIS7sTuvirmiP831VIgjUcvFYbyWCUwnhQZ4+DL8iateIW1MiyMZzTUQeE6gAwuyXq4YGqeSNqLMv/yaijsGcQiJPEctvTkfKcOf7RL2SRtklREREREREZI8ZIEQdHfQoP2pbB52/FUjOAvpfAoSn2oqntiR5iG15jt5BB5lJjwGh8W47bCIiorYqqKiVtQ5EO9uoYLXsfiFqFBEREXU0BkDIo0RNgsJKA/LKa1BjtCAlKhgxOo1/rvu1WoGja4D50wDLiZZ/e38E/vgPMPNbIHVEyz8f3gW4djHw1U1A7kbbNlG0dfKjQLfx7j9+IiKi0yBqGmw5Woa7PtssO1LhRF2if07rh3E9Yv1zrCciIq/GkYc8xmi2YMPhUtw8fyPKa2wBATEhdNP4bvIWFeJnSzoq84AF154MftQz1wILZgM3LG22NrqZmB7AVQtsFfotBlsAJDSx9ewRIiKiDiaCHjPeWiO7fNUTmSBi3P/6tjEYlBLh0eMjIqLOhzVAyGPyymox6511DcEPwVoHvL48G7/vLYbfEYVKq5z8XhW5QPUp/s4h0UBsJpDQH4hIYfCDiIi8jsVahy/WH7ULfjT231/2yg4wREREHYkBEPKYH3fkw2hxcmG0dB+KKmvhSaVVRhRW1KLWZHHNAzbN/GjK6ptdXIiIiJoymCzYfLTM6f7d+ZWoNrpofCUiIjpFnDomjxEXP87klFbDbKmDJxRVGrA6+zje+D0bpdVGjOseI5fkiPokoo1om+niAGWQbclLU5pQIDimXcdNRETkLdTKQPSI02HlgeMO96dGBUOrUnT4cRERUefGDBDymOHpUU73ZcaHQqPs+JenWJv81OKduP2TTdiWWy7XL3+y7ijOfelP7C/St+/BRQeXyf9wvG/KP4HQhPY9PhER+YaacqDkIHB8v215pLuIrmFHVgG/PQ2sexs4ng0Yq9ERxITBjJFpsraXI3dO6oEwrapDjoWIiKgeM0DIY8b2iEFYkBIVtc2Xftw/tReidB1fBPVYWQ2+3nys2fYakwVPfrcLr84Y0vYLNlUQMOByW/2OX58ESrKBmExg4sNA4kBAwQtBIiK/V7wP+P4+IPtX2/fx/YDznwcSBtrGCVepOAZ8NhPIXXdyW0AgMP0toOdUQB0CdxOZk/OuGYq7P9uMSoNtrBeTGw+c0wt9k8Pd/vxERERNMQBCHtMlUovP5ozCnZ9uwt4CW3ZFuFaFv5/fBwNTPHNhtGx3odN9f+4vlgVb2zVjFRwJZEwEEgfZlsKIJTHBzjNhiIjIj5QdAd6dal8Qu2A78O65wJzfgfi+rnkesxFY/Zp98EOoswILrwfmbgCiM+BuYonLGZmx+PGv45FfXgOztQ5J4VrEhGr8cvlLRY1J1jVRKQIQ7YFJHCIiah0DIOQxAQEB6J0Yho9vGImSaiPMFisigtWID9VA0Z5aG+1cs+yMIjDAaSrvaWPQg4io89m7xHE3MFEEe9k/gWnzAI2u/c8jltWsf8fxvro623GMuhUdQaUMRHKEFlpVIAorDPhzXzHCg1XonxyO+DAN1ErfD4RUGcw4UKTHs0v2YGtOORLCgnD7pO4Y1S2agRAiIi/DAAh5nJgJitGKizILoBL/8Jwze8XhXz/sdrjv7D7xMkAj1BgtMiDSUsCEiNzAJIoIWwFVsKePhOj0mA3AviXO9x9dDRgq2xQAsVisMJgtspW8yKxQiPHU2ELdqsp8WK11qDWLbIVAeXMn0VHtb19twy+7TmZZqhWBePXqIRjbPQZBPp4NsuFwKWa9u1bGlgSRLTr34024bkw67jorE2FBXOJKROQtGAAhz9IXAvnbgHVvARYDMGgGkDoaCEv0yOGI2ajbzuyO/y3bb7c9RqeWdUnKq034alMuftyej4hgFa4dnY6MWB0iQ2yBESJy53vFVmDtW4DVCAy+BkgZ6bH3CqLTFqgEwlKc7w+JO+1aUKJNu1haUlxlxDebjskshD6JYbhyWDJSht4C9frXHP6cuduZeHfFQfy2p1B2Y5k5Kl3W69BpXH9ZaLHWYcGGHLvgh2C0WDHnww1YevcEpMe4vx6JuxScCO7UBz8ae2fFIVw9Mo0BECIiL8IACHn2A82ivwJ7vju5bf9SIL4/MONzICzJ9c9ZmQeU59q+RqQCoYm29rQnhGvVuHFcV0zsFYt3/jwku8JM6h2Hqf0SoAgIwLRXVyK/4mQb2++25uGmcd1w65kZDdkhROSG94pv7wD2/mD/XpEwALjqM/e8VxC5WqACGHYdsMHJ0pSxfwVCTr0dulg2ujWnDMfKanHPF1tkfQ1BtJ19f9UhvD/zTozMXYXAvM12P1cX1werK2Lw1OJd8vsVOI5P1h7F85cNxLn9E12ejSFay7/5R7bT4MjS3QW4fmw3+HLdD9ExzpkdxyrQLdYFy5qIiMglGAAhzxGZH42DH/UKtgHbFwIjbwUCXZiWK9oNfnSprftKPVGM9PL5QMTJWTkRyMhKi0L/5AgYLRaEqJUyTfjvX++wC37Ue+OPbEwbkty2AEh1CVCRCxz41VYQNeNMQJcABIW19bck8j95W+yDH/VERsjOb4ARN4uiQp44MqLTE5EGnPc88P09toKk9QZdDXQ787QeqqDSIMekJ77b2RD8qGey1OHOL3bg2xs+Q+JXF9sKrSo1sA68Cof73Ipb5x9s9ngPfLkNw9KjZCaIK1nq6lBabXK6/2iJ8+CBLxDLYVuiVfv28h4iIn/DAAh5bi20WPbijJghG3CZXXZGu1QWAJ9cYR/8EMTM2KI7gUveAbQRdrtEfY/6Gh+lVSZ866A9br0ftufLgq6nPau95GFg22f22yc9Agy9vtnxEHXamh9r33S+XxR67Hex694riNxJBLcHXm4Ldh9ZDZhqgLTRgC7+tItji8wKjVKB41VGx/v1BpRYtEi85mvAWCUzUIqsYZjyn5Vy+UlTYtvegkqXB0CCVIHomxQmMyEcGdM9Gr4sMliNQSnh2Hy0vNk+UeekZ3yoR46LiIgcYwVH8gwx8yVqfjhjMdnPjrWXvgAo3ud434GljqvyNyLm1kxWa4vrsE/bwd+bBz+EpY83D9QQdVaimKPF8Qe8k+8VDhbfE3krtQ6I6gYMugoYdj0Q17tNncHEEhhrK699kX0BXSwQlS4zHctNgQ6DH/WMZheOuydEh2jw8Hm9He7rEqlFvyTPtL13FVED7N8XD0S41r7Oh0hK+89lAxEbyi4wRETehAEQ8gzR7UWk/DojZnSDXTgrJJaatKSlavkAwoKUOLNnrNP95/RLOL3jEQGXFf91vn/NPNsHO6LOTh0CDO7A9woiHxEfHoQABCDYyRILUdBUBB8ai9CqkBLluNua+MB+2pmMp0i0vH171tCG5xarRkRntY9vHInECM92f3OFHvE6fHf7WDx2QR9M7h2HG8Z2xZK7xssaYr7e4YaIyN9wCQx5TupIW8FTUfOjMZEKPHT2aVfDb1FLnSLE8wQ5X25islhlGuuD5/TG6uwSVBvtsz0m9Yo7/ZRhEdyoLm45Y0XMervyHBD5KrFEIK4vULjDfntoApA1C1BwKKPOJ06nwS7U4a7Jmfjn97aCpo099pe+iAuzD4DEhQXh6ekDcM3ba2TL3MZuO6M7onXuKeatC1JhUu94GQipNJihUgQgKlgDXZB//N8NCAiQ1wHXjumKq0akyd9PbCMiIu/jHyMP+SbRuUF0e9nxlW0dv/jA3+8SYOi1tkJxrhQSC3Q/C9j/c/N9WdcBoc3rB5RUGbC/UI8PVh2G3mDGrFFp+HbuGNkdZtmeQpnuKmZ5JvSMRYzuNFNcteFA+nhg66eO9/ecCqhcuw6byKffK67+Ati2ENj4LmAxN3qvSPX00RF5hEalwIiMGCRHVmPeNVl4b+UhHCyqQkZsCO6a3AM9E8OgUjRP9B2SFonvbh+Hl5buw+ajZUgMD8LtE7tjUGokQt3crlUEYPy9Wk997TAiIvJOAXV1/rl4Wq/XIysrCxs2bIBOx/ZjXk3U1hDZEOKlKNZBuyvroeIY8Ms/gO1fAFaLrevKsBuBMbfbsk6aBD+eXbJHtgZsrFeCDu/NHi5nduqsdagyWnDweBUig1VICtciQaQkn+qsT9FeYN5YW0HYxkQbxBuX8YMdkafeK8gpjq3eqbLGBL3RDKu1DmFa1SkFMqoMZhnc1ygD2cadiIg6DWaAkOeJVrcd0cFBzCKf/zxwxgO2iviaUFvgQxXU7K6Hjlc3C34Iu/P1mL/6CK4ZlYbHF+/E99vyG/bF6NR4d/Zw9E0MQ2ArbfGkyK7A9b/Y2iEeXQMEBAKZ5wBnP8HgB5En3yuIfEyoCHo0KcLZmhCNUt6IiIg6E4581PkKKkZ1bfVun61rHvyol1dejfdWHLILfgjFeiNmvLka3985Dl0iT2H5ilIFJA4ArvwUqC23BUDErLYIzBAREREREZFLMQBCHc9QBRgrAIXavd0baitgMJlQZFSjsMoMZWCArNURHxYERQsZGmJVWI3R7HT/xF7xuG/BVof7KmrN2Hms4tQCIPVE0KMNLRCJiIjI+VheUGFAsd4g2/vGhGoQq1NDq+alLxFRZ8ZRgDqOqHVRcgBY/ixwZJWtMOnYvwLp4wCd8xazp020tC3eh4qcXVhU0w9P/JKLWpNV7hK1Ol66cjCGp0fJAnKOiBoe04d0wbdb8hzujwxWy9ofzhw6XuWiX4SIiIhOl9lixfZjFZjz4XoZBBFEZ5bbzuyOmaPSENWkPTAREXUeLFVNHSdvKzBvPLBjIVCZB+RvBRbMBpY9BVSXnvrjVOQCe5cAPz8KbHgfKD1k6yAjiOKIh1YAn16FHZoBeOiHow3BD6G02oTZ765DbllNi0/ROzEMQ1Kbt8YN0yplxfzYFrq+9EsKP/XfhYiIiFwqr7wWV725uiH4IZgsdXjxl334fW8LLeiJiMjvMQBCHaOqGFj8V8Biar5vw7uAvuDUHqfkIPDOVODjy4AVLwKL7gBeGQYcWW1rjSkCK4vuQHn/2XhhVbnDhzBb6/DpuqOwWJ03QBLLZF67OguPXtAHXWNCEB+mwTUjU7Fo7likRgXj7rMzHf5cSpQW3WLZGYGIiMhTft9bhGonmZrP/7wXRZVNuq8REVGnwSUw1DFEkc/8bc73iyUxcb1afoyacmDx/wFlR+y3i+yPT64Abl0DGMqBynzUhqbj4HHnWR678ipgtFigDVS2GAS5dnQ6zh+QBGtdHSKCVdAobctmpvSNly0ExWySaCMojOoWhWcuGShb4RIREZFnbD/meAJEOFJSDZPlZGYoERF1LgyAUMcQHU5aojyF9bjVx4HsXx3vE21ti/cA4bb2sdqKA+gR28XpLM+A5HBoFIrWDzsgALGhzY9NrB+eNToN5/RLQHmNGUGqQESFqBERrG799yAiIiK3GZQS4bCVvdAtJgRqBROgiYg6K44A1DG0kUDXCc6DIykjW38Mkekhanw4U10CBEcCMT0QtuVt3D2qeQ0PQVz4XDI0BYEtdII5FSqFAsmRweiTFCaXvTD4QURE5HmjM2IQqnE8x3fvlJ6yIwwREXVODIBQx9BGAOc+ZwuENDX1aUAX1/pjBIUBuninu6ui+iDfrAOmvyMzQjIPfYgXLkhFWNDJi6CEsCDMv2E4kiO5TIWIiMgfJUdo8emckUiLPtmSXqtS4OHzemNkt2iPHhsREXlWQJ1olO6H9Ho9srKysGHDBuh0LErpFcRLTdTv2P0dsP8XICwZGH4jEJkOBJ1C5xSrFdj+JbDwhma7DD3Owyfx9+DzHXq8M2soEqwFwNbPYTZUoSDzKhwPjIZSqUKUTiNre4ilLUREdHo4tpIvKayoxfEqI4xmK6J1atnBTaNqffmrPxJ1T47rDfJSLFijQLiWWatE1DkxAEIdT7zkzDVAoBpQnGYZmpoyW8HUnx4Gju+XGSWVg+dgW/yFmPX5Idnm7h9/6YuZo9LEixsw1wIKDXAK9T46o4LyWuiNZrksKDpEjWAnKcNERALHViLfk19egw9XH8GHqw+hstaMkV2j8Ldz+yAzXtdpA0JE1Hl59aedgoICPPXUU1i9ejU0Gg3OPfdc3H333fLf5AGi0KgIKKh1p1a01InyWjPqrEqEBytQn4ch4nDlNSaZmRGuVcmZCjFIa5QBCNGoTv6wNgI1Xc/CpvHpCAk0otIUgDc3VeH3ZQcbyoN8tOYwzh+QiGidBlCfTH8V9LVm+dihQUooPVAETfye+RW1KKs2yd89MkQtM1Jcoaza2HD+WlNabUB2UTW+23JMtgQW5+T8gYm4b0ovJEVo4VKiPbHozqNQA5pQuEOtyYIaowVB6kBoVV79tkZEfki8/wreVAvK2ftitcGMWrMVOo0SauXJcbCy1iTbxIcFqaA43RpZYnKirg616lDUGKzQqhUIOoUP1uIYq41mBKuVp3T/poxmC/QGC4KUgV4bwLdYrKioNUOpCEBoUOvjszuyYG6evxGbj5Y1bFuVXYJpr67AwltHY0AXx/XSnJ3vKoNFvm5CvPR8ExG1xmvfvcQHxTvuuANhYWH46KOPUF5ejr/97W8IDAzE/fff7+nD61zEhU3RbuDPF4CKXFmw1Dp8Dko1ibAGqBx2SXE2CK8+WIL3Vx6S6ajThyRjSt8EKAKAH3cU4MuNOegeq8MN47rim83H8Me+YpmyevOEDPRODJWdVwTRkvblNeVYlX3c4fNYrHXNaqWKtM9tueV4849sGXyY2CsOlw5NQUqktsOWw9QYzVidXYL7vtza0J1GrFN+/rKBGJwaAfWJFrunK6+sBkt3F+Lz9UehDAzAjBFpGNs9BvEO2vGKC99Dx6vw2vID2F+oR0asDq9cNVie+683HcPuvEp8cN1wxLkiKCOXPB0GNs4H9i2x1X8ZcweQOAgIiXHNOTVZcOR4tfy77jxWgW6xIfL1kh4TIi/uiYjcKb+8Fn/uK8JHa47IsemyYSlyfEkMd3EguQ3vi2/8ni1bvte/L4oW7aIF7Ou/HUBOaQ2GpEZg9piu0AUpsPloOd7+86Bs735e/0RcOChJFvluVUUekP0bsP4toM4Kc+8rURg3Hh/vMuOqEWmyBoejwIYIehwqrsK85dnYW1iJngmhmDM+Q95fBENaY7ZYcbS0Bh+uOiTHVfG7zRnfTT6ONwWhjpZUY+HGHPy0s0AGlsT1zcAuER1ahDW7qMou+FFPBLue/G4n3pg5tNVzZjJbkVNWLa/f1h4sRWJ4kHxNiQyScC8630REPr0E5sCBAzLjY8WKFYiJsX1Y+u677/DMM8/gjz/+aPXnmabrIgY9sOE94KeH7LcrNSi8+Cv89U8FLhiYhEm94xsCIeLCRGQ5iAsv8bV/UjhidBo8+u12LN1dZPcwKVFa/Gtaf1zzzlpEBqtlMGDux5ugN5jt7nfjuK6YO7FHQ3bDV5ty8NfPtjg85HvOzsQtZ3RvmMEqrTLi2SW78XGTlnjiscTshwgCdATxAf38l/+Atcn/OJUiAD/eOR4Zcbo2BT+ufnstDhTp7baLgMprM7LkRWE98Xf5ZVcBbvloo12ASJymf00fgM/WHcXGI6X4fM5IDO/qgiJxxfuAtyYDtU0uvIZeB0x8GAhu33NYrXUySHbd++tk0Kux/14xSLYobmtQiYgc49hqv6zgpg/WY2tuhd32HnE6GUhOdHU23Sm+L/6+rwjXvbfObqwRQY0haRF44rtddvd/5Pw+WJ19XH5AbywuVIMv5oyyjaMBtsyWZkFlEfz47Bogd5399phMbJ34HqbNP4x3rx2GcT1i7CYaxFgkgvY3z99gNxaJu8y7OksGkFrL0NyRW46LX1+JWpPVbvvdZ2Vi9ph0j2RaNCUCPNNfW4mSKlt2UL3pg5Px8Pm9GyZ13O2pxTvx5h8Hne5fcf9EJEe2/FrdmlOGS19fBYPZ/nw/MLUnrh6VzgkHIvIpXtsFJjY2Fm+99VZD8KPxxRd1oKpC4Oe/N99uNiBu2f/hkt5BeGDhNjz27XY5yIsLmy1HyzDlhd9x4wcb8Pevd+CiV1filo82yNkgTaN0W+FoSQ2W7SnCuO4xuHxoipwNahr8EMTgLTJI6o3qFiOzQpoSGRXTBnexS989Vl7TLPghiCU3z/ywW6b9upvIvPjfsv3Ngh+CqFsyf/VhmCyW077QXbwtr1nwQ9h0pAzrD5XYbSuoNOC+BVubZceIY3r6h12yboqw4XAp2s1QCfz8SPPgh7D+HduFczsVVNbini+2NAt+CA8u3IaiSvuLTiIiVxJZiE2DH8K+Qj1+3lUgM1k7mnhfvPeLrc3GmouzuuBf3++22xYRrEKMTt0s+CEUVhrwv9/245kfd2P8v5fh7s82I7tIb/87HV7RPPghFO9Fav4vGJQSLt+jCyoMzR773gVbmo1F4nuRISn2t6SkyoD7F25tFvwQXvhlL4r1nn/vF2O+OJamwQ9h4aZcmYHTUcTkkjOiM05rq52K9Qbc/+XWZsEP4d9L9qC4lb8XEZG38doAiFj6Mm7cuIbvrVYr5s+fj5EjRzq8v9FolMGRxjdygfztMq3VocJd6Bdp+9C+eFu+TAUWGR+z3l2HKqP9h/ltuRVyWctfBiU1e5glO/IxPjMWA1LCnS5rEcRsfz2R2fDutcPx6AV95Gxbt5gQ/N9Zmfh8zqhmMxlLdxY6fUyRESECIe5WbbTIjBhntuSUocbo5Dw7UVptlMtenPlo7RHoDSd/N3GRItYhO34sU0OasktqgNSUAnt/dL5/9+J2P4W4sCzSG5ye7/yKjrvAJPJXHFsdE4Hzj9cccbr/07VH5Xt0R3P0vhgZrEJBRa1c8tDY8PQo/LbXPiuzsR+22cZm8WMiSCKyGRo+uIsgt8gOdSJi96eYlhkkgxkiYNH0A3VFjeOxSCxRFUtWW1JebcJ2B4Gn+iDKpiMuCOK3U1mNCYu3Og/0f9fCPlc7u2+C031XDE+RS41bO9+78iod7hOvDbG8mIjIl/hMztqzzz6LnTt3YsGCBQ73z5s3D6+88kqHHxedJJZPiMCEowwO4YfteXjpysH4Yn2OS55PPNe1o9PlEhwxKxUVrIaiDYVNO6ICiChClxodjOziKof7u8Xq2lQArkVtmHwUGTpDUiNdexxE5LM4tlLj4MTXm3Jx65nd0fpo5ZWrqzulhDANnriwL/7+zQ677T0TdLhxXDcuFSWiTsdrM0CaBj/ef/99+TUzM9PhfebMmSPXJNffli9f3uHH6ZcS+gMBTl4mcb2xvfTkwBmhVcq2qs6IpR6OMoJFIVSR3bEtpxyjujmvCyHWETcl1hWL+iKxoUFOgx+T+8Q7fczJveMRrnV/AS+dRoW5Z3Z3uE+se75uTFe7avynmtZ62dAUp/tnjEiVz1tPFF0LC3Ic8xQzhKITjFivHR/mgnXJouBp5lTn+3ud1+6nEG17Y0WnHweC1QokhHmuCCGRv+DY6pioMXHViNQWZ9ZbWnrgLlEO3hdFhp/oNiaKZDe29lAJJmTGOn2sKf1sY3Njv+4utE1yiI5eWdc6/dmyXlfi6721spZI01oXYswO0zoei8SyHNnBrQXhwSr0Sw5zOp4O9oIgfoRWhfMGJDrdLzrVdRRdkArTBifjl7vH465JPXD1iFS8f90wfHDdiFPK+BR/k14Jjju4iZfUgC7hbjhqIqJOHAB54okn8O6778rgx5QpU5zeT61Wy4JsjW/kAiGxwOTHm29XapB/xnN4YWVpw0VHv+QI9Et2PhCKIqmiwnzTIqhn9oyTRdtEO9Y5E7o5LKYliqC2tTOJqFZ+5fDmgQJxAXb/Ob2gcxIUcLXMhFA8Na2fXR0U8UH9pSsGy8r3pyswMEAWtsuIDWm2T6y9HpoeZbctPlSDZy4eIP9WjYnvn7yoH4amRWJYepRrZoPExfFZjwNBDtrrZc0GwpovhTpdcaFBeO7SAQ7XL4vCurGhrExP1F4cW50TtagGOPggLpZlntUnvsM6jDUWHxqEZx28L365IQcPnNPL4XKTsx1MEojAxV8GJuHH7fl22yNDVFDXTzakjQGSs5ofREwmjiRMxqaj5Xju0oHNgurisf998UCHY9G/Lx4g97dEBFSenj4AQarml7B/ndxD1jXxNNGS96+TM2VAqilRBLVLBxfIFUGQ7nGhuOusTDw5rT8mZMbJoNipEAEpce3QtIabcN+Unq0GrIiIvI3XdoERRNrta6+9hv/85z+YOrWF2WQHWKnefW1waxKHobjPbDy4rAJ/ZtvWfor0yumDu8j2ezd8sN5hy7VnLxkgB9wXf9kHo8WC6UO6YGrfBHmhtmRHARZsyEGPuBDcMK6bXRtc0RqvT9LJNrhtUd8GV7QFrG+DK9oVdmQbXKHWZJEtcHPLauTvLWZfxMVee4IOeeU1WLrL1gZXERCAq0emYUz3aCQ4aMNY3wb39eXZ2NeG1oNtb4P7I6CNAkbfASQNtAXWXNzucWdeuezoM2dCBrqyDS6RW3BsddwGd/6JNriimPfE3t7TBrfx+6KYDBDbX19+AEdLqzEkJRLXjW3eBvfsPglyVv/v32xvVqzz4xtHYHRGjOM2uFYr9H2uwLH4Cfhop1m2ZE911gb3xFjU0AY3PlQe4+m2wf1g1SGsyS5BXJgGt0zI8Oo2uKFBSrnkZGBKhMyC8SWyDW5pNd5beQjrDtna4M450QbXm843EZHPt8G94IILcNNNN2HGjBnNOsS0hhdpbmCsAky1OG5WY9m+Mjmgi0HwiuGp6BKpbWg7J1oDPv/zXny1KVcuexEf8O+f2guTesfJgVIUHRUXiiJFtD74IF6GotBWQGCAbE8rlmPoa81QKQPslnG0l3hMo8Uql4K01mbP15SJavMn2hW2psZkRo3RIi80XV57pCmLGTCUAwq1LTPEDQwmC6qMZmjVCmhVDHwQuQvHVsfKq42y6oU3fRh09r5YbTTLYLwYWxsvvayoMcmuWuL3ePr7Xfh8g329ruvHdsVtZ2Y4nowQha/r6lCrCpNFqE91bKkfi0Q3Em0bgvBGswVVBov8PUK8NOhtsVhlAXKlIsAr2vO2hzjfYgmURqnw2vNNROSzAZA33nhDZn44smfPnlZ/nhdp7idmYES7WUcZFOKiprjSKIMNtnoMQR5JByYiItfh2No5lFYZkVdei6W7CuRyy8m9bUsmvCnAQ0RE5FcBkPbiRZr76WtNOF5llEtKxEyAKEoZ6WC9q68rqzbK9oEia4TV0omoM+PYSkRERL6M+WvUJoUVtfjPT3uwYGOuTJkVhqZH4oXLBiEl6vQLenqjYr0B6w6V4I3l2aioNeGMnrG4ZlQ6UiOD5YwYERERERER+Q4GQOi0ibXDr/52AJ+tt18fvP5QKW54fz3m3zBctqX1ZSVVBjz53U58vflYw7YDRVX4fF0OvrpttKymTkRE1NYlJiKwHhgQINuM+nptCCIiIl/hX1UgqUOILiYfrznicN+egkpZFd/X5ZbV2gU/6lUazHj6h92orDV55LiIiMh3iW4a23PLcd376zDh2d9w5n9+w+0fb0J2kd7Th0ZERNQpMAOETptokyeKmzoj2ub17xIBX/bzjnyn+37dXSir5XPGjoiITsfhkmpc/946/N/YaPx3YhCUpgqY1Gr8uX0/NAMzkewnS0iJiIi8FQMgdNqCNQqoFAGyxa0jSRFaeILoPFNaZZIt/MKDVNAFtf3l3VKND3azISKitoxR7688hI8vS0LXZXMRuGxDw77krpNQmvkf1NWlc4whIiJyIy6BoVNnMclbrE6D6UO6OLxLt5gQJIZ3fP2PIyXVeGjhdkx4dhnGPfMr7vpsE/YX6hsKtJ6uKX0TnO47p18CWwESEdFpqawxY3RCHTJ+vQWBx04GPwTlwaWI+v1hGPRlHjs+IiKizoABEGqdvgDYvxRYcB3wxSxoD/2Kf0yMwYWDEu3u1jsxFO/OHoa4sI4NgOSW1uCS11Zi4aZcmZUiYh6/7CrEha/8iaMl1W16TBHEmT06vdl20er3nrN7yra/REREp0qlCMSQaBOQt9nhfsXexVDWHu/w4yIiIupM+CmOWlZZAHxzG7D/55Pbdi9GUPo4PHfRG7hzUiZKqowIDVIiWqdBjE7ToYdXV1eHn3cVoLDS0GxfldGCd1YcxMPn9YFaeXqxPpHhcfuk7ji7bzze+uMgSqtNOLtPPM4fkIguXKNNRESnKTJEjVqlCYjvCxTvAyxG+zvU1cFSU+6VF2ZWa51sDW+pq4NOo2QNLCIi8lneOM6SN8lZax/8qHfoD6gO/4FuAy9Ht1h4TJXRjCXbWy5YevvE7m1qyxsVosGoDA0GpUbAZLZd9LVUG4SIiMgRvcEsO6itKYhFbY+XMOrMIMTn/oKIP/8B1J0oKh4QiDpNGLxNQUUtFm05hnf+PIiyGhNGZUTLTMiM2BColQpPHx4REdFpYQCEnKutBNa87nz/2nlAj7OA4Ch4iiowEOFa5zNRYp8ysH0rvbQqJVp4CiIiIqdE17AvN+bg8e92iiSPBpcOGIn7z3kDMd/fIL839rkERk0MOr6KlnMi6+Oez7fgj/3FDduW7irE73uLsPCWMejfJdyjx0dERHS6WAOEnKuzAObmS0saiH31M1cn2uOKmaKy6iZpvW6kUSkwe2zzWh31bhrXTaYdk5uJq3p9EVCZ3/JrhoiokxFFuv+xyD74IXyx9ThWmjKB2N4w9p6Omgl/R3CodwUURB2txsEPMakwa3Q6HjynNzYcKUF5TceN90RERK7ADBByLigc6H8ZkLPu5LbwFCAi1VYYtf+lgDYSNSYLDhZV4aWl+7Alp0wWEL19Yg8MTIlAVAcEH3rEheL6sV3x9p8H7bZP6RuP0d1j3P78nV5FnqwLg3VvAKYaoNf5wIg5QESa6Bns6aMjIvIYs8WKD1cfcrr/tfXlyLr8G2jVSoSERkCp8K55qd/2FDX8+8JBSTivfyI+WnMEP+3IR5dILbrF6DCgSzg7oxERkc9gAIQaCpxZUWe/XER8eO11LrD6f/LbY5NewXZ9KLYUmtC9hxpDe6YjCYHYePg4rnl7jey+IuSV12L2e+twx8TuuGl8N+jcXCxNBFlEnY9Lsrrgh215MFqsmNovASmRwbIwK7mRyPhYcC1wZPXJbatfBbZ8Aty4DIjq6smjIyLyKLPViryyWqf7i/VGKLRhiArXwhuJAufC4JQIjOwWjTnzNzRksoixfuY7a/Hweb0xY0SqDOIQERF5O45WfkBfa5brdCsNZnmxEhOige7ERUtrjusN2F+ox8drj8BgtuKyrC7omxyO+PpWtuFdgGu/R3Y5cPmHu1BUWdHwsyE/5WH+DSMwb/n+huBHY68s24/pQ7q4PQAiiNknceud6H0F5PxawXb74Ee9mlLgzxeBc54GVN55YU9E5G5BKiUm9orD7/tOLiNpbHh6FMK8uMjUmT3j8OTiXbhmVBr++f2uZst4hH//uEd2TEuN4iUlERF5P45WPi6/vBZPLt6J77flySCEaFJybv9E2fo1IbzlUmoiaPL4oh34dktew7Yft+djcGoEXp+RhfgTP1+ijMEd36yVFeybtpm98YP1+Nu5vfH7vuPNHl8cz+78SqTHhLjs9yUvIq6EN3/sfP/Or4EJ9wHhyR15VEREXmVyn3i8/Ot+HK+yr5ehUgTgzsk9EOzFmRNxYRo8ckEfaNUKma3iiMi6zCmtQWoUx3oiIvJ+3rXYlE5LeY0Jj367A99ttQU/BPFVfP/Ytztk5fmWiOBE4+BHvU1HyvDTznzUnZjqKakyYnvuycyPxsQFUZBKAaWT9rBqJWtA+DVlC0E2hUq2dSQi6sy6RAbji5tH4cyesQ1lkfolh8lt6dHB8GahQSpcOqQLukQEt9qRjYiIyBd477QDndLylSU78h3uW7IzH/fpezpNrTWYLXh/pX3R0MbeX3UY5/RPRIxOA4PpZKcXZ4+lVgbCbLTYbVcrAmWBUvJT4kp+yExg80eO9w++BghhEVoiom6xOrx05WCUVhnlREWYVomoEN+oURWqVSE+TIPUqGDZ0aapELUCSRHe1LyXiIjIOYbsfTwDxBmRvNHSfqsVqDE6D2zUmiyyMKoQEaySFzjOPgP3TQyHozyPpy/uj9hQ37jAozaK7g4MmuFgewYw7HpbFggREclsitToELks1FeCH/XiwoLw4uWDoFHaXzaK5M/nLx+E2DDf+n2IiKjzYgaID6uvzu58v/MPn2I97/Qhyfhzv+PCbKKOSGSIqmEN8N1n98QT3+1sdr8rhqXImaHv7xyHbzbnYnV2CdKigzFzVLqcLRLLY8iPiQyPs/4BDLwSWDsPMFYB/S8Huo5j7Q8iItEsq9Yki5WLmYLoEDXUSt8cF/snh2PJXeOxYMNRbDxShh5xOswYmYaUSC3UCt/8nYiIqPNhAMSHiRmkYemRWHeotNm+4V0j5YVWS0Z1i0ZGbAgOFFXZbRc/d/XINKhOXNCIr9MHJyMqRIXnluxFblmNvM/NEzIwbXASwoPV8jb3zB64fqxtOYxKweSiTiMkFugaC6QMB6xmQM1CeEREZosV2cVVeObH3fhtTxGCVQpcMTwFs8d0RVKE73XHUikDZfbKX8/qKbNERTaIkmM9ERH5mIC6+kqXfkav1yMrKwsbNmyATqeDv8otrcFtH2/A5qPlDdtEF5dXrhyM5MjWi6sdK6vB5+uO4tN1R2GyWHHegETcMK6r02ruBRW1MJqtMsARF6pBoJPip0RE5H86y9jqCvsKKnH+y3/KFvON9YjX4cPrhiMh3PeCIERERL6OGSA+LjlSi7dnDZMtbUVHlhidWhYujdad2npcMQt1+8TuuHJEquz6IrJKRAZHeY1R1ggRMzyRIWpZcFUESEI0SsSHsdgZERGRM/paE57/eW+z4Iewr0CPbTnlDIAQERF5AAMgfkAEO8StZxt/XqEIbAhqVNSasPloKZ77aQ/2FuhlHY9bzsjAsdIavLxsP4akROD/zu6JbnE6aFnfg4iIqJlKgxnL9xY53f/tlmOY3CceAfV9cYmIiKhDcPEm2a1X/nVXAS6btxprD5airNqErTnluGX+RpTVmDAmIwa/7inCBa/8iS1Hyzx9uERERF4pMCAAOo3zOaaoEDWDH0RERB7AAAg1KKw04JFvdzjcN295Ni4abOvqIbrjPvTVNhRXGjr4CImIiLyfWIo6c1Sa0/2XDk3p0OMhIiIiGwZAqEFJlREVNWaH+4wWK2qMZihPFD0VnWPEchkif5dfXouNh0uxZEc+dudVyHo4REQtUQQGyCCHKEre1J2TeiAlqvUi5UREROR6rAFCdhdsrbXAszZqGsQOMOTv9hZUYtY7a5FXXtuwbWS3KLx4+SAWMCSiFonaWvOuzsK+Qj0Wb81DmFaJCwclIykiCOFalacPj4iIqFNiAITs1iSnRGlxtKSm2b6IYBXMljq5/KX+Q2BkMC/gyH/ll9dg5ttrkV9xMvghrM4uwdM/7MZT0/rLrkhERM7EhQXJ25juMZ4+FCIiIuISGGo6W/XSFYMRpLJ/WYhlL49e0Bfv/HlQfi8CH09e1B/hWnXbnshUA5QeBo6sBnI3AOU5gMXx0hsiT8kprWkW/Ki3aGsel8IQEREREfkYTl+Snf7J4Vhy13h8tyUPG4+WoldCKC4YmIQ12ccRpVPj8Qv7YmKvOHSJbOP65epSYOsnwC+PAeYTHyC1kcAl7wKpowCVrR0vkac5C34IFmsdqk2WDj0eIiIiIiJqHwZAyI5SEYi06BDcNrE7jGYrVIoA2aqvZ3worhyeBrWynUlDxzYCPz5ov62mFPjoEuDW1UBMj/Y9PpGLpEeHON0Xola02OKSiIiIiIi8D5fAkFMi2CGCH4L42u7gR3UJ8Ns/He+zmoHNHwONiqwSeVJCeBAGpYQ73HfT+AzEhWo6/JiIiIiIiKjtGAA5FeJDeWUBUJ4L1JR5yfHknziecviKOqsFhQNvQ95Fn6N8zENASKz9HQq2Axajpw6PyE6MToNXZ2RhSt941Dc80qoUsoXljJGpUCsVnj5EIiLvJa6XivcBe5fYan6Jel9Wq6ePioiIOjnmcLdGXwjs+g5Y8SKgLwC6DAPO+gcQ2wtQO0+RdxsRiNnxFbDqZaCqGEgdDUx+FIjtCai8ty1nUaUBS7br8frvEfLfWaljcf95F6DH1ucQvHuB7U7JWYCijYVVidwgKUKL/1w6CMV6A2pMFoRqlIgL0zD4QUTUEnG99PNjwJaPT24LjgKu+hxIHAwoePlJRESeEVBX559rDvR6PbKysrBhwwbodLq2L9n4/h5g+5f22wMCgZlfA10noEOJgMc3twN7v7ffHqgArv0BSB0Bb1RaZcQj327Hoi15dtvFrPpHV3TFqN+vsc0M3bIKiO7mseMkIqIOGFvJv1kswMoXgaWPN98nJo7EWB+Z5okjIyIi4hKYFollJk2DH0KdFVh8j22GoyNV5DQPfghWiy1QIwIkXqigsrZZ8EOw1gEP/1KEotF/B2Z9C0SkeuT4iIiIyEX0+cDKlx3vM1YBR9d09BERERE1YACkJS0N0sV7gdrKjjwa4OAfzvflbwUMHXw8p2jDoVKn+w4U6VHZ5QwgZQRTYomIiHyd1WTr7uaMqAtCRETkIQyAtETdQnqv6I4S2MEf2DVhzveJZTBiaY4X0gUpWzyNSqWqQ4+HiIiI3EQZ1HJGZ5ehHXk0REREdrzzE7O3EIO0syBH98m2gl4dKX2sLWLgSK8LgOBoeKPBKRFQ1rfRaOLMzFhEhrDwKRERkV8ITQAmPuJ4X1gSEN+vo4+IiIioAQMgrQ3iF73ePOggtk99BggK6+DjiQcueKn59vAuts40Gu8sSBcbqsFzlw5sdhrjwzR45IK+CA1iBggREZHf6D4JOPdZICj85Dax1HXWd0B4siePjIiIOjl2gWmNUQ+U5wJbPgNKDwKZU2yZGCLo4AkGcTw5ttZy4mvPc4HUkZ47nlNUZTAjr7wGX23MxeGSakzqHYcRXaNlm1EiIvIN7AJDp8xiBirzgNoy27IYkaXa0ZmzRERETTAAQkRERKeEYysRERH5Mi6BISIiIiIiIiK/xwAIEREREREREfk9BkCIiIiIiIiIyO8xAEJEREREREREfo8BECIiIiIiIiLyewyAEBEREREREZHfYwCEiIiIiIiIiPweAyBERERERERE5PcYACEiIiIiIiIiv8cACBERERERERH5PQZAiIiIiIiIiMjvMQBCRERERERERH6PARAiIiIiIiIi8nsMgBARERERERGR31PCT9XV1cmver3e04dCRETkcSEhIQgICGjXY3BsJSIicu3YSh3LbwMgVVVV8uuECRM8fShEREQet2HDBuh0unY9BsdWIiIi146t1LEC6uqnc/yM1WpFYWEho3JtJGb3xAXu8uXL+Z/ahXhe3YPn1T14Xv3rvLpiPOTY2n78f+UePK/uwfPqHjyv/nNeOR76Hr/NAAkMDERCQoKnD8PniTcPvjG7Hs+re/C8ugfPq3v44nnl2Nq5//6+gOfVPXhe3YPn1T14XqklLIJKRERERERERH6PARAiIiIiIiIi8nsMgJBDarUac+fOlV/JdXhe3YPn1T14Xt2D57Vz49/fPXhe3YPn1T14Xt2D55U6dRFUIiIiIiIiIqJ6zAAhIiIiIiIiIr/HAAgRERERERER+T0GQKiB0WjE+eefjzVr1jRsO3r0KK699loMGjQI5557Lv7880+PHqMvKSgowB133IHhw4dj3Lhx+Ne//gWDwSD38by23eHDh3H99ddj8ODBOOOMM/DWW2817ON5dY2bbroJDzzwQMP3O3fuxKWXXoqBAwfi4osvxvbt2z16fL7k559/Rs+ePe1u4n1B4HntHDi2uhbHVvfh+OpeHFtdi+MrtRUDICSJi4e7774b+/bta9gmysPcdtttiImJwZdffokLL7xQFhY6duyYR4/VF4hzJ96Ea2pq8NFHH+GFF17AsmXL8OKLL/K8toPVapUXEJGRkfjqq6/wj3/8A6+99hoWLVrE8+oiixcvxvLlyxu+r66ulud86NChWLhwobwwnjNnjtxOrdu/fz/OPPNM+WGh/vbkk0/yvHYSHFtdi2Or+3B8dS+Ora7H8ZXaStnmnyS/egP5v//7PznANbZ69WoZ8f/0008RHByMjIwMrFq1Sg5+t99+u8eO1xdkZ2dj8+bNWLFihbxgEMRF2zPPPIPx48fzvLZRcXExevfujcceeww6nQ7p6ekYNWoUNmzYIM8zz2v7lJWV4d///jf69+/fsO3777+HRqPBfffdh4CAADz00EP4/fff8eOPP2L69OkePV5fcODAAWRmZiI2NtZu+4IFC3he/RzHVtfj2Oo+HF/dh2Ore3B8pbZiBghh7dq1GDFiBD777DO77Vu2bEGfPn3kYFcvKytLXnxQy8SbsUgdrb9Aq6fX63le2yEuLk7O9ImLM/GhQlyYrVu3TqZC87y2n/gQIWb2unfv3rBNnFdxHsVFhCC+DhkyhOf1NC7QxAeJpnhe/R/HVtfj2Oo+HF/dh2Ore3B8pbZiAIRw1VVX4W9/+xu0Wq3d9qKiIjkgNhYdHY38/PwOPkLfExYWJtcmN04tnT9/PkaOHMnz6iITJ06Ur12R2jhlyhSe13YSs3nr16/Hrbfeared57XtxIeIgwcPyrRc8RqdPHkynnvuOVkTgufV/3FsdT2OrR2D46vrcGx1D46v1B5cAkNOiTW2arXabpv4Xry50Ol59tlnZUEmkZb33nvv8by6wEsvvSRTdkW6riiCx9dr++oUPProo3jkkUcQFBRkt4/nte3E+vj68ydmVnNycuT65NraWp7XTox/e9fh2OoeHF9dg2Or+3B8pfZgAIScEuvnxLrFxsSbR9M3cWr9Au3999+XxdrEWkWeV9eoX0srLjDuueceWeVbDHqN8byemldeeQX9+vWzm1mtJ16vTS8aeF5PTXJysuz8ER4eLlNwxfp6MWN97733yrRyntfOiWOAa3BsdR+Or67BsdV9OL5SezAAQk7Fx8fLIm6NiRmBpmll5NwTTzyBTz75RF6oiRQ9gee17cR5Ems4RapjPbGm1mQyybXhokBe0/vzvJ5adXpxrkS6s1B/4bBkyRLZvlPsa4zn9dRFRETYfS+KB4oPFeL1yvPaOXEMaD+Ora7H8dX1OLa6F8dXaivWACGnRO/sHTt2yHSyeqIolthOpxb5FxXTn3/+eZx33nkN23le206kOIrWewUFBQ3bRG/3qKgoWfCK57VtPvzwQ9nq8Ouvv5Y3sf5b3MS/xfnbtGlTQycL8XXjxo08r6fgjz/+kEUwG8+c7tq1S160idcrz2vnxDGgfTi2ugfHV9fj2Oo+HF+pPRgAIadEClliYiIefPBB7Nu3D2+88Qa2bt2KSy65xNOH5hOVqV999VXceOON8o1YFGSqv/G8ti8tt2/fvrKwoJjpW758uZwBvPnmm3le25lKmpaW1nALCQmRN/HvqVOnoqKiAk899ZQ85+KruOA455xzPH3YXk/M+ok054cffljOnorXq2iFeMMNN/C8dmJ8r2o7jq3uw/HV9Ti2ug/HV2oPBkDIKYVCIS80xIWF6Jv97bff4n//+x+SkpI8fWheb+nSpbBYLHjttdcwduxYuxvPa9vVnzvRVeHyyy+Xvd2vueYazJw5k+fVTURLxHnz5snZPnFeRXs5cfHbuB0iOT93b7/9NkpKSuQaevF6Fa9bcYHG89p58b2q7Ti2ug/H147FMaB9OL5SewTU1ecHERERERERERH5KWaAEBEREREREZHfYwCEiIiIiIiIiPweAyBERERERERE5PcYACEiIiIiIiIiv8cACBERERERERH5PQZAiIiIiIiIiMjvMQBCRERERERERH6PARAiIiIiIiIi8nsMgBB1Yrt27cLGjRtbvV9dXR0++uijU37ciRMnYuHChad03549e2LNmjUO94ntYr+Qk5Mj/y2+tvZzREREnsTxlYjIOzEAQtSJ3XbbbTh06FCr91u3bh0ef/xxdLTBgwfjzz//7PDnJSIiag+Or0RE3okBECI6pRkqT1Cr1YiNjfXIcxMREbkbx1cioo7FAAhRJ3XNNdcgNzcXDz74IB544AEcOHAA119/PYYMGYJx48bhlVdegdVqlSmxM2fOtEuLNRqN+Ne//iXv17dvX5mS+9lnn7X5WMQM2Nlnn42BAwfizjvvRHl5ebMUXSIiIl/A8ZWIyHsxAELUSb388stISEjA3/72N9x+++246qqrEBcXhy+++AKPPvoo5s+fjw8++ACJiYnyvoJIlxVps2+88QZ+++03uf3HH3/ERRddhCeeeALFxcVtOhax/vmhhx6SXw8ePCgv/oiIiHwRx1ciIu/FAAhRJxUREQGFQoHQ0FAsXboUWq1WXmRlZGRg8uTJcqborbfekvcJDw+XPyPSZUXabK9evfDUU09h0KBBSElJwc033wyTyXRK650dmTt3LiZMmIB+/frh4YcfxqJFi6DX6138GxMREbkfx1ciIu+l9PQBEJHnifRckWqrVJ58SxAzUUVFRaioqGh2f3EBt2LFCjz99NPIzs7Gzp075Xa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point transparency/alpha\n", + "line=dict(width=5, color='purple') # point outline\n", + ")))\n", + "graph.update_layout(\n", + "title='Interactive Pirate Plot',\n", + "xaxis_title='Pirates',\n", + "yaxis_title='Scores',\n", + "width=500, height=500)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "fa26f4d9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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quotemovietypeyear
0Do, or do not. There is no try.Star Wars: Episode V - The Empire Strikes Backmovie1890
1Listen to them. Children of the night. What mu...Draculamovie1931
2It's alive! It's alive!Frankensteinmovie1931
3Oh, no, it wasn't the airplanes. It was Beauty...King Kongmovie1933
4Magic Mirror on the wall, who is the fairest o...Snow White and the Seven Dwarvesmovie1937
...............
727I didn't know if you were lost. Stick with me....Usmovie2019
728This guy's awesome! He's holding his own while...Dragon Ball Super: Brolymovie2019
729Murder is murder, it don’t matter who you are.Black and Bluemovie2019
730You know what a lion is? A lion is a strong an...Between Two Ferns: The Moviemovie2019
731That was the best acting i've ever seen in my ...Once Upon a Time in Hollywoodmovie2019
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732 rows × 4 columns

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" + ], + "text/plain": [ + " quote \\\n", + "0 Do, or do not. There is no try. \n", + "1 Listen to them. Children of the night. What mu... \n", + "2 It's alive! It's alive! \n", + "3 Oh, no, it wasn't the airplanes. It was Beauty... \n", + "4 Magic Mirror on the wall, who is the fairest o... \n", + ".. ... \n", + "727 I didn't know if you were lost. Stick with me.... \n", + "728 This guy's awesome! He's holding his own while... \n", + "729 Murder is murder, it don’t matter who you are. \n", + "730 You know what a lion is? A lion is a strong an... \n", + "731 That was the best acting i've ever seen in my ... \n", + "\n", + " movie type year \n", + "0 Star Wars: Episode V - The Empire Strikes Back movie 1890 \n", + "1 Dracula movie 1931 \n", + "2 Frankenstein movie 1931 \n", + "3 King Kong movie 1933 \n", + "4 Snow White and the Seven Dwarves movie 1937 \n", + ".. ... ... ... \n", + "727 Us movie 2019 \n", + "728 Dragon Ball Super: Broly movie 2019 \n", + "729 Black and Blue movie 2019 \n", + "730 Between Two Ferns: The Movie movie 2019 \n", + "731 Once Upon a Time in Hollywood movie 2019 \n", + "\n", + "[732 rows x 4 columns]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from wordcloud import WordCloud\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\",\n", + "on_bad_lines='skip')\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "7c026836", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(399.5), np.float64(199.5), np.float64(-0.5))" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# join all our text from each row from our quote column into a string\n", + "text = \" \".join(each for each in df.quote)\n", + "# generate our wordcloud image\n", + "wordcloud = WordCloud(background_color=\"white\",\n", + "colormap = 'inferno').generate(text)\n", + "# use matplotlib syntax to put our image in a figure\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.imshow(wordcloud, # remember 'imshow' from when we added pictures to our matplotlib axes\n", + "interpolation='bilinear') # this line helps smooth our image\n", + "ax.axis(\"off\")\n", + "43# join all our text from each row from our quote column into a string\n", + "text = \" \".join(each for each in df.quote)\n", + "# generate our wordcloud image\n", + "wordcloud = WordCloud(background_color=\"white\",\n", + "colormap = 'inferno').generate(text)\n", + "# use matplotlib syntax to put our image in a figure\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.imshow(wordcloud, # remember 'imshow' from when we added pictures to our matplotlib axes\n", + "interpolation='bilinear') # this line helps smooth our image\n", + "ax.axis(\"off\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1974cb3f", + "metadata": {}, + "outputs": [], + "source": [ + "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": 24, + "id": "ecc17e76", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram = venn2_unweighted([A, B],\n", + "set_labels = ('Fruits', 'Pies'),\n", + "set_colors=(\"blue\", \"red\"),\n", + "alpha=0.5)\n", + "\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "ae1f5612", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram = venn2_unweighted([A, B],\n", + "set_labels = ('Fruits', 'Pies'),\n", + "set_colors=(\"blue\", \"red\"),\n", + "alpha=0.5)\n", + "\n", + "diagram.get_label_by_id(\"10\").set_text(\"n\".join(A - B))\n", + "diagram.get_label_by_id(\"11\").set_text(\"n\".join(A & B))\n", + "diagram.get_label_by_id(\"01\").set_text(\"n\".join(B - A))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b599998b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}