From cef0a8d1b28bb51ae9eaa25432747ce5f35adec4 Mon Sep 17 00:00:00 2001 From: Doga Tolgay <56132931+dtolgay@users.noreply.github.com> Date: Thu, 15 Jan 2026 16:43:58 -0500 Subject: [PATCH 01/10] First push --- .gitignore | 3 +- 02_activities/assignments/assignment_1.md | 3 ++ .../participation/15_01_2026.ipynb | 46 +++++++++++++++++++ 3 files changed, 51 insertions(+), 1 deletion(-) create mode 100644 02_activities/assignments/participation/15_01_2026.ipynb diff --git a/.gitignore b/.gitignore index 7460e13e0..55953d828 100644 --- a/.gitignore +++ b/.gitignore @@ -2,4 +2,5 @@ .vscode/ uv.lock visualization-env -.venv \ No newline at end of file +.venv +.venv_visualization \ No newline at end of file diff --git a/02_activities/assignments/assignment_1.md b/02_activities/assignments/assignment_1.md index 74d1323aa..3e913f8df 100644 --- a/02_activities/assignments/assignment_1.md +++ b/02_activities/assignments/assignment_1.md @@ -5,6 +5,9 @@ ### Requirements: - During every class, follow along with sample code from the slides. All code that you should be running in Python is formatted as follows: +` +For day 15 01 2026 check: "02_activities\assignments\participation\15_01_2026.ipynb" +` > If code in a slide looks like this, you should be running it to generate results. diff --git a/02_activities/assignments/participation/15_01_2026.ipynb b/02_activities/assignments/participation/15_01_2026.ipynb new file mode 100644 index 000000000..132167dfb --- /dev/null +++ b/02_activities/assignments/participation/15_01_2026.ipynb @@ -0,0 +1,46 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv_visualization", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From d5c31713a16d07f93fba57b17010a36ef122fce6 Mon Sep 17 00:00:00 2001 From: Doga Tolgay <56132931+dtolgay@users.noreply.github.com> Date: Thu, 15 Jan 2026 18:56:24 -0500 Subject: [PATCH 02/10] 15_01_2026.ipynb is finished --- .../participation/15_01_2026.ipynb | 371 +++++++++++++++++- 1 file changed, 369 insertions(+), 2 deletions(-) diff --git a/02_activities/assignments/participation/15_01_2026.ipynb b/02_activities/assignments/participation/15_01_2026.ipynb index 132167dfb..a23ad96b6 100644 --- a/02_activities/assignments/participation/15_01_2026.ipynb +++ b/02_activities/assignments/participation/15_01_2026.ipynb @@ -16,10 +16,377 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100,50)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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EDhqmtT3CjM5PgKdtdsOHD5e8vDzdzvbDH/5QZ3JPP/20TJs2LXrOI488IhcuXJCZM2dKeXm5jBo1SrZv3y5t2wa/bcoLYe+gYVLbI4KJlTEQuHF28WDKODtTphKLjBdUnVEcS8cLIv6dn2qPxQzzl0XEJx4Q7AIuLN9oGRwOvyZeSL0pUdq2aS0llcG+R2DYoHLYOZVYGNseaQMKvsZ0fir/6FJMoAvqPQJ/sepBSLvzq2+06riqvglKdU2Y2h7DkjHbrrmdmoJ6j8A/ZHYBFdbu/JHB4RMHd9fPQfyQCVPGbLuWdGoK6j0CfxDsAoru/N5gALxZEy80BkNeoBDsAoru/N4Ia8Zsq+tNvNBYDHmBQrALKFOmEgsaMubwabDzU0qypN2UyD2CRqGDSsC/0ao2pIQG1noLw1RiQUPGHE4NdX7KP1rCPYJGIbMLsDB25w86Mubwqq/zE/cIGotB5SEQ9BlUwoYB8ObhHrFXJTOo2IGbvHkYZwcv7yHuy+AFO9rsQowPbDsGwCNc9xD3ZTBRjWnw5Li06QHxvYe4L+OPuTENFo+B0cwbCZN5cQ8xYUGwUY1p+MBo1WutqaiGgem8uIe8vi/RMgw9CCEvB0YzbyRs4MU91NhzSyr+w4rrPiCzCyGvBkaHcaUFICj3UGPP/d/fHZMPL1yMbrPaRnyQ2YWQVwOjmTcStvDiHmrspNW1A53CahvxQbAzbHLclkwlxryRsIUX91BzJ612q1MZro9gF1JeTJPEvJGwiRf3UEO/s1P7xOv+HKtteI82uxBze2B0pBpGVavU9/1S/VZ1E7PSAkzhxeQC9f3Oksoqmf/rQzf8Wdbe8w7BzpDJcd36Xay0ANu4eQ819DsLT37QqJ9j7T3vUI2JGMwiD7iP1Tb8R2aHazBvJOAuak38x9yYABAnzE7kPlY9AICAodbEP1RjIm5sWePLlveJ4HSIwY0R7BAXtlTf2PI+gbChNyY8Z8vk0ra8TyCMCHbwlN9rfMVrXT6/3yeA66MaE57yc42veFYpspYZEGxkdvCUX5NLx7tK0cRJtFmtnjIwCZkdPOXH5NJ+rMtn2iTadLShDExDZgfjpknyY10+k6aDoqMNZWAiz4PdihUrJCEhQXJycqL7qqqqZPbs2dK5c2fp0KGDTJkyRUpLS71+KTBo7b2gVSn68T69QEcbysBUnga7ffv2yQsvvCADBw6M2T9//nzZunWrbNq0SXbt2iVnzpyRyZMne/lSYNHk0n5VKfo1ibabbWsmrlbf1PIxsQzgYZvd+fPnZdq0abJ27VpZvnx5dH9FRYW89NJLsmHDBhk9erTet27dOunXr58UFRXJnXfeyd/FQPGcJsnPdfniPR2U221rpnW0aU75mFYG8DizU9WUEyZMkOzs7Jj9Bw4ckEuXLsXs79u3r/Tq1UsKCwvr/V3V1dV6ss/aD4R3mqSJg7vrZ68CgN9VivF6n160rZnU0aa55WNSGcDjYLdx40Y5ePCg5ObmXnOspKREkpKSJC0tLWZ/enq6PlYf9XtSU1Ojj549e3rxsmEQ09fl86ptzZSONi0pH1PKAB5XY54+fVrmzZsn+fn50ratO998Fi9eLAsWLIhuq8yOgAebZ5j3ahC7KeuutaR8TCkDeJzZqWrKsrIyGTJkiLRp00Y/VCeUVatW6X+rDO7ixYtSXl4e83OqN2ZGRka9vzM5OVlSUlJiHkCQqhTjzct2JROy4paWjwllAI8zuzFjxsjhw4dj9n3zm9/U7XKPPvqozsgSExOloKBADzlQjh8/LqdOnZKsrCy3Xw5gJK/blcKeFbtRPmEvA3gc7Dp27CgDBgyI2de+fXs9pi6y/8EHH9TVkp06ddJZ2ty5c3WgoycmEJwep2Fed82t8glzGSAAM6j87Gc/k6985Ss6s7vrrrt09eVvf/tbP14KEEp+9zgNOsoHdSU4jhO6NUdUBxXVK1ON2aP9DjZjDkvKx3aVjYwHBDsg5FT3edqVKB9bVTYy2LHqARBytCtRPrgxVj0AABiPYAcAMB7BDgBgPIIdAMB4BDsAgPEIdgAA4xHsAADGI9gBAIxHsAMAGI9gBwAwHsEOAGA8gh0AwHgEOwCA8Qh2AADjEewAAMYj2AEAjEewAwAYj2AHADBeG79fgC0u1ziyt/hDKTtXJV06tpU7MjtJ61YJfr8sALACwS4Oth85K8u2HpWzFVXRfV1T28rSe/rL+AFd4/ESAMBqVGPGIdDNevlgTKBTSiqq9H51HC3PmgtPfiCbD72vn9U2ANRGZuch9aGrMrr6PnrVPlWJqY7/T/8MqjSbiawZQGOQ2XlItdHVzejqBjx1XJ2HpiNrBtBYBDsPqc4obp6HxmfNijpOlSYAhWDnIdXr0s3zcBVZM4CmoM3OQ2p4gep1qTqj1JeBqDa7jNSPhyGgaciaAe9dNmjIFMHOQ+qiUMMLVK9LdXnUDniRy0UdD+vF4yeyZsBb2w0bMkU1psfURbH6/iE6g6tNbav9YbxogpQ1N/Q1Qe1Xx8ma4RWTh7xsN3DIFJldHKiApoYXmFIdEARkzfCTaVmPDUOmyOziRF0UWZ/qLBMHd9fPYbpIgoqsGX4wMeuxofMXmZ2lTGl4JmtGPAU563Hrni4zdMgUwc5CplXBRLJmIEhZTzyvSTfv6S6GDpmiGtMyplfBAF4KYtbj9j19h6Gdv1wPdrm5uTJ8+HDp2LGjdOnSRSZNmiTHjx+POaeqqkpmz54tnTt3lg4dOsiUKVOktLTU7ZeCOph1BGiZoGU9XtzTra8MmVLqBrwwD5lyPdjt2rVLB7KioiLJz8+XS5cuydixY+XChQvRc+bPny9bt26VTZs26fPPnDkjkydPdvulwJKGZyBegpb1eHVPjzdwyJTrbXbbt2+P2V6/fr3O8A4cOCB33XWXVFRUyEsvvSQbNmyQ0aNH63PWrVsn/fr10wHyzjvvdPslIcBVMECYBG3Ii5f39HjDhkx53mangpvSqdPH33RU0FPZXnZ2dvScvn37Sq9evaSwsLDe31FdXS2VlZUxD4S/CgYIoyBlPV7f060NGjLlaW/MmpoaycnJkZEjR8qAAQP0vpKSEklKSpK0tLSYc9PT0/WxhtoBly1b5uVLtQJzdQLuCErWwz0dkMxOtd0dOXJENm7c2KLfs3jxYp0hRh6nT5927TXaxNSGZ8APQch6uKcDEOzmzJkj27Ztk507d0qPHj2i+zMyMuTixYtSXl4ec77qjamO1Sc5OVlSUlJiHgh/FQyAluOe9qka03EcmTt3ruTl5cmbb74pmZmZMceHDh0qiYmJUlBQoIccKGpowqlTpyQrK8vtl4MAV8EAcAf3tA/BTlVdqp6Wmzdv1mPtIu1wqamp0q5dO/384IMPyoIFC3SnFZWlqeCoAh09MeOHWUeaz5Sp1mCW5t7Tly25nhMclYq5+QsT6i8kNbzggQceiA4qX7hwobz66qu6p+W4cePk+eefb7Aasy7VG1MFTdV+R5Um4sm0qdZgt+0GXM+NjQeuB7t4INjBD5FpmereMJGvd7R5Iky2G3I9NzYeMDcm0AhMtQaTXPZgmrGgI9gBjcBUazDJXgunDmSJHyAEU63Z0okAdlzPfiDYAQGfas2ETgQIli4WTh1INSYQ4NnuWX8QNqzeEA8EOyCg0zLZ2IkA8dHawqkDCXZAPVQAKTz5gWw+9L5+VtvxnpbJxk4EiJ/xlk0dSJsd0MQ2snhNtWZjJwLE13iLpg4k2LmIHnPmDrQtqajS+yPfeJszLVNT2diJAPHXupnTjIUNwc4l9JgLvxu1kanvuuq4+iYcj2++rFUGuIc2OxfQY84MQWsjs7ETAeAVgl0L0WPOHEFsI7OtEwHgFaox45gN2FAvHmZBbSOzqRMB4BWCnYHZAMxrI7OlEwHgFaoxDc0G0HS0kQHmIti1kI3T7piMNjLATFRjupQNqDFYKrDVrv6ix1w40UYGmIeVyl3CODsACO5K5WR2LiEbAIDgIti5iB5zABBMBDuDMVcnAHyMYGco2hAB4CqGHhiIuToBIBbBzjDM1QkA1yLYGSZoM/cDQBAQ7AzDXJ0AcC2CnWGYqxMArkWwMwxzdQLAtQh2hmHmfgC4FsHOQMzcDwCxGFRuKObqBICrCHYGY65OAPgY1ZgAAOMR7AAAxgtlNabjONFF+wAA9qq8EgciccGoYHfu3Dn93LNnT79fCgAgIHFBrVjekATnRuEwgGpqauTMmTPSsWNHSUhIaNE3AhUwT58+fd3l3G1F+VA2XDvcW0H/7FEhTAW6bt26SatWrczK7NQb6tGjh2u/TxUmwY7y4dpxH/cW5ROP6+d6GV0EHVQAAMYj2AEAjGd1sEtOTpalS5fqZ1A+XDvcW3z2mPvZHMoOKgAANIXVmR0AwA4EOwCA8Qh2AADjEewAAMYj2AEAjGdtsHvuuefk1ltvlbZt28qIESNk7969YqO33npL7rnnHj3Vjpp67fXXX485rjrrLlmyRLp27Srt2rWT7Oxsee+998QWubm5Mnz4cD01XZcuXWTSpEly/PjxmHOqqqpk9uzZ0rlzZ+nQoYNMmTJFSktLxQarV6+WgQMHRme6yMrKkjfeeCN63OayqWvFihX6HsvJyYnus7l8Hn/8cV0etR99+/b1rGysDHa//vWvZcGCBXocx8GDB2XQoEEybtw4KSsrE9tcuHBBv38V/OuzcuVKWbVqlaxZs0b27Nkj7du312WlLkQb7Nq1S99wRUVFkp+fL5cuXZKxY8fqcouYP3++bN26VTZt2qTPV/O2Tp48WWygpu1TH+IHDhyQ/fv3y+jRo2XixInyzjvviO1lU9u+ffvkhRde0F8MarO9fD772c/K2bNno4+3337bu7JxLHTHHXc4s2fPjm5fvnzZ6datm5Obm+vYTF0OeXl50e2amhonIyPDefLJJ6P7ysvLneTkZOfVV191bFRWVqbLadeuXdHySExMdDZt2hQ959ixY/qcwsJCx0Y333yz84tf/IKyueLcuXNOnz59nPz8fOeLX/yiM2/ePL3f9mtn6dKlzqBBg+o95kXZWJfZXbx4UX8LVdVxtSeWVtuFhYW+vragKS4ulpKSkpiyUhOuqmpfW8uqoqJCP3fq1Ek/q2tJZXu1y0hVxfTq1cu6Mrp8+bJs3LhRZ72qOpOy+ZiqGZgwYULMNaJQPqKbRFQTyic/+UmZNm2anDp1yrOyCeWqBy3xr3/9S9+U6enpMfvV9l//+lffXlcQqUCn1FdWkWM2UUtLqfaWkSNHyoABA/Q+VQ5JSUmSlpZmbRkdPnxYBzdVta3aVvLy8qR///5y6NAh68tGBX/VVKKqMeuy/doZMWKErF+/Xj7zmc/oKsxly5bJF77wBTly5IgnZWNdsANa8g1d3Yi12xUg+sNKBTaV9f7mN7+RGTNm6DYW26m12ObNm6fbelVHOMS6++67o/9WbZkq+PXu3Vtee+013RnObdZVY95yyy3SunXra3r1qO2MjAzfXlcQRcqDshKZM2eObNu2TXbu3BmzlqIqI1U1Xl5ebu31pL6Bf/rTn5ahQ4fq3quqw9MzzzxjfdmoqjjV6W3IkCHSpk0b/VBfAlSHL/VvlaXYfu3UprK42267TU6cOOHJtWNdsFM3propCwoKYqqn1LaqisFVmZmZ+sKqXVZqBWHVK9OWslL9dlSgU1VzO3bs0GVSm7qWEhMTY8pIDU1QbQ+2lFFd6n6qrq62vmzGjBmjq3hV1ht5DBs2TLdNRf7NtXPV+fPn5eTJk3qYkyf3lWOhjRs36h6F69evd44ePerMnDnTSUtLc0pKShzbqJ5if/rTn/RDXQ5PPfWU/vc//vEPfXzFihW6bDZv3uz85S9/cSZOnOhkZmY6//nPfxwbzJo1y0lNTXXefPNN5+zZs9HHRx99FD3n29/+ttOrVy9nx44dzv79+52srCz9sMGiRYt0z9Ti4mJ9fajthIQE5/e//71je9nUp3ZvTNvLZ+HChfq+UtfO7t27nezsbOeWW27RPZ69KBsrg53y7LPP6oJMSkrSQxGKioocG+3cuVMHubqPGTNmRIcfPPbYY056err+gjBmzBjn+PHjji3qKxv1WLduXfQcFfi/853v6C73N910k3PvvffqgGiDb33rW07v3r31ffSJT3xCXx+RQGd72TQm2NlcPl//+tedrl276mune/fuevvEiROelQ3r2QEAjGddmx0AwD4EOwCA8Qh2AADjEewAAMYj2AEAjEewAwAYj2AHADAewQ4AYDyCHQDAeAQ7AIDxCHYAADHd/wPnuFkid1jcnAAAAABJRU5ErkJggg==", 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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", + "\n", + "ax.set_title('Total growth over time')\n", + "ax.set_ylabel('Total growth')\n", + "ax.set_xlabel('Years since start')\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "font1 = {'family':'sans-serif','color':'blue','size':20}\n", + "font2 = {'family':'monospace','color':'green','size':14}\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time', fontdict = font1)\n", + "ax.set_ylabel('Total growth', fontdict = font2)\n", + "ax.set_xlabel('Years since start', fontdict = font2)\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_25988\\2539303062.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "text/plain": [ + "23" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,\n", + " y,\n", + " marker='*', # NEW ADDITIONS\n", + " color = \"indigo\") # NEW ADDITIONS\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_25988\\3994263080.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "text/plain": [ + "24" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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uv1x52WcSR36f2Zd2iRkNziLLOM1/H0UCxcOK6eLZuZr5KGLJH9SJfq6/Z1oLuhSFXfIc8otUWIRQpOINao8D23vIydPteA6YnN1LL73EDFa9evUoLCyMmjdvTiNHjqT+/fuz12HoADw5ETzmr9kzYcIEZhD5rVq1auTXuWp8RRvCc9V8EYuHR8KVPipWLxuUhs7pzD4y5tgqXT7SFtI8e6JAhk0LvD+Yz3y898X2No/OEW371JHnkB8QKy8jdfLsXM3+RIuDs95xf14rdTd2P/74I3377bf03Xff0ZYtW1he7v3332f3Whk7dixlZmbabidPniRfg5UM5qc5As/j9VDCFxVYUOvnxSixNYJXgBvHTqt8lR6jjy14eW8seYS+PD6cpu19RvPMR3gIvOYMU6cxA/LOoW3ow42DHP4OckWjZvWR55Afx/uAKU8uotd6z6Hf84tK9Jj9WbtlPPt+cY/Hj73VhT7c9GTAXSt1D2O+8MILNu8ONG7cmI4fP868swEDBlBcnFUINDU1lVVjcvC4WTOr6LI94eHh7CYJrbylKBOGoY/Bys4Vx2n9ggO6/92lX22nncuPs7aDvqPb2SZ21Gld2WsJvVseaUyLP93CHj//bV9KbBLLxLkz0nIUMwf5fVLryhSVXxEq8Z9nl3Y8k93wHXoLip9a9qpFJctGUHjJMPpg/SCm0OPqOPAnuhu7S5cuUdGiSoexWLFidOOG9ZOi+hIGb+nSpTbjhhzc+vXr6ZlntK00fQVWMhgpn3Xuki0kVLxE0ZCZYu4wt3RWv9ySPaJYcWyNsvTBgPl0fFca804mOVk5mpEV3+1yKPGEPKU3x9buf0/Y8mQ92PQO/bzjnPSCtoZoYdwSX+1XqFaG9aaiNP3cySzb58B92bhSdPHcZVbcgLBndMWSIXMO6QFSBzPH/E0DJ3ZXVbEr5uz0bCpH5OXvWdaCqg796lHXR5uoPg6Cwtj17t2b3nrrLUpISGCtB1u3bmXFKU88YQ0B4kKFHN6bb75JSUlJttaDypUrU9++gZ33wmpo0uZB9ER160W/Qaeq9NKP94bMuBmHFVhC3nLkLH1Li0VjV6lGNK35ZR8d3pLCcnfI5/lTVFZPEAKq37Eq/fbJZjqw/jQLEbbpnURDp9/h1bGlGO8Tra9XhUUOBwtA8Rz58thwKl6iGPt+MCSUr/b56zOPDacPBy6gld/vZoUsY76/RxdPI1TwtG3DoRB0Tp6uCj3246PcHQf+QPf/PHXqVGa8nn32WUpLS2NG7Omnn2ZN5JwxY8ZQTk4ODR48mDIyMqhTp060ePHigO6x45QuX3BiX8m5FjKGzl0FFmLxtVvEGzbHDp4d77XD4EkMoITWYzCAi0G3x5qylTHyYHoV4qC/jiOKAGenX6ZVc/dS8uELlNCgInUb4LlmIY9uhIUXK1ThJ54T+Gz25wgeN+tekxk77oE26VLD4/cQiimE9JSL9Ge+GL3aFII4/FhPBRVXxk7NceBrdP/vpUuXZn10uDkDH/z1119nN7OB2LSr8ICEjAljJhYYO4DerWAxduJ5oaezyhVU8DcVcmvZV+mjp39j223vquOVsUMIU4uH3axbgXHbvvQoPfRqZ4//RijhTQrhWq510oXeYUx3xi7QkNqYnu6wokVsK1lHK6Zgxz7mXqpsOIvNGxGL56N94D2UjY0KGn1M5FyebTSdFky1Ci0YrY2J/SZ6izFVyrB9qrXXDiFkbuzgUWgBXgjv+du39pRPh4maNYVQtJjdokJl69PEVY/Tr1dfpjnpL9haP/SYZycaO3EhGqhIY+eFoKqvxmQEEhgRM3hSD9vjcnFRLDZvRM7lnhfa031jO9Ltz7RiF2t7z86soOz7xO6zNGP4n/Re/3kuVSj0Gtwqgn3Jq1tTj6QrdGvVgIXGtbwbhfJ1ntK0WyK7x9/avcr37URmSyE0urm65nL+4mHFWDUsj0zpce0SF5xm8OxCJ+GkI0xyJy0nJD07XCjvGtGW/vpyGxvMCMkpV43E3oA8lkhJRSguz7RtG8u/2amoajy6PdWWc/nx7VWsNBw/hwIVPXJ2Yr6Og964U/vOs9znheRsismfc6eGzLPWsnJvjV2z7om0eIa1fWH730epZc9amv9WsJNyJJ12/nNM8ZyWcv6IUmHMI/NFzi7QkMZOA3XbVaGKCWVYeXio0um+BtSwUwJVrV+BeSZcjspIzOzZOcq5gE1/HGI3nnNZOWc3k0eDFqg3xi7v6nW6euWaYryPiP30A0+MHTPaOhi7xvlFKZWqR7NwuMQ58yettzXxx1QpTQ+Ou0lTOX94flQqFHN20thp4IVv76ZQ58FXbvL5/zTzmB9Xwrli2wYX6oXHdf36DSpWTFum4ZI43sdB24H9XLtGNyWo/tu1W8XT1ymj2LQDb7QWoyuUpJknrCHwYGkjMYKLFy7Tki+3se0SkcXZNIEyMSVVlfPjGJox4k8mE1a1XgW66f76lHX+si4N/pezBBkyaewkwca5U1nsgo3cXVgJ47y5sycz6cZ1C7sQ8qS6mQtU1LZtiNqFyKtoXjEXKULdH2/KKjId9WIpBaEvePSnYYDLxUaxm7dUrBa8MnB68cenm21hR9QLjGjxOfOqBk/uUSjUbw8KUTBeh4eN31zyCOlFtQYVqF2fOnTp4lUqFxv4ogDSs5N4xJw3/7XJRE3e8iTVaq5vbx1n7oTV9Pu0zawCDTJE0N1LahVPD/9fZ2b06rY1/xxBRzmXiKgCTwk5Ya3GDl6Tq/lhijDmIe8mlkuMA+HoRVM3sm04v72HtaZvx6+wzY/zaOJBlL4Vk7cObMZuZkEaO4lHnD910bZdPr40ZZ67ROdPZVHNZlbNU71IzW8oh3eHHAXA/9D7//gS5FZgvPGZIDOX2DS2UM5F9F6N7OOMSyzLLp7IA2lpPzCC7IwrUj/TjoMbz9jaPNrfXY9qtYhzmDNzxmUDxvuYFWnsNPDL/9ayijpUBP533n1Uo1ElCqUwJkBocfxt39GRbams2g89PHrmXXiPXYmI4mxgazCAkCxKvxGCReWlKJzLEcOYRoZq8T9RIBIeGUY1myvHbblj9c97mUg3ilOgiShWyWph8WdbWLTg8JZk+uLYcJtgtYSoQcdqbELFoo82Utu76lJerrXoyF4hxxlii0GEcGxBhQgE69gsR0hjp4GMlBx2kediqKHE+dNWzw7eFnrsiFJZP1d6Sjbz9PQAfV/c2EETM1iKF65cyrMZsPLxUQ4llOzDmEby9tJHNf3eP1/voHXzrVMamveo6bWxu3DmIh3anGxTUzFTaMwX4Lx67K2ubPvI9hQvPLsS9Nnov2jx9M2sAGrKtqeoZlPzRko8RTaVa0C8IIWSZBhK2XlIBV4Kqrs46NnSC4wHwcnINTFFI4iCC3iX588UhFPNAry4O55tRe3vruu0QVhcfXtzbC2cuoEeKPceDUqcamtt0AtF64EO7Te8uZwbO4lzxBwul4NzhdhPFxkVxoS3+bmVe6nAS9TCyFaf05O1PqKXu31tiq9MenZeKKiAUJI5On/aGsLknl3VejG2xyf3ntNNzFchAC3MsYMW4COxH7Dt1ncm0fiF1pmJZgHl3s98fJvLn1GEMb0wdihXh1wYbp4qpLiDL3jQCqKHuG+dNlVYPgkX5u1LjwXVRAtvFnxY+Njrv4ptJJeE0n9niAum8FIlFK0vuV5euxDKxnFmlq9KenYaUK6+zaXk4Q3nhOKUmKplWCk959S+cwaN9ikbFH12aqlSN4aJM9/8cCNbYY4WxEo9R312IjAuYi7IExFoPUALC/d0EQ4/secshTLQTh3WdAYNqPwhffPqcqcalGIvpRpjFwnjqVioa7924Zjhwg5maCgH0thpAOEATihJhvHiFFChamnDwpiKCeU1CooVUKzCxXDNpqCilta3J9G4+Q8w4QIo1GhFDHE5UydJOZpOw5rNoPvLTKRpQ/5Q9XfRpIzVvDci0O5DmUpZrFADLTcw+siFL5y6USHHB6UiqOuozdmJBi2iVJhiaos3YtB5uddt+qhmaCgH0thpgEvu6BEKMGNxCs/ZYcJ0VLkIWxjTaM8OoS1emm9Gz+5a3nXdQ4rqZtk59uyiykUyXU4s2FBhCY/CHdkXLttkq7yRCrOnqd3In1AD2qko0jm0JZlJxnHa9a1Dp/efZ6/bD+JVE8ZEdKDlbbWpUecEFo0JF9oPvPHslFJhgT/xAMicnQb0yquYDfTTcXDiwPgglLl3zSnm9V26mOt1ZR44eyJL0Q8mUrJ0CZaHMqOxm/LkIlr9016mPvPmkv6K4hu9UU4pD3eaQyxdPjI/v5eravI1D2HqbexqNI5lfw9/f+fy4yy3xJVzQgFn2qlLZ+1gN3Fe3RPvd2cNkmr2f7s+ddmNszw1W5d6A7PpYoLQOZp0JFRzdk9+0INmnRpB/1v3BCU2sfYWiqHMMwc8k51yxqsLH6BZJ0fQu/8OKHRC85yFGcOY6cnZLHSUfOiCw0kEesLzOWw0kgPlDO5JlI0ryLut/H4X8yzwvOhJiGTqJAJtD95n0641bBfS0e2+UOVpBgvQTnVm3O3n1UF6rssjTahlr9oe/58IMSrlRRjTjMZOenZe5uxCqRoTJ12FKmXYjcMrMnGxSjuRyWS9vP4/xYqyMKmjGXk8jIkQDBpjzdQUeyHZGgbG4FT7GXNiCPeV7t+wiAFW5EM/1Tb5IDu/QAX5FEeVjVonX4ueHcLYeoK83b8/7mHbhzenqPI0gwW12qneEi7m7HQLY0pjF7QgDPXom7ewVVKNfA8nVOnySGNqdXttqly7vC5l6O6w70Mzy4kGLpzJtjUJOyutLxZW1CbfJRoWrZ6dM3V7tVMYHF0sMeIKvXbeVIvaA08So34G/e9WpouKz75yzi7qNqAJm8jN5/2FFDhEdE7xRuiUs7ssjV1ogPEaD/zX9yNuAhFcuPVSTlGDovQaOUKTGDuU9vMqxnLxzqcF6CUXxnN2zvJ1Wj0JDFg1YsiqwtMsot7TDCagkQrBCp4aia9ZjkWO7OfVoQcPPa8oUKnVPM7lOTB18CLa/e8JtjB//c+HWdrhpbn92KIFC1StKNohTHIOyjCmRBUQfP7lvTUstJjUujLVa1fVkD23Z/VJWjd/PyveaNmrFsXVLFDnN3OvHUrJOZAKU5NT0Vr8hIrPl37sx9oPxL8XyCg8Te7NWNx7msEEzq32fevSP9/sYo9f+qkfJdSvWChi8sNbq2jhlA1s+/21A12ei2jj4W1BxcOKMcPY6d4GXr/Xeu2rsqkaMHqo9DQD0thJVIGiip8nrmXbGDNilLHbtfI4/fKe9f9gBWpv7B4e35nuHt2OGb2KJhIMvpAsGDsXU8FxYUc/IaTZtMqFIUQqVuA5Ax5D6ZhINoQVYLt4WFGPJl+bLWcV6PBpH6BKUozD1IBY3OSu104MVYbrOPUgvlZ5djMT0thpJDv9MhtaeD3vuum+dG8byu1zNXvXnqJtS44wFZXH3u7qVUm9sqG88N8x676G2LEazw7AkMPYGd3WAk/i451P02OVJ7HHCImNX/SgT3Kvvs5VmYW3lj7KRNBRqOTMKxfDlu4mH/AFU4mI4pqn3gcL0thp5JkG01loCt7FzOPDKZTm2KHHTmTT7wfphzdXse3ODzb0ytiJuphiQ7nZET07Vzk7XoSDfJUvRMYxuQIVn1jAxNcu59bQvXP/T6zQJrpSSXr55/t01bCER1kurhTLN17NFyvG//GHp+kvIJ1WpU4MuzmjpAbPLkLIBe9dc5K1HRQPL06NbjJHCFIPpLHzsqopVBRUlFJhSmMn9tqd3Hee2t7lvXoKCjX0UNQPpB471Z5d/oVJq7HLPJvDFG1wUaxYLZo1jjsDxqrX4Baq//bBTcm2WXZ6izXjuPry2HCa+eJSWjDZmpN6emovhy0ooYxy8oE6zy5CCGGO7fI1m8CB4cFTtw3W9B5OHzzPJMPwXrBQMoPXKI2dRvhKKVQUVOx1MUX0EoRG31za8UyXc+xQor5zxXFWnFK/Q1Wq1dwcuZxeT7eghp0TmNFzN22dF+FgFIsWJREokLxz/89s+4n3utM9z7cnveDtEHrqYorAs2zWPdFm7HavPEGd729oyP8yK4owplvP7mohzy6iVBhlX73uVVP5zDFLad2v+9n27DMjfVqRrRVp7DTCV0pY3YSCtJEijCk0lYOqdZWjfrxpusaK01UIE57FhwMWsO3H3+1mGmMHDws3j3sJc666nVqgRSpMa/sEr4DVUz3FnkadqzPB7xvXLbT979DRyVwzbx+b1l45qTy1viOJtTg5QlGg4sKzw+KRhzEjhWMKbQcYOq2fNqZsPQhqvL0gmdWzQ2gRyW4RJNKRuzx7IpOVOWudR6aYY+fE2ClbD8wnGaaGu4a3oZseaMiUerQUiygmHqgwdlnnL9GJPefo3MlMqtu2itMiILSfcIw0drh44n1Ac/XU/vN07nSWQrUnWIGntGy2VQdz6vbBTo1dpErP7uplx5WYETqkYHhTORSMRFWWQEZ6djqJQQezscMKkVcT2heniLJhMHYQaUbTa7lY13kpd9MOxKGtjuTCzNZn5wlY1XuDuNrnCvmuWPPzPvro6d/Y9pDptzs1dkaJQDuTDoOx41MQuj3WlEKhvYcTX0vZcqOl9UBMsUQqwpgldNPGxOLTLIN2gzv2ZiCKURlBnrdDwQOfXeWsWECP2XYouXY0x87sTeUIc//zzQ7atvQopRyxSoEZCRYcnnh2FaoVfKfnThbkZu2BRJhRupj2hOJ8uzMHL9j6MF2JAajN2eFvYPECCbZukF2zu3bhnMbYKS3w8UJmCWEC6dlpRFwpeRP7NgPIo7XpncTydtUaFBg1Z0UqyNs1zp887SlobMaw0TgnK1uM+DFbGDM9NZv+9+h8tt2uTx165dcHDP1/Ys7OmeC0U2MnFCL507Or164KG1KKIh14dlpD42YBoWe0mwDk7FwBA4PpI7h3ZRRxjbrt6ZaFno+wm1YeVbaYx++Xn3tmkQoD0thpRHHABLlnh8KKVxc86PJn+PQDbyoyM1JzmJrHLf0bU82mcUETxhTbDsqpqFrLzrjCtA/x+eJrl6doDw0LF4FW69lVFIzdWReeHb8YG1mNyUGussFNCbT1ryNsaDByd9WE6EGwkXyowOOvXNt5CBPA6HuTwwwvWVxRb+BMLNzVtHq+wJeeXQgAwVZOqLQfuAKeXcObEpjRa+SBV4dWAhYeK0K08gfrhGZXavdmDGNe8KDHDiydtZ0+G/UX237h+7vp5gcbeVGN6f5ChgsWvAAcx67DmL7z7ECPQc2Y7iJCmt6IFpsB9K1x3Hl23hLh5Uw78byTxi4EQCNuh3712UUCKhShDgpS3l05wHC1e4jZYh4cWj4w9cB8nl2U4cOBeYEK2mEQCnQH8xSqlWHhZxg7ZyHDFj1qsr+HxYnYbmIUN4VQfx3P1+lp7BAhyEzLYTm60uUjKTwyTJGzw/HBlWq0tx2YQ2gcyDCmSUbbBCta1O4RyszLvWQaz+68oIsZ40IE2lHUQEuInF+MEMJUm+fixg6anFnnLzsMndbvUI3dJMaGMRG6dseKObtYIRi+awgHOFIw2bjogC1X/PTUXtR7aGu2PXhST/rP1F5s4RgqPXaGVWOePn2aHnnkEYqJiaHIyEhq3Lgxbdq0yfY6Vo6vvvoqxcfHs9e7d+9OBw8epFDn4KYz9HLX2ew+kHiz7w/0bMNpNK7Ht6yxWG+1e6jaOwLP43V7KiaUYX19ZpGR8tSzKynkJbV4r58eGEI/Zo6hj3Y+rfp3xLzdeRdFKhLjPTs1xm7prB30/Wsraf6H650uiMTCuQihehx9sloNHUhoUJHmpL9AXx4fTo+8cQuFrGeXnp5OHTt2pC5dutAff/xBFStWZIasXLmCpOvEiRNpypQp9NVXX1FiYiKNGzeOevbsSXv27KGIiODtV3MHGkp3/HOcln29k5JaVaZAASv+0wcusOIFNU3OCJ9YblhcajJ6o3o/efNTZCagDONJzs5+GrunoNEXK25PVt1i/yS+Z3eSZr7s8Ty6PYW1H0BCTo9ZbIFIo5sTWHM2vu8IFU3aYvgQOVpHfb7O+uy8BccXilo8LWwJOmP37rvvUrVq1WjmzJm252DQRK9u0qRJ9Morr1CfPn3Yc7Nnz6bY2Fj69ddf6cEHXVf9BVI5+abfD7HVU2KTSkziSAu8QOPw1hT6fdpmtwUavgbf17l8qTB3nhQGr0649yc2DeLBcTfRI6+rW/VB1T4sojjlXblmWzlePH8paNTuuWeHi0S0is8U6WXOTgvw7CDRBSk4jK1yVkQRVS6SospF+Ez4N/nwBRrRwpq/bX5rzaA1do9P6ObRz6vptcs1aJadWdHd2C1YsIB5affddx+tWLGCqlSpQs8++yw99ZR1NX706FFKSUlhoUtOdHQ0tW3bltauXevQ2OXm5rIbJyvL/2GWlCMZNPmJhWz7rhFtNBs7RYFGPplpzgs0fA0alHnFljtjh0ZjPpHbk/YD/N1qdWPoyPZUZhA+3DiI3ft9rppOnD9j3ScwdGqMhJiz81URTpdHm1C3x5s6fX9Y9Axt/CkrDPJGLd9TUIUJQwxvc8+qEyyMHizHhTeIVbbO9DGdeXZHtqXQyjm72UK94731NffEmg3dl2dHjhyhadOmUVJSEv3555/0zDPP0PDhw1nIEsDQAXhyInjMX7NnwoQJzCDyGzxHfwPdQj367FCg4UxEGs/j9YAZ2mo37cAeTBXHpGsAr1dt7hF9O+ijApiphqqxYLmgwUggX4IKUjUhTG/DmCiG+Wz0X/Tdayto65IjHs1Rc2WIcWGEoeON/74CBTZcTQUN5hgULFGGMZ15duKxEyG0G5zcd45+encNLfpoIxOe9pRdK4/TnDf/pQVTNlDKUeMVgfRC9yvKjRs3qFWrVvT222+zx82bN6ddu3bR9OnTacAAz0vTwdixY2n06NEKz87fBk8pBK091IQCDPSoiZ6cWKBRu4V/Vf3R0OtsQrkj44yyaYgKY58snb1DVe4RMmGoAgTVGlR0+/N/fbmNNv12kFVjPjvttoCeXo6L9YwDQ5jRU9vT5E0YEyOSULTAIw4I/eklGcfxtMndW5p2q0F/z9rOtjEFocktNSiYgGSXpwUjasKYigKVqDDd+uy2LzvGimNAlTrlKS7RdRN80Hp2qLBs0EAZV69fvz6dOHGCbcfFWRPfqampip/BY/6aPeHh4VSmTBnFzd+IB4y3TeVcd9Ieb8bl6AXP17kLYyL3eGhzMpUVBKBXfLeLDm1JZs/jdWfAOHKqN3Rv7I7tSKU1v+xjnktGWkGjcyADo+dK2snZQsrTY8tT9RS1iLqYvmgoF2nStSDnD33RYGPyoIX0cIX36bl2X7qUa/M0jOnMswsXCmC0LNRF4yoqGoWcZ4dKzP37rUP9OAcOHKDq1avbilVg1JYuXUrNmjWzeWrr169nIU+z4G3FnEhRYcnB53ihPQqVaIE8odxd7hHSX2pyjyd2n7VtO9PeDKUxPwgnfnlsGDvGPL2YeKqLKTJ/8no6sP40U3x5a+mjLG/qWD3FtxPk0ZuY0KACWxQd3HiGXWzN1N+lpscOvY1Z509TlMoKZlVhTIVnV6Jgu5R3xo6P97F/HyFn7EaNGkUdOnRgYcz777+fNmzYQDNmzGA3vsIdOXIkvfnmmyyvx1sPKleuTH37+jc/5QlQkoBBsli8F4KunBRDT0/uweaFxdUsT2cOnac7nm1FMZX978GeV5mzUzSH2+GsOZxzYk+BsUMlpjvMqI/pKVorcD0d7yMCHUrkWnnYUhzT5GupMHuQt4Oxw0IQk+rb9q5DwdZjhzSBmrYDIBp7cX6hc88uzOG2lpl2Ui4sn9atW9O8efNYnu31119nxgytBv3797ftrDFjxlBOTg4NHjyYMjIyqFOnTrR48WJT9djxsBTCTN56duhX6T28LQUiasOY3uQeuWcHT6KKChkq5eSDwDZ2S2dvpw0LD7KxLXcObUVVkoyV2UKPo9Ywpjj9ABMunBo7g8f7ODN2C6duZNufPPs7K/YJpF5Ub74vvm89kQkrG1uKareMZ5PonS2M/jvvPubpQ+y5uJAT9DZnZ1YFFUNK3u688052c2UoYAhxMzMIDehh7AKZ+//biTr0q8cKVTQ3ibth3PwHmHcHXUau3xcsYcz9607T6p/2su1b+nsm6KwFb3J24mLm7MlMdjF1ZOx8XaACIC6OxRBC+zDEgSa8oMvAVg/ErjEVZNKmJ13+THTFUuzmchZnjszZSVTA4+BGzrND39qMkX9SreZxtOXPwzRwYnefnuSNbkpgNzWgCbxcXCm6cimPLmO4YxHrhdFdczgusp5If5kpjOnpxAPOqp/20JkDF9hiCs35ztpTvJ144EwyzH76gT8LVLjwQv2OVenAhjOsBcKR8AJaXWaO+dvn50igCUC7I1ynAhX8HbXHZSAQHM1MfgIajZDFgqKEtyczcn8ITYieDZ4f1uwz1tiNUBhCDoG8ooXB+vLYcDq8LYWKFy9GCY0qMuUvvXvmRM8u0CcfiLqYYqWqO/76fBtb3IB7X+zgUA7K7ZTystrDmPZz7fyZs1MzGeP7888HrNxeIBu7XE1hzKuFzkMzII2dF7y99FFdvoQvX/ibVs21hrq+ODqMYmtYY/DozareqCLtWXXSdlAGkpSYI2DY6rWtauj/0NOzM9ob4J4d1GXQuK1pXuLFq+qNnViN6aFnp8zZKY3d8C9602Nvd2EeFhZlgTIZg/NwxfdtTfGBfo6InBHCmO6GtnoCrh2/vL+W5ecqVY+m1nck2V7DfkIOFAIQCSpafZx5dmbK1wFp7AKA9JSChl3xQjIo8SO/SokhhHr6wHnmsaFSzAhVkxXf72KGHM3kdVpXVhUW0XOAq5HeAC44XD5NzbQDZ43lnvTa1WwayzQR4eF5l7NTGjub8G9d8jmuip84lhtE127cCDi5PU88uzgPxRFe6z2HhZvhab/19yOK1yDSMHPMUlu+s7Vg7ID9z3sCUirZ6ZeZETUT0tgFABmp2baVkhjG9KacXw8QRvvw8QVs++kpPan3sDa6/49fP1hHBzcls+KDudkvqjJ28JK6D2zKPLy6bT03UJ5OR9fKxQuX6dpVq8SWp7MPtfZxPvpmF9IKjr0yMZGs58vVxHJ/UqSo1bDx+x5PNaclX2xj6QR/nCPekpxv7LDQUNt2wDm2I43Onsh06GmLuTg9Jx6At5fpE9HyNdLYBZBnh+KOQJISU0iFeTg77uiOVNazdWDDaRowoStVrVu4WRyVdVwlJramVRNTDWViStLIL7VfxDydju7r4hRvPDtvQSgTxg7fPTRLfTXdQG3xE95fj0HN6a8vtjKD/PCrnen2/7QMWLk9d57/2/88SmcOpdsmfngCb+gWm7zd9diFMtLYeQH0+tb9uo8uZ+fRf6b2pGr1PY9/o3KRx8BdFTDwBnYOVnRGn8hq1VMcsXnxYfpq7DK23aZ3HYfGDp+Br0ChkBHI09F9MbTVKIUeT+jQrz6bRg4BgRvXrMYOxva3jzeycBnCzfXbG5uTdVX8VLxEMda61GtwC+Y1I7SekVaQBjAT+Bw1GseymxZ4ThYC2fb6muitc3QshTLS2HnByb1nad38A2wbGo3V6msPYTry7OxXtCglhxAu+Pm9tdSuT112wvhk4oEbEWh7kH/jQOLp1oFWaTinyikaEuVa8ZXHfOGMMLS1smf7T5GX9KGxe/CVmwo9d/50Fs16ybpw6fJIY78YOyDmjHHc88f8HEGkAPk6gArpYJmH6IxIOzFoRDwcCYg7MnZTBy+i3f+eoNxL12jGgWeDZsqIK4L/ExqIqESgdfWdkVqwKi0XF+VyRQsv6NmG0+jsiSzat+YUbfnrCLXsWYuMAs27XK/T0wo8NCRzbxS9Ue40MbV4dggDoeeqRERxTb9rNFCD6T28DTN6NRpX0h7GVFmEgzaMYU1nsMIUVNsNev9W0gN/9tipgZ8jy7/bZZsxeffz7T2ORpgNsQCpkLHLcR3GPHcyi07ts47VwnVFrbHbt+4UTR+6mNUXIG/e9dEmZBaksfMCb9TpObxaz5mxA/xAxAXw2Wm30+SBC+mpST2oRQ99xre4y9lBiNfT3A1OBnhP0DM8uj2VVYfZG6WTwrQDNaN9REa2+pwNoUSRyg/pL5CnZJ2/ZM3X5ds87FuU++vpDdRrV5XdtKAljIkKzNSj1ukScbX0K2NXqKf4QSpMDThHklpZPfKKCdEetXn4i/UL9rPzAsopiU1iPW7QVoz5sZt8IB4zjgpUwhUqKldVqyPheoUpJqC5wdcfvZHGzgsUc8c0qqg4aztwRuvbk+jzI0NVj4vRCiZC81yIp8UpnDptqjBjh9wYDF7dtlUUrx/P9+zgAVatV8FjzwyiwJALw7an4dzjO88qerUqJJShKVueCphwDo4FTATHMYYJ50b32BX+W1fYhRj6mP4WgVYLFkzfpo12KJEViPw4YTWTkwM/5bzkubGz8+xExOuRaNi81cc0qy4mCIxSK5OiWB0Z6NnZY2/o0Bj9ctfZqieDq514zangZkK5M5KEvB2qMkVgoE7m5+xiE8t5XHbNG8th8PjgV0/YvvRYoXFEgWLoAAaUTt02mCauepzlGD1VTxEvhJ4ATcz7yrxLD5R9jz4dttjv4308AdEHrYbOiHPI3d/0pu2g8OQDpbG77M6zK6lNMoyrp1j/v7kKX6Sx8wLlRGltxu6B/3air06PpEmbn6T6HbVNX5/z5r+2xmgjph3EVNHq2YnGTnnCo2nZVonZ0PN8nTeN5XlXr9PulccLGTu983jwjnyRG3QUytI6uBVhXL4/+TEQ6Dk7PRDFBXzxN9GUjRYPb2TCXE0rx7UJeXA0fpeOKbxA0TrT7rKJPbvAWcqGaM4O5cLIieHmaWM0Esy/vL+Gtv19TPfG6IvnL7GwCkKQrubYuaJGk1hWWIMScVRkiqCvqPWdSaxIpXojz4o3Co/5yfUo1wYv0/4Ex+fERV6vExhG7rH4D1mFYKPO1emNvwpGXBmFONfM08GtHHi32JcIYfPGcrOEMQNBXEDt30RvHSdeo0xY/Q5V6ZE3bmHHrDihAtz8UCN2c0aEONNOYxhTrAY1A9LYeYG3E3+9wdFkcD1lktr3rUfvrhpAXzy3hMkDaQFFAjWbxTKv7tT+82x2F5OcQqVinRgav/BBtq3F+/FGH3P7Umv7hqOiFb2MHS4K6H8Cvpo4f0mnnB3aXGDsUEWKRQAa7s1i7OAxzRq7jA5vSaHEJpVo+Oe9PTuHvBQXUHtenjlorYT0xrODvJ1WibtwMWfnwQBXmbMLUfzV+Msbo50ltPE8XveWFd/uor2rT9l6CbU2Kd/6RDMaMv12JgnmCC29gsrJB57t+235vYoA3iVHDNf5Uz0F5F7Oo5e7fU2j235BU55apGG8j3ajzQWhYaQvJF9UeHZGzTTUC1zE/565nUUS9q455fk5ZPHuHHJ1XqKFh/9Nf0w70GOhbmZjJz07L0C4p+dTzZnRq9dOWWmoBng034xbzlbLVevFUMtetf3eGK13aOfeMR3ICLQOcEW4mVfAoeQbXuvGRQdtoVu9EBvKPVVPAQj/7lhmDU8XVdn2oRjv44Wxs59rV6lGNPvb8PICfX4ZognoaUR5/Kl959j37UwbEucQjp1PnvlDt3PI1XmJxV6TLjXY9v71pzUNbdWLcM0FKkIYU474CS1jN2yG84ns7kD47Ye3VrFtNAF7YuyMwhe6kTDyiFw68/SMDGNCNYILazfrnsguTE261mBDZqN09Fq89exQWRgeWZyFQlX32ekUxhRbTVBI9OKcfmQmarWIY8YOxxhaXhq4KPyy9/64wLQRtOtb15abR5iVE6+xJxLnERYhMEBFihahitUKphB8O3457V9/hnlwQ2fcoWg4B2gDeuL97qyyu1FndcOZC1djSs9OoqHtQMuMMBhbeIU8zBRVPoKtbL1pjPaFbiRkyP5TbxozNLf0b0R9R7XzWTXmLqEKs2m3GtTp3gYuE/l66GJ6KhUmGnQYO7Wf7+aHGrIIAXJ3GCysFVcTy80AijX+/Gwr24bRc2XsRA8LF/9/f9jNPrM35xB+Nyy8GFP3AZhJmXosg3oObmFtyC6CPJ61hxVGiomha4iaIK/6aNyHbLtN7yR6dYE1Bw4wSYQP/4WxsyehQUV28xREshrfUp0dk1qUi/yJud5tkJHuRirMHejP+XjX07YDHmGX8Yse9KpfDGEY5BCea/ulruFRFKcc2nSGXYjQaI4KMJz4MDhaaH5rTXrl1/uZ0fPkpMUIHBi4bX8fsYWUjMBbz86WE07LUV3pi6pP3LzF1cRyM1BLOEYPb7GqfTgi7UQmnTlgzZ3VaVuZ7nmuPd09up1NYForOC9rNI2lg/ntNh9uHMTy0ndHTCj0sxhNpDVqomw9uOqRgopW1PZ8BiLS2OkAwglobFY7ooaToWgo17aSRBMtwoEoJshOv6JLY3TW2RxdQzuYmIxp7ODlX+6zSVoBLatLgGnufKK7p+FBGFz7Um29SU/2LmcnTiv3dfFTRRcTy80Acna8bYZLWzli8x+HFMpEgIU+d6QphMy1cCFfag8RmxIRYYbMp4RnhWnj1/JuFBrzw/NwKIpB/lcijZ3XDK7zMSUfusBWczNPjDBcPcUeGDrkmhDKxLBQPbiaH34BjbvUoCvZuV6FdsQ+IvS4cWV6LZqYZkHp2WkLY5bMz0tiIeXL4hCICPzf7w8xDw+FNs+1/5KFy7s91oQ63deAAh0YAUzRQL4O+qsYo+VIoUQ0di1vq00LP9pIP72zmmnCTt/3jMOxVGrBDEeELsVKY72LyvC34d2hOd1eQYUvkODVOap2vn79Brv+YKp9WERxqpRgrqnjWpCenQ5gNailqdzbnB2ndPkIq7HLV2TwlmuCsWt9e226+znvQjuibNjBjckKRXac/P4EF8IXOsxk+65m81hF3kOPnB3CrFrDSPaiBbxH0dXIKZTe4+e8KR6AUW11m7VY6tTec7bq1cY3ex8i9WWRCowdIh7Hd6YV0mWF9iuXjIO4NTx9FC9x8fMV3++m/v93s+b/724agP3Eda1g7BeMnTNtTLGfTgSL10GJ1mK0mx5ooKoIibei4NhCYYs3BWb+QBo7L+EXMi2hJnfjfdTy2uKHWQhVr2pCxdDWamUUs8O0UKFKGVakAS+BaWTmF7xAykirIcDFat+606x0vHRMSVUz1j4YMJ8ZV+T7eBgTFY9QcYHnpKei/yvz72dyW560RTgLY/Ljy52xG93mS2YUUaQyfe+zpAdmVU9B3g79dgChTHtjh9DfQ+M706Y/DlFcYll24cZF/8vnl7DF68rvd9HD4zvrPi/S2cR1rVETrk95KV+ajr9fvviOFI4hb/vsUPn5eNXJNk/4td8fIjMhjZ1OYtA4eaC56MloEXHigTfGLi5Rv3Eu9hV4es0Eg07mul/3KyoLvRnYioKXsbfMdliJ5giElKBVyMNX76wYwLZxcYB2IBYeXKtQDxAC8yYMVmimnZvFFMJS/Ge8nXggolRPCeyGcpFm3WpQ/9duZouaug56YLFv73m+PbtxBR8syhrdXJ12Lj9Opw9cYO0Beud2XU1c1wL34Nn1R5jtyFVRnE1HCVcoqORpaCg3lwg0kMbOS8QLEg6wsBKRHocxkUR2JNbqL8QKPLEyTw9jJ6K1OEVLn50oEYaeRpEy3NgJXkwg0PauOmw2G0Kh7pRLxAIFrbqYImcOXWBl+d+OX2FKz65a/Yr00Kvqji/Re7v54UbM2IEV3+/SZOxQ5YlqYxT6ODI2ziaua0FUyoE2aomIKLbohvFzNqUciG0DarUxzayeAgJbDiHIxaBRNYaTCXPLPB2OaiTcs0Nox1OBalez7eyppmE6OQfhR54z8NTYoZlcBGFQftJrGRdkFB3uqU+PvH4L9Xuhg9swl7Kh3PsL0br5++l/j/yqeM5Mxk4rHfvVZxWOPG8Hj9lT5v1vHT1TfxrdG/Uu7V1zkozE0eSDXDdTygHOHa6iIubQg9nYSc/Oj2LQI2d636ANMLEbeo+oxuz8YEM29VgPY4eSeb0qAB2tkL0JY2JFDI8HF3l3eTGEqbbnS2/BExcLZoDoVUMMGuEsb0ChyMo5e2jd/H00cGJ3atGjFvly4oE3upiO2g+CzdhhvhyKLSCibF9kAQ+6Ra9atGHhQZZjRtEKZgt6wrmTmbbtmCr6LBadIYasL+f32hUtXpTuG9uRXY+q1o1xee3KvZSn+roljV2I408xaM6e1SdtfWwoTvDG2MEwdLq/ATtho8rpF1pFcQVOPEw/AMijeBPG5KFMq7Fzvd8xEZ0XAyEng7FKzi7iqMr01tht+fMIff/6Stsq3yfGLkO/KeWggiA9BbDo0cNj9CUoOjqx5yzLvVWpU57qd7Aqqcx5419av+AA+97R8G3fr4lQJowdWPn9bs+NXf4cQERHtarnqKXfmPZ0239asKpMLl6AlpUBb3d1+7sRpUqwnKy2nJ25jgUgPTsv8aSIwChEz8Tb9gN4TP+Z2ov0hItLx9UqZzN2UH0/feC8V7P3uGSYO2OnzNcVvnAhZ8fxJm/HP+fhrQWNzKg+PQQVDw2fE94HW3lnX2UhJ1cXGFTjGenZwTDoXZloNHvXnqKXOn/Ftm/7T0tm7KwtB9bjAV4dcqL2tO1dh+1v7PtVc/fQ01N7eVR4ZouMxEUVWljpjTczK8NLFvcoZ8c9RzPOsgPS2Ono2aldIemNWLygV2O5oeLSFuv79FZc2mbssq8yw+Cs72f1T3udFqfouVhwNMsMHpfWz7n6pz307gO/sO0nP7jVpYaoImenQ4EKLtRcmcdslZgczFKEfUaxJVdS2b3qpC1sh3Clo2MGHg9Em7csPkwd76vPwuRhdkLKzkBxSEZqtq7FXUYRnl88g5yd2LbgDFmNGeJ0uq8+GxMDo4eCE7Ws+WUvff3KcnZRueeF9rYmXm+NXfaFghV+oGCUuLRYkYkTliuOiOB/crHfEpHFHU5F5wUqwJv2A73loBTFT268V70LVPB+y8ZF2UYVdXHTJB2I4HjAkGBEE47tSKVreddp0++iaorz8PLgST1YaNATjw6cP53FjKs/jR0+JzQ3eXuDu3oDi4VUyR3KMGaIo7WfKvVYJlM7x63n4OZevQfR2KHAwhuwMkU1mp4hK6Nm79lPPhCNHQ8pHt2ZStfzy7BxAUAxj31IsX6HqvT0lJ4sVIcWiUD5nJ6EyMUwpl65NTT9c2PnanJAoCupwNihBw35Oy4RBo/OVS4VmrNiQcvMMX+zYiN3k8HFHlVx5I5RQNEEOWIUKKEIrGGnBFo7bx+LCKCl6alJPan30NYOf3fEF71ZtSk8WTXtD9LYSTSh0MWM1d5Qbh+G89az+3zUX7T0q+2s+fW/v95P1erpK+ell0ySaOxgFK5eznMbUsQFz1FIEZ9Rr8/JG5Q53nxOT4qf+oxqR10eacw8PBgpPUDebt9a6/biGVtMafBqtYxnLQRg7S/7rON08guk1E5dhxjBjn+O07Kvd7o3dnbqQ0YDQz5p4AJbsQqM3eVs67lw47rFpWcaV9MzMYr7X+5E3R9vyoyet8Vl/sDw5q533nmHeQkjR460PXflyhUaMmQIxcTEUFRUFPXr149SU1MplFBKhWnXxQQoXMAqTo+c3dmTmSyngZNIz4orLpOE1eeQ6bezezz2Zm7Y8M/upAXXX6G5F1+k+FrlC4UUnbVN4Hm8bgTiVHG0VnjzOSM9CGNC6BieKipxva3GhFeMHJeolo/qRRTa4Hm8bhZEb5oPSgatbq+tah/gM3NjuXLOLrf7QKk+ZGwlpr0Xz8f8iH12XOFJD3AM12wWx8ZIyWpMOzZu3EiffvopNWmijPePGjWKfvvtN5o7dy5FR0fT0KFD6Z577qHVq1eT2cAqB2EOrLwrVo+mmk3jfDbxgIPFBNoE9BCD5icry9l4IU5ttEwScPW7RoVO3XFDyNc16FSNhky7XfPn9EawwBscF9pc0XVava+o2bzgfISnw4G2o6f7AGX67vbB+TPZTts3DG8qzw9lXzZolp3ZMcyzy87Opv79+9Nnn31G5coVuMuZmZn0xRdf0AcffEBdu3alli1b0syZM2nNmjW0bt06Mhsn952j/3b7ht7o8yMt+WKb6t/jxg4Xfz2q5zD5QA/Pjhs7NMPqreqCCz7PBXork+QJCCWK984knrBq3w+hai84e6KgoRhjU7z5nGJO0l0YEwuul7vOZvfe4i+v2AjQ3xlfSxmuwyIOHorH+8Difh+gsOXbs8/R5C1PMmUko0ERjb1nJx4rzhRUADzU36dtYvMmoR0b7Bhm7BCmvOOOO6h79+6K5zdv3kx5eXmK5+vVq0cJCQm0dm1+gsCO3NxcysrKUtzMrqDCw5jlYkvpUgyCkxfK7vAmeLm4p+RezrNVIwZ62bQaUJASVS6ChfbchU6HNZ3BVu3v91dKZGkBDczQHqyY4N0+5HJOajy7WS8tY3ml2f/9h7wFXjG8X0fgebNNq0aRiggqn92Np9G6D3AuR1coSbWaxzucoac3JYUFEVfREa9DzrQxwYZFB+iTZ/9gghQo3nHH8u920rKvd9DG360N92bDkKX1nDlzaMuWLSyMaU9KSgqVKFGCypZVNkPGxsay1xwxYcIEeu211ygQidSgoIIKqKx8NXm9QoUv/uB+HpU7FMl1naYdGAmat1E0gHxW5wcaULPuNe1eT2HT23HDReiD9YOchhRRiYlQ3UUvq1mhZ4kbClXEsJkW4Fnz5mZHOTtecYrexZ3LrXJoW5cc0dzEbnRBka/h+6dsbJSt3y6qfAR1H9iUeTV67B9/g2M5LLwYK77i1ZJqPbsIcfKBisbyWS8uY9cIqMLMPl1QgxGyxu7kyZM0YsQIWrJkCUVE6DNqZOzYsTR69GjbY3h21aoFRmWYlrwKcmvc+0IvU6CgSK6bwLNLPpxO8z9cb/Om7I3d0W0FRU9V6sa4DClCRSX5EDHDqMdUcPyvYsWL6LKY4ioqavJKMHJ65Nb0nrsWEGIGSK+kX6GXbraOhnK3f/BZMeOQjzlCfgyqI4G2D1CQlJGWY1M4UevZRQiGUI0gBjemZhzvY4ixQ5gyLS2NWrRoYXvu+vXrtHLlSvroo4/ozz//pKtXr1JGRobCu0M1Zlyc4zh6eHg4uwW8Z6cyjKlncYqeKHuEAt/YuRvzg0nVnMQmldS3b6RfVvRZ+ZNxCx6gYmGOdSn1bmI3uqDIbGIG2AczTwynR+I+pEuZuewi/9mhoU73wfkzF+mnd9ewcwe9m1yL02gg3QVjx8OY4qLb2Tw7+0pNd9cuLM654LoZKzGB7kdut27daOfOnYrnBg4cyPJyL774IvPIwsLCaOnSpazlAOzfv59OnDhB7du3J7OBiwHK/hGyUhvGLB9fmoZ+egelp2a7TZT7El/3COmZr7A3djg5j+6wGjv0nbkTtVZOPggcY2c/YduXFad6zl3zB3rsnxIRYVSjUSUmtg6BZ4QLne0HaL0unLKBbd/9XDufGTu+EILnhfC5IozpwrMLF3KK7sb8WCXFrNvS2OVTunRpatSokfLLKFWK9dTx5wcNGsTCkuXLl6cyZcrQsGHDmKFr18659l+gwkbNRFlHzag1dgiDYKWsJ0gaz317NavGxITmTvc18G5oqwlydkoFFeWYn9Sj6TYDqKYqrowgGaa1fQMiw2M6zWILBUxX6DOiraa/I9Efb3KPmLsIYwfQlO5sAeKvNAAKoRCehecJ7xvC1ZlpOVYB8UjnC5QIwetz59mZXT0F+GWp9uGHH1LRokWZZ4dKy549e9Inn3xCZiWCGzs/CUHzg5GfkKKH5gn3vdSR2vety4weNAXNHMYUQ5gQBHaHKHSstUgF+/3gpmR2g9q9L4wdFk6YcoAwG4ipWpr1+gVaXslf6JF7FNVCMC5KjbHzZRrgv7/cr3gMT1QNEWLOzk2BymXB2ImLTDPhE2O3fPlyxWMUrnz88cfsFgzwg8ZfI3708kww18t+tlcgI550l+yM3RGhOEWNZyeKQWeiwlEDZ08IFzsHo2O0cGDjGRYewyr95ocaFVpVwwNHyOzbV1fYpiO0u6uu6UKORqFH7lEcMiwOZnUVGYkxQWQkvKT6AhXx/JKeXQgDzw59O8XyJbvcgYtXkaJFWNsBQqB69NkF+pgf4z27XOfFKarCmN57dmJDubc9dpzfPt5IS7/awbYbdU6gkmUKaxKezx8WCuISy0lDp3PuETqayPEh/+dosoZZC7wiFAUqV1V7dtLYhTDvr33Co0kBHz/zO+1YZu2L+jFzjC4HD/qHQs3YQeSW9xg5C2PC+4tNdC94KxaooN9OC+LKXi/PTtna4nj1LapfVDKRZ24WYODqtnFeKMTh6QNcC9Db5y8wcBZeGxbTroSrI8uEs+It/rNqc3ZmHNwKZKxDBzydeZWR33qAg0yv+Le3YczMszm0efFhltuoWjeGVYyaxbvLy72kMHYoFOHi2FBPcaeWAeq1r0qzTo5gRs/dXC9fenZqJMOQU8q+cJn1g4keqsS3FEjtlVF1zOlZnPbnjC1MLuzelzrQO/f/zJ5H+8N7qwc6/b0KVawhXjUgEoUFHIweJNjMiDR2fiA9JV8qLA7KDkV0uyjyFggtnh3URj54bD7bxgnz+IRuZAZa9KzJjICYI0GY6qMdTzOjl3lOXUgSBi68qnfyTmLOTi8RYDUz7Z76sIcu/0uinSuX8mznna/bdmBk180/wLbb3lVHVY+dp7TvW4/dzIw0dj4Gw1H5SaHnVAEYTeTtsLrXMtPO10Mn9eL5b+52+hqMHlavvoJ7dij31svDUk4rV+YlJb4j5Ug6rfllH9OQ7NivPrW+I0nxuli44mtjJ6ZB0NjOiYgyXpvTTEhjpwMQVN265CjzMO4b25Eq11bOVhNB/4tec+zsQQgOxk7LtHKzNZQHGmjm5cYO4R79PPaCC9kVJzk7ifGcPniBCSbzlIG9sUOYr+O99dmisUZjdaX/Rhg7PlneXUN5KCKNnQ6gv40rJ2BatCtjZ6RUGK/IRP7qWt511uulFl8PnQxE/p61na3gUZr++DuehXHR1Mv7LPUqTgGRwurcn60toU51of3A0YSAKkkxNHbuveQP0GfJuSDM01MTxpzy5EKmDIM0iL/ev6+Qxs5HeRVfGLseTzanNr3rMKPHpX00qaeYKIxpD4w85KFQJt68R03WSKyWBZPXs/486CYOmNDVI+8M+VLkzjAXr0qS88WOp4irc0cFKj+/t4YWz9hKsTWi6fF3uxk2lDbUwXxHeFAo0Dix2/04nEDw7NQMbt3xz3G2wMPUD1fMfWc1m5WI//XEe90VBXFmQRo7vS9IbvpVeHGK3jk7cOvAZpp/l3t2mMNmpoq+b8cvt435eXflY3T9uoWO7UxjNyjde2LseGM5hIPx9zxpCYHyfJ+RbX2+kDp94AIlH7LeJMaBhQ9kw/avO01pxzPZdxEoU8BFkXAxZycKPTsDUxzUKKjsWXWSNv5mnWM3cKJyRimF+vDWUEKhMecmr5KRGngTD5Bv4sYO+Tq98k2+IDsjl1KPYm7ZJSbZdnRbwUxET0W2Rckw/L1AAAYXk+yhBCIqXnDShB47M6nfmBFRNuzUvnOFziF/IS7KxBYcNcY4Iv/aBWPnauizQhtTyoWFLmLVkzsxaNGzCxRjhwOZew1mK06xn3xwdHuaR8opImJoBpMP4mq6b0Y3GhjsH9JfcPo6DD1AzgVT2SXGIcqGIZQpNmyPav0Fy9tWTipPry9+2Kdfg7Mmb1eDWx15f1cv5znN83FjB9k1s0rRmfNdB/RMO9fG7qlJPejBcTex3F28i0IWLWACOpvMfeEyu/CpHVNjtmkHriYfHFF4dp4Zu9JeSIYh74ELBwSGfeUZ4/vmFaDw6szkkZuRhAYVnBapIIyMyII/vgJMtIdh4wVSfLq9mmrMcMWYH+fGjnuMZpUKA9LY6YB4gLgrUMGBiQuiEar0q3/aSxMf/IVtD/rfrXT3aHUjk+CN4mJ5/nSWKTT9XE0+4DJhmDDtqedsP9POE/736K+0d80plvP8IeMFn6x+05Oz6VqedV5NbKIMYfrWsysIY166mMsMnT8jIz3zR4ZVSohmuWOEJNWEViMK6WOWcjOlXBq7kEZZMee/XihRDBrenVrqtatKXxwdxk4QlN2b1bODwDb6DHn4z1NPRyzM8TRnx9VT8H58FeaRmpi+BVEPfL9YVImenb/m2Ik89YFSRccqV+b++I9QOdOuwNgFRlGOFqRnp3MvlNoBrkbg7eQDnCDwTMxq7Hb/a53npyVfZz/mxxN9UbQ78JJvPXvsOJ88+zszvnh/Q6bdXihfB9B6IDEWLJ463FOPSfJVb1SReU54TiEAbrLISISKmXaQ3eOLYOnZhThR5SNZTxdyd7VaOu9zyr2cx+aOlY0rxQSKm99aU9f3ocw5hcbkAzGMuWfVCdt2oof5Om/2Hwwdr2TTSwBaBDJVGak5TKFeRHp2vmfUrD6FnjuvUB8y16IjXMVMu2CYeADMtYwPUMrFRtEbf/Z3+3MoSvnl/bVs+6b7G+hv7EJypl2BZyemKLR4dsjx1WoRx6oyq9RVP6k9zYChrSJYRMHY2UcN0o4V6DHGyZyd3zgbIOpDWHD98t4a1nsJVZUHX7lJcU1wRP2O1aj3sNbM6GHKvdu2A2nsJGpQNJQb0HaACz/UP9AU7Ymxm/jQL2S5YaHKdcrTo290IbO2HiC0hEnUR3eksTFFnoLk/uTNT3k52ifasJywffHTnUNbUYNO1Vg4MxDaJEKVQMjZTRvyB/0+bZNiwXfvmA5uf69t7zrs5goYwt7D27ABrhhka1akZ+dDFFJhOquniJMPMtJyVIfhkHdYv+AAi9dXrRdjOmOH2WGDJ/dkhr5qvQpUv31Vn78HxcQIA8KY3HvFkFpR87RW83h2k/hnpA/mUmKREQgTQ9D/Zl98qUZBRQ2Ybfn05J5kdqSx8yEIRRnp2fGJ5czYqfTs0JfHE9NmGu0jhlXuGt7Gr+/BaM9O0ceZfZWiyplHzi0YGdZsBh3bkUqxieXo88NDbRND4AH5q7HfUZWkI8WdUEYaO534b/dvWGMpLr4YHOpeBFp/z07L5IOzwhwuZzF7ifqhrQiF6o1ipp00dn6He1GpR9OZhzfk0zus29l5fmvsty8cwUxF9PR6MmeTLBbTqqOoIXg/mY9BQzYEYkVRVnuO7bQ2PPOiFiNQVBReuOz2/5wzcdm0yI7lx1jrRI0msRRVVvvqesbIP2nHsmOsqRyrdjWtGNyzKx5WlKINEAuw9+zAheSLTLKqUo2yzJsMK6F+nJPE+3E/BzeeYQbv9P5z1OimBHbzJxAiF1E7y27b0qM0vtd3LM//0Ks3Uf/XbnGo1INzy+wKPdLY6QRvzsTKm/ff2HN0W4GxQ/uBEUA5ZeC73VhPlruxHYWT6+YLY3Lv9M0+P9qqxn7MHKO5agwLFjYxgamoXFI16fx/659goazMtEv5zbzGVZxeypdt2rrkCH04YIFNgq7PCP0nLkgcg+kHHCw4AiFvah/GVDPLDoSFF2OGzlVT+bz319LXryxn59Rz3/SlVrfVJjMijZ1O8JUUGk5RSMA9grTjUOS/zMQMxHDX+dMXKSMlhyntV6qun9QThkiG2oTyl7t8bTN0CA97Ux4tLhBQ5KPG2IVHhrH97um+92amnbKhXEqF+U02bI9y+oG/sD/mRXF6T7QxHYFzi1d4I3phVqSxM0gMmhu7J2pMdfjzz7X90ra9yDKOQr1HyBu4RBgoEeldUt4byTCjSGoVT90GNGFGj+t9ij12UhfTf6N+1v6yjxrfUp2lAFCw4i8FopL2YUyVnl2ECgWVS1nC2CDZZydRCKpmX7WNi4HbP+nxBbZQgQh64kbOusuvOy8Qyqa1wr1msekVFa+HtiQTWUiT1xyIKjQd7qnPbk7VU+yUVSTGghwpnyxwav95erXnd+z5//v9Ib+F+AqFMVXm7CIU2piOpQ5lU7nE6cElNv926d+YqtWvQCNbfu4w11O7hb7xfoQlt/x5mIUc6rar6jZxzo0dwiBmU0dw5DXjAiTua0+9ZlEfU83kg50rjtOOf46xlX2LnrV8NiKJe3YodbcvTpAYC/KyGPdzcFOy4nl/pgHsz9167asYIhdW0mTXCBEZxvTh5IMiRYksNwrujQATlKc8uYhtP/DfTm6N3Z1DW7NZbGbECK+5jIcz7bYtOUI/vLWKbb+2+GGfGDt8Xt4yIvN1/qFag4qFjJ0/q5kxMmzcggdYNXj5yqWpsspZmRGKET+Or1vi9HNp7CQO5kIpD0QUTmDl12NQc/rri63MozJiph1EqT3xTDD7yqwY4TV7OtMuTWgor2SAeooj/UN47yiEAjJf5/8iFV4x608PG/1x7mS/nPUMFi1WhB1PzsKYaHPxZPp5oCI9OwN7oThY7U/a/CST3UFLAvQbMTLDiAZOrTPtzI5eXrPSs3O//8QKW6NaN/ZvOE3/d9v3LDwOtZhWdxTkhdBnJ/E9nR9oQA06VqMxnWaZuke1SJEiLG+HUKWzApX0M9k2w2jmXjtp7HQC+ZpSZSPYyiexWZziNch3DagymYWcuj3ehB4ef7NhSgX2TeXBjt5es6cz7XhDOXJn4oJHT1Duzb9LGDw5x87/oPBJTF2Io6bMRnjJMKuxE8KYYstUTtYVW/jcm+IvfyONnU7UbhnPbo6A2gKvoBPj30aAC65t8oGbizW/gOJCbdYVG7zmL48Nt606vfWa4Rn3f/1m65ifOq7zHlCW4LPMjNDEdFj8dDGXHUMocb965Zr07AKkkhnfi7/5dvxy+v71f9n28C96U48nmqn6vee+7lOofcFR8Rcmo3hT/OVvpLHzAQfyjR1Ial3Z0P+lmHzgxrP7eeIa+undNWxl98Zf/VlYxoyIhg2f3xuvGQuFh8Z1VvWzaHO4lnfDsGkHnJKC13AlP5SJGWT4/2buezIr3OvZ9e9x23OpxzP97vVwQ+ep8W3WvfBczUBvmdKCNHY+4MCGAmNXp42xxo6HMtUYuyP58mWI1YvhT0lgTDtw3NaSZzPqvMFcEgAtLznetbwYYZC9oYuPW6Z8gXm1XwKMvNxrlHz4Ah3ZnqI40KCTeXDDaZsUlS9KxcXJB0zNXIUwtVkT7KFg7BSSTnbFTxLfA68H3o0j8Dxe9zcHNyrbIrwBRV/ivVnR/e1PmDCBWrduTaVLl6ZKlSpR3759af/+/YqfuXLlCg0ZMoRiYmIoKiqK+vXrR6mpBRdeMwLx4Kdqf0zDm31GP7+31vY8igl4CTu8Ol/kxjDTjpOdrvTuYIgPbU5mIRc+OR1vCUoQeN7bFWEwgCKQlKPpdHDTGbaIUVOJaWQYE03MvOQ7EHJDoQ68Hng3jsDzeN2X8HNa5MjWFHaOqzmnj+1Ko42/H6RVP+1hI4s4RYsXZcVfqEUYMv12do/HRrRMmTKMuWLFCmbIYPCuXbtGL7/8MvXo0YP27NlDpUpZd9KoUaPot99+o7lz51J0dDQNHTqU7rnnHlq9ejWZFUdivfb5Ol+EMAE0+lBcgcpCFGuIOEw8WyigQjD+5pNnfqd/vtnJtqftfYaq1StQuRcpXzmKmnVPZB5eXGI5w48vNP2e3HuO3rrnR1aYgv/d+vYkQ/+vxDW+EIpwh6NzGseK2nN67turaMX3u9n2Z4eGUHyt8nRy3zka3epzate3Lt03tiOb7GBky5Qv0P1dL168WPF41qxZzMPbvHkzde7cmTIzM+mLL76g7777jrp27cp+ZubMmVS/fn1at24dtWvXjsyI2GwpyoWJ+Tqji1M4T0/uSUS4UUgknvXGfvKBM255uDG7+QKUtqMgBQuTtfOskRIM55TGzj/4UijCHd6e0+EKfUyrZzf/w/Ws+GrV3L1Up00VZuy8Lf7yN4a/cxg3UL68tYwbRi8vL4+6d+9u+5l69epRQkICrV271qGxy83NZTdOVlZB+ChQEHusxH6VA/n5OlDHR8Yu1BLPeqMUgw6MyQeRDka2VKohBaCDpeXFn+d0hN3kg8yzObRs9g6bMkzPp5pTMGBoyvHGjRs0cuRI6tixIzVq1Ig9l5KSQiVKlKCyZZWFGrGxsew1Z3lAhDv5rVq1wCuRF1dH3LODtNPxXWdtsk7RFQMz1m3SFjvDEFVUMtFYGwAMmNCVXv7lPqrbtkDgV+pi+hcYNp6DDxSvR0sxSYSdPuZvn2xiPZygx5PNg0Zo3NBvB7m7Xbt20apVVqFcrYwdO5ZGjx6t8OwCzeCFlSjGlC7g+vOcHQoLvkkZRUe2pwaUdBdCLVwPD++xZvM4On/aPyGYQCQQPbuWvWrb5qftX2+NFkjPTqJHWDVcqPbF8b7oo01sG9eIPiPaBM1ONszYoehk0aJFtHLlSqpatart+bi4OLp69SplZGQovDtUY+I1R4SHh7NboIMiguz0Kwr1cKz26rZRN25DL47vTqNZLy1jBrbT/Q2oz4i2hS7mWM1hKGOtFnH0wYZBpk48+yNnd2r/OXrxpq9Yy0GXRxr7TFBbnGMnPTuJHmHVCCEq9cf0LbahxZ3ua2A6STBX6H51Q1/ZsGHDaN68ebR8+XJKTExUvN6yZUsKCwujpUuXspYDgNaEEydOUPv27cnM4KBhxs7PvVB5uddp46KDbLtGk9hCr4dHhtGc9DF0ev85ysnMDZgQTKCgZvIB2g4wIR23Zrcqj3FfzLGLrlhS9TRqSWigVUkoXAhjYjYj5+7nzFks6IziRoQuUWk5f/581mvH83DItUVGRrL7QYMGsbAkilbKlCnDjCMMnVkrMTkR+UUEYjWmP1Azkw3hy2r1lWNKJHz/lXS7/8SG8koGNpRzMNYHvZC4Z/9TTjuQ6ESEg7E9jTonUFIr/xfUBbSxmzZtGru/5ZZbFM+jveDxxx9n2x9++CEVLVqUeXaosuzZsyd98sknZHZ4RSaqMTEb6sPHF7B2gyZdavi0ElOcaXfxglWxXKI1Z+fYs9u37pRP1FM4KBqYO6GgDzVWVmJKdCLCQYTg7ufNHWXzWRjTHREREfTxxx+zWzAx9uf7rGoXUSXo8NYUWv3TXnZDRZMvjZ04+SCQCmPMAsK8SNqjDNtZGHPv6gJjh6IAo7EfHySHtkr0IlwoUAFV68ZQ6zuCT6xAJmp0RAxn8bE+/uivY5MPIAadmlPoYo2pw5MGLqSk1vHU6vYkqt++oHhIUsCkTYPYyBMxJCzO+Dpz6ILteeRpIctkpNq9qNDjS4ECSfCSln88Y8RXdKWSlJl2id0PntyTyY2ZcWadK6SxC5JJB/awMT+pOYU8O7yvLX8eZrfreTeksXOCo3ymI1kmMPaW2YZLraG5lwOdwk73NjDk/0hChyfE4zm/1xYFV6/2+i4opQNNrmMd+MYuPLI4JTT0fSGIbfJBtnLygULRxQ9G2Mz4U+1eDGP6uwBKEoTHs4UU94EyvUFPpGenI3vXnKR9606zSr2UI+nsOTRsFw8rRv4ssoB3x2efKT1O3/b/mR3IMmGxsHDKRp9LrYlhTFRlSiTe0iXEpAOlsdORjb8dpB/fVk5u8JdB4Z4duJhv7CBfdnCTdRRI+fgoiqlS2i/vzQxApQSLFzTY9nyqha2BG3lO0dj5Su1eDGMezv8OJZJgmt5gNNLYGVhE4M9QYcvbarFkM8b8cMOXfOgC5WRcsRU4+GK2npkXLnPe+JdtN+xc3WbsqjesSGVjS1Gp6HDqO7qd4Wr3vIgg5bA1UgAO588qQ8gp2IoIJKE7vcFopLEzuF/FX1VzN93fkN1EZL5Oo4pKvnwSl2Waedx3avfOimLk/EFJsE1vMBpZoGKgZ4eS3vhaxg719ASZr1OP2HIwc8zflJ3vEfta7d6fRTGS0CAsAKc3GIE0dgbOHIMIcyCFChWDZFsFV/JZbxD+5Vw4k02jWn1Ox3am+qWIAMUCjsDzeF0ikbgnOE14AIQxEQ4YOv0Ov74fpqCSjiboIlSyTDgd2WbVKa2cVJ6iyhV4LpLCOTIxdAmSD6fTpj8Os/3orxxZKBQRSCRGIY2dQWHMg5sKvCh/cGR7Cg1v9hnb7vV0Cxo8qScN++xO5t2hqEHiWY4MzHpxKbv5utE2lIoIJBKjkMZOR2+AK9KDk3vP+bViLqpshKLPrkREcer6aBN2kzgHObBJjy9gXrGjHNnIWXf5fPeFUhGBRGIU8mwxyBu4evmaXyvm5OSD4Gq01TqrTCKRWJEFKkFaMQd5qeJhRV3OZJO4Brkx8V4ikZgXeRoHacUcVv/cu0N+Z/2C/ZSeku3z92FGeI6sdst4JrqMezyWOTKJxLzIWEgQV8zxyQcY8/NGnx/Zc/3GtKeB73b37xsLcGSOTCIJPqSxC+KKOVEFhFO1XgW/vBezIXNkEklwIY1dEHsDohg0Rw79lEgkoYg0dkHsDdgbu4hSYazSUCKRSEINWaASxNiHMWu3qkzFismvXCKRhB7yyhfE3PaflnT/yx1tj+v4aQKDRCKR+Btp7IKYyrXLs2pMf8/Wk0gkEn8jjV2Qs3XJUdu2NHYSiSRUkQUqQazVaSELnTuZyZ7DpKHMc5fY83K6tUQiCTWksQsRrU6LhWhUqy/8ptUpkUgk/kSGMYOQQNTqlEgkEn8iPbsgJFCV+yUSicRfSM8uyJHK/RKJRCKNXdAilfslEomkgCIWC0oXzEVWVhZFR0dTZmYmlSlTxt9vJ2DJy71m0+rE1+xvrU6JRCLxlz2QV74gJtC0OiUSicRfyJydRCKRSIIeaewkEolEEvRIYyeRSCSSoMeUSRxeU4PEpEQikUhCl6x8O+Cu1tKUxu7ixYvsvlq1av5+KxKJRCIJELuAqsygaj24ceMGnTlzhkqXLs2qDL1ZEcBgnjx5UrYwyP0jjx0dkeeW3D++On5gwmDoKleuTEWLFg0uzw4fqGrVqrr9PexM2a8n9488dvRHnlty//ji+HHl0XFkgYpEIpFIgh5p7CQSiUQS9IS0sQsPD6fx48eze4ncP/LYkeeWvPYE77XZlAUqEolEIpF4Qkh7dhKJRCIJDaSxk0gkEknQI42dRCKRSIIeaewkEolEEvRIYyeRSCSSoCdkjd3HH39MNWrUoIiICGrbti1t2LCBQpGVK1dS7969mdQOpNd+/fVXxeso1n311VcpPj6eIiMjqXv37nTw4EEKFSZMmECtW7dm0nSVKlWivn370v79+xU/c+XKFRoyZAjFxMRQVFQU9evXj1JTUykUmDZtGjVp0sSmdNG+fXv6448/bK+H8r6x55133mHn2MiRI23PhfL++b//+z+2P8RbvXr1DNs3IWnsfvjhBxo9ejTr49iyZQs1bdqUevbsSWlpaRRq5OTksM8P4++IiRMn0pQpU2j69Om0fv16KlWqFNtXOBBDgRUrVrATbt26dbRkyRLKy8ujHj16sP3GGTVqFC1cuJDmzp3Lfh66rffccw+FApDtw0V88+bNtGnTJuratSv16dOHdu/eTaG+b0Q2btxIn376KVsYiIT6/mnYsCElJyfbbqtWrTJu31hCkDZt2liGDBlie3z9+nVL5cqVLRMmTLCEMjgc5s2bZ3t848YNS1xcnOW9996zPZeRkWEJDw+3fP/995ZQJC0tje2nFStW2PZHWFiYZe7cubaf2bt3L/uZtWvXWkKRcuXKWT7//HO5b/K5ePGiJSkpybJkyRLLzTffbBkxYgR7PtSPnfHjx1uaNm3q8DUj9k3IeXZXr15lq1CE40RhaTxeu3atX99boHH06FFKSUlR7CsIriLsG6r7KjMzk92XL1+e3eNYgrcn7iOEYhISEkJuH12/fp3mzJnDvF6EM+W+sYLIwB133KE4RoDcP8RSIkih1KxZk/r3708nTpwwbN+YcuqBN5w7d46dlLGxsYrn8Xjfvn1+e1+BCAwdcLSv+GuhBEZLId/SsWNHatSoEXsO+6FEiRJUtmzZkN1HO3fuZMYNoW3kVubNm0cNGjSgbdu2hfy+gfFHqgRhTHtC/dhp27YtzZo1i+rWrctCmK+99hrddNNNtGvXLkP2TcgZO4nEmxU6TkQxryAhdrGCYYPX+9NPP9GAAQNYjiXUwSy2ESNGsFwvCuEkSm677TbbNnKZMH7Vq1enH3/8kRXD6U3IhTErVKhAxYoVK1TVg8dxcXF+e1+BCN8fcl8RDR06lBYtWkT//POPYpYi9hFC4xkZGSF7PGEFXrt2bWrZsiWrXkXB0+TJk0N+3yAUh6K3Fi1aUPHixdkNiwAUfGEbXkqoHzsi8OLq1KlDhw4dMuTYCTljhxMTJ+XSpUsV4Sk8RihGUkBiYiI7sMR9hQnCqMoMlX2Fuh0YOoTmli1bxvaJCI6lsLAwxT5CawJyD6Gyj+zB+ZSbmxvy+6Zbt24sxAuvl99atWrFclN8Wx47BWRnZ9Phw4dZm5Mh55UlBJkzZw6rKJw1a5Zlz549lsGDB1vKli1rSUlJsYQaqBTbunUru+Fw+OCDD9j28ePH2evvvPMO2zfz58+37Nixw9KnTx9LYmKi5fLly5ZQ4JlnnrFER0dbli9fbklOTrbdLl26ZPuZ//znP5aEhATLsmXLLJs2bbK0b9+e3UKBl156iVWmHj16lB0feFykSBHLX3/9ZQn1feMIsRoz1PfPc889x84rHDurV6+2dO/e3VKhQgVW8WzEvglJYwemTp3KdmSJEiVYK8K6dessocg///zDjJz9bcCAAbb2g3HjxlliY2PZAqFbt26W/fv3W0IFR/sGt5kzZ9p+Bob/2WefZSX3JUuWtNx9993MIIYCTzzxhKV69ersPKpYsSI7PrihC/V9o8bYhfL+eeCBByzx8fHs2KlSpQp7fOjQIcP2jZxnJ5FIJJKgJ+RydhKJRCIJPaSxk0gkEknQI42dRCKRSIIeaewkEolEEvRIYyeRSCSSoEcaO4lEIpEEPdLYSSQSiSTokcZOIpFIJEGPNHYSiUQiCXqksZNIJBJJ0CONnUQikUgo2Pl/wu0T+P04lkEAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,\n", + " y,\n", + " marker='*', \n", + " color = 'indigo', \n", + " linestyle = '--', # NEW ADDITIONS\n", + " linewidth = 2) # NEW ADDITIONS\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_25988\\3961607653.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "# color being the new addition\n", + "ax.plot(x,y,marker='*', color = '#7425b9', linestyle = '--', linewidth = 2)\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y,marker='*',\n", + " markersize = 12, # NEW ADDITIONS\n", + " color = '#7425b9',\n", + " linestyle = '--',\n", + " linewidth = 2,\n", + " markeredgecolor = '#fa9359', # NEW ADDITIONS\n", + " markerfacecolor = '#000000' ) # NEW ADDITIONS\n", + "\n", + "# ax.grid(axis = 'y')\n", + "ax.grid(axis = 'y', color = \"blue\", linewidth = 2, linestyle = '-.')\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Activity" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "df = sns.load_dataset('iris')\n", + "sns.set_style(\"white\")\n", + "sns.kdeplot(x=df.sepal_width, y=df.sepal_length,\n", + " cmap=\"Blues\", fill=True, bw_adjust=0.5)\n", + "plt.show()" + ] } ], "metadata": { From 79970cfb68b1ffaddf6b6a965c507edc019a92bd Mon Sep 17 00:00:00 2001 From: Doga Tolgay <56132931+dtolgay@users.noreply.github.com> Date: Tue, 20 Jan 2026 16:56:44 -0500 Subject: [PATCH 03/10] Notes for the lecture 20/01/2026 is added. --- 02_activities/assignments/assignment_1.md | 8 ++++++++ 02_activities/assignments/assignment_2.md | 3 ++- 2 files changed, 10 insertions(+), 1 deletion(-) diff --git a/02_activities/assignments/assignment_1.md b/02_activities/assignments/assignment_1.md index 3e913f8df..14a579050 100644 --- a/02_activities/assignments/assignment_1.md +++ b/02_activities/assignments/assignment_1.md @@ -12,6 +12,14 @@ For day 15 01 2026 check: "02_activities\assignments\participation\15_01_2026.ip > If code in a slide looks like this, you should be running it to generate results. - When there are individual or group activities in submodules, make notes of answers and key points from discussions + 20 - 01 - 2026 +A good visualization should contain the three following design considerations together: Aesthetic, Accurate and Honest, and easy to perceive +The purpose of the visualization should be clear before the design process. +One has to be mindful about the audience before preparing the visual. +The medium where the visualization is going to be presented should be considered and the visualization should be designed accordingly. Grey scale for printing etc. +Different datasets can be visualized by using different plotting schema selections. Color bars can be selected according to different datasets and how these data relate with each other. +Gestalt principles can be used to visualize data. These principles are proximity, similarity, continuity, closure, enclosure and connection. +Don't make 3D plots without a cause. - Following each lesson with code, submit a document (either .py or a Jupyter notebook) containing the functioning code from that day's lesson, along with any written notes or comments. ### Why am I doing this assignment?: diff --git a/02_activities/assignments/assignment_2.md b/02_activities/assignments/assignment_2.md index 22cf8bdea..4e0fc8da7 100644 --- a/02_activities/assignments/assignment_2.md +++ b/02_activities/assignments/assignment_2.md @@ -7,10 +7,11 @@ - Data visualizations are important tools for communication and convincing; we need to be able to evaluate the ways that data are presented in visual form to be critical consumers of information - To test your evaluation skills, locate two public data visualizations online, one good and one bad - You can find data visualizations at https://public.tableau.com/app/discover or https://datavizproject.com/, or anywhere else you like! + bad example: https://public.tableau.com/app/profile/arjen.groeneveld/viz/24healthstatsfeb25/Dashboard1 - For each visualization (good and bad): - Explain (with reference to material covered up to date, along with readings and other scholarly sources, as needed) why you classified that visualization the way you did. ``` - Your answer... + This visualization is bad because it is not following some of the gestalt principles. From 360eb9ac7e8347d26fdd5c1ae7ef93bb5a0945cf Mon Sep 17 00:00:00 2001 From: Doga Tolgay <56132931+dtolgay@users.noreply.github.com> Date: Sun, 25 Jan 2026 20:23:48 -0500 Subject: [PATCH 04/10] 22_01_2026 Python code --- 02_activities/assignments/assignment_1.md | 3 + .../participation/22_01_2026.ipynb | 458 ++++++++++++++++++ 2 files changed, 461 insertions(+) create mode 100644 02_activities/assignments/participation/22_01_2026.ipynb diff --git a/02_activities/assignments/assignment_1.md b/02_activities/assignments/assignment_1.md index 14a579050..8ff1d93f5 100644 --- a/02_activities/assignments/assignment_1.md +++ b/02_activities/assignments/assignment_1.md @@ -22,6 +22,9 @@ Gestalt principles can be used to visualize data. These principles are proximity Don't make 3D plots without a cause. - Following each lesson with code, submit a document (either .py or a Jupyter notebook) containing the functioning code from that day's lesson, along with any written notes or comments. + 22 - 01 - 2026 +Visuals should be reproducible. + ### Why am I doing this assignment?: - This ongoing assignment ensures active participation in the course, and assesses the learning outcomes: diff --git a/02_activities/assignments/participation/22_01_2026.ipynb b/02_activities/assignments/participation/22_01_2026.ipynb new file mode 100644 index 000000000..9743db32b --- /dev/null +++ b/02_activities/assignments/participation/22_01_2026.ipynb @@ -0,0 +1,458 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "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": 2, + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0, 100,50)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_11652\\189757619.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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" + ] + }, + "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',\n", + " bbox_to_anchor =(1, 1))\n", + "fig.show()\n", + "9\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_11652\\1932789035.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "text/plain": [ + "11" + ] + }, + "execution_count": 9, + "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", + "\n", + "ax.text(10, 95, \"This value is important!\")\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_11652\\2995508407.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right', prop={'family': 'serif', 'size': 20})\n", + "ax.text(10, 95, \"This value is important!\",\n", + " ha='center', ##alignment of text\n", + " color = 'red', ##modify font colour\n", + " size = 20,) ##modify font size\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.2, 0.2, '. Figure:(0.2, 0.2)')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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Figure:(0.2, 0.2)\", transform=fig.transFigure )\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_11652\\2434075896.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94),\n", + " arrowprops=dict(facecolor='black'))\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_11652\\2175372648.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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QYcc+Oy0jlxTIezMbnCdkEv8rz3VtyPuE2uaOoAYugg40oGNiv9C2LQILOy0jlxTMezMDnCcUoP+1rocZChqd3kyCPNc1jdi1eQlgEqBikkUChDhARcvIJRXy3qyibatdQV03QKChvJve/a881/WtTWd0JrPDwk7LyCUp7606v4sMeW9GhPOEAgSCTe83K57r6sPatBtsxtSyZbzR/C4qw3lCJoLnuvqwNu0GCzutW8Ybye+ikbbtp94LVwExEuHOdU5G123FJCPAeXZ6yekyWN6b2tGY5GHoVTT3kdHfXOdk9DBzG31cQSZYUHOeHWMaOM/O4nAyevjjt9KzYlKaaSomsbBjTAVXULEonIwu3zjuN6fliDuVM6YCZmTDpBeY+MaiOhw+b52IXYXh1AOGkRP2LckLh88zMsHCjmGU9i0hjxL7EQxghARwPZmVOXxe11QYqEA7CzuGUaWZqo1oxQj1WjmZJWCIk9F1y0ot2qGFAacemHglw+iw5c55nAsBr2jaS/dzK5A2WH9rluz3ewR9DVkgfN5orJRhHsgFR2MqgNFWMoyKoOv2Rw+F+GIbnYlNoqyKmXTweLlu51YgbbDia0VRTI1IKjju/RoJ+Royefi8kaiQYR6YosVPRUUFPffcc5SRkUGxsbHUuHFj+sc//kEOx7k1AP4eN24cpaSkiHOysrJo3759pGe41QyjXLFuB8WeKaCGJ39w24s6rVg9Y+4ZpTB30elytxuc6/eY8nmeePZ8j4C+JwRa9i7RjJb6vlX5jF59LOgMNw9WajSfZRd206ZNo9mzZ9Orr75Ku3fvFtvTp0+nmTNnOs/B9iuvvEJz5syhzZs3U1xcHHXr1o1KSmRsnyMj3GqGCb80U/Wgi7Qr0vIQmhDmoNaE2t7KUfV48z/5Pj2aAX1PKXy+5R2VzwYM7DEDhWHMAy3ns+zC7ttvv6XevXtTjx496OKLL6Y77riDbrrpJtqyZYtTq8vJyaFnn31WnNeqVStauHAhHTp0iJYtW+b1PUtLS4Wq6vowfWNXxkSFjgOjkBJ0PbfCbW/l7/6mp+/JKDcPtPydZRd2HTt2pLVr19LPP/8stn/44QfauHEj3XzzzWI7Pz+fCgoKhOlSAvbWDh06UG5urtf3nDJlijhHejRs2JDUhFvNuINVWe6vR2n5joPiWQ9ah64LHddJJYqt51MIYvgOORJpi72pOk2DFSrMLQd6+J6M8vNAi99Z9tSDMWPGCM2radOmFBkZKXx4//znP2nAgAHiOAQdSEpy93FgWzrmydixY2nUqFHObby/mgKPW82cg4N0QmymuuezqohC3CJc/NdV2xPLB5Ldz9pT1qbBYbbBgt/F/VvIhx6+J6P8PNDid5Zds/vggw/o3XffpUWLFtH27dtpwYIF9OKLL4rnUKlZs6aIsnF9qAm3mqmEg3QCxJtvyU97m2einqbV9vaGaGPksw1W3ZqUUCvK72ofUefcrkmHVhV7RWXqDCKK8YxtheaBlvNZds3uqaeeEtpdv379xHbLli1p//79whQ5aNAgSk5OFvuPHDkiojElsN2mTRsy2kpGscauBgvSwTfHceTWmHkc5Nb6bOkd6Ya8QnrfQHMLNzpvOVRr8gr8XiODO2fQGxvyDfM9LWFVyfsk5EIHoc4DrX5n2TW706dPU0SE+9vCnGm328XfSEmAwINfz9UsiajMzMxM0iuaNHbVERyko5zWZ8S5JRXm7t0mTTxju7rvMfaWZob7nqa2quRVJeu7CjrX8nY4rsA80Op3ll2z69Wrl/DRNWrUiJo3b07ff/89vfTSS/Tggw+K4zabjbKzs2ny5MnUpEkTIfyQl5eamkp9+vQhPeNrJWOF1SgH6SiLWeZWdd/DLN/T8FYVewDl7VaOqbREhJDiocffWXZhh3w6CK9hw4ZRYWGhEGIPP/ywSCKXePrpp+nUqVM0ZMgQKioqok6dOtHKlSspJkb/zmlDtZqREQ7SkQd/pbLMMreq+x5m+Z56tKoEPK77vz1fo/N81+MHK88LsTWQ3n5n2YVdnTp1RB4dHr6Adjdp0iTxYIyBFKQDs4m3taCtykyhl0AKPcKRrIxurConj8h7ngGQ3WfHmBMpSAd4GiK0djwbAY5kZXRlVamdpEIZPH3Bwo4JGL06nvUOl5tjdJf6lF5deTtbZaFtnGcSuJ8dY3jHsyV9LoxlUCT1KaKqvJ2XQgfOd0VHCRPVH2XNjgkab+HGjG84kpXRpVWlme9CB2bsEciaHcMoDEeyMrq1qjTzUd7ORBqdBAs7hlEYjmRl5EKRcP6IqkIHJofNmAyjMBzJyjDaw8KOYVSAI1kZRlvYjMkwKsGRrAyjHSzsGEZF9FZCqdr6iRYIXDBKOTlNsJtnDrCwYxhG1tYvjEnKyeWZaw7YHA6HEg2HFQUtgeLj46m4uFj1Rq4MY3pNYs+KqmRjz1tDlYZhwhwsvZST8zHi53Lp1NK08j4xzBwIVB6wZscwFsWbJpFWN4q+jHyKYhVq/cKE0cLHtoUiV41RXtOyK9v+Rys4GpNhLIivwtQNT/5AsWcKAmv9otCNP/fXo7R8x0HxjG2zE0g5uVYnNlDEkkFhNVoNmGDa/xgI1uwYxmL40yQaUJFmrV9057PSSTm5CLLT+KiF6mlaJ83Z/oc1O4axGP40iUJK0KT1i5VbIFVXTq59xB5KtR3z2Z9Adk2rtjnb/7CwYxiL4U+T2GJvSocc9ci39VD+1i9Wb4FUXQsf1bXtdHO2/2FhxzAWw58mYacImlh+X5Wg8dGmV+bWL8G0QLJiOTnVte2IqvY/Pj+RMdv/sLBjGItRnSax2t6enol6WrXWL9wCyX85ufv791df02pmvvY/HKDCMBYjkGagN/R5kGzNxqiS08UtkAIoJxepQaPVZuZq/8NJ5QxjUfQS/QhfXKdp60QwijevnK1Kw9k4uou1GwV7rWiSVinoDKhpqZ1UzsKOYSyMXmoxStGY5EPTDLkbt9kwUa1KuWBhxzCModCLpskYCy4XxjCMoeAWSIyScIAKwzC6wVAtkBhDwakHDMMwjOlhzY7RBXoJlGAYxpywsGM0hwMTGIZRGjZjMppi5QLADMOoBws7RjOsXgCYYRj1YGGnE7hppfUKADMMY3Bhd/DgQbr33nspMTGRYmNjqWXLlrRt2zbncYfDQePGjaOUlBRxPCsri/bt20dWBaY6lEvq/+YmGrF4h3jGttlNeFwAmGEYwwq7v/76i6699lqKioqiL774gvLy8uhf//oXXXDBBc5zpk+fTq+88grNmTOHNm/eTHFxcdStWzcqKfHfsdeMWNln5VoAGN2Yr4nIo1sjvhXP2PZ2HsMwjC6iMadNm0YNGzakefPmOfdlZGS4aXU5OTn07LPPUu/evcW+hQsXUlJSEi1btoz69etHVqE6nxUC73EcldDNGIYvtZppfWIDjYtaKLoxS6CB6KTy++iHOteJ8xiGYXSl2X3yySd09dVX05133kkNGjSgtm3b0ptvvuk8np+fTwUFBcJ0KYGK1R06dKDc3Fyv71laWirqn7k+zIAZm1b69T2iiG3+f4h2fiieI8lOr135O70WlUPJ5P4dsY39OG5GQW94PH5Lsc0wVtLs/vvf/9Ls2bNp1KhR9Mwzz9DWrVvp8ccfp+joaBo0aJAQdACanCvYlo55MmXKFJo4cSKZDbP5rPzmy0VsPb89SZ0Uanu2lBy289tSQr6hU3bbn6YR/e1ey1d213+rmdTK7tYWbjXDWEyzs9vtdOWVV9Lzzz8vtLohQ4bQ4MGDhX8uVMaOHSt6FUmP3377jcyAmZpW+vM9Lls0hxxoPOl6cwQnDhOdOean/7KD6PjBypYmjH4Enbff8vjhyv04zjBWEHaIsGzWrJnbviuuuIIOHDgg/k5OThbPR44ccTsH29IxT2rWrCma8rk+zOSz8n2zr9SM9O6z8ud7tJFd+OMcXo8GCHp3MdoDUyU0On+ZkSvHsEmTsYawQyTm3r173fb9/PPPlJ6e7gxWgVBbu3at8zh8cIjKzMzMJCsBXxRMfMBT4EnbOK53n5U/32P7iD0i8CSsiYYmlYz2QMP21OjcYE2csZCwGzlyJG3atEmYMX/55RdatGgRvfHGGzR8+HBx3GazUXZ2Nk2ePFkEs+zcuZPuu+8+Sk1NpT59+pAVe3ihC3NyvLupEttG6c7sz6fYgIrCeGcbUd20ym7MjPYEqmErpIlbsfACo+MAlXbt2tHSpUuFn23SpElCk0OqwYABA5znPP3003Tq1CnhzysqKqJOnTrRypUrKSZG/74pJTB600p/PsVCSgjxXau+e/epHJyiFwLVsBXQxLlYOBMuNgcS30zahj0s3wRMNlih4sKFZhERSVqh9/Y3+Hyo+IJgFM/JhOTwjTUfp2SfpkwbUewFRFExHtF9aZWCTo/RfTqbH6p+75wWlcEoPjy0Iioze6es4yEFP3n+R+kKgAXEyItFS2KX7xoKVB6wsNN5WLVRVrTSDQm43pRwu+kWsYVmR8+oujl5HiWiuxYSNe1hDAGis/mhWTSmv99SxnGQFlK+fML4r/G1oiimRiQVHNf3NcIocw2xsAvrQvaxhpT5QpZjRauniznoPDuNtbegNWadzQ993ayU+S3hm0Ot2GDR6zViefLkv4ZY2IVsovEVbaaMiSacFS2CWDaO7qIrc41fAaIj81/QGrPO5ofmqPRbIhgFxdFDQa/XiGWxK3MNBSrsuFN5KGHVGZ1JT6XEMhsnkl7ATcXn58EEVmHsqrspr8wr9KoxS8W3vWoDOpsfmqPSbxlOQQW9XiOWZb+21xALO52EVZu9lJhezG2Ouqn09el7yUFtgiu+rbP5YRWkwgvegp8Cha8RnaDxNcTNW3UQVm32UmJ6K2v1fPl0ETQTVPFtnc0Pq+Cv8EKg8DWiEzS+hljYScDnAHuxv+JdKiY4m6WUmN7KWol6m6hME/WOW8+8arUBnc0PK+Gz8ELdmpRQK4qvEaOQru01xMLOORKRlaGv0qB7/ggqJzibpZSYHn0DGLJU21FRyixgbUBn88OKAg+BJu8NvoZm9Gsjnr8Z05Wm3t5Sn9cIt0A6H42vIRZ2riDkFaGvdT2CE7Aa0SCs3AylxDQhQJu/t1JmfjVmnc0PqyEFP/Vukyaesa3LawQmdEQdLuhJ9NFDlc/Y5o4QpOU1xEnl3tBRiLwRKqjoDjQTxQ2mGvqVPUub7M2Cz83S2fxgdHSNcC5mYHAFFZ2UCzMQil3kRr6hB1DW6kxsEmVVzKSDx8ude7nqhjWR7RriXExN4Dw7C6BYKTGjl8SSfAOiUoPNa1mr2F4v0Iamf9OHNsCY4xriXExdwz47g+KvMzj243g4ZhiHR4CHw2idqAPwDXjzATHWQfZriHMxdQ0nlRsQf53B/SZGBxiyj67i58dKVe61oRM1ijYbwaQJgWeUAtOM4a+hirgGFCnjeYy8sLAzIIqVEqsyw/jOgjFgSSwtSpQxlryGtlQ0pXRHPUqmYyK9xRP0mi2gRMovv5wifj3K5nOVYWFnQJQqJWY/URCQXTvQ8xjGStdQ4alyml9+H82OyhGCzVXgSU3VJ5YPpM2Lf6CiMxwYpTZ8zzIgSpUS232ilqznMYyVriGcu8renoaWZ1MBuedpQqPDfhx3FXSy+NmZgGDNzoTFcaXWJsGWEvulVku6IAAzDM5rHvrHZxhTXkPSe64ubk9rSq8WFXpQuKCQEmiLvSnZfegWYfnZmYBhzc6AKFVKrEHdOJpYfp+b2cWbGQbnMYyRUeIacn1PB0WIggWf2DuKZ1+CrtoC5IxssLAzKEqUScLK9Mc619EwH2YY7MdxLj7NmAElriFf75kQGxXQ67kdkXJwuTCDI3cFFSn3CB0B2rmYYbZWmWG4JidjNpSoQuT5nnaHgwbM3Vzt61DgmhvNBgdXULEIfjuDh4C0MoX/YFPxubqRXEqLMStyX0Pe3hPCTwk/OxM4HKDCeBV4cJRzKS2GkQfJnwerifcCdtyyS2nYjMkwDGP0erYW5niAjQFYs2MYhlEJtppoBws7xno9xxTGKt9TEYzcWkpDHyFTPSzsGFWwivnGKt9TEYzeWorRNeyzYxRHSmfwjEILuDO4QbQsLb+n4TUp7vBtnt9SZdhnx5i7HZHOtCwtv6fhNamq1lLkb/SM1FrKyr+ljuEKKoxuWqkYormtzr5nwMIk/z9EOz+sfMa2pEl5NOkllya9EOC5vx6l5TsOimdsK0IwHb5VRrUxCIcAfkuGfXaMQdsR6U3L0uJ7hrzir5NCdLbUryZ1ZsVTlLUshg4eV6EVjU47fBvC/8paccCwZscYsh2R3rQsLb5nyCv+E4eJzvj77g6KPVNADU/+oE4rGviX5DzPgJYBM2rFlhN2U6dOJZvNRtnZ2c59JSUlNHz4cEpMTKTatWtT37596cgRdVdtjDpIbU98dz+vXC3LWSZJCy1Li+8Z+oo/MFAX1RXpnaDtyGrOQyAF/Ev+Rq9uWuV5KlCdZUCRMTCZVmw5Ybd161Z6/fXXqVWrVm77R44cSStWrKAlS5bQ+vXr6dChQ3T77bcr+VEYk7Uj0puWpcX39OtXqnbFXz0oAK6K7xFBJwik8Dd63aeGHJwSrN9N1/5XA2jFlsuzO3nyJA0YMIDefPNNmjx5snM/Srq89dZbtGjRIurSpYvYN2/ePLriiito06ZNdM011yj1kRiNcC0u7XoTSVbI/6FUc1u9fU9/fqU5rf9LrUN8T6lJLxqOquZ7RMTgXQt9RBRODTmiMBS/m279r/60YgSj+JrtOJ6ujlZsSWEHM2WPHj0oKyvLTdh99913VF5eLvZLNG3alBo1akS5ublehV1paal4uOZVMMZCzTJJWhbdVfN7+srrg5CfsrGIFkcH/56OqhFDk15/DUcV8T1CoCG9QKZcMX/jg/2+8h516X+tTiuGb9bXbA9DKzYTigi7xYsX0/bt24UZ05OCggKKjo6mhAR3E0lSUpI45o0pU6bQxIkTlfiojEnLJGmhZan5PavzK6H/4BFKpAZ0jGy+VvyxFxBFxZynST1zegCtLm3j9f8q3ooGN+WMzppG5GplGdCbVmw2ZBd2v/32G40YMYLWrFlDMTHyrHzGjh1Lo0aNctPsGjZsSIbCotUNtMTMRXer8ytVUASNKxtIc6Jn+F7x95pxniZlS+9IN+QV0vsGb0UTjN/Nc2FiyHY8MmvFZryvyS7sYKYsLCykK6+80rmvoqKCNmzYQK+++iqtWrWKysrKqKioyE27QzRmcnKy1/esWbOmeBgWrm6gGWYtuhuIv2iVvT1tbZ9D7fdM87/i99CktNSK5SJcv5shx0Amrdis9zXZhV3Xrl1p586dbvseeOAB4ZcbPXq00MiioqJo7dq1IuUA7N27lw4cOECZmZlkOnzV/JOqG8D8oMOJweibQP1FFZf3Iuo+MOjVt9G1Yjn8bkYfA0XJM959TXZhV6dOHWrRooXbvri4OJFTJ+1/6KGHhFmyXr16otneY489JgSdISIxg1HbuboBoxBB+ZVwcw5hxW9krVguv5uRx0Ax7MasZapJBZWXX36ZevbsKTS76667TpgvP/74YzLEaianBdGCnkQfPVT5jG1ftee4ugGjEFrm9RkBHh8F2W/Mqi2qCLuvv/6acnJynNsIXJk1axYdO3aMTp06JQSdL3+doYutcnUDRkEkvxI0FFewrct2QirD46MQJ41ZtYWbtyqptnN1A0Zh2K/E46M6tY1ZtYWFndxqu6tvhKsbMCrAfiWNxsdAYfeyEuh9rWGHypZSOhkfFnZKqu1c3YBhzInBwu5lJZD7Wou+RK+01tX4cIsfpdV2qbpBXQ//CX54HYbnMgxTDdwslfze1zo+RvTtTN01k7U5HA4d9KkIDlRQiY+PF0WlkbqgODBXIOqyOrU9e6f/NAQrmjwYxkw47wW+3BoB3AvMhN3jvgbTpadGp/D4BCoP2IwZCHKYI9WubqAkLLgZqxKq/96sRHjc1+Cj0+n4sLALFC62WomVfRUMY9Cwe9XQ8fiwsDNCsVW9YMASQQwjKwYNu1cNHY8PC7tgMZM50gIlghhGVjidyLDjw9GYjKlLBDGMIv57f4XarNwsNUK/48PCjjG8LZ5hVIXTiQw5PmzGZAxvi2cY1bG6/96A48PCjjG8LZ5hNMGq/nuDjg+bMRnD2+IZhmGqg4UdY3hbPMMYLrIZydc7P6x8xjajOGzGZAxvi2cYw8BFGTSDhR1jeFu8acqXmeV7MN7hogyawsKOMTZmWSmb5Xsw3uGiDJrDPjuVqLA7KPfXo7R8x0HxjG0mTMzSasUs38OoqOFD46IMmsOanQqs3HWYJq7Io8PFJc59KfExNL5XM+rewiPYg7HWStks38OoqKVRc1EGzWHNTgVBN/Tf290EHSgoLhH7cZyx8ErZLN/DiKipUXNRBs1hYacgMFVCo/O1Zgc4ziZNC6+UzfI9jEa1GjVWqmPkM2lKRRnOy1F1LcqQxkUZFISFnYJsyT92nkbneUnhOM5jLLpSNsv3MBpqa9RclEFzWNgpSOGJElnPY85R0TCTjlAi+Yrzwf4CShTn6Rpe8VtHo+aiDJrCASoK0qBOjKznMefYsr+Y5pcNpNlROUKwRbhYhyQBOL5sIN2/v5gyGyfqd+ikFb9oiosv4Sq9uQyb6TRqgxVlqLA7hOUJC3Lcp9pn1KNI14vNQLCwUxBMDERdIhjFR+lkSo6vnEBMcODiW2VvT0PLs2l81EJKpXOmYGh0E8sHiuO3GEFrllb8XqMCp3KendkKm+utKINFoshZ2CkIVkCYGIi69LFmF8eNulLSEkkbhkBbU3o1tY/YQw2oiAopgbbYm5K9ykJvGK3ZYCt+w8MadUBR5J7LACmKfPa9VxpO4NkcDofhspuPHz9O8fHxVFxcTHXr1iXTr5C4jJRX80qnaeuq1Zo3ju7CiwkmyDy7tIA0ajOZ+LxdW76C6/R2bQUqD1izUwEItL81Sw7twuAyUl5hrZnRUqM2m4kv1ChyXfvDPWBhp+LNOeiJoWDhWDOsSnFTgTnF86aTbJKbDqMSQfrQ9Grik+uaLjRpFDkLOwuWkTLTqjQsrZlhZC4UgVmH45iTas5BOa/pBiaNIuc8O70WlFUo6dWM5cskrbl3mzTxzIKOsVKhCLmv6fZVUeR+ar2I40aLIpdd2E2ZMoXatWtHderUoQYNGlCfPn1o7969bueUlJTQ8OHDKTExkWrXrk19+/alI0cMXg4JJsecFkQLehJ99FDlM7ZDra+nQNIrly9jmPDQm4lPiWs6siqKHHgKPCNHkcsu7NavXy8E2aZNm2jNmjVUXl5ON910E506dcp5zsiRI2nFihW0ZMkScf6hQ4fo9ttvJ8OiREFZBZJe9bgqZRgjoTcTn1LXdPcqfzj8365g24hpB4r47FauXOm2PX/+fKHhfffdd3TdddeJ8NC33nqLFi1aRF26dBHnzJs3j6644gohIK+55hoyFEr51hRIetXbqpRhjIbeCkUoeU13N5k/XPEAFQg3UK9e5Y8PoQdtLysry3lO06ZNqVGjRpSbm+tV2JWWloqHa16FbgjGtxZM1QQFkl71tiplGC2pqKgQ96JgmdSjCU1Ykefz+IQeTai8rJSCf+fgaVArgtLqRAZ0XklJaIvYtmlxRIQHqfa9XImKiqLIyEh9Czu73U7Z2dl07bXXUosWLcS+goICio6OpoSEBLdzk5KSxDFffsCJEyeS5QrKylxGSm+rUobRAtTRwL2mqKgopNdfFEU0s+dFVHymnM66+MJqRNgoPjaKYqNOUX5+PqlBvINoctck4ZPzdU1DE4s/W0T5+aF9Xz0AeZGcnEw2m02fwg6+u127dtHGjRvDep+xY8fSqFGj3DS7hg0bkiUKyoZTRsqj8kpkekcuX8ZYHknQwb1Sq1atkG+gEJqnyyqowm6nyIgIqhUdGdbNOFTql5TRoSLfWltqQgzViYkmIyLG+PRpKiwsFNspKSn6E3aPPvooffrpp7Rhwwa66KKLnPshncvKysRkc9XuEI2JY96oWbOmeFi2oGwohWN9VF7p3n0azb63HSdiM5Y1XUqCDtHg4RIbS5oTExND0TVjhMArr7A790dFRghBFx9rTEEnEVs1yBB4+N1CNWnWUEISP/bYY7R06VL6+uuvKSMjw+34VVddJWywa9euFSkHAKkJBw4coMxMnfceM0pB2Woqr3S/ayH9bXQv0zie1cYM1WesiuSjg0ZnJiDQ6sZE0anSCjprt1ONiAiKqxmYpulwOEJ6nZpIvxd+P90IO5guEWm5fPlykWsn+eFQqBMSGs8PPfSQMEsiaAWFOyEcIegMF4mpxxYtAUaHRjbtYai6dnrBTNVnrIzebuZyfafaMcHd0ovPlBlCI5Tj95Jd2M2ePVs833DDDW77kV5w//33i79ffvllioiIEJodoiy7detGr732GhkavbRoUSo6lNFtTUSGCYXiM2W0/+jp8/ZD8GF/emKlxmgWFDFjBmJjnjVrlniYCj00ZVQyOlRLNG5zpNeaiAwT6n36kJ+gFoDjMI2aRQvmQtBmQ+noUC3QQZsjs7Y9YazJqdIKN9OlN3Ac5wVrGtUrXAjabEjRof7KuKI5ZTjRoUYvxRZCUe/C4+fK3WlRfQaaZe6vR2n5joPiOZhah4zxfw+4gKBh4YE85UsvvZQmTZpEZ8+eDen9ztrtsp4XDB9//LEoIYloWHyfHTt2kBqYQ2Qz+o4O1WGbo2A1ye61kqlbRD9aZW+vevUZDorRF1r9Ht27dxexD4hz+Pzzz0UwICLbkYccLDaHQxT9QOyEPxCdKTeok9ypUye66667aPDgwaQWrNmZsa2QFB1a1+PCg8YXRsNX1VGozVEommT06SM0JzqHukdsUbXtiRlbMhkZLX8P5BojFzk9PZ2GDh0qSi5+8kmlZQMC8Mknn6S0tDSKi4ujDh06iNQv1xrFCQkJ4vxmzZpRYnwc/VlwkLbmbqR7enalDpelUafm6TTotm506PcDzqjMhW+/QY0bNxba5OWXX07vvPOO22eCZjZ37ly67bbbRHpAkyZNnJ/JFwMHDqRx48a5lYxUA9bsjEx1viw9RIcaKdjGjyZpI5RjstG4qHdoTenVVOGyTlSq7QkHxegLvf0eSOU6evSos4hHXl4eLV68mFJTU0WeMzTBnTt3CgEEUIlk2rRpQjjBhFgrIZFu/1snur3/fTTt1blUXl5Gu3ZsdwakfLd+lSj3mJOTIwQTioQ88MADokjIjTfeSBIo5Th9+nR64YUXaObMmTRgwADav3+/sx6yXmDNzqgE4suSokNb3lH5bCRBp0WwTTWaJARequ0odavzX1XannBLJgWsH79vQyiioX8PRFJ++eWXtGrVKtE5BgU5YN5Ey7TOnTsLTQxaHkyF2C9RXl4uUrw6duwotLS4qAg6cfw4dbnpZmp4cQZd0uRyuvXO/tSoUTqlJ9ai2TNzhK9w2LBhdNlll4ncaLRie/HFF90+D87p37+/8CM+//zzdPLkSdqyxbsFREtYszMiWvmyzFiKLQQN8dVeqbQ57hrFK6hwSyYFrB+1GxJ1nkFUciFyoAz1e0CzQrNrCC342+655x6aMGGCMFeiDBoEkiswbbqWRIuOjqZWrVo5t6F5QVANued2urFrFl1/w410xx13UeO0i4R2t3v3bhoyZIjbe6Ko/4wZM9z2ub4nTKgoFCLVstQTLOyMWEbKKonjagfbBKghRtRJpswM5dMLuCWTQmXz7GeJjv9OVDOaKDbBML8HTIco2gGhBVNljRqVt29oUiihhfZpnqW0IBxdzZ42j5w5aH6PP/646EP6ydKP6J+TJoim28FUs0KQjCv4HxDGeoOFnREjtMyaOK5xKbaKhpn0JyVSfcdR8rZGQXR5oS2R6jfMJDX0ZW7JpJT1o4ri34li4nF3NsTvAa0JpkJP2rZtKzQ7aFMwYwZL27ZtxQNRnSjbiHKPEHZoqP3NN9/QoEGDnOdiGwEuRoR9djKgeoSWGRPH/QGBlr2LaNCnRH3fqnzO3il7VOmW/cU0rmyg+NszbUraHl82UJynBrAKYLEEPG/HSgXFmIZqrR/4UcuJyk4a/veA+RJBIffdd5/IYUMvPfjM0Af0s88+8/m6/Px8IeDQNBsBJatXr6Z9+/YJIQeeeuopEcUJbRL7X3rpJfH+8AeGw7Fjx0RuHQJqpEYA2PbVz1QuWNgpHKEFcFzWpFOzJY4HggrBNjA/I49uaHk2FZD76ryAEsV+HFfKJ+MNWAUQ/AKNQY2gGNMQqFWjotwUvwfMkRB2TzzxhAg+6dOnD23dupUaNWrk8zW1atWiPXv2iBrFEJjwzyF37+GHHxbH8R7wzyEgpXnz5vT666+L/+NZ9zhYkJoATbJHjx5iu1+/fmJ7zpw5pCQ2RyDFLHUGmreie0JxcbFwhmoJqif0f3NTtee9N/gaectIOf0R5N2XZaR8Op3g+ltGkJ3aR+yhBlREhZRAW+xNyV61NpT9twwAbisUJIi+XNDzvN0ltRtS/rX/ooy0+hRTw0aUeClRzTr8e+ickpISoYmiZRxqK4ciD9hnFyaaRWjpqa2QSXD1yUCwbbI3U9Un4w+YxrjmppyRvFjRRBFFnwvg4N/D3LCwCxNNI7TMkDiuIySfDPysPmI/2UdmikjeKuIvCjg4hTE+7LOTSRvw4z1TpIyUE6MnjusMvfpkmBDwVTYvogZR3YuCSjtgjA9rdmHC2oD5gEBDySdVciYZZfG0fsQmE5XVI4rR1tfPqA8LOxm1Ac88u2QVKqEzFvGRady81jRNlUtKEHOv9SdiNICFnUywNsCYuXktwxgdFnYm1gY4XN3EJa+kgt+cYqIsyMxC4jny8SKrojc5qMWQsLAzKdzw0wRYpeC3XjlTVFlSDJVWXNMVEMXJwS2Gg6MxTQg3/DQJWjSvZc4Jur/y3QUdwDb24zhjKFjYmQxNypcxymClgt96M11Co/MHjhuv+JSlYWFnMvTSYNJwTT3xjG09YbWC33oBPjpPjc6TsyVE+1bLP3cgQEtPEJ0+VvlcJVDRdw6tc/BAix90P5g0aRKdPXuWjER5eTmNHj2aWrZsKbo4oFURanoeOlRN0W4ZYJ+dydC6waRhMEKEo9rNa5nAikPnbyD6dibRqT/knTv+fISI+O7eXRRiRlPWzz//XBRtRi85dC4IloqKCiE4IyLU1XdOnz5N27dvp+eee45at25Nf/31F40YMYJuvfVW2rZtm6L/mzU7k6F1g0lDRTh6+sOkCEcc11PJK39NZeRsXstUgqhLf4JuzTh3QSfH3KnOR1hRRjVr1qTk5GRKT0+noUOHUlZWluggACAA0XonLS1NaEwdOnQQHcwl5s+fTwkJCeJ89KPDex04cECc0759e/EaHEcncrT7kUB7n8aNGwttEt0U3nnnHbePB4E5d+5cuu2220QXhSZNmjg/kzdQsBnNYe+66y7xfuib9+qrr4rGs/g8SsLCzmRoXr7M8BGOiPAZox+Tpq+SV9AkOO1AGZBeAI3KE8wJaHReCWPuBOIjLDt13i50Hi8rKxN/P/roo6Iv3eLFi+nHH3+kO++8U2iC6EPnqlVNmzZNCKeffvqJ6tWrJ9r4XH/99eI1eD3a/EjdzJcuXSq0LrQN2rVrl2j988ADD9BXX33l9jkmTpwohBfe45ZbbhG99dCzLlDQrQD/E8JWSdiMaTK4fJmMEY5S1Q2t4YLf6oKbPUyH0KhcKfjxfI1OjrkTiI8QArFKiKIr29q1a2nVqlX02GOPCY0I5k08wwcGoOWtXLlS7H/++eed/rLXXntNmA8BBBIETc+ePYX2BqTGrQB97OArHDZsmNgeNWoUbdq0Sey/8cYbnefhnP79+4u/8b9eeeUV0TwWwjaQ1j3w4eH1SrdrY83OhHAxYxNGOHLBb3VBHt0FGe4aHoJGlJg7ATaQ/fTzlVS7dm3Rz+3mm2+mu+++myZMmEA7d+4UPjg0YMVx6bF+/Xr69ddfna+Pjo6mVq1aObeh2UFQdevWjXr16iUatR4+DP9wJbt37xZmTVewjf2uuL4nzKEQWoWFhdV+HwhfaIQQ3jCXKg1rdiaFy5f5gCMcmWAEXkz8uQoqyS2ViY715yN04cbrr6PZr78hhBY0uBo1Km/fJ0+epMjISOH3wrPbR6ld283safOo/gLN7/HHHxda4Pvvv0/PPvus8KnBlxYoCJJxBf/DbrcHJOjgH1y3bp0qTbhZ2JkYvZUv0wUc4cgEA4SD1Mn80ixlomMlH6E/U6bNRnF16oqUA0/atm0rNDtoU507B296b9u2rXggqjMzM5MWLVokhB1Mmt988w0NGjTIeS62EeASDpKggz8R/r/ERHXuUWzGZKwFRzgyeps7ko/QH9FxPg/BfImgEOSrffzxx5Sfny98ZlOmTKHPPvvM5+vy8/OFgENgCjSs1atXCwEk+e2eeuopEcUJEyP2v/TSS+L94Q8MR9DdcccdIs3g3XffFUK6oKBAPKRgG6WwrmbHLVOsO65ShKPXPLup+smzMypGmAN6mzui1maG7zy7yGg4DX2+HObIyZMni8jJgwcP0oUXXii0MwSf+KJWrVq0Z88eWrBgAR09epRSUlJE7h6iLgEiNeHHQ0AKojIzMjLE/7nhhhtC+45E4rNJqQlt2rRxOwYtL5z3rg6bA95BDZg1axa98MILQqIjOmjmzJki3yMQjh8/LvI1EEkUkq3XCAnFRsRo42rmm7JW6HwOIPoPGg1u3Aj00N3c4S4LQf9ugcoDTcyYcIQijHX8+PEimx7CDhFBgUTwWCah2GgYcVw5wlFejDgH9DZ3JB9hrXqVz9xOSDY0EXaw/Q4ePFgkKMLZOWfOHKFSv/3228r+Y6MlFBsFHleG5wCjc1QXdnBCIkQWpW6cHyIiQmzDUeoNlMKBqur6CAlumaIMPK4MzwFG56gu7P78808RgZOU5J6Lgm3477yBqCLYZKVHw4YNrZVQrHd4XBmeA4zOMUTqAcJj4XyUHr/99ltob8QJxcrA48oYbA5Ul/TM6As5fi/VUw8QEoss/yNH3LUnbKOitzdQoRuPsOGEYmXgcWUMMgdQfQRuE/RPq1+/vtj2rCrC6AckC8D19ccff4jfDb+XYYQdPuxVV10lCpkij0OS2thG5W5VkkIRGSaSQF0vSm6ZwuPKmH0O4IaJ8HXUgFSjYSgjDwhgbNSoUVj99zTJs0PqAUrQvP766yK3Licnhz744AOR4Ojpy1Mvzy6NE4rDhceVMcgcwG0PXb4RP8DoG1gCUQfUlwYeqDzQLKkcDfukpHJk0qMtBBoOBkLYwg5wQrEy8LgyPAcYFdG9sAsHWYQdwzAMY3h0XUGFYRiGYdSEhR3DMAxjegzZ9UCyvIZcSYVhGIYxBZIcqM4jZ0hhd+LECfEcciUVhmEYxlRALsB3Z6oAFeTlIUemTp06YSWEYkUAgYmKLBzowuPDc0c++Nri8VFr/kCEQdClpqb6zcMzpGaHL3TRRdV09g0CDCYLOx4fnjvyw9cWj48a88efRifBASoMwzCM6WFhxzAMw5geSws7FJdGt3RZikybEB4fHhueO3xtmeXeY8gAFYZhGIYJBktrdgzDMIw1YGHHMAzDmB4WdgzDMIzpYWHHMAzDmB4WdgzDMIzpsaywmzVrFl188cUUExMjmsZu2bKFrMiGDRuoV69eotQOSq8tW7bM7TiCdceNG0cpKSkUGxtLWVlZtG/fPrIKU6ZMoXbt2onSdA0aNKA+ffrQ3r173c4pKSmh4cOHU2JiItWuXZv69u1LR44cISswe/ZsatWqlbPSRWZmJn3xxRfO41YeG0+mTp0qrrHs7GznPiuPz4QJE8R4uD6aNm2q2NhYUti9//77NGrUKJHHsX37dmrdujV169aNCgsLyWqcOnVKfH8If29Mnz5ddJGfM2cObd68meLi4sRYYSJagfXr14sLbtOmTbRmzRoqLy+nm266SYybxMiRI2nFihW0ZMkScT7qtt5+++1kBVC2Dzfx7777jrZt20ZdunSh3r17008//URWHxtXtm7dSq+//rpYGLhi9fFp3rw5HT582PnYuHGjcmPjsCDt27d3DB8+3LldUVHhSE1NdUyZMsVhZTAdli5d6ty22+2O5ORkxwsvvODcV1RU5KhZs6bjvffec1iRwsJCMU7r1693jkdUVJRjyZIlznN2794tzsnNzXVYkQsuuMAxd+5cHpsqTpw44WjSpIljzZo1juuvv94xYsQIsd/qc2f8+PGO1q1bez2mxNhYTrMrKysTq1CY41wLS2M7NzdX08+mN/Lz86mgoMBtrFBwFWZfq45VcXGxeK5Xr554xlyCtuc6RjDFNGrUyHJjVFFRQYsXLxZaL8yZPDaVwDLQo0cPtzkCeHxIuETgQrnkkktowIABdODAAcXGxpBdD8Lhzz//FBdlUlKS235s79mzR7PPpUcg6IC3sZKOWQm0loK/5dprr6UWLVqIfRiH6OhoSkhIsOwY7dy5Uwg3mLbhW1m6dCk1a9aMduzYYfmxgfCHqwRmTE+sPnc6dOhA8+fPp8svv1yYMCdOnEidO3emXbt2KTI2lhN2DBPOCh0XoqtfgSFxs4Jgg9b74Ycf0qBBg4SPxeqgF9uIESOErxeBcIw7N998s/Nv+DIh/NLT0+mDDz4QwXByYzkz5oUXXkiRkZHnRfVgOzk5WbPPpUek8eCxInr00Ufp008/pa+++sqtlyLGCKbxoqIiy84nrMAvvfRSuuqqq0T0KgKeZsyYYfmxgSkOQW9XXnkl1ahRQzywCEDAF/6GlmL1ueMKtLjLLruMfvnlF0XmjuWEHS5MXJRr1651M09hG6YY5hwZGRliYrmOFToIIyrTKmOFuB0IOpjm1q1bJ8bEFcylqKgotzFCagJ8D1YZI09wPZWWllp+bLp27SpMvNB6pcfVV18tfFPS3zx3znHy5En69ddfRZqTIteVw4IsXrxYRBTOnz/fkZeX5xgyZIgjISHBUVBQ4LAaiBT7/vvvxQPT4aWXXhJ/79+/XxyfOnWqGJvly5c7fvzxR0fv3r0dGRkZjjNnzjiswNChQx3x8fGOr7/+2nH48GHn4/Tp085zHnnkEUejRo0c69atc2zbts2RmZkpHlZgzJgxIjI1Pz9fzA9s22w2x+rVqx1WHxtvuEZjWn18nnjiCXFdYe588803jqysLMeFF14oIp6VGBtLCjswc+ZMMZDR0dEiFWHTpk0OK/LVV18JIef5GDRokDP94LnnnnMkJSWJBULXrl0de/fudVgFb2ODx7x585znQPAPGzZMhNzXqlXLcdtttwmBaAUefPBBR3p6uriO6tevL+aHJOisPjaBCDsrj8/dd9/tSElJEXMnLS1NbP/yyy+KjQ33s2MYhmFMj+V8dgzDMIz1YGHHMAzDmB4WdgzDMIzpYWHHMAzDmB4WdgzDMIzpYWHHMAzDmB4WdgzDMIzpYWHHMAzDmB4WdgzDMIzpYWHHMAzDmB4WdgzDMAyZnf8HIgTCfjXo6iwAAAAASUVORK5CYII=", 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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=(20, 94),\n", + " arrowprops=dict(facecolor='black'))\n", + "fig.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_11652\\2547359476.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.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!',\n", + " xy=(10, 95), xytext=(20, 94),\n", + " arrowprops = dict(arrowstyle = \"<->\",\n", + " color = \"hotpink\"))\n", + "fig.show()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "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.yaxis.set_major_locator(plt.NullLocator()) \n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "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.MaxNLocator(3))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "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(7))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "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", + "plt.xticks(rotation=45, ha='right')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv_visualization", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From e4e6f801c45784b81f60a0e813c7448285f678a8 Mon Sep 17 00:00:00 2001 From: Doga Tolgay <56132931+dtolgay@users.noreply.github.com> Date: Thu, 29 Jan 2026 14:21:13 -0500 Subject: [PATCH 05/10] Added notes --- 02_activities/assignments/assignment_1.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/02_activities/assignments/assignment_1.md b/02_activities/assignments/assignment_1.md index 8ff1d93f5..4fee7f9a1 100644 --- a/02_activities/assignments/assignment_1.md +++ b/02_activities/assignments/assignment_1.md @@ -25,6 +25,10 @@ Don't make 3D plots without a cause. 22 - 01 - 2026 Visuals should be reproducible. + 27 - 01 - 2026 +Visuals should be accesible to color blind people. +Avoiding overwhelming users. Select the font and do the figure while being mindful for people suffering from dylexia. + ### Why am I doing this assignment?: - This ongoing assignment ensures active participation in the course, and assesses the learning outcomes: From 4e692b76cb5a1bc5ed55abf796a76bacebb9dbd5 Mon Sep 17 00:00:00 2001 From: Doga Tolgay <56132931+dtolgay@users.noreply.github.com> Date: Thu, 29 Jan 2026 16:13:23 -0500 Subject: [PATCH 06/10] Codes for lecture in 27th of February --- .../participation/27_01_2026__1.ipynb | 212 ++++++++++++ .../participation/27_01_2026__2.ipynb | 304 ++++++++++++++++++ 2 files changed, 516 insertions(+) create mode 100644 02_activities/assignments/participation/27_01_2026__1.ipynb create mode 100644 02_activities/assignments/participation/27_01_2026__2.ipynb diff --git a/02_activities/assignments/participation/27_01_2026__1.ipynb b/02_activities/assignments/participation/27_01_2026__1.ipynb new file mode 100644 index 000000000..9c3ae132e --- /dev/null +++ b/02_activities/assignments/participation/27_01_2026__1.ipynb @@ -0,0 +1,212 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "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": 2, + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0, 100,50)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "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": 3, + "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": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis!')" + ] + }, + "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": [ + "font1 = {'family':'serif','color':'indigo'}\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xlabel('Shiny New X Axis!', fontsize = 18, fontdict = font1)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "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": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plt.style.available" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_19908\\2191947771.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('Solarize_Light2')\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0, 100,50)\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv_visualization", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/02_activities/assignments/participation/27_01_2026__2.ipynb b/02_activities/assignments/participation/27_01_2026__2.ipynb new file mode 100644 index 000000000..a5c4f34b4 --- /dev/null +++ b/02_activities/assignments/participation/27_01_2026__2.ipynb @@ -0,0 +1,304 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "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": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_8280\\123520980.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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Q/8is7Jx/yqur98p3Fy/Z6nw7+bPkppQxAESLK1qa7FqA0m6pIO/IrEdb1ZTXH21qu/Pt5M+Sm1LGABAtrgia7Frcz86pIDue71A5+b05JWUMANHgivScXYv72T0VZLfzXRROfm9OSRkDQKS5KmjyTyHZKRWkKQ/9U+yxYSrITue7qJz83pySMgaASHJNes6u3JwKgvXYOWUMAMXlupYmO3JrKgjWY/eUMQAUB0GTTbgxFQTrcULKGADCRdBk4Xnd3CLc8+/2n1u83r83ZRxcp0lbmKjT5By3/Xy1WNGRSd3ifQhwsSIFTS+//LJMmDAhYF2DBg1k37595v+5ubkyZswYWbRokeTl5Ul6errMnDlTqlWrJlZFkT57nn+3/9zi/f5JGQNwoyJ3BG/SpImcPHnSt2zZssW3bdSoUbJy5UpZsmSJbNq0SU6cOCG9evUSq6JInz3Pv9t/blZ5/96UcY8Wt5pbN7XyAXCnIgdNpUuXltTUVN9y8803m/U5OTkyZ84cmTp1qnTs2FFat24tc+fOla1bt0pWVpY4sUgfc2/F/vy7vbii298/ANgqaDpw4IDUqFFDbr/9dnniiSfk6NGjZv2OHTvk8uXL0qlTJ9++DRs2lNq1a0tmZmaBz6dpvHPnzgUsVivSlx/9Nt9+8np5/L0sGbFop7nV+05v5Yj3+S/uz83u3P7+AcA2QVObNm1k3rx5smbNGpk1a5YcPnxYfvCDH8j58+clOztbypQpI5UqVQp4jPZn0m0FmThxoqSkpPiWWrVqidWL9FklPWJn4Z5/txdXdPv7BwDbdATv0qWL7//NmjUzQVSdOnXkt7/9rZQtWzasA8jIyJDRo0f77mtLUywCp3CL9N0oPaK9OnS71lWij0fkz3+oj/vmfJ75WTntZ0BxSQCwaUVwbVWqX7++HDx40PRvunTpkpw9ezZgn1OnTpltBUlMTJTk5OSAJZZF+gr6k6rrq+dTpI/0SHzP/40e5/Xq6r2OTJeGe94AAHEOmi5cuCCHDh2S6tWrm47fCQkJsm7dOt/2/fv3mz5PaWlpYtUifSr4D1BhRfpIj8T3/Bf2uGBOTJeGe94AADEOmp599llTSuDIkSNmVNyjjz4qpUqVkscff9z0Rxo4cKBJtW3YsMF0DH/qqadMwNS2bVtxyrxupEfie/4Le5xbRpMxHyEA2KBP09dff20CpDNnzsgtt9wi7du3N+UE9P9q2rRpUrJkSendu3dAcUsrK2qRPubeiu/5D37cvE8Pm1RcKKPJnDQNDcUlAcDiQZNW+i5MUlKSzJgxwyxOndeNubfie/6DH3dzxUTXjiZjPkIAsFGfJrciPWIdpEsBALHChL1hIj1iDaRLAQCxQtBUDKRH4o90KQAgVkjPwfZIlwIAYoGWJjgC6VIAQLQRNMExSJcCAKKJ9BwAAEAICJoAAABCQNAEAAAQAvo0RZnOeVbUKUKc9PoAADgFQVMUrdl90kwWq3OfeVVPSTKz0Bc0Ga2TXh8AACchPRfFgGXIB18EBCwqOyfXrNftTn59AACchqApSikxbeHx5LPNu063634FPT7z0BlZsfO4uS1ov2i9PmBFmzdvlu7du0uNGjWkRIkSsnz58oDtAwYMMOv9l4cffjhgn2+//VaeeOIJSU5OlkqVKsnAgQPlwoULMX4nAOyK9FwUaB+i4BYefxqq6HbdL+2OKhFPqRXn9QGrunjxojRv3lyefvpp6dWrV777aJA0d+5c3/3ExMSA7RownTx5UtauXSuXL1+Wp556SgYPHiwLFy6M+vEDsD+CpijQTtfh7OdNqQW3/3hTarP6tgopcAr39QEr69Kli1kKo0FSampqvtv27t0ra9askc8//1zuvvtus+7tt9+Wrl27yhtvvGFasACgMKTnokBHqRV1v0im1MJ5/RspbsqwqGL9enCGjRs3StWqVaVBgwYyZMgQOXPmjG9bZmamScl5AybVqVMnKVmypGzbti3f58vLy5Nz584FLADci5amKNBh/ZpS0xai/P7U64D/1JTvh/9HI6UWzutbaRQeo/4QDk3Nadqubt26cujQIXn++edNy5QGS6VKlZLs7GwTUPkrXbq0VK5c2WzLz8SJE2XChAn8QAAYtDRFgdZB0oBCBVdE8t7X7f71kiKZUgvn9a0yCo9RfwhXnz595Ec/+pHcdddd0rNnT1m1apVJxWnrU7gyMjIkJyfHtxw7dowfEOBiBE1Roi0w2gdJW3T86f38+iZFOqVW1Ne3wig8Rv0hkm6//Xa5+eab5eDBg+a+9nU6ffp0wD5XrlwxI+oK6gelfaR0pJ3/AsC9ipWemzRpkvkmNmLECJk+fbpZl5ubK2PGjJFFixaZ/gDp6ekyc+ZMqVatmriNBiadG6eGVJE70im1or6+FUbhMeoPkfT111+bPk3Vq3//BSEtLU3Onj0rO3bskNatW5t169evl2vXrkmbNm04+QCiFzRps/evf/1radasWcD6UaNGyerVq2XJkiWSkpIiw4YNM/0MPv30U3EjDVBCCSi8KTVNeWlI4ylGSi2c17fCKDxG/aEwWk/J22qkDh8+LDt37jR9knTRvke9e/c2rUbap2ns2LFy5513mi9uqlGjRqbf06BBg2T27Nmm5IBenzStx8g5AFFLz+nFS+udvPfee3LTTTf51mvOf86cOTJ16lTp2LGj+TanNVO2bt0qWVlZ4byUq0QipRbJkWqxHoUXjdeDc2zfvl1atmxpFjV69Gjz//Hjx5uO3l9++aXp01S/fn1TtFKvP3/6058CajUtWLBAGjZsKA8++KApNdC+fXt599134/iuADi+pWno0KHSrVs3M1z3tdde863XZm/99qbrvfQCVbt2bTOCpW3bttc9l6bwdPFy+5De4qbUIjlSTY8jlqPwopGihHN06NBBPJ6C+899/PHHN3wObZGikCWAmLU0aV+lL774wgzFDabDdsuUKWNqofjT/kyFDenVNJ53qVWrlridN6XWo8Wt5jaaAVNhI+PW7smO6Si8SI76AwAgrkGTDrfVTt/axJ2UFJkUCUN64yPUkWra2hTLUXjxSlECABDR9Jym33TIbqtWrXzrrl69aibSfOedd0zz+KVLl8wIFf/WplOnThU6pDd4fihEX1FGqsV6FF6sU5QAAEQ8aNLOk7t27QpYpxNear+lcePGmdRaQkKCrFu3zoxiUfv375ejR4+a4b6wjqKOVIv1KLzivB4AAHEPmipWrChNmzYNWFe+fHmpUqWKb72OWtFRLdrhUgvBDR8+3ARM+XUCR/zEcqQao+L+TVOQtKABgD1FfO65adOmmQkwtaXJv7glrCWWI9UYFfc95tQDAJdPo6LzOnmrgSvtID5jxgwzNcHFixdl6dKlBfZnQvzEcqQao+KYUw8AnIC551wsliPV3DAqrqDCncypBwDOEPH0HOwlliPVnDwqrrDUW0rZMjGdww8AEB0ETYjpSDUnjorzFu4M7hvmLdz5dLvbYjqHHwAgOkjPAcUQSupt2c7jIT0Xc+oBgLURNAHFEErhzm8vXpbK5ctc1+Heq8S/UnnMqQcA1kbQBBRDqCm1ni1qmFvm1AMA+yJoAooh1JRaJObwAwDEFx3BgRgV7tRO8E4dPQgAbkDQBESgcKeOktPQx3ODIqFOHD0IAG5Beg4oJjcU7gQA0NIERISTC3cCAL5Heg6IEFJvAOBsBE2Agwpt0tIFANFD0AQ4QGFz39GnCgAig47ggEPmvguuTO6d+063AwCKj6AJcPjcd7pd9wMAFA9BE+Dwue90u+4HACgegibABXPfhbofAKBgBE2AC+a+C3U/AECEgqZZs2ZJs2bNJDk52SxpaWnyhz/8wbc9NzdXhg4dKlWqVJEKFSpI79695dSpU0V5CQBhzH1XUAlNXa/bdT8AQAyDppo1a8qkSZNkx44dsn37dunYsaP06NFDvvrqK7N91KhRsnLlSlmyZIls2rRJTpw4Ib169SrmIQK40dx3Kjhwym/uOwBAjIKm7t27S9euXaVevXpSv359+cUvfmFalLKysiQnJ0fmzJkjU6dONcFU69atZe7cubJ161azHUB0MPcdAFi8uOXVq1dNi9LFixdNmk5bny5fviydOnXy7dOwYUOpXbu2ZGZmStu2bfN9nry8PLN4nTt3LtxDAlyLue+s6bafrxYrOjKpW7wPAXBH0LRr1y4TJGn/JW1lWrZsmTRu3Fh27twpZcqUkUqVKgXsX61aNcnOzi7w+SZOnCgTJkwI7+gB+DD3HQBYbPRcgwYNTIC0bds2GTJkiPTv31/27NkT9gFkZGSY1J53OXbsWNjPBQAAYJmWJm1NuvPOO83/td/S559/Lr/61a/kxz/+sVy6dEnOnj0b0Nqko+dSU1MLfL7ExESzAAAAOLpO07Vr10yfJA2gEhISZN26db5t+/fvl6NHj5p0HgAAgGtamjSV1qVLF9O5+/z587Jw4ULZuHGjfPzxx5KSkiIDBw6U0aNHS+XKlU0dp+HDh5uAqaBO4ADsQeeu06lYtLK4FsrUuk+UMQDgNkVqaTp9+rT069fP9Gt68MEHTWpOA6bOnTub7dOmTZNHHnnEFLW8//77TVpu6dKl0Tp2ADGwZvdJaT95vTz+XpaMWLTT3Op9XR9LmzdvNmVPatSoISVKlJDly5cHbPd4PDJ+/HipXr26lC1b1ozkPXDgQMA+3377rTzxxBPmS512I9AvehcuXIjp+wDgkqBJ6zAdOXLEpOM0gPrkk098AZNKSkqSGTNmmAuTliLQgKmw/kwArE0DoyEffHHdpMDZOblmfSwDJ72mNG/e3Fxj8jNlyhR56623ZPbs2WagSvny5SU9Pd2M9PXSgEmL8a5du1ZWrVplArHBgwfH7D0AcGmdJisihQBE9vdpwso94slnm67TGuO6vXPj1Jik6rRrgC750Vam6dOnywsvvGBmKVDz5883JU+0RapPnz6yd+9eWbNmjWkhv/vuu80+b7/9tinY+8Ybb5gWLABwRdCk33j1Au7/jVjn3NIpJLTwH4Ci0T5MwS1MwYGTbtf90u6oEtfTe/jwYVMPzr+4rvazbNOmjSmuq0GT3mpKzhswKd2/ZMmSpmXq0Ucfve55Kb4LIKKj56zASikEwCm003ck94smbwFdbVkqqLiu3latWjVge+nSpc3AlYIK8GrxXQ2+vEutWrWi9h4AWJ/tW5qslkIIB2lFWJGOkovkfnakI4Z1RLD/NE8ETnDb1DtMu+OgoMlOKYT8kFaEVWlZAU1xa4ttfl9K9CtIasr35QfizTvgRIvp6ug5L73fokUL3z46gMXflStXzMCVggasUHwXgKPSc3ZKIQQjrQgr05ZZ7ROogttovfd1uxVacOvWrWsCH//iutoqpH2VvMV19VZnLNDJxb3Wr19vCvRq3ycAcHzQZNcUwo3Sikq3635AvOggill9W5kWJX96X9fHcpCF1lPSeS918Xb+1v/rrANat2nkyJHy2muvyYcffmgmFteacjoirmfPnmb/Ro0aycMPPyyDBg2Szz77TD799FMZNmyY6STOyDkArkjP2SmF4KS0ItxDAyPtExjviuDbt2+XH/7wh7773r5GOmn4vHnzZOzYsaaWk9Zd0hal9u3bmxIDWj/Oa8GCBSZQ0uK8OmpOC/FqbScAcEXQ5E0h6Cg5vYR7LJxCcEpaEe6jvz/xDt47dOhg6jEVRFubXnnlFbMUREfK6fRPAODK9JzVUghOTyu6haZFMw+dkRU7j5tb0qQAANu3NFktheD0tKIbMKIRAODYlqbgFEKPFreaW6sGTHYbmeQmjGgEALgiaLIbO6YVnZwui9eIRlKBAGAPjknP2ZXd0opOTpfFY0QjqUAAsA9amizATmlFJ6fLYj2ikVQgANgLQVOISKHEXjTSZYX9HGM5opHipgBgP6TnQkAKJT4inS670c8xliMaKW4KAPZDS9MNkEKJn0imy0L5OcZyRCPFTQHAfgiaCkEKJb4ilS4rys8x0iMaC0oHUtwUAByenps4caIsXbpU9u3bJ2XLlpX77rtPJk+eLA0aNPDtk5ubK2PGjJFFixZJXl6epKeny8yZM6VatWpiN6RQ4itS6bKi/hwjNaKxsHSgPj/FTQHAwS1NmzZtkqFDh0pWVpasXbtWLl++LA899JCZJNNr1KhRsnLlSlmyZInZ/8SJE9KrVy+xI1Io8RWpdFk4P8fijmi8UTpw7Z5sipsCgJODJp0xfMCAAdKkSRNp3ry5mVn86NGjsmPHDrM9JydH5syZI1OnTpWOHTtK69atZe7cubJ161YTaNkNKZT4i0S6LNY/x1DTgdraRHFTAHDJ6DkNkrwzhysNnrT1qVOnTr59GjZsKLVr15bMzExp27btdc+hKTxdvM6dOydWwfxw1lDcdFmsf45FSQdS3BQAXNAR/Nq1azJy5Ehp166dNG3a1KzLzs6WMmXKSKVKlQL21f5Muq2gflIpKSm+pVatWmIVzA9nHcVJl8X651jUdCDFTQHA4UGT9m3avXu36fBdHBkZGabFyrscO3ZMrIT54Zwhlj9H0roA4ExhpeeGDRsmq1atks2bN0vNmjV961NTU+XSpUty9uzZgNamU6dOmW35SUxMNIuVkUJxhlj9HEnrAoAzFSlo8ng8Mnz4cFm2bJls3LhR6tatG7BdO34nJCTIunXrpHfv3mbd/v37TWfxtLQ0sTNvCgX2FoufozcdqKPkNBzzRDkdCACwYNCkKbmFCxfKihUrpGLFir5+StoXSes26e3AgQNl9OjRpnN4cnKyCbI0YMqvEzjg9HRgcJ2mVL9pW4o6Ii/aLWQAgAgGTbNmzTK3HTp0CFivZQW0FIGaNm2alCxZ0rQ0+Re3BNwmFkUyI9kXCwAQ4fTcjSQlJcmMGTPMArhdcdOB3iKZwb953iKZke7EDgCIUp0mWAspHGedtxsVySzhVyTTCscLAE5H0OQQpHCcd96Y+xAAHFKnCdZxo3nOdDvsd96Y+xAArIWgyeZCnedM94O9zls8i2Tq+848dEZW7Dxubvn8AADpOdsjhePc8xavIplWTlkCQDzR0mRzpHCce97iMfeh1VOWABBPBE02V9QUDmmX8M6bG+bMs0PKEgDiidFzNleUFA5pl/DOm1vmzLNDyhIA4omWJpsLNYWzdk82aZcwzptV6h95i2T2aHGruY3GcdkhZQkA8UTQ5AA3SuFoKwVpl6Kft3h2eo5HGtUuKUsAiBfScw5RWApH/+iSdin6eYuXeKVR7ZSyBIB4IGhywTxnpF3CO2/xEM+55rwpS30dDZA8Fk9ZAkCskZ6zsVBTOKRd7MEKo9esnLIEgHijpcmmipLCIe1iD1YZvWbFlGUoXn75ZZkwYULAugYNGsi+ffvM/3Nzc2XMmDGyaNEiycvLk/T0dJk5c6ZUq1YtTkcMwG5oabKhohYgtNtIMbeyUho1FqP1oqFJkyZy8uRJ37JlyxbftlGjRsnKlStlyZIlsmnTJjlx4oT06tUrrscLwF5s3dKkaQq7fRuOdgpH371u15YC/3PhTbsEt05p2oXpMayBNGrxlS5dWlJTU69bn5OTI3PmzJGFCxdKx44dzbq5c+dKo0aNJCsrS9q2bRuBVwfgdLYNmtxaqLE4KRy7pl3cgjRq8R04cEBq1KghSUlJkpaWJhMnTpTatWvLjh075PLly9KpUyffvg0bNjTbMjMzCwyaNI2ni9e5c+cicJQA7MqW6Tk3z49V3BSOXdMubkAatXjatGkj8+bNkzVr1sisWbPk8OHD8oMf/EDOnz8v2dnZUqZMGalUqVLAY7Q/k24riAZdKSkpvqVWrVrFPEoAdma7oMkKI4ziiRSOszF6LXxdunSRxx57TJo1a2Y6eX/00Udy9uxZ+e1vfxv2c2ZkZJjUnnc5duxYMY4QgOuCps2bN0v37t1NE3iJEiVk+fLlAds9Ho+MHz9eqlevLmXLljXN4dpkHo/0lJNTOAW1D+l63U4BQnsHTlvGdZTfDGorv+rTwtzqfSennaNBW5Xq168vBw8eNP2cLl26ZIIof6dOncq3D5RXYmKiJCcnBywA3KvIQdPFixelefPmMmPGjHy3T5kyRd566y2ZPXu2bNu2TcqXL2++9elwX6eNMIoHUjjuQBq1+C5cuCCHDh0yX+Bat24tCQkJsm7dOt/2/fv3y9GjR03fJwCISkdwbQLXJT/ayjR9+nR54YUXpEePHmbd/PnzTb8BbZHq06ePFBfpKUbCAfl59tlnTSt4nTp1TDmBl156SUqVKiWPP/646Y80cOBAGT16tFSuXNm0GA0fPtwETIycAxCX0XPa8VI7VfqPUNGLlXbQ1BEq+QVNRR2dwgij7zESDgj09ddfmwDpzJkzcsstt0j79u1NOQH9v5o2bZqULFlSevfuHVDcEgDiEjR5R6EEV9gtbISKjk4JruJbGObHsuacaUC8aaXvwmgZAu1WUFDXAgCw/Oi5cEanMMIIAADYuqXJOwpFR6Ro50svvd+iRYsCR6foUlSkpwAAgG1bmurWrWsCJ/8RKtpHSUfRRWOECiOMAACAZVuadBiv1j3x7/y9c+dOMyJFpyQYOXKkvPbaa1KvXj0TRL344oumplPPnj0jfewAAADWDZq2b98uP/zhD333dQiv6t+/v5nCYOzYsaaW0+DBg00hOR3BotMaaCdMAAAA1wRNHTp0MPWYCqJVwl955RWzAAAAOEVEO4I7hc5bp9OwaFVxLaaptaGY2BYAAHcjaAqyZvdJM+Gv//x2OpfbS90bM/cXAAAuFvc6TVYLmIZ88MV1EwJn5+Sa9bodAAC4E0GTX0pOW5jy663lXafbdT8AAOA+BE3/on2YgluY/GmopNt1PwAA4D4ETf+inb4juR8AAHAWgqZ/0VFykdwPAAA4C0HTv2hZAR0lV6KAE6XrdbvuBwAA3Ieg6V+0DpOWFVDBgZP3vm6nXhMAAO5E0OTn4abVZVbfVpKaEpiC0/u6XrcDAAB3orhlEA2MOjdOpSI4AAAIQNCUD03Bpd1RJb9NAADApUjPAQAAhICgCQAAIAQETQAAACEgaAIAAAgBQRMAAEAICJoAAABCQMkBIARXr3lsWbvLrscNAK4KmmbMmCG//OUvJTs7W5o3by5vv/223HvvvdF6OSBq1uw+KRNW7pGTObm+dToPoU6rY+Uq8XY9bgBwVXpu8eLFMnr0aHnppZfkiy++MEFTenq6nD59OhovB0Q18BjywRcBgYfKzsk163W7Fdn1uAHAdUHT1KlTZdCgQfLUU09J48aNZfbs2VKuXDn5n//5n2i8HBC11Ja21Hjy2eZdp9t1Pyux63EDgOuCpkuXLsmOHTukU6dO/36RkiXN/czMzOv2z8vLk3PnzgUsgBVoX6Dglhp/GnLodt3PSux63ADguqDpm2++katXr0q1atUC1ut97d8UbOLEiZKSkuJbatWqFelDAsKinacjuV+s2PW4AcDq4l5yICMjQ3JycnzLsWPH4n1IgKGjzSK5X6zY9bgBwHWj526++WYpVaqUnDp1KmC93k9NTb1u/8TERLMAVqPD83W0mXaezq/3jw7cT035fhi/ldj1uAHAdS1NZcqUkdatW8u6det8665du2bup6WlRfrlgKjRekY6PF8FVzby3tftVqt7ZNfjBgBXpue03MB7770n77//vuzdu1eGDBkiFy9eNKPpADvRekaz+rYyLTP+9L6ut2q9I7seNwC4rrjlj3/8Y/n73/8u48ePN52/W7RoIWvWrLmuczhgBxpgdG6carvK2nY9bgBwXUXwYcOGmQVwAg000u6oInZj1+OONmYsAGDL0XMAEEvMWAAgXARNAFyFGQsAWC49Fy6P5/tB0lQGB5zF+zvt/R2PB++MBVofLtQZC3Tx0lpyRbk+Xcv7h1hRKMfPscf+nFv1vDv981KU65Plgqbz58+bWyqDA86kv+Na/T8eCpuxYN++ffnOWDBhwoTr1tv9+pQyXWzLrsdu1+N227Gfv8H1yXJBU40aNUxV8IoVK0qJEiVCig71AqaPSU5OjskxuhXnmvNdHPoNTi9I+jtuF9oipSVU/GvOffvtt1KlSpWQrk+RYuffPY6dc26Hz0uo1yfLBU3aVF6zZs0iP05Prt0uJnbFueZ8hyteLUyRnLGgUqVKEi92/t3j2DnnVv+8hHJ9oiM4ANdgxgIAxWG5liYAiCZNt/Xv31/uvvtuuffee2X69OnMWADAHUGTNp2/9NJLTPrLuXYcPtvRYccZC+z8WeDYOedO+ryU8MRz/C8AAIBN0KcJAAAgBARNAAAAISBoAgAACAFBEwDYwLvvvmuK/mktOx3xV9A6WMPGjRtNAdSzZ8/G+1Ac6+WXXzYDObwGDBggPXv2jO6LemzsnXfe8dSpU8eTmJjouffeez3btm2L9yHZ3uuvv+65++67PRUqVPDccsstnh49enj27dsXsM8///lPzzPPPOOpXLmyp3z58p5evXp5srOz43bMTjFx4kQdlOEZMWKEbx3n2jn69+9vfp/CkZOT40lISPC8/fbbnhMnTnguXryY77po2bBhg/lsFrR06NDBY9Vzrsenv1v+li1bZtZHU15enufkyZOea9euhbT/Aw88EPC77zV37lxPSkqKx25Onz7t+elPf+qpVauWp0yZMp5q1ap5HnroIc+WLVsi9hrnz5/3fPPNN777Z8+e9Xz33XeeaLJtS9PixYtNvRUdmvjFF19I8+bNJT09XU6fPh3vQ7O1TZs2ydChQyUrK0vWrl0rly9floceesjUsfEaNWqUrFy5UpYsWWL2P3HihPTq1Suux213n3/+ufz617+WZs2aBaznXEMdPXrU/C5269ZNqlevLuXKlct3XbTcd999cvLkyesW/cxqa8ozzzwT9gTK0ZaUlCSTJ0+W7777TmJdSFWrzMdyuh0r6d27t/z5z3+W999/X/7617/Khx9+KB06dJAzZ85E7DUqVKhgpjTyr+gd9Yr9HpvSlqWhQ4f67l+9etVTo0aN675RoPjfFvRjsmnTJl8kr99ulyxZ4ttn7969Zp/MzExOd5jflurVq+dZu3ZtwLdNzrU7Wprya0nwbwnR7cEtO/mtmzBhgmn9zc3NDXgufc2+fftG/P3s2bPHU7FiRc9///d/+9Zt3LjRc88995iWhdTUVM+4ceM8ly9f9m3Xz7det/UzXqVKFV8L1Y0eV5xz/sgjj3gaNmzoee655/I9v9pS0adPH/P3o2zZsp6mTZt6Fi5cGPA8etzDhg0zx12pUiVP1apVPe+++67nwoULngEDBpiW+TvuuMPz0UcfXdc6F2rLRygtTfqcep7KlStn1t13332eI0eO+PadOXOm5/bbbzfX6Pr163vmz58f8Fx6PLrPww8/7ElKSvLUrVs34Fp++PBhs89vfvMbT1pamsniNGnSxPx8iuK7774zz1PY4958801zrvW91KxZ0zNkyBBzLQx+32vWrDE/P81qpKenm1ZVr5deesnTvHnziLTmOrqlSb+d7NixQzp16uRbpzl9vZ+ZmRnXY3OanJwcc1u5cmVzq+ddv936n/uGDRtK7dq1Ofdh0pY9bS3wP6eca/gX4/zkk0/M/z/77DPTwvPYY49dt27MmDFy9epV843eS1veV69eLU8//XRET6j20+nRo4dpOXj11VfNuuPHj0vXrl3lnnvukb/85S8ya9YsmTNnjrz22msBj9WWB22F+fTTT2X27NkhPy5cOtfg66+/Lm+//bZ8/fXX123Pzc2V1q1bm/O0e/duGTx4sDz55JPmvAYft85dqOuHDx8uQ4YMMT8HbYXTbIe2yOvj/vGPf0g0XLlyxfTXeeCBB+TLL78011s9Vm9L1rJly2TEiBHmc6Dv47/+67/kqaeekg0bNgQ8z4svvmhagfRcP/HEE9KnTx/Zu3dvwD7PPfeceR5tKUpLS5Pu3bsXqYWoQoUKZlm+fLnk5eXlu4/+zX7rrbfkq6++Mud2/fr1Mnbs2IB99Fy+8cYb8r//+7+yefNm07r67LPPSlx5bOj48eMmit26dWvAev0moS1QiAxtvevWrZunXbt2vnULFiww3waD6befsWPHcuqLSL/R6bct7bsU/G2Tc+0s4bY0qT//+c/mvrYEFLZOv6136dIl4Nu8tjyE2q8m1OuCvkajRo08586d861//vnnPQ0aNAh4rRkzZphWGH2M9/PdsmXLgOcL5XGROOdt27b1PP300yH1adLr3pgxY3z39bjbt2/vu3/lyhXT8vHkk0/61mn/Jf8W90i3NJ05c6bQ1httdRo0aFDAuscee8zTtWtX3319vPYz8temTRvzufFvaZo0aZJvu7b4aUvQ5MmTPUXxu9/9znPTTTeZFi09toyMDM9f/vKXAvfXFi9tffR/33osBw8eDPhcaN8oL1qaYLkWEP3GsmjRongfiiMdO3bMfDNcsGCB6XcBFNegQYPkj3/8o2m9UfPmzTMjiiLZr+b55583rRwrVqyQihUr+tZra4W2Svi/Vrt27eTChQsBLTzaquMv1McVl/Zr0haN4FYVbZ3T1rK77rrLtKhrC8nHH39sWjX8+fc31NYr7Uujj/HyTsMTrX61emz6s9S+u9ry86tf/cq0MHrp+9Lz5k/vB79fPdfB9wvbp3Tp0maexuB9bkRbs7S/q7Z8Pvzww2Y0YatWrcxnUmlL6YMPPii33nqr+RxpK522Zvm31Gk/vTvuuMN3X/vuxbvfsi3Tc9pEqh/aU6dOBazX+9rxDsU3bNgwWbVqlWnarVmzpm+9nl9NjwYPo+XcF52mOvUCoBcSvTDpoh3rtcla/68XYc6182maIng2K02Bh6Nly5ZmUMz8+fPN50tTH/qHNlL0C5SmS/S2Xr16YT1H+fLlJR7uv/9+E3BkZGQErP/lL39pApBx48aZ693OnTvNfsGd1BMSEgLua5Dnv84b9F27di2s40tOTvZ1h/Cn11rt4Kzmzp1rAlZNCepgqPr165tBO1aVlJQknTt3NinBrVu3ms+iDt46cuSIPPLIIyYQ/f3vf28+qzNmzDCP8T/v+Z3zeM/8ZsugSfPh+m1l3bp1vnX6QdX7wVE0ikY/kBowaX5cc8x169YN2K7nXT/I/ud+//795lsZ575o9FvWrl27zEXau+g3Ou1n4P0/59r5brnlFjl//nzACFX9+YfrP//zP823ef0Dq/3ktI5TJOgxDRw4UCZNmmSCimCNGjUyf9D9/6hpvyVtRfD/4hWpx4VDj11H/vr3fdXX0v5Zffv2NQHn7bffbkZ7xVqDBg1M36hguk6DI//AWAM/DUKaNm0qCxcu9J1HfS/+9H7jxo0D1gUHWXpfH1vQPtqXSoOa4H3Cocein3N9Pv2b/eabb0rbtm3N+9NWKTsoLTal5Qb69+9v/rDce++9prCb/jC04xuKl5LTX0Jv07vOAq/0m07ZsmXNrV449fxrc7F+O9JOkRow6YcfodPzqxe94G/h2uzvXc+5dhZtSQgOiPQPiaYhNO31s5/9TLZt2+ZLYYTjJz/5ieks+95775kWp0j45ptvTCdk7fitwYX3uuClLf9adkCvw3o90C9e+mVKWxX0WqGtaQUJ93Hh0HSafinR1lwvbTH73e9+Z4KQm266SaZOnWpazoODjWjTjuXvvPOO+Qxo4JuYmGg6p//mN78xgd7hw4dNMdMf/ehHUqNGDXOeDhw4IP369fN13v6P//gPE1RpsKyPWbp0qW/AgJeWitG/m+3btzddA7Rju3a896etPnpeNFCaNm2aKddQlMEEZ86cMZ3k9THamqTXuu3bt8uUKVNMgHrnnXea1lTtnK+pRu+gAFvw2JgWdatdu7bpmKwdwLOysuJ9SLZXUPE67ZQXXHBRO/npcNFHH33UdIJE8QV3BuVcO4e30GLwMnDgQNMx+c477zRD3nWIvA5nD6cjuJd2UM6v/EC45s2bV2hxSy0yHGrJgfw6O0ez5EBw53s9X/o63vOrHax1H+14rqUEXnjhBU+/fv0CHpffcet7njZtWsA6fU79WYbTEVx99tlnns6dO5vCwtr5Wztpe59PCwj37NnTU716dXP8+vrjx48P6CwfSskB7Uytr6HlBG677TbP4sWLA86N7qMlF/Rvqr5O48aNPevXr/cURW5urufnP/+5p1WrVuZ96N8J7eyv5/Yf//iH2Wfq1KnmvehnXksJ6LH6n69QBkjEoyN4Cf0n3oEbACCyqd8mTZoEtKgA2idIu14UNNWI9jXSLhlaasB/ehKrysjIkD/96U+yZcuWmL2mbdNzAIBAmkbRUUq6zJw5k9MDR/J4PPK3v/3N9K3VdGQsETQBgEPoHxANnHR4vXYsBpzaN7Bx48amIKr2BYwl0nMAAABOLTkAAAAQawRNAAAAISBoAgAACAFBEwAAQAgImgAAAEJA0AQAABACgiYAAIAQEDQBAACEgKAJAAAgBP8P6BjTQWGFxn0AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(ncols=2,\n", + " nrows=1,\n", + " figsize=(7, 3))\n", + "ax1.scatter(x1,y1)\n", + "ax2.bar(x2,y2)\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7, 4))\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7, 4)) \n", + "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": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7, 4),\n", + " layout = \"constrained\")\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label', fontsize=18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label', fontsize=18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious', fontsize=18)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "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": [ + "# first make our sample data\n", + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "# define our figure and axes (just one this time)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "# now call both bar and plot elements to the same axes (ax)\n", + "ax.bar(x, y1, color = \"indigo\")\n", + "ax.plot(x, y2, color = \"red\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y2_sd = np.std(y2)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax.errorbar(x, #our x values\n", + " y2, #our y values\n", + " yerr = y2_sd,\n", + " fmt = \"none\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2,\n", + " color = \"red\")\n", + "ax.errorbar(x,\n", + " y2,\n", + " yerr = y2_sd,\n", + " fmt = \"none\",\n", + " ecolor= \"indigo\",\n", + " elinewidth= 4,\n", + " capsize = 6,\n", + " capthick= 4, \n", + " errorevery=2\n", + " )" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv_visualization", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From a179123835fcec18a233d813a18894c3d8c11dd6 Mon Sep 17 00:00:00 2001 From: Doga Tolgay <56132931+dtolgay@users.noreply.github.com> Date: Sun, 1 Feb 2026 17:17:01 -0500 Subject: [PATCH 07/10] Coding for 29_01_2026 --- 02_activities/assignments/29_01_2026_1.ipynb | 223 + 02_activities/assignments/29_01_2026_2.ipynb | 2096 ++++++++++ 02_activities/assignments/pirategraph.html | 3888 ++++++++++++++++++ 3 files changed, 6207 insertions(+) create mode 100644 02_activities/assignments/29_01_2026_1.ipynb create mode 100644 02_activities/assignments/29_01_2026_2.ipynb create mode 100644 02_activities/assignments/pirategraph.html diff --git a/02_activities/assignments/29_01_2026_1.ipynb b/02_activities/assignments/29_01_2026_1.ipynb new file mode 100644 index 000000000..ba0f83a5b --- /dev/null +++ b/02_activities/assignments/29_01_2026_1.ipynb @@ -0,0 +1,223 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "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": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 3, + "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", + "# define our figure and axes (just one this time)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "# now call both bar and plot elements to the same axes (ax)\n", + "ax.bar(x, y1, color = \"indigo\")\n", + "ax.plot(x, y2, color = \"red\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y2_sd = np.std(y2)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax.errorbar(x, #our x values\n", + " y2, #our y values\n", + " yerr = y2_sd,\n", + " fmt = \"none\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "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": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "\n", + "url = 'https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png'\n", + "\n", + "headers = {\n", + " 'User-Agent': 'Mozilla/5.0',\n", + " 'Accept': 'image/*,*/*;q=0.8',\n", + " 'Referer': 'https://www.wikipedia.org/'\n", + "}\n", + "\n", + "response = requests.get(url, headers=headers)\n", + "image_file = BytesIO(response.content)\n", + "image = Image.open(image_file)\n", + "image" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(219.5), np.float64(425.5), np.float64(-0.5))" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(613)\n", + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35])\n", + "ax_image.imshow(image)\n", + "ax_image.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv_visualization", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/02_activities/assignments/29_01_2026_2.ipynb b/02_activities/assignments/29_01_2026_2.ipynb new file mode 100644 index 000000000..b9174776e --- /dev/null +++ b/02_activities/assignments/29_01_2026_2.ipynb @@ -0,0 +1,2096 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "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": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('darkgrid')\n", + "sns.lineplot(data=tips, x='total_bill', y='tip')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "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": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph = sns.lineplot(data=tips,\n", + " x='total_bill',\n", + " y='tip')\n", + "tipgraph.set(title='Tips vs. Total Bill', \n", + " xlabel='Total Bill ($)', \n", + " ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.subplots(figsize=(10, 3))\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')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "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": [ + "tipgraph = sns.scatterplot(data=tips, x='total_bill',\n", + " y='tip', style = 'time', hue = \n", + " 'day', palette = ['purple',\n", + " 'hotpink', 'deepskyblue',\n", + " 'yellowgreen'])\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(\n", + " data = tips,\n", + " hue = 'day')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "daysplot = sns.relplot(\n", + " data=tips,\n", + " x=\"total_bill\",\n", + " y=\"tip\",\n", + " hue=\"sex\",\n", + " col=\"day\",\n", + " kind=\"scatter\",\n", + " col_wrap=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "import plotly.graph_objects as go # 'go' is 'graph objects’" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "x1 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "type": "bar", + "x": [ + "Luffy", + "Zoro", + "Nami", + "Usopp", + "Sanji" + ], + "y": { + "bdata": "bgC0APAAYwDcAA==", + "dtype": "i2" + } + } + ], + "layout": { + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + 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"hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Interactive Pirate Plot" + }, + "width": 500, + "xaxis": { + "title": { + "text": "Pirates" + } + }, + "yaxis": { + "title": { + "text": "Scores" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph = go.Figure()\n", + "graph.add_trace(go.Scatter(x=x1, y=y1, mode='markers', # we want points for a scatter plot\n", + " marker=dict(\n", + " size=15, \n", + " color='hotpink', \n", + " opacity=1, \n", + " line=dict(width=5, color='purple') \n", + " )))\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": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(399.5), np.float64(199.5), np.float64(-0.5))" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "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", + "\n", + "# 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\", 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, interpolation='bilinear') \n", + "ax.axis(\"off\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\dtolg\\Desktop\\data_science_certificate_for_uoft_students\\visualization\\.venv_visualization\\Lib\\site-packages\\matplotlib_venn\\_util.py:32: UserWarning:\n", + "\n", + "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + "\n" + ] + }, + { + "data": { + "image/png": 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NC1Q3g9wo0yp3bjya9YIYAC7gqad4+qQ18/6RDgQKJdVNITfKBecvRymU5LU2nZzOJndw9KYYAC6wlkRK/ZL51jV1IZ5hsR9blIp+nAzLegB+/Bnv2WeBvXtVt8Kz+H/AeUiRn5/9jCWmbdnvP7OvW3UzyGXZgSjrA9hCyrbKHR29AQPAeTz2GHDixPn+hEwS9FWwpnKaKzwt1dU/G/mGNtXNIDfqA8h6AB7j/QYMAOfZ8id7/sl861JdCOfyqptBikh/0OFfy6kAGxw/zq2B58EAMEyp5FT745Y/882KZTGtr0d1M0ix3GADulkq2J6tgadPq26FpzAADLN5M9DVpe7FIHcEfFWs5tA/vaKrj1MBVpAhn1/+knd4wzAAvELOkHjiieGXhkx1TZJD//QaGfE7HbiGVQJtmQrYuVN1KzyDAeCVDwDZLsojfs3X2lDAzDSH/umNuwL6UlfwsthA6rpnWO5bMAC8UvBHFv+R+QV/1gY6uBqYzqszM58Fgmwg1QFZ5KXG+gAwMAA8+KBzMchsl6f6EB3gUaF0fuWyD2ei63l5bLBvH/DCC7Cd9QHggQd4fLQNooEy5g/woB+6sHR/EgON83mZbHDPPUCxCJtZHQAOHwaeflp1K8gNVzd2w18q82LTRXWWl3NBoC1nBTz2GGzmt3lHyP33q24FuaElUsTUdC8vNo1ILhtBf3I5r5YNtm4FeuxdFGxtANizBzhzRnUryA1rIp1c+Eej0pW7FBV/iFfNdOUy8NBDsJWVAaBQAB59VHUryK3Dfpr707zYNCrFQgA9ydW8arYsCDx+HDayMgA8+SSQZp9ghct9na+cAk80Oj3pWSiFGnnZbFkNbiG/jdv+JACQ+S5LZBAbGFTdDNJ4W2BX7CrVzSA3vPwycOCAddfab2O9f5kCILP5UcXS4lnVzSDN9fW3otAwRXUzyA2PPGLdOQF+23Z9sAy0PUV/QjkmPRof6Q/OhtbwMtrgzBnr9oVbFQBkyyfr/Zsv4q/gkkEe60gTI5NOIhufw8tpg0cftaqTsCYAyFZPy8KdtVYk+uAvllQ3gwzS5Vuqugnk1jDxnj3WXGtrAoAs/JPiP2T+3P/snL2FPag+BjMJ5KNTeXltIJ2FJWsB/Las/JcT/8h8y5JpBPN21/emiSfdQXd4BS+tDbq6gOeegw2sCADbtgEljghbYX6xW3UTyFDp/hYUw82qm0FueOIJK66z8QFAtvzt2KG6FeSGhYkBhLN5XmyqCxkV7omu5NW1wYkTwJEjMJ3xAWDXLh73a4tFVd79U331ZdpQDsZ4mW2wZQtMZ3QAkN0cctgT2VHzP5Zh1T+qr0rZh944RwGs8OKLwOnTMJnRAeDZZ4G+PtWtIDcsDXDlP7mjd3AGKr4gL7cNnjB7LYDRAcDw145eMTlSQFM6w+tBrigVA+hPchTACs+afRdpbAA4dsyp7EjmW9Egd/927Nslb+jJz0EVPtXNoHqrVIDdu429zsYGAINfMxom6KtgSoZnO5O7CrkQywPbYs8eYwsDGRkA8nlg/37VrSA3LE5k4LOodjd5R39woeomkBv6+pwFgQYyMgA88wyP/LXFnEq/6iaQpdKZZlT8EdXNIDfsNnNI2cgAYOhrRedoDhcR59Y/UrglMJ1YxOtvg+efd2rKG8a4ANDRAZw8qboV5IZFUbn7N3NujvTQX5qtugnkhnLZyFMCjQsAvPu3x7Q8h/9JrexADIXIJL4MNnjKvBPljAoAcuCPzP+T+ebEswjlCqqbQZaT8af+6GLVzSA3dHYCR48ada2NCgAHDrDuvy0WBs0tzkF66c9OZU0AWxg2DWBUAODWPzuE/BW0ZFj5j7yhmA9iMD5PdTPIDQcPOsWBDOE3afjf0K2adI7Fjdz7T97SH5ivugnkhsFBo44JNiYASOdf4JSwFaZXWfmPvGVgoBlVcz5O6UKeew6mMOYda9BrQhcp/ZuUFE7kIeWyj6WBbXHggDGlgf2mbNGUOg1kvrnxLHxlc+bgyByZ4CzVTSA3pNPA8eNGXGsjAoBMyWSzqltBbpgZ4OI/8qaB3GTVTSC3PGfGkLMRAcCQ14JGYFLOvHKcZIZCPoRCwxTVzSA3PGdGp6N9AJCpGJmSIfO1NeQRzBdVN4PoTQ1EuB3QCj09Tt15zWkfAE6cALgl3A7zIrz7J2/LlNpUN4HcrAmgOe0DwEsvqW4BuaW1xPl/8rbsYBzlQIPqZpAbXtK/89E+ABhUk4EuIBYsIzaY4zUiz09JDsYuUd0McsPx404FOo35dd/+d+yY6laQG+ZHB4zZe0tmy/hmqG4CuaFUAl5+Wetr7dd9/r/INWFWaPez+A/pYTCbUt0EcssRvYegtQ4ABkzB0Agl8iz0QHooFQMoRlpUN4Pc8JLenZDWAUDz8EWjmP8P5XjQA+kjG5muugnkhhN6D0NrGwAMmH6hEZoZ5d0/6SXnY0EgK5T1XoimbQAwYAEmjVCrn6v/SS/ZItcBWOOIvkPR2gaAo0dVt4Dc0lxmACC95LMNqPiCqptBbjiqb2ekbQA4dUp1C8gNPlQRyzIAkF5kx2o+xnUAVujo0HaLsrYBwIAyzDQCbdECfDLPRqSZXHCq6iaQGwoFoLtby2utZQCQo397e1W3gtwwLcy7f9JTtjpJdRPILaf0HJLWMgDw7t8ek6rcAUB6ymXjqptAbunQc0iaAYA8LVnkCADpqVgMohhuUt0MckMHA4BrNL3WNEoBXxVhFgAijRUiraqbQG7o0LNT4ggAedakSFHb1bVEouDnCIAVMhnnoRntAoAU/zl7VnUryA0tQZb/Jb0V0Ki6CeSWU/otBNQuAEjnX6mobgW5IRXQt8Y2kShWuBDQGqdPQzfaBQBNt1vSGCTAEQDSW6HQoLoJ5JZu/Ton7QIA9//bI1ZiACC9lQpBVH0B1c0gN/TqV5yGAYA8q0HjYzaJhKxhLUZYEMgKvQwAvMY0IUL+CgIFHvdI+iuEWlQ3gdzQ16fdriWOAJAnTQrL3b9e/zMRnU/Bz6OBrVAuA+k0dMIAQJ7UEub8P5mhiITqJpBbevWaBtAqAAwMSHlN1a0gN6T8fKHJDIUytwJao5cBgNeWxq2hyvl/MkO5HFTdBHJLLwMAry2NWxhlXkUyQrnEbYDW6GUAqBsNSy3TGIVY7pEMwQBgkTQXAdZNlkfDWyNY4QgAmUF2hlX8EdXNIDfk9Dq+XKtFgJpdWxqHYIkBgMxRDsZUN4HckNOrk9IqAOTzqltAbgnInloiQzAAWCKvVyelVQDQLFzRGPlQhb/MIx/JHGV/VHUTyA05vTopBgDynIZARbuSmkQXUvHzVEArFApanVfPAECeEwtw+J/MUgYDgDVy+owCMACQ58SCDABkljJ3Adgjp08A0KpElUbXddwGB09j9+4v4/TprQgEIpg16zasWPGZ2temi8oUALmiWC7i0w98Gh+/4uNY1raMV71OytWwVdf2aDqNL+7cid2dnUiFw/idhQvxkUWLYIWcPh2VVgFAswWWY1atVrFly6cQDidx883/jXy+D9u2/RV8Pj9Wrfo8TOfnKYCuKJQL+Mcn/xHH+o658wMtVtVrsHVcKtUqPrZpE5a1tOAXt95aCwOfefJJtEWjuGPOHBgvr09HpdW7UqO1FeOSTh9GV9ceXHXVV5FKLUBr65VYtuxTOHr0V7CB38cFgPUmnf6f//rP0ZHpqPvPIuGz5jJ05nJY1NyML6xejTmJBK6bNg3XtLVh19mzsEJFn45KmwCg0TUdt4aGKbj++v+LaHTy636/WLSjFrI9H5XqPHvm2dqQ/9c2fk11Uyxhz7u6NRrFN9etQ2MoVBvNlI5/x5kzWNPWBitU9OmstJkCsGlXmAz9t7evf/XX1WoFL7zwX2hruxo24BRA/d224DYXfgoNqVoUAIa78e67cXJwEDdMm4ZbZsyAFar6dFbajABodE0n3J49X0NPz34sX/5p2MDOj0oyma0B4FvXXov/s2EDnuvtxVefegpWqOrTWXEEQIPO/+DB72Hdum+gqWkhbGDnRyWReZZNmlR7zpfL+OxvfoPPrVyJcMDw45Gr+gQAbUYAfBb2Cjt3fgkHDvw/XHPN1zBz5i2whT4zaEQjY9PHV2c2i4eOH3/d781PpVCsVJAplWA8nz6vtjYBwK9NSyfGM898Gy+++COsXft1zJ59O2xi63ApmUyfu8LxOj4wgE8+/jhODw6++nvPdnejJRKpPYzn16ez0qalGoWqcevrO4R9+76DxYs/iilTrkA2e/bVhw04AkCm8Vn0rpb9/0taWvBX27bhxb4+bDp5El/bswefWLIEVvDp01kFdbqm8tBoemXMTpx4GNVqGfv2fbf2GO797z8I01Wr+vwPRESvF/D78Z316/GlXbvwvgcfRDQYxIcWLsSHF9qxhgkajQD4qrJRUxNf+Ypz2BKZ7bJEBqvSJ1Q3g2jCNKdOo7XvEV5RG/z+7wMzZ0IH+kQVADZMHxGQK2v1tiS6KD+KvEq2iOjTUWn1SdvAEzWtkK0Yvk2IrBMAhy6t0aBPR8UAQJ4zWGYAILMEqvqcEEfjxAAA268rjcNgiQGAzOKv6nNCHI2DFDkK63P0M0cAyHPKVR+qGq2kJbqYQPm1PfFksIg+8/9Cq09ZjgDYoxziKACZI1DJqm4CuaFBr2FqBgDypLLp9cLJKoESRwCs0MAAwGtL41b0MwCQGaSslZ8BwA4NDAB1E4vV73uTt5S4BoAM4Q9W4LPoLACrxfTqpLSaAkilVLeA3FL0cQSAzBAI2HMOgPVSenVSWgWApibVLSC35BkAyBCBoAVH4JKWnZRft3Cl0UFLNA6ZaojXj4wQDLAIkDWaGADqRhaGJxL1+/7kHT0lfYppEF1I2J/hBbJFEwMAry+NW2eBIwBkhnClX3UTyC1NDAC8vjRumWIQVdYCIAOESj2qm0BuiMeBkF43LlqtAdAwYNE4FCJ6/c9EdD7hQicvjA2a9OucGADIswaDXAdAegsEK6wCaIsmBoC6a26u/88gb8j4OAJAeguHeQqgNZr165y0GwFobVXdAnJLusoRANJbKMRDgKzRql/n5NdxnQW3Atqhu8QRANJb2MctgNaYOhW60S4AaHqdaQy6ChwBIL2Fyn2qm0BuCAaByZO1u9YMAORZg6UAKqGg6mYQjVm41M2rZ8vwv1+/7lS/FnMEwCoDmh2vSTTE768iku3gBbHBVD2HpbUMAO3tqltAbun2MwCQnhqiWfjAkwCt0K5np+TXdbdFJKK6FeSG0+UoLzRpqSHUq7oJ5JapHAFwjZwI2Nbm3s8jdY4PyggAj4Ak/UTLZ1Q3gdzg07dD0nIEQOMRFxqlfMWPQpS7AUg/DbnjqptAbmhpkYpPWl5rbQPAjBmqW0Bu6Q9zGoD0EoqUECymVTeD3DBzprbXWdsAMGeO6haQW85WuRCQ9NIQZudvjTn6dkbaBgCpBqhh3QUag5MFjgCQXqJ+7v+3xty50JW2AUDz4EWjcDYXQiUY4DUjbTQUT6luArm1JS2V0vZaax0ANA5eNApV+DAY5TQA6UEKwjVkT6puBrlhrt6dkNYBgCMA9ugKxFQ3gWhEGmKD8FXLvFo2mKP3MLTWAUBOBtTwBEYag8O5OK8baSEeYPlfa8zlCIBSmgcwGqGOXASlCI8HJu9rzB1W3QRyw6RJ2p9Nr/UIgGAAsEd3hKMA5G3hhiLC+bOqm0FumKP/3af2AWDePCDABeJWeLnCAEDeFo90qW4CuWX+fO2vtfYBQE6LNSCI0QgcHoihGtD+LUsGi5eOqW4CuSEUYgDwisWLVbeA3FCq+pGOcTcAeVMgUEVs8IjqZpAbFixwQoDmjLiduuwy50AmMt8pH6cByJtisT5u/7PFokUwgREBQLYDzpqluhXkhhezjTwemDwp7mPxHysEAsDChTCBEQHAoEBGF9FfDCIXjfA6kafIAGQ8e0h1M8itlecRMz6DGABIO2e5HZA8piGeRbCYUd0McsMic+42jQkAch7DtGmqW0FuOJBN8kKTpySDx1U3gdw66OHSS4251sYEAMOCGV1AZz6MwTiPCCbv9AmJzD7VzSA3zJrlLDozhFEBYNky7gawxbGgvkdwklnijb0IlLOqm0FudTIGMSoANDVpfzYDjdD+dIJFgcgTUlUu/rNCOMwA4HWXX666BeSGfMWPnkbZEkikTihcRiz9Al8CGyxZ4oQAgxg1AjC0DoDF4uzwQonTAKRWInoaPlT5MtjgcvPuLv0m1mhYvlx1K8gNLw1EeUQwKZXK7+crYIPWVmDmTJjGuABgaFCj86jCh1NRbgkkNaLxLMI5Hv1rhVWrYCK/qWFtxgzVrSA37M/KNAAPgiD3JYMv87LbIBAAVqyAiYwMAIKjAHbozocw2MiaAOQuv7/Kvf+2uOwyYxeWGRsAli41plwzXcTzviZeI3JVsrETgXKOV90GV1wBUxkbAGS3BkcB7HAg3Yhig1nbc8i7ZMKpOb9HdTPIDW1tzuE/hjI2AIhrrnGmb8j8xYCHIy2qm0GWaEz2IZzvVN0McsPatUZfZ6MDQDJpXOEmehNP9ydQDgd5fajuWkpP8yrbIJUyvgMxOgAMBTgfF4kbr1T143isWXUzyHCxxkE0DPLkPytcc41z0pPBzP7XvbIlcMEC1a0gNzyVTqHKOR+qoxbfc7y+NohGrVhEZnwAENdeq7oF5IZsOYCORpYHpvpoiOYRTz/Py2uDNWuMq/tvbQCQI5wNrOJI57En28Q5H6qL5uCLvLI2CIWcAGABKwKAWLdOdQvIDb2FELoSLA9MEysUKSGRfpaX1QYrVwLxOGxgTQC49FJnSyeZb29BFgNy5SdNnOaGo/ChwktqukDAqrtFawKA7AS48UbVrSA3nM5F0J1K8GLThN39p/p382raUvWvyZ7KotYEgKFRAK4FsMP27GTjt/CQOyaHD8JfLfFy2zD3v2EDbGLdJ+RNN6luAbmhpxDCyaQ9SZ7qoyGWRyL9DC+vDa6+GmhshE2sCwBz5gDz56tuBblhW7oFlSBrQdPYTfHvgQ9VXkIb9v2vs2fu39oAIDZu5E4xG+TKARyOT1LdDNJUYyKNWOaw6maQGzZsABoarLvWVgYA2Q2wapXqVpAbdvc38aRAGtOi4SnF7bxyNmhpsWbf/7msDADihhusKPRkvXLVh/3hydZfBxqdVPIswrkzvGw2uPlma4+NtTYAJBJWTvlYaX9/Atl4VHUzSBOBQBWTBrepbga5VSZ28WJrr7W1AUBIAJjEKWIr7K5OUd0E0kRz4mUEi2nVzaB68/uB22+3+jpbHQCCQetff2scG4yiJ8kSwXRhoXAZzf2c+7fmuN82u8vDWh0AxLx5wPLlqltBbtiSncJtgXRBrZG98FeKvEqma24Grr8etrM+AIhbbnG2gZLZMsUgno9zKoDOL5HsRWP6IC+PDWToPxSC7RgA4Bz8JLUByHxP9aUw2BhT3QzymECwgtbsFtXNIDcsWcJqcK9gAHiF1AWYPXvoV2SyJ0ttPCeAXmdK/AUu/LOBFPt561tVt8IzGACGFf5429us3Q5qlbO5MI4muf2DHPHGAST7nuLlsOUwGMvq/V8IA8AwU6YA1157wetFhtja24wcawNYT/b8txW3sN6/DeQo2CuvVN0KT2EAOE9J6GnT1LwY5J4KfHiyzKkA201ufBGhfLfqZlC9RSLAO97BQ2DOwQBwDpkCeNe7WCbYBqdzERzhVIDVQ/9NfTtVN4PcIPP+UvOfXocB4DykOiDXidgzFcAywZYO/RceV90McsPSpcDKlbzW58EAcIFdAbJbhMxWhQ+biu0sEGSZtvjTCBV6VDeD6q2pyVndTefFAHABd9wBpFIX+htkgp5CCHuiU2UviOqmkAuaU6eR6N/Pa21Drf93vtPZ+kfnxQBwAfK+kfePbBEksx1MN+Jkqll1M6jOovEcpvRv4nW2wfr1zml/9KYYAC5CigNxa6AdHu+bzCqBhlf7ay8+Bl+1rLopVG8zZgDXXcfrfBEMACNwww0MkrZsDXw0345yKKi6KTTBZBBvanQP5/1tIAe7yFYumQKgC+IVGgF5H73vfVwPYIP+YhC7Iu1cD2CYlqaTPOjHlg/r97zHOe2PLooBYBQHBkkI4AFS5juUieFYE0sFmyLWOIhJvdzyZ4W3vMU5451GhAFgFKRC4J13jua/IF092duCTCKuuhk0TsFQGe35R+BDhdfSdLLX/+qrVbdCKwwAo7RsGbBuXX1eDPJWfYBHsu0oRXhmuK5k9057eAdP+bNl0R/3+48aA8AY3HwzsGDBWP5L0slAKYDHfDNYJEjXRX+JfYgNvKS6KVRviYQzPxvk4t3RYgAY452FLDKdPHks/zXpdnTw1sh0rijWzOSmo0j2P626GVRv0un/9m87IYBGjQFgHEWC5H0nO07IbEcHotjbyEqBumhKnUVL75Oqm0FulWudPp3XeowYAMZBRgA+8AHuDLDB/v4EDqWmqG4GXURjIo3Wvkd4nWywcSOwYoXqVmiNAWCcZs4E3vte5xhhMtv2vmacYrlgT5f5bR94gCv+bSArsbkae9wYACaALAh8+9t5ZoANNvVNQV+S841eE46UMK3wIPyVouqmUL1dfrlz90/jxgAwgdsD3/rWifpu5OXtgb9OT8VgPKa6KTSsxv90PIpgMcNrYrpFi7jdbwIxAEygNWuA66+fyO9IXlSq+vFgfhoK0YjqpljPH6hievg3COc7rb8Wxps7lzX+JxgDwASTACBBgMw2WArggdIMhgCFAoEqZjRsRXTwmMpmkFtlWGXbFff6TygGgDqQqQAuTjVfphjE/cWZyEcbVDfFys5/euRJRAeOqG4K1duUKcAHPwhEOOI20XzVarU64d+VIFf1l78Edu/mxTBdLFjGreHjiAzmVDfFos7/CUQHX1bdFKq3qVOBD33IOY2NJhwDQJ1DwP33A9u21fOnkBdEA2XcGjmOBoaAui/4mxHegobBE/X9QeSN+v6/8ztO1TWqCwYAFzz8MPA4TyM1XoOEgIYTiA5kVTfF3M4/9DgasidVN4Xqbc4cp8paOMxrXUcMAC7ZvBl4hAXKjMcQUB/BUAUzgpsRyZ6q008gz5g/3zncJ8STOOuNAcBFW7c6UwJktoi/gltjJxDLDKpuihGCoTJmBDYhkjutuilUb5ddBrznPSyt6hIGAJft2gX86lfO+gAyV8hfwS3xU0ikWZxmXNcxUsIM3yaEc2cm7LUhD1dTe8c7ePKmixgAFNi/H/jFL4Aiq5YazYcqrk+dxdS+HtVN0VI0nsX0/IMIlAZUN4Xq7ZprgLe8hfXUXcYAoMjJk8APfwik06paQG65MtWLBf1nOOwzCslkD9rSD8FfLdXvhSH1/H7g9tuBK65Q3RIrMQAo1NfnhICODpWtIDcsTAzg8sFT8JXLvOAXMbnpZUzq3cLrZDrZ3idHqc6bp7ol1mIAUKxQAH72M+DgQdUtoXqbGs1jfeUEgnnO/bzZzWBb4z4k+5/mm9F0LS3ONr/Jk1W3xGoMAB4gCwJ//WvgN79R3RKqt8ZQCRvDJ9HAWgFv2OY3LbwV0YGjfBOabvZsZ5tfjCdqqsYA4LEdAvfcA1QqqltC9RT0VbAx0YGmfi4AEZGGAqZVH0M438U3nunkkJQ77+Q2P49gAPCYo0eBn/6UiwNt2CGwtqkbs/q6rF4c2JhIY+rgwwiUWT3RaIEAsHEjcPXVqltCwzAAeNDAgLNN8MUXVbeE6m1ufBCrix0IFIrWzfdPThxCc9921U2hemtudor7yJG+5CkMAB4lN4VPPOGUD+aUgPmnCd4Q7UDSkqJB4YYi2n1Psqa/DRYvdob8eaCPJzEAeNzLLztTArJlkMy2OtmD+ZlOoxNfKtWN1vRj8FfyqptC9RQMArfcAqxezevsYQwAGshmgbvu4lZBG0yL5rC2egqhXAEmCQSqaI0/h2T/XtVNoXqbNMkZ8p86ldfa4xgANCLbBB96CGAtGfMPE7o+cQYthgz7NMTyaC9vRjjfqbop5EY9/zvu4DG+mmAA0MyZM85ogJQSJrOtSPZj0cAZbasH+gA0pTowpX8zfFU9/w00QvG4U9JX5vxJGwwAGpIpYlkg+NhjHA0wXVO4iHUNZ5HUrGZAJFpAm38XogNHVDeF6m3JEqfzZ2Ef7TAAaD4acPfdwPHjqltC9XZZIoPl+TOe3y4o2/takkfR0reNd/2ma2wEbruNd/0aYwAwYLvg9u3Aww875wqQ2WsD1iU60dbXK688vCbeOIDW4pOc6zedzwdcfrlT2Ifb+7TGAGAIWS8mZYSff151S6jeZsRyWIPTiAzmPHGxA8EKWmMHuMLflhX+sshvzhzVLaEJwABgGAkAcrBQJxdcG82PKlanejA30wVfWV3dgFSyC1MGn0CgNKCsDeQCudPfsAG46irW8TcIA4CBZNH4zp3OIkGpIUDmaokUcU34jOtVBOUAn9bgU4hlDrv6c0nBoo4rrgBuuIGL/AzEAGAw6fw3bQJ27OBuAdPNjmexEp2IDQzW9eeEIiVMangByb69tQONyGDz5zvV/KZMUd0SqhMGAAt0dTnTAgcPqm4J1duliQyWlLoQyU7s+oBgqIKW2BGk+nfBXy1N6Pcmj5EOXzp+CQBkNAYAixw+7FQSZBEhs8md+bJkGpfmuxDMF8ZdwrcpcRzN6Z0IlL2x6JDqJJFw5vllyF+G/sl4DAAWkmOGZWpADhoicwV8VaxK9mHeYBcCxdHdtcvnfyrRgUkD27nAz3SpFHDttcCqVc4hPmQNBgCLvfQSsHmz80zmCvkrtZMGZ2Z64C+VL7rFO5nsxqTcDoTy3a61kRRobgbWrwdWrODKfksxABCOHXOCgIwMkNmFhFYm+jAr14Ng/vUVBf2BKlKNZ9Cc28OO33STJzsdvxzcw6F+qzEA0KtOnAAef9xZLCgVBsncGgJLk2nML/UgXhxAU/w4mjJ7ECjVdwcBKSbH88pQv9Tul6Eesh4DAL1Bby+waxewezcwwPouRpo2zanpsix5FP7tW53UJ6dMkVlkTl9O6Fu9Gpg5U3VryGMYAOiCBYX273fqCMg0AelNRnulL5CO/w19gaQ+eaEl9bF6lBnz+1de6Szs4yl99CYYAGjEJw9K//D000A+z4umk/Z2Z52XTPnKse0XVCo5owF79zqLQjgqoA8Z1l+wwLnblz38HOani2AAoFGRzn/fPuDZZ4EjR9g/eHlLt3T40vG3tY3xm2QywDPPOGGgo2OCW0gTprXVmdeXF7upiReWRowBgMZM+geZIpBAIFMEXDioVigEXHopsHIlMG/eBC/wlgAgQUACgbzwpP5UPun0ly51AgDRGDAA0ITo739tZEB2E5A7IhFntFc6fnnIr+tKpgSkcIRME8jRk7J2gNwhd/dDnb7M6xCNEwMATbieHuDAAeDQIeDoUaD4+i3nNE4tLcDChU6HP2uW4houp087QUACgSQ/DgNNHJnDl47+kkucF3vGjAn85kQMAFRnsqZMpgckDMhD+gv2EaMjQ/myal86fXl49nA22TMqYUAe8mIXxncOgZWSSafDl4fM43AFP9URRwDIVTJ9LIcSSf8gI8kydUCvFw47N3tydy8P+Vp+TysyVSDrBiT9DT24duCNZM5GXuShTt+z6Y5MxABASqXTzsixnFA49GzbNvTGxtc6e3lIwTYjK7R2d78+EHR2wrqiPPLiShWm6dOdhyzm43Y9UoQBgDzZT0gYkMepU04/YUJFQlmlLzd4smh76FkechiblSTpSYGJocfZs87zoAEliWXIRjp36fClo5dOX/ZjKl2wQfR6DACkTf0BCQZdXW989lJ/IZ287MGXqVzp2OXclaGOXhZx82ZvBCTtDQ8FstNA5opkuMhLw0PSycuKTHlIZz/8axnWIfI4BgDSXi7n9A8yxSwP6T/kWfqK4Q8JEVLeWKanh56Hvj53YaKM1kpnLp/xQ8/Dv25ocDp5eQx1+PIcjaq6CpaQLSVDYWD4s7zo8mey8HDoefjXshp1+IssSUzmWeQhd+XDn+VFlhdy6CEL8aSEojykYx96yAtOpDEGACI4fcNQGJDO38g5eNtfYAkBwzt+IssxABAREVmIMZiIiMhCDABEREQWYgAgIiKyEAMAERGRhRgAiIiILMQAQEREZCEGACIiIgsxABAREVmIAYCIiMhCDABEREQWYgAgIiKyEAMAERGRhRgAiIiILMQAQEarDj8DnoiIXhV87Uui+vqLv/gL/OIXv3jTP//nf/5n3HrrrWP+/jfeeCPWrFmDv//7v6/9+jvf+Q7C4TA+8pGPjPl7krk+9KEPYfv27a/7vVAohMmTJ+OGG27An/7pnyKVStX+nvjBD36gqKVE9cEAQK6aMmUKvv3tb5/3z+bMmTOu7y3ft7Gx8XWB4pOf/OS4vieZbfHixfjbv/3bV39dLBaxb98+fP3rX8dzzz2HH/7wh6/7cyKTMACQq+SOfOXKlXX7MCcaDQmM574fV69ejYGBAXzrW9/C3r176/Z+JVKNawDIU2S49bOf/Sw+9alP1T54f+/3fg/btm3DpZdeWns+9+8ODc8OTQHINIOQvz80KjD0dS6Xwxe+8AVs2LABS5curU03/Md//Ier/z7Sg7w/xMmTJ9/wPqtUKvi3f/s3bNy4sfb3brnlljdMDxw7dgyf+MQncNVVV2HFihV43/veh02bNrn+7yC6EI4AkOtKpdIbfi8QCMDn89W+vu+++3DnnXfiu9/9bu3Ddix+/OMf1z503/3ud+M973lP7fe+8pWvYMuWLfj85z9fm+fdvHkz/uEf/gFNTU1417veNc5/FZnkpZdeqj3PnDnzDX8mIfLnP/85Pv7xj2PVqlXYsWNH7b3V39+PP/qjP6q9Z+XPWltba++vYDCI73//+/iDP/iD2nt79uzZCv5FRG/EAECuOnHiBJYsWfKG3/+zP/szfOxjH3t1Idbf/d3f1aYLxLl3/iMxNGw7derUV7+WBV/r1q3D7bffXvu13J3FYjFMmjRpXP8m0nuXyPBA2tfXV3ufSPiUzn1oJGB4MPjJT36Cz3zmM6++X6+99tpaeP3Xf/1XfOADH6h9v8OHD+MP//APcd1119X+zvLly2ujUYVCweV/IdGbYwAg1xcByofruaSjHjJv3rxXO/+JJB3+j370I3R0dNQ+mOUhd2xkL7l7PzeQ+v1+rF27Fl/84hdfHZUasnXr1lpokOmm4cFBfi3v6127duGmm27C/Pnz8Td/8ze1EScJCDLt9Jd/+Zeu/buIRoIBgFwlHfuyZcsu+Hfi8XhdfvZf//Vf14LG3XffjS996Uu1h9zlyZDuZZddVpefSd4mnb+MNgnp7CORCNrb21+3m2S43t7e2vPQKNK5Tp8+Xfs+//mf/1kLBA8++CDuuuuu2qjWzTffXPtZsrWQyAsYAMjzhu7Czl0PICu1RxMWJHzIPKw8ZHHXo48+WqsVINMP99xzz4S3m7xP3j8XC6TDJZPJ2vP3vve98773pk2bVntua2urBUvZQnjgwAHcf//9+Pd//3c0NzdzWyF5BncBkOcN3Y3J0P3wudpDhw5d8L+TodwhsgNAVmvLndnQB/UHP/jB2p2chAGikbjyyitrzz09PbXgMPTo7u6u1Z2QEYKnnnqqNoXw9NNP18LrokWL8OlPfxoLFy7ke408hSMA5HmyjU+GZf/lX/6lFgaGFlxFo9GL3q3t3r27Ns8rH9wy3CsLsWQ4Vr6nLOiSyoQSDIhG+l6UHSoyvy8LWmWRoLyPvvGNb2DGjBm1YlayNqChoQGf+9zn8Md//Me1HSdPPvlkrbDQhz/8YV5o8gwGAPI82SIoRVlkq5WsvpYP1N/93d+trbQe2q51PrIPW4b4P/rRj+Lee++tLer65je/WRsFOHv2bG31v2wT/JM/+RNX/z2kt69+9au1ADq0oFTeR7fddlutdLC8V+Uh77F/+qd/wpe//OXa9kAJBvL+e+c736m6+USv8lV5WgoREZF1uAaAiIjIQgwAREREFmIAICIishADABERkYUYAIiIiCzEAEBERGQhBgAiIiILMQAQERFZiAGAiIjIQgwAREREFmIAICIishADABERkYUYAIiIiCzEAEBERAT7/H+1foSqfLBvgQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])\n", + "\n", + "diagram = venn2_unweighted([A, B],\n", + " set_labels = ('Fruits', 'Pies'),\n", + " set_colors=(\"blue\", \"red\"),\n", + " alpha=0.5)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])\n", + "\n", + "diagram = venn2_unweighted([A, B],\n", + " set_labels = ('Fruits', 'Pies'),\n", + " set_colors=(\"blue\", \"red\"),\n", + " alpha=0.5)\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", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv_visualization", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/02_activities/assignments/pirategraph.html b/02_activities/assignments/pirategraph.html new file mode 100644 index 000000000..fcba4a701 --- /dev/null +++ b/02_activities/assignments/pirategraph.html @@ -0,0 +1,3888 @@ + + + +
+
+ + \ No newline at end of file From b89acb6bb8a0fc3d0211f300c706f4a258365e63 Mon Sep 17 00:00:00 2001 From: Doga Tolgay <56132931+dtolgay@users.noreply.github.com> Date: Sun, 1 Feb 2026 17:17:32 -0500 Subject: [PATCH 08/10] Saved. --- 02_activities/assignments/29_01_2026_2.ipynb | 14 ++++++++++++-- 1 file changed, 12 insertions(+), 2 deletions(-) diff --git a/02_activities/assignments/29_01_2026_2.ipynb b/02_activities/assignments/29_01_2026_2.ipynb index b9174776e..89501e7df 100644 --- a/02_activities/assignments/29_01_2026_2.ipynb +++ b/02_activities/assignments/29_01_2026_2.ipynb @@ -2035,12 +2035,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\dtolg\\Desktop\\data_science_certificate_for_uoft_students\\visualization\\.venv_visualization\\Lib\\site-packages\\matplotlib_venn\\_util.py:32: UserWarning:\n", + "\n", + "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + "\n" + ] + }, { "data": { - "image/png": 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SQY4niqkRzvvbXW19fzTlDDM7DDJim1a5cuPRrJ1iAtCJ997j6ZPKzPv7quAKR80OhYzYLrhtEqKeANva7uR0NrmCo/NiAtBJLYls9Uv2NzuvBtkhbvajimjEiaNeqQfgnz/be/99YNMms6NIW/wfcA6yyc/f/sYtplVZ79+/odbsMMhgLU2Z3B9AFbJtq1zR0VmYAJzDm28CR46c6ytkJ25HHNPix1nhqaiaxoFoyyg1OwwyYn8AqQfgMd5nYQJwjiV/suaf7G92bg28rW1mh0Emkf6gyjmLUwEqqKzk0sBzYALQQTSq7/bHJX/2NyCrBX0b6swOg0zW2pyBWm4VrM7SwOPHzY4irTAB6OCtt4CaGvPeDDKGy5HAVA790wdqGjgVoAQZ8nn+eV7hdcAE4ANyhsTKlR2bhuxqZoBD/3SKjPgdd83kLoGqTAWsW2d2FGmDCcAHfwBkuSiP+LW/koww+gc59E9nrwpoyJ3MZlGB7Ose4nbfggnABxv+SPEf2X/Dn1muKlYD0zlVh4ZygyAVyO6A3ORFo3wC0NQEvPaa3hhkb5NyG5DZxKNC6dxiMQdOZM5h86hg61Zg926oTvkE4JVXeHy0CjJdMQxt4kE/1LlgYwBNOUPZTCp48UUgEoHKlE4A9u0DNm82OwoywoycWjijMTY2XVB1bBwLAlU5K+DNN6Eyp8orQl5+2ewoyAgFvgj6BOvZ2NQlrS0+NAbGsbVUsGoVUKduUbCyCcDGjcCJE2ZHQUaY5qtm4R91S03rCMSdHraa3cViwOuvQ1VKJgDhMPDGG2ZHQUYd9pPfGGRjU7dEwi7UBaay1VQpCKyshIqUTADeeQcIsk9QwiRH9QenwBN1T11wAKKeHDabKtXgCnKquOxPEgCyv5H+ELKams0Ogyy8LLAma7rZYZARDh8GduxQrq2dKu73L1MAZG9OJDA2ctLsMMjiGhpLEM4oNjsMMsKyZcqdE+BUbdUHt4FWZ9MfTyszPeoZ6Q9OeqaxGVVw4oRy68KVSgBkySf3+7c/nzOOIc081pF6RygYQEt2BZtTBW+8oVQnoUwCIEs9FUvulDXe3wBnJGp2GGQjNY6xZodARg0Tb9yoTFsrkwBI4Z9s/kP2n/sf2Kruxh6UGs0hP9oy+7B5VSCdhSK1AE5VKv/lxD+yv0sCQbjb1N7fm3qfdAe13vFsWhXU1ADbt0MFSiQAq1cDUY4IK2FopNbsEMimgo0FiHjzzQ6DjLBypRLtbPsEQJb8rV1rdhRkhOH+Jnhb2tjYlBIyKlyXOYGtq4IjR4ADB2B3tk8A1q/ncb+qGJXg1T+lVkOoFDF3FptZBStWwO5snQDIag457InU2PM/K8Rd/yi14jEH6rM5CqCEPXuA48dhZ7ZOAN5/H2hoMDsKMsJYFyv/yRj1zeWIO9xsbhWstHctgK0TAJu/d/SBIl8YecEQ24MMEY240BjgKIAS3rf3VaRtE4BDh/SdHcn+xmfI1b8a63YpPdS1VSABh9lhUKrF48CGDbZtZ9smADZ+z6gDtyOO4hDPdiZjhVs93B5YFRs32nZjIFsmAG1twLZtZkdBRhjtD8Gh0N7dlD4a3cPNDoGM0NCgFwTakC0TgC1beOSvKirijWaHQIoKhvIRd/rMDoOMsMGeQ8q2TABs+l7RGfK9EWRz6R+ZuCQw6B/F9lfBrl36nvI2Y7sEoKoKOHrU7CjICKMy5erfnnNzZA2N0YFmh0BGiMVseUqg7RIAXv2ro28bh//JXC1NWQj7Cvk2qOA9+50oZ6sEQA78kfl/sr+K7BZ4WsNmh0GKk/GnxszRZodBRqiuBg4etFVb2yoB2LGD+/6rYrjbvptzkLU0tvThngCqsNk0gK0SAC79U4PHGUdBiDv/UXqItLnRnD3Y7DDICDt36psD2YTTTsP/Nl2qSWcYncO1/5ReGl1DzQ6BjNDcbKtjgm2TAEjnH+aUsBL6JbjzH6WXpqZ8JOzz55Q6s3077MI2v7E2ek/oAlv/BiQLJ0ojsZiDWwOrYscO22wN7LTLEk3Zp4Hsb1B2Cxwx+8zBkX2E3APMDoGMEAwClZW2aGtbJAAyJdPSYnYUZIT+Lhb/UXpqai0yOwQyynZ7DDnbIgGwyXtBXVDYar/tOMkewm0ehDOKzQ6DjLDdHp2O5RMAmYqRKRmyv9KMNrjbImaHQXReTT4uB1RCXZ2+77zFWT4BOHIE4JJwNQz28eqf0lsoWmp2CGTkngAWZ/kEYP9+syMgo5REOf9P6a2lORsxV4bZYZAR9lu/87F8AmCjPRmoE1nuGLKaW9lGlPZTks1ZQ8wOg4xQWanvQGdhTqsv/zt0yOwoyAhDM5tss/aW7C3kKDc7BDJCNAocPmzptnZaff4/wpowJZQ5ufkPWUNzS67ZIZBRDlh7CNrSCYANpmCoi/xt3OiBrCEacSHiKzA7DDLCfmt3QpZOACyefFE35v89rTzogayjxdfP7BDICEesPQxt2QTABtMv1EX9M3n1T9bS6uCGQEqIWbsQzbIJgA0KMKmLSpys/idraYmwDkAZB6w7FG3ZBODgQbMjIKPkx5gAkLW0tWQg7nCbHQYZ4aB1OyPLJgDHjpkdARnBgQSyWpgAkLXIitW2LNYBKKGqyrJLlC2bANhgG2bqgtLMMBwyz0ZkMa3uPmaHQEYIh4HaWku2tSUTADn6t77e7CjICH29vPona2pJFJodAhnlmDWHpC2ZAPDqXx2FCa4AIGtqbck2OwQySpU1h6SZAFBaC0Q4AkDWFIm4EfHmmR0GGaGKCYBhLNrW1E0uRwJebgBEFhb2lZgdAhmhypqdEkcAKG0V+iKWra4lEmEnRwCUEArpN4uxXAIgm/+cPGl2FGSEAje3/yVrCyPH7BDIKMesVwhouQRAOv943OwoyAi5LuvusU0kInEWAirj+HFYjeUSAIsut6SL4AdHAMjawuEMs0Mgo9Rar3OyXALA9f/qyIoyASBri4bdSDhcZodBRqi33uY0TAAobWVY+JhNIiE1rBEfNwRSQj0TALYx9QqPMw5XmMc9kvWFPQVmh0BGaGiw3KoljgBQWir0ytW/tf4zEZ1L2MmjgZUQiwHBIKyECQClpQIv5//JHiLwmx0CGaXeWtMAlkoAmppke02zoyAj5Dr5RpM9hGNcCqiMeiYAbFvqsYwE5//JHmIxt9khkFHqmQCwbanHvIixFckWYlEuA1RGPROAlLHgVst0kTzc7pFsggmAQoIsAkyZFh4Nrwx3nCMAZA+yMizu9JkdBhmh1VrHl1uqCNBibUs94I4yASD7iLmzzA6BjNBqrU7KUglAW5vZEZBRXLKmlsgmmAAoos1anZSlEgCLJVd0kRxIwBnjkY9kHzFnptkhkBFardVJMQGgtJPhiltuS02izsSdPBVQCeGwpc6rZwJAaSfLxeF/spcYmAAoo9U6owBMACjtZLmZAJC9xLgKQB2tTADSsl0PHVqC1tYapIPnnrsc+/Y9k/Ln2bLlASxdehusJFOmAMhUx0PHsfjJxdq9nRn1Ou9a+md8f9Uq7eMHtmzBbUuXQmWXP/ccntm375xfG/Hkk1h9vOfvhzy+PM/5fH/Vqvb3pKdOi5kJQPoVWDY1HcHKld9ENMrNBNKdk6cAku042j/67MiReODSS02NJp2tuP56TCwqgmW1WWclgKU2qe5JbUWCRWWW4XSwAJDsK9vjMTuEtFacafEVE3HrjGBaIgFYvHgxbrrpZgCf1P69bNntiMcjuOKKP2n/3rPnL9i//1lMmPAdbNz4/1BXt03LuEtKpmL69HuQmVmC559foH2v3E+f/jMMHnwDDh9+DZs3/1IbHcjNHYaJE7+LkpJp2vfJsHlu7nAcPfomEokY5s37HZYsWYy5c3+H9evvQltbHQYPvhFDhtyM1au/j4aGfSgtnY5Zs+6Hx5PzQVxPYdu232vfW1AwFpMn/xB5eSPOen2JRBw7dvwRu3c/idbWkygsHH/a9z755AjMmHEftm9/BMHgARQWjsOMGT9HTk5/HD++GqtX/xtGjfo8tm59GOFwEP37L8S0affA5fJqPy9ttXr1HTh48AVkZhZj/PhvY8CAa7SvRSIhrF9/j/Y6I5EgsrPLtXYsL7/igs8tKiuXatMMjY174XL5UFY2F9Om3Q2PJ1v7vPyMtMeBA89rXx858rMYPfoLnT73mNHTU/wbZS/bTm7DYxsfw966vXDAgbElY/G16V/De8few6t7X8Xo4tF4afdLyPZm4+NjP44rh1yp/dwPlv4Al5Rcgo1VG7WfHVowFF+d9lWUB8rPeo5QOITfr/89VleuRqYnEzPLZ+IzEz4Dn9teO9y9sOsF/Hnzn3HPgnswOH8wDtYf1F73zpqdKM4qxnUjrsM1w65BW7QNn/r7p/CNGd/ArP6ztJ+NxqP49N8/je/O/i7G9xl/3hEAmQJYc+IEnliwQBum/vv+/ZjVpw/+uH07vC4X/nXCBGS4XPj5e+8hGIngY0OHap8T4VgM923ciOcPHND+PaesDD+cPBl5Ph8qQyEseP55bXRBvud4c7P2uD+fMUP7ujzX/+3di8nFxfjz7t3I9XrxlbFjcdOQIdpjybTEtJISfO2SS7R/Jx9v6XXXoTwnRxvm/tXs2fjNli042tSEBf364Vvjx+OO1auxqaYGYwoK8MtZs1CalaW9xn2NjdrreOnQIfTJysJ3J0zAgvKzf7c2VVfjM2+8gTsmTcJHhwzRnufxyy/H9NJSbQj/c6NG4R/792N7XR0GBwK4Z/p0jC0ouODrTfrFpk34065dWuL1xdGjcdvw4WfF8ECH9yRJnvurY8fihsGDtQvIh7ZuxZN79qA1GsWU4mL8eMoU9M0+ddLj2hMn8KM1a3D8mWdw2fz5uOuuu5Cbm6t9bdeuXbj77ruxadMmlJWV4VOf+hQ+8YlP6M/9wAPYvn07GhoasHv3bjz44IP4/ve/j6uvvhr/+Mc/UFRUhPz8fAwZMgQ//OEP25/vy1/+MkaOHIlvfvObsHUR4KWXXoo1a9a0d2Y1NRtRW7tF+1hUVa1Enz6zsXz5l1BWNhvXXPMC5s9/FKHQIa0DFlde+X/t99L51dXtwKpV38OYMf+Eq69+DhUVi/Hmm19AMHiw/Xn3738GM2f+J+bMeRBut/5Gb9/+e8yZ8xCmTr0bu3Y9gbff/irGjfsX7fmqqzdi796/at935MgybNnyICZP/hGuuurvKC6ejKVLP4VwuOGs1/f++7/F9u1/xKRJP8CiRX9HdnY/vPnm5xGNNnf4ngcwadIdWLToGS2h2Lz5V+1fa2k5gcOHX8Fll/0Bc+Y8gMOHX9USoqTq6ve0+6uuegZDh96Cd975TvvrlA44GNyP+fP/qLVbSckULVmIxcIXfO5g8BBWrvwGhg27FddeuwSzZ/8Kx4+/g717n27/WYlLOn5pg1GjPodNm/4fGhv3d/rc8Q7PTZ1rCjfh7uV3Y2LZRDx4zYO4c/6dOBY6hr9u038Pd9fuxr66fbhv4X24Zewt+K91/6UlBknyfdKB/XLRL1GYWYg737wTkdjZRzE/sPoBNEea8fOFP8cP5vxAe9zfrf+drd6elYdW4vFNj+OHc3+odf7Syd+5/E6MKh6F31z9G9w+8XY89f5TeGP/G1riM6N8Bt45/E77z2+q2gSX06UlYN3xXnU1DodC+OuiRbh24ED8ZO1aPL5rFx6eOxffnzgRf9i+Hdtqa9s7s/dra/HIZZfh8QULEIpE8I2VK097vP/atg2/mDULf1qwAFtqavDfO3a0f21Lba3Wkf5l4UKtc7tz3TqsOHasy7FK53/v9On43bx5eLWyEre89hpuGTYMTy1ciJMtLXhk+/b2732tslKbzHtm0SLcOHgwvr5iBfY0nP73b39jI7701lv42tixWud/LtI5S8f93NVXw+/x4D/Wr+/y6z3S1ISd9fX4y5VX4tvjxmlJ1cXUF/xp924t6bp/5kztsQozMvDZN95ApMPVviRVd0yejD/fey/279+Pn/3sZ9rnW1tb8YUvfAGTJ0/Gc889h+9973t46KGH8Oyzp/5GL126FB/60Ifw2GOPYdy4cdrnnn/+eTz66KO49957ce211+LVV19tH8kOBoNYsWKF9vmesEwCsG7dWu3F19ZuRU7OAHi9AdTWbtOunuUquE+fGRgz5p8xZsxXtKtT6XDLy69EQ8Nu7TF8voL2e7c7Azt2PKpdvVdUXAe/fyBGjPiUdvUqV+FJfftehuLiSdrVe5I8R37+SFRUfAg+XyEGDrxWSzrk+fr0mYnGRr2wZfv2P2DMmC+hX7/58PsrMG7cN7WO/cCB04tS5DXt2vUnjBv3DZSXL0Bu7hDtCtrhcJ32vSNG3K49fl7ecK0Tr619v/1rkgglRwzKyuZoN0mQkmQEZOrUnyAQGKJ1whLr3r16QiSjJFOn3oX8/FFanHKFHg7Xn1Ysef7njmvPO3TozcjJKUdZ2aUoLZ3V3ubC683DhAnf09pYRink38mfP99zN7WkR6GmFYRjYdw85mZ8bMzH0Cenj3a1L1fnhxoOaV+XEYFvzfwWBuYNxMIhCzFnwBy8sveV9p+f3HcyPjzyw+if2x9fmfYVNLY1aiMCHR0LHsPqI6vxrRnfQkVeBYYXDtdGCpbtX6YlIHYZRfnN6t/gX2f9K8aUjNE+t/zgcuT6cvHJcZ9EX39fTOs3TWvr53bq/y/nDpyLtUfWau+BWHFoBWb3n60lAWfqbFJL/gbIVfxAvx8fGzIELbGY1iGOzM/XOsVCn0+7mm6JRrWO6M6pUzGusBAj8vJw38yZ2pWrdHJJXx87Vvv6+KIiXFdRoXX6Hcch5GeG5+Vpj33tgAF4eu/eLrfTZ0aM0B53RmkpRuXna1fcVw8YoH18Zf/+WoeeJCMMd02diiG5uVoHLvP6f+tQ+Ffd2orPv/kmbh4yBJ8dNeq8z/mRQYNwRXk5BgUCuH3kSC0B6qiz1+tzuXDvjBkYlpuLjwwejOsGDsRTe/agu/6wfTu+O3GiNioxJBDQXldDOIy3OyRPklDN69sXYz+4UpcOPBQKafeFhYXalXpFRQUuv/xy7er98ccfb/9Zucq/5ZZbMGrUKGRkZLSPfI8YMUK7yr/yyitRW1uLDRs2aF97/fXXMWjQIAwbNgy2nwKYMmUKWlpatI7lxIm1KC6Wf5/AyZPr4XS64HA4UVQ0GYHAYOzc+T+oq9uOxsY9qKvbqXXg5yJD1vX1S7B3719O60j79DlVnCMd9pmSQ99CEomO3+NyZSAe1/8YNDTsxcaN/4lNm37R/vVYrA2NjfrQXZJ0tNLpybB/ktPp0ZIOeYwk6UCTZEg9OfpxKq4zvx5t/7d0sPKYp/49Rnv9YtCg61FZ+bp21S7JiyRYQqY9LvTc0mk7nV5t6qG+frf2/ki7V1R8uENc5dp7dOrns9tjO/9zx08bMqXzy8/Mx4LBC/CPnf/A/rr9ONx4WLuXq1ZR5i9DXkZe+/cPKxyGJbuXtP97VNGpP7xZniyto5PHGJA7oP3zlY2ViCfiuP0ft5/23PI5GW2QqQOr++3a3yIWj6E4u/i0172/fj9u/j+Zfjz1ml0O/fd5Qp8J8Lg82HBsA6b0nYJVlavwo3k/6vZzy9Vkltvd3mEJGXJPynC7EY7HtVECueL8+Guvnfbz8UQCB4JBjMnP1/4tiURSjsdz2lWqfE2eL2lsYSGe2n0qYb+Q/h3jcrnQr8MQuPxb4mx/7IICbUqj47/3dkgQZDQhGo9r0wOdqejk9Vzo9fbPzkZ+h+mA0QUF2jRIdzRFIqhqbsa3Vq6E03Hq71JrLIYD8nr66X3AJYWF+hcSCYwePRrRaBSHDh3Cvn37sGPHDkycOLH9Z2OxGFwd2qbfB4/RUcfPBQIBzJ07Fy+//LI2krBkyRJcc40+jWv7BMDr9WLy5Ck4cWINTp5cp3UwegKwTuuoZPhf/v3KKzeioGAM+vSZpV3dy9xyTc2mcz5mPB7DqFFf0DqhjqQTP/Xx2fObcmV++r/PPYgiccmQfmnpzNM+n6wP6Ow5kj+vd4S6jh34uSTn+zs8Qicxxtsf7913v6tNEQwa9GHt6l5qBF577WOnfff5nlumUV5//Rb063e5Nnw/cuRnsHPnY1342USnz80SwK6raa7Bt1/5NoYUDNE6JJnfX3d0nTZnLZKdVZJ0cs4Ovw9nXq1KByejBqf9TCKGbE827l90/1nPL9MGdnDbuNuwvXq7NkVy7xX3trfV+NLx+NKUL53zZ6TtZPpEpgE8To+WQHVMqDrqLJ11O51d+v7YB8O//3vFFe0JQ5J06vUfVJ97zvF47c/VoQPTHjMeP61TO9fzdeQ643vP97Pac50Rhzxex89c1revVnPwq82bcVX//ijokJh01NnrudDXz4xPkqVzfb/jHD8ryUkybvHr2bO1UYiOZJTjrLZxONqH6j0ej5YIzJw5Ez/+8Y/PG6evQ5Jyvs/JFMHPf/5zfO1rX8M777xzWj2AracAktMAkgDIPLsMYcvt5MkNqKpaoQ15V1a+Bq83VyvWGzHi01qHFAodbn8jHGf8IgQCg9DUVKld3SZvUkx47NhbvRKvPH5zc9Vpj791639p8Xfk9fqRkVGk1TUkyRW2XA3LY/QGuTrvqKZmszZaIkV4Uhg4e/YvccklX9eKB0/VKFy4Gz5w4B/aML4UPkodgBQISm1BV1ZcdPbccWYAXfZu5bvI8ebgx/N+jMUjFmvD11Whqvb3QD5uiZxa+rqndo82jJ8kowVJMpwvV/Qdvy76+fuhKdKkJQYyQiA3Gfb+n43/g8gZI1FWJfP5n534Wa19ZGpD9Av0w5HgEZRml7a/7p3VO/Hirhfbf27ewHlYf3S9NkVy6YBLz/o705vk6ls6Geno5apXbnLF+7MNG1DTxbXnB0Mh7Yo2SYbTZTpAeJ3O074mIw49IdMS0uF2fC6Ztki6vF8/fGLYMJRmZuI/N57+d7G3yGuQqZOkzTU1WiHhmTxnvHb5uPaDhCrg9WrTMCdbW9vbvSwrS4t5fzDY/jO7ktMwTic2b96sdf7lMnUxaJBWEyAfDxw4ULtt3LgRTzzxRLdei0wdNDY2anUBMjUwYMCpUTolEgAprJMr6KysUuTnj0Ys1qJNCUgCIHPLzc1HUVX1rtbxS/FfZeWr7UPybre+tKS+fgcikSaMGPEZHDz4EnbufFwrZtux43+06QMZ1u4NMm8uV8NSjCePL9MBshGRzPGf/b2fwebNv9Fenwz7r1nzI226IFmp31PSLuvW3a09thQcyioJueKW4XtpFykaDIUqcezY21i37i7tZ5Lt1hlp8/r6nVpCIYV9Gzbc+0Fx5oV/trPnPlcRGp2b3+tHdXO1VoAmnf3ftv1NSwqSHXNLtAUPrX1IG85+Zc8rWHl4Ja4ednX7z8s8t3R4hxsO44E1D2iV7uNK9SKkJKkPmFQ2Cfe/ez921+zG3tq9+PWqX2uJhSQfdlGSXYIbRt2gJTaSDF1WcZlWCJhsPxlZeWTDI8jN0Cu7hdRcSEGgtOGcgXM6efSeZ7XS2UvF/k/WrdMK2aSg7rvvvqt16uUdhuI70xyN4t/XrtWG4p/eswcvHz6MWz+YR5bpgCWHD2udpNxkiL6nna90klK/8PDWrdhaV3dWoZ/L6dTqH2QlhBRD9ra2eBzfW7UKuxsatLn/Vw4fxqdHnL0S65LCQuyor8eSQ4e0OoYfr1172ujBZ0aO1EYqlh05ok23/HDNGmw4efK0ZOKXmzfj3aoqbNy5E//xH/+Bj3/848jMzNTm8qUQUEYA9u7di+XLl+Oee+7R6gK6Q2oDFixYgP/+7//ucfGfpaYAxLBhQ5GRUahd+QuZVy4qmqjNn2dkFGDAgKtx8uRarFjxdS0LLyi4RCs+kwp2qWiX4j+p9JfNgMaP/442XD1z5n3aUrWNG+/TCgvlSlauaHvDwIHXoLW1Glu2/Ea7z80dirlzHz5ngiHFb9FoSOv45cpYXteCBU9or6s3lJXN09rplVc+otUszJnzsJZECVnl8N57P9dWNMgyPFkVsWXLr1Bbu10rGuzMiBG3acnEsmWf0aYypO3Gjv0KDh48dYXU2ZTF+Z77aPVOoFRfikSdk6vOrSe34t4V92q/98MKhuH2Cbfjyfef1JKAoqwiFGQWaNME+Rn5+PbMb2udVscr2Jf3vIyH6h7CmOIx+MllPzlnEZv83O/W/Q4/XPZD7euSEHxx8hdt9/bcOOpGLN23FH/e8mft9Ul7SKf/jSXfgN/nx7XDrsVHR3+0/fulzaXwb82RNYbUQsiqAKlkl4p6meueWlKC38+bp3WkXSFXrrLO/qOvvILijAz858yZ2rJAcfuIEdpV7CeXLtWuymVZnlToX6zxhYWobW3F9S+/rM3jS5wdawiSpLBOCgjvWrcOf71SX6LaW0bl5Wmv5eZXX9VqAX76wRLCM80sLdUKHH+8Zo3W8Uux4YmWUyNnnxs5Ek3RqPZ1WXkhj/Ho/PmnTQHIz9yxZg3q3n0XV197Lb7zne9on8/JycEjjzyCn/70p7j++uuRl5enLQH80pfOPbXUGZn3f+GFF3pl/l84EhbaIeenP9UPWyJ7G+kPYWLwiNlhWJ50ZJII/GHxH875ddkHQJas3XrJrYbHZif3v3O/VmzZWTvm5x5HSYM+tWAW2Qfgwfffx7LFi1P+XOdaV6+Mz30O6H+qWLw3Pf3009pSwj/9Sd8DR5kpAHGOOgmyodaYpX4tSVE7qndo9QBS/b9gUOcdnROc1lKGr/c7qoMHD+LFF1/Eww8/jJtuuqnXHtdSf2nPUyRKNtMSP3sImijdyPI/2TjotvG3oTRHn1I7Hxc4dKmMjN7vqCorK3HHHXdg0qRJuO6663rtcS01BfDoo7KznNlRUKr5PVF8KNK9tbpE6awssA2BxnMvSSab+cEPpEIaVsARAEo7zVGOAJC9OBPWOSGOekA297FI5y+YAFDaiSUcSHSxqpnIClyxU+d6kI35rFWoZqm/sqwBUEfMw1EAsg9X/NSSMrKxDGsVqjEBoLQU67BPNpHVuTqc7Ek2lsEEgG1LPRY5x2Y0RFYk+8k5mQCoIYMJQMpc4NAospEoawDIJpxuOWDJMoutSKFOylJTALmntuAmm4uccYodkVW5XKcfX0s2lmutTspSCUCHg6TI5tqYAJBNuNynTqMjm8uzVifltFpylcLTNimNhBIes0Mg6hVuV9eO6iUbyGMCkDJSGO73p+7xKX3URa2zmQZRZ7zOEBtIFXlMANi+1GPVYY4AkD14441mh0BGyWMCwPalHgtF3EhwLwCyAU+0zuwQyAjZ2YDHWhculqoBsGCCRT0Q9lnrPxPRuXjD1WwYFeRZr3NiAkBpq9nNOgCyNpc7zl0AVZHHBCDl8vNT/xyUHkIOjgCQtXm9PAVQGfnW65wsNwJQUmJ2BGSUYIIjAGRtHg8PAVJGifU6J6cV6yy4FFANtVGOAJC1eR1cAqiMPn1gNZZLACzaznQRasIcASBr88QazA6BjOB2A0VFlmtrJgCUtpqjLsQ9brPDILpo3mgtW0+V4X+n9bpT60XMEQClNFnseE2iJKczAV9LFRtEBX2sOSxtyQSgrMzsCMgotU4mAGRNGZktcIAnASqhzJqdktOqqy18PrOjICMcj2WyocmSMjz1ZodARunDEQDDyImApaXGPR+Zp7JZRgB4BCRZT2bshNkhkBEc1u2QLDkCYOERF+qmtrgT4UyuBiDryWitNDsEMkJBgez4ZMm2tmwCUF5udgRklEYvpwHIWjy+KNyRoNlhkBH697dsO1s2AaioMDsCMsrJBAsByVoyvOz8lVFh3c7IsgmA7AZowX0X6CIcDXMEgKwl08n1/8oYNAhWZdkEwOKJF3XDyVYP4m4X24wsIyNyzOwQyKglabm5lm1rSycAFk68qBsScKA5k9MAZA2yIVxGy1GzwyAjDLJ2J2TpBIAjAOqocWWZHQJRl2RkNcORiLG1VFBh7WFoSycAcjKgBU9gpIuwrzWb7UaWkO3i9r/KGMQRAFNZPAGjLqpq9SHq4/HAlP5yWveZHQIZobDQ8mfTW3oEQDABUEetj6MAlN68GRF4206aHQYZocL6V5+WTwAGDwZcLBBXwuE4EwBKb9m+GrNDIKMMHWr5trZ8AiCnxdogEaMu2NeUhYTL8r+yZGPZ0UNmh0BG8HiYAKSL0aPNjoCMEE04EcziagBKTy5XAlnNB8wOg4wwbJieBFicLS6nRo7UD2Qi+zvm4DQApaesrAYu/1PFqFGwA1skALIccMAAs6MgI+xpyeHxwJSWsh3c/EcJLhcwfDjswBYJgI0SMrqAxogbrZk+thOlFRmAzG7Za3YYZFTluc8ef4OYAJDlnORyQEozGdktcEdCZodBRhhln6tN2yQAch5D375mR0FG2NESYENTWgm4K80OgYw66GHECNu0tW0SAJslZtSJ6jYvmrN5RDClT5/gD201OwwywoABetGZTdgqAbjkEq4GUMUht3WP4CR7yc6phyvWYnYYZFQnYyO2SgDy8ix/NgN10bagn5sCUVrITbD4TwleLxOAdDdpktkRkBHa4k7U5ciSQCLzeLwxZAV38y1QwZgxehJgI7YaAUjWAXCzODXsjnIagMzlzzwOBxJ8G1QwyX5Xl0477tEwbpzZUZAR9jdl8ohgMlVu2za+AyooKQH694fd2C4BsGmiRueQgAPHMrkkkMyRmd0CbyuP/lXCxImwI6ddk7XycrOjICNsa5FpAB4EQcYLuA+z2VXgcgHjx8OObJkACI4CqKG2zYPmHO4JQMZyOhNc+6+KkSNtW1hm2wRg7FjbbNdMF7DLkcc2IkMFcqrhirWy1VUweTLsyrYJgKzW4CiAGnYEcxDJsNfyHEpfMuGU37bR7DDICKWl+uE/NmXbBEDMnKlP35D9iwH3+QrMDoMUkRNogLet2uwwyAizZtm6nW2dAAQCttu4ic5jc6MfMa+b7UMpVxDdzFZWQW6u7TsQWycAyQTOwSJx24smnKjMyjc7DLK5rJxmZDTz5D8lzJypn/RkY/Z+dR8sCRw2zOwoyAjvBXOR4JwPpVCBYzvbVwWZmUoUkdk+ARCXXmp2BGSElpgLVTncHphSIyOzDdnBXWxeFUybZrt9/5VNAOQIZxvu4kjnsLElj3M+lBL57j1sWRV4PHoCoAAlEgAxe7bZEZAR6sMe1Pi5PTD1Lo8vCn/wfTarCiZMALKzoQJlEoARI/QlnWR/m8JSDMjKT+o9+RkH4UCcTWp3LpdSV4vKJACyEuDyy82OgoxwvNWH2lw/G5t67eo/t3EDW1OVXf/y1NlZVJkEIDkKwFoANaxpKbL9Eh4yRpF3J5yJKJtbhbn/uXOhEuX+Qi5YYHYEZIS6sAdHA+pk8pQaGVlt8Ae3sHlVMGMGkJMDlSiXAFRUAEOHmh0FGWF1sABxN/eCpotX7NwIBxJsQhXW/c9WZ+5f2QRALFzIlWIqaI25sC+70OwwyKJy/EFkhfaZHQYZYe5cICNDubZWMgGQ1QATJ5odBRlhQ2MeTwqkiyoaLo6sYcupoKBAmXX/Z1IyARDz5yux0ZPyYgkHtnmLlG8H6p7cwEl4W0+w2VRwxRXKHhurbALg9ys55aOkbY1+tGRnmh0GWYTLlUBh82qzwyCjtokdPVrZtlY2ARCSABRyilgJGxLFZodAFpHvPwx3JGh2GJRqTidw7bVKt7PSCYDbrfz7r4xDzZmoC3CLYOqcxxtDfiPn/pU57rdU7e1hlU4AxODBwLhxZkdBRljRUsxlgdSpEt8mOOMRtpLd5ecDl10G1SmfAIhFi/RloGRvoYgbu7I5FUDn5g/UIye4k82jAhn693igOiYA0A9+kr0ByP7ea8hFc06W2WFQmnG54yhpWWF2GGSEMWO4G9wHmAB8QPYFGDgw+S+ys3eipTwngE5TnL2bhX8qkM1+rr7a7CjSBhOADht/fOhDyi4HVcrJVi8OBrj8g3TZOU0INLzH5lDlMBjF9vvvDBOADoqLgUsv7bS9yCZW1eejlXsDKE/W/JdGVnC/fxXIUbBTppgdRVphAnCOLaH79jXnzSDjxOHAOzFOBaiuKGcPPG21ZodBqebzAR/5CA+BOQMTgDPIFMCNN3KbYBUcb/XhAKcClB76z2tYZ3YYZASZ95c9/+k0TADOQXYHZJ2IOlMB3CZY0aH/8Ntmh0FGGDsWmDCBbX0OTAA6WRUgq0XI3hJwYHmkjBsEKaY0ezM84Tqzw6BUy8vTq7vpnJgAdOK664Dc3M6+g+ygLuzBxsw+shbE7FDIAPm5x+Fv3Ma2VmGv/xtu0Jf+0TkxAeiE/N7I748sESR72xnMwdHcfLPDoBTLzG5FceNytrMK5szRT/uj82ICcAGyORCXBqrh7YYi7hJo893+yiJvwpGImR0KpVp5OTBvHtv5ApgAdMH8+UwkVVka+EZbGWIet9mhUC+TQbw+mRs5768COdhFlnLJFAB1ii3UBfJ79LGPsR5ABY0RN9b7ylgPYDMFeUd50I8qf6xvukk/7Y8uiAlANw4MkiSAB0jZ395QFg7lcatgu8jKaUZhPZf8KeHKK/Uz3qlLmAB0g+wQuHhxd36CrOqd+gKE/Nlmh0E95PbEUNa2DA7E2ZZ2J2v9Z8wwOwpLYQLQTZdcAsyenZo3g9Jrf4BlLWWI+nhmuFXJ6p0y71qe8qdK0R/X+3cbE4CLcMUVwLBhF/OTZCVNURfedJRzkyCrFv35tyKrab/ZoVCq+f36/KybxbvdxQTgIq8spMi0qOhifpqsdnTwKl8/VhRbTFHeQQQaN5sdBqWadPof/7ieBFC3MQHowSZB8nsnK07I3g42ZWJTDncKtIq83JMoqH/H7DDIqO1a+/VjW18kJgA9ICMAt97KlQEq2Nbox97cYrPDoAvI8QdR0rCM7aSChQuB8ePNjsLSmAD0UP/+wM0368cIk72tacjHMW4XnNbb/JY1vcKKfxVIJTarsXuMCUAvkILA66/nmQEqWN5QjIYA5xvTjdcXRd/wa3DGI2aHQqk2aZJ+9U89xgSgF5cHXn11bz0apfPywFeDfdCcnWV2KNRhj/9+eAPuSIhtYnejRnG5Xy9iAtCLpk0DLrusNx+R0lE04cRrbX0RzvSZHYrynK4E+nnfhbetWvm2sL1Bg7jHfy9jAtDLJAGQRIDsrTnqwivRciYBJnK5EijPWIXM5kNmhkFGbcMqy6641r9XMQFIAZkKYHGq/YUibrwc6Y+2zAyzQ1Gy8+/neweZTQfMDoVSrbgY+MQnAB9H3HqbI5FIJHr9UQnSqs8/D2zYwMawuyx3DFd5K+FrbjU7FIU6/5XIbD5sdiiUan36ALfdpp/GRr2OCUCKk4CXXwZWr07ls1A6yHTFcJWvEhlMAlJe8FfuXYGM5iOpfSJKj/39P/lJfdc1SgkmAAZYuhR4m6eR2l6GJAEZR5DZ1GJ2KPbt/D1vI6PlqNmhUKpVVOi7rHm9bOsUYgJgkLfeApZxgzLbYxKQGm5PHOXut+BrOZaiZ6C0MXSofriPhydxphoTAAOtWqVPCZC9+ZxxXJV1BFmhZrNDsQW3J4Zy13L4Wo+bHQql2siRwE03cWtVgzABMNj69cALL+j1AWRfHmcci7KPwR/k5jQ9akdfFOWO5fC2nui194bSeDe1j3yEJ28aiAmACbZtA/7+dyDCXUttzYEELss9iT4NdWaHYkmZ2S3o1/YaXNEms0OhVJs5E7jySu6nbjAmACY5ehR48kkgGDQrAjLKlNx6DGs8wWGfbggE6lAafB3ORDR1bwyZz+kErr0WmDzZ7EiUxATARA0NehJQVWVmFGSE4f4mTGo+Bkcsxga/gKK8wyisX8F2sjtZ3idHqQ4ebHYkymICYLJwGPjb34CdO82OhFKtT2Yb5sSPwN3GuZ/zXQyW5mxFoHEzfxntrqBAX+ZXVGR2JEpjApAGpCDw1VeBd981OxJKtRxPFAu9R5HBvQLOWubX17sKmU0H+UtodwMH6sv8sniiptmYAKTZCoEXXwTicbMjoVRyO+JY6K9CXiMLQIQvI4y+iTfhbavhL57dySEpixdzmV+aYAKQZg4eBP76VxYHqrBCYFZeLQY01ChdHJjjD6JP81K4Ytw90dZcLmDhQmDGDLMjoQ6YAKShpiZ9meCePWZHQqk2KLsZUyNVcIUjys33F/n3Ir9hjdmhUKrl5+ub+8iRvpRWmACkKbkoXLlS3z6YUwL2P01wfmYVAopsGuTNiKDM8Q739FfB6NH6kD8P9ElLTADS3OHD+pSALBkke5saqMPQULWtM77c3FqUBN+EM95mdiiUSm43sGgRMHUq2zmNMQGwgJYW4NlnuVRQBX0zWzErcQye1jDsxOVKoCR7OwKNm8wOhVKtsFAf8u/Th22d5pgAWIgsE3z9dYB7ydj/MKHL/CdQYJNhn4ysNpTF3oK3rdrsUMiI/fyvu47H+FoEEwCLOXFCHw2QrYTJ3sYHGjGq6YRldw90AMjLrUJx41twJKz5GqiLsrP1LX1lzp8sgwmABckUsRQIvvkmRwPsLs8bweyMkwhYbM8AX2YYpc71yGw6YHYolGpjxuidPzf2sRwmABYfDXjuOaCy0uxIKNVG+kMY13Yi7ZcLyvK+gsBBFDSs5lW/3eXkANdcw6t+C2MCYIPlgmvWAEuX6ucKkL1rA2b7q1HaUC/vPNJNdk4TSiLvcK7f7hwOYNIkfWMfLu+zNCYANiH1YrKN8K5dZkdCqVae1YppOA5fc2taNLbLHUdJ1g5W+KtS4S9FfhUVZkdCvYAJgM1IAiAHC1Wz4NrWnEhgam4dBoVq4IiZt29AbqAGxc0r4Yo2mRYDGUCu9OfOBaZP5z7+NsIEwIakaHzdOr1IUPYQIPsq8EUw03vC8F0E5QCfEvd7yArtM/R5yYSijsmTgfnzWeRnQ0wAbEw6/+XLgbVruVrA7gZmt2ACqpHV1JzS5/H4oijM2I1AwybtQCOysaFD9d38iovNjoRShAmAAmpq9GmBnTvNjoRSbYQ/hDHRGvhaerc+wO2JoyDrAHIb18OZiPbqY1OakQ5fOn5JAMjWmAAoZN8+fSdBbiJkb3JlfkkgiBFtNXC3hXu8hW+evxL5wXVwxdKj6JBSxO/X5/llyF+G/sn2mAAoSI4ZlqkBOWiI7MvlSGBioAGDm2vginTvql3+/uf6q1DYtIYFfnaXmwtceikwcaJ+iA8pgwmAwvbvB956S78n+/I449pJg/1DdXBGYxdc4h0I1KKwdS08bbWGxUgmyM8H5swBxo9nZb+imAAQDh3SEwEZGSB7byQ0wd+AAa11cLedvqOg05VAbs4J5LduZMdvd0VFescvB/dwqF9pTACo3ZEjwNtv68WCssMg2XcPgbGBIIZG65AdaUJediXyQhvhiqZ2BQGZTI7nlaF+2btfhnpIeUwA6Cz19cD69cCGDUAT93expb599T1dLgkchHPNKj3rk1OmyF5kTl9O6Js6Fejf3+xoKM0wAaBONxTatk3fR0CmCcjaZLRX+gLp+M/qCyTrkzdasj7uHmWP+f0pU/TCPp7SR+fBBIC6fPKg9A+bNwNtbWw0Kykr0+u8ZMpXjm3vVDSqjwZs2qQXhXBUwDpkWH/YMP1qX9bwc5ifLoAJAHWLdP5btwLvvw8cOMD+IZ2XdEuHLx1/aelFPkgoBGzZoicDVVW9HCH1mpISfV5f3uy8PDYsdRkTALpo0j/IFIEkBDJFwMJBc3k8wIgRwIQJwODBvVzgLQmAJAKSEMgbT+afyied/tixegJAdBGYAFCvaGw8NTIgqwnIGD6fPtorHb/c5N8pJVMCsnGETBPI0ZNSO0DGkKv7ZKcv8zpEPcQEgHpdXR2wYwewdy9w8CAQOX3JOfVQQQEwfLje4Q8YYPIeLseP64mAJASS+XEYqPfIHL509EOG6G92eXkvPjgREwBKMakpk+kBSQbkJv0F+4jukaF8qdqXTl9uaXs4m6wZlWRAbvJmh3t2DoGSAgG9w5ebzOOwgp9SiCMAZCiZPpZDiaR/kJFkmTqg03m9+sWeXN3LTT6Wz1mKTBVI3YBkf8kbawfOJnM28iYnO/20ze7IjpgAkKmCQX3kWE4oTN6rtgw9J+dUZy832bDNlju01taenhBUV0O5TXnkzZVdmPr1029SzMflemQSJgCUlv2EJANyO3ZM7yfssCOhVOnLBZ4UbSfv5SaHsSlJMj3ZYCJ5O3lSv2+2wZbEMmQjnbt0+NLRS6cv6zFNLdggOh0TALLM/gOSGNTUnH2fTv2FdPKyBl+mcqVjl3NXkh29FHHzYq8LJNvrmBTISgOZK5LhonQaHpJOXioy5SadfcePZViHKM0xASDLa23V+weZYpab9B9yL31Fx5skEbK9sUxPJ++TH59ZmCijtdKZy9/45H3HjzMy9E5ebskOX+4zM81qBUXIkpJkMtDxXt50+ZoUHibvO34s1agd32TJxGSeRW5yVd7xXt5keSOTNynEky0U5SYde/ImbziRhTEBIILeNySTAen8bTkHr/obLElAx46fSHFMAIiIiBTENJiIiEhBTACIiIgUxASAiIhIQUwAiIiIFMQEgIiISEFMAIiIiBTEBICIiEhBTACIiIgUxASAiIhIQUwAiIiIFMQEgIiISEFMAIiIiBTEBICIiEhBTADI1hIdz4AnIqJ27lMfEqXW97//ffz9738/79d//etf46qrrrrox7/88ssxbdo03Hvvvdq/H3roIXi9Xnz+85+/6Mck+7rtttuwZs2a0z7n8XhQVFSE+fPn45vf/CZyc3O17xNPPPGESZESpQYTADJUcXExHnzwwXN+raKiokePLY+bk5NzWkLx1a9+tUePSfY2evRo/Pu//3v7vyORCLZu3Ypf/OIX2L59O5588snTvk5kJ0wAyFByRT5hwoSU/TEn6g5JGM/8fZw6dSqamprwm9/8Bps2bUrZ7yuR2VgDQGlFhlu/853v4Otf/7r2h/f222/H6tWrMWLECO3+zO9NDs8mpwBkmkHI9ydHBZIft7a24ic/+Qnmzp2LsWPHatMNjz76qKGvj6xBfj/E0aNHz/o9i8fj+P3vf4+FCxdq37do0aKzpgcOHTqEL3/5y5g+fTrGjx+Pj33sY1i+fLnhr4OoMxwBIMNFo9GzPudyueBwOLSPlyxZgsWLF+Phhx/W/thejL/85S/aH92PfvSjuOmmm7TP/fSnP8WKFSvwve99T5vnfeutt3DfffchLy8PN954Yw9fFdnJ/v37tfv+/fuf9TVJIp955hl86UtfwsSJE7F27Vrtd6uxsRFf+cpXtN9Z+VpJSYn2++V2u/H444/jn/7pn7Tf7YEDB5rwiojOxgSADHXkyBGMGTPmrM//y7/8C774xS+2F2Ldeeed2nSBOPPKvyuSw7Z9+vRp/1gKvmbPno1rr71W+7dcnWVlZaGwsLBHr4msvUqkY0La0NCg/Z5I8imde3IkoGNi8PTTT+Pb3/52++/rpZdeqiWvv/vd73Drrbdqj7dv3z788z//M+bNm6d9z7hx47TRqHA4bPArJDo/JgBkeBGg/HE9k3TUSYMHD27v/HuTdPhPPfUUqqqqtD/McpMrNlKXXL2fmZA6nU7MmjULd911V/uoVNKqVau0pEGmmzomDvJv+b1ev349FixYgKFDh+JHP/qRNuIkCYJMO/3bv/2bYa+LqCuYAJChpGO/5JJLOv2e7OzslDz3HXfcoSUazz33HO6++27tJld5MqQ7cuTIlDwnpTfp/GW0SUhn7/P5UFZWdtpqko7q6+u1++Qo0pmOHz+uPc4f//hHLSF47bXX8Oyzz2qjWldccYX2XLK0kCgdMAGgtJe8CjuzHkAqtbuTLEjyIfOwcpPirjfeeEPbK0CmH1588cVej5vSn/z+XCgh7SgQCGj3jz322Dl/9/r27avdl5aWaomlLCHcsWMHXn75ZTzyyCPIz8/nskJKG1wFQGkveTUmQ/cd52r37t3b6c/JUG6SrACQam25Mkv+of7EJz6hXclJMkDUFVOmTNHu6+rqtMQheautrdX2nZARgvfee0+bQti8ebOWvI4aNQrf+ta3MHz4cP6uUVrhCAClPVnGJ8Oyv/3tb7VkIFlwlZmZecGrtQ0bNmjzvPKHW4Z7pRBLhmPlMaWgS3YmlMSAqKu/i7JCReb3paBVigTl9+iXv/wlysvLtc2spDYgIyMD3/3ud/G1r31NW3HyzjvvaBsLfepTn2JDU9pgAkBpT5YIyqYsstRKqq/lD+qnP/1prdI6uVzrXGQdtgzxf+ELX8BLL72kFXX96le/0kYBTp48qVX/yzLBb3zjG4a+HrK2n/3sZ1oCmiwold+ja665Rts6WH5X5Sa/Y/fffz/uuecebXmgJAby+3fDDTeYHT5RO0eCp6UQEREphzUARERECmICQEREpCAmAERERApiAkBERKQgJgBEREQKYgJARESkICYARERECmICQEREpCAmAERERApiAkBERKQgJgBEREQKYgJARESkICYARERECmICQEREBPX8fzP93KJwH6izAAAAAElFTkSuQmCC", + "image/png": 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" ] From 85f4f7436b470c7c60611a4f95bd91bf8de3c95f Mon Sep 17 00:00:00 2001 From: Doga Tolgay <56132931+dtolgay@users.noreply.github.com> Date: Sun, 1 Feb 2026 17:23:24 -0500 Subject: [PATCH 09/10] Changed the file location --- .../participation/27_01_2026__2.ipynb | 30 +- .../{ => participation}/29_01_2026_1.ipynb | 0 .../{ => participation}/29_01_2026_2.ipynb | 851 +--- .../participation/pirategraph.html | 3888 +++++++++++++++++ 4 files changed, 3914 insertions(+), 855 deletions(-) rename 02_activities/assignments/{ => participation}/29_01_2026_1.ipynb (100%) rename 02_activities/assignments/{ => participation}/29_01_2026_2.ipynb (72%) create mode 100644 02_activities/assignments/participation/pirategraph.html diff --git a/02_activities/assignments/participation/27_01_2026__2.ipynb b/02_activities/assignments/participation/27_01_2026__2.ipynb index a5c4f34b4..942998edd 100644 --- a/02_activities/assignments/participation/27_01_2026__2.ipynb +++ b/02_activities/assignments/participation/27_01_2026__2.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -29,14 +29,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_8280\\123520980.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + "C:\\Users\\dtolg\\AppData\\Local\\Temp\\ipykernel_14184\\123520980.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -97,7 +97,7 @@ "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -135,7 +135,7 @@ "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, @@ -165,16 +165,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 9, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, @@ -203,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -212,7 +212,7 @@ "" ] }, - "execution_count": 11, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, @@ -239,7 +239,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -248,7 +248,7 @@ "" ] }, - "execution_count": 13, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, diff --git a/02_activities/assignments/29_01_2026_1.ipynb b/02_activities/assignments/participation/29_01_2026_1.ipynb similarity index 100% rename from 02_activities/assignments/29_01_2026_1.ipynb rename to 02_activities/assignments/participation/29_01_2026_1.ipynb diff --git a/02_activities/assignments/29_01_2026_2.ipynb b/02_activities/assignments/participation/29_01_2026_2.ipynb similarity index 72% rename from 02_activities/assignments/29_01_2026_2.ipynb rename to 02_activities/assignments/participation/29_01_2026_2.ipynb index 89501e7df..02a03b697 100644 --- a/02_activities/assignments/29_01_2026_2.ipynb +++ b/02_activities/assignments/participation/29_01_2026_2.ipynb @@ -189,7 +189,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -261,828 +261,9 @@ }, { "cell_type": 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"baxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "bgcolor": "#E5ECF6", - "caxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - } - }, - "title": { - "x": 0.05 - }, - "xaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - }, - "yaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - } - } - }, - "title": { - "text": "Pirate Scores" - }, - "xaxis": { - "title": { - "text": "Pirates" - } - }, - "yaxis": { - "title": { - "text": "Score" - } - } - } - } - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": 11, + "metadata": {}, + "outputs": [], "source": [ "graph = go.Figure()\n", "graph.add_trace(go.Bar(x=x1, y=y1))\n", @@ -1103,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1956,7 +1137,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1965,13 +1146,13 @@ "(np.float64(-0.5), np.float64(399.5), np.float64(199.5), np.float64(-0.5))" ] }, - "execution_count": 25, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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jI1AjS6/J9ZjZYZaI1V3qlpT0ePcYmg42oWJzJVzFLpjtZnEeaOkR2KxtR8NRAV8umgRAngffFwlFBdjl/H1OVGyqgL3AjnPPnEPznRtkIei/2IfRzlF4Kryo21Mn19/ptmI2HIHZapJ6vdGgR1lFITyFDikfnD1xTRYCRrxOl032y5R0cVkBLg9PyXcnxxaL4/z5i/jhD3+CM2fOCUjR0XI67Th06HZ86lOPYf/+21Yd8X7963+L7u4e/OqvfgH3338P/P4Afvu3/w0uXryCP//zr+CTn/w4AoEAfvazn+MrX/kzvP76cwKCzz33Il588RW0trZjenpatlVYWICPfexhfO5zn0J5eRnC4bB87mtf+yZ+7de+iC9/+TcW3IME57/92+/IOf31X/+5pM8Jti0tbXjqqWfx2mtvYnh4GLOzETgcdtTX1+I3fuNXcPvt++ByOXNGworVAcViR2KwA4aqpjnHLumfRLyvBWokLFEyF1pj43bEOi7AWLcZinNhiYmR4cjlPhz76vOShmbEW7ShErUHN6B0aw3sRW6pOTI1Pd42iMmuERTUl8BTXbTkuCL+sADY6W++ikhwFt7aImz55O2o3LsODpZ+YnEB8c7XL+HKz06g/902uVbcZ+WedXP3aqZ1vHYRjfdtw44v3Cnp4avPvItT33hVUsnnJgKo2r8e2z5zSFLbna9fxNt/9ixC435JXRO0GUnPOQgDkzj6Z8+g90QrjDYz6u7YhPq7N6O4uRImu1mAvv90By7+6CgmOoZw+ckTkobf/Sv3yPvTzkg8lpDyDR3vsvVl8gyRL8Jnh+8Rx16nQE2akFS2wFC8QzJmtMTkS0iM/ABq+Mqy9y0BWDJLJoOUeZhqdrptKac2CL1BJ7/jvmrWl6Hz6oBEzpt318PmsKCqoURqxTtuXy8RMmu/fZ2jcnz8HD/P7fOZ/YdmNwWEpY4auAy179uA/zJAECTBSWeRKBjRMS2yJADTTMVQHJuBhB+Y7QH0Nigmh+Z9GT2SIobBATXUBTU+BcwOQPVfhHrtDxbu17VLts2oeyWm890DmMsA5vvNJVAY1TJyRe3KztN7m5YeV0xyPorRB0j6ukqieC2HwZtCp+0DidzHopsH3bXUbgjAy75nUSSdaT0n2zHeNYrKHXWS0l5sjtvvRvjiGYQvnoPBUwDHgTtuWBSctnW3N8FXW4QzT53GqSdP492fvAsPHYjH92DHoztR0rgwzdRypAUXX7wopCummRn5JmIJDXwXRTfeci8a9jfi7W+9Je8lqDMyJgGt/rYGAWravY/cpjlEzJSkPsvT5ILE76VxY5V8V4utqq4YFTVFc6+xXswomFHjhz/8ADZsWC/b+MEPnsBPfvIziVarq6sk4lyNMXLt6+sXQCTgE4Tb2jphMpkwNDSE0dExRCJaxFpY6JWIOZGI49KlyxKZ/tIv/YIALo/tb//2u/gv/+WPUFlZiYceekDAesOGZnmdYPylL/3aguwLAfz06XOoqqoUYGV0G4vF8NWvfg1Hj57A4cO343d+57fkOjEKP3LkHVgsZpjN82WEJZaIITHUAZ2vEsZ1uxa+FouI00cwVgOT0BeUI9Z5UX6fzeiAHfuLn2Oml5ktFes/vAs7v3gXCteVLXlv7aENea/zwKl2dLx6QUo5zrICPPiVL0ptNTMadZYXoHhTtdSF3/7fT6PvRCu636qVTBRrzYvN7LKh9vBG1BzcIBEfU8MXfvg2ooFZcSQb792K+ru2CBDRYSZwsj483TMmETS0ChHCkwH0vHMVXW9p4LfnV++VlLU7VUKi2Us8KN5cLdH7sf/7c3FO+k62omJ3Par3ayWzgasDQoScGpqGu8SF0GRIskMs85DsOBuMwFPqFuc1OBGEfzwgjnJ1hoO/Uiur9uFz//wB+XfNunknP0nnWVUXgOe+ezZj9+GNrExI5Ez78GcOCGCz1MPnsaLWJ8+pfDb1nk/+5j34h2g3Jx1tLoNS/hkoBXdoYDnwPaijz0NX/ulUShd5wYYer6SRU//T/r3ovSYf9Nu+paWO09vhv5nHX6npWb8xLAKTpampnEYnQTGlPp/+0T6vK3kYyaEfI3ntP0IxerV6cOUXtWNcfL6LrsNqQXil78/3PtaOK3bUplJFS9+XDPqRDIWgxmKIjY8CLZckTX2jTPapg9RxD/zi7dj18d0YahnE2WfPyU9wKog7fu1O+Gp8smC98+13cPwHx1DSUIIDn78dRXU+qYEHJwL4+he+vsRBYIS9/tB6HP32O7j04kXgvs0YuDIIm8cmTOrMc07jTuYW0q+nQXbxNZKoIQOcCV5kO7PNiCloRow0poz/3b/7zwKk7e0dqwZhgiqBkGljpn4vXbqCyspyeL1eTE5OC7gSnMfHJ7B+fZOWBjQY8Pu//6/l9zwWpveYQuaxPPbY5wSg9+3bA6/Xg8bGejlmRtzHjp3Arl07YLVaEY1G0draJpHuY499dC69PDExibGxCTmPhx9+EAcP7p/LBDDad7td4iDkNL0R+qpmGOu3aunk4W4khroQH+yAOjOOZDjAlRo6hxf60hoEn/lr2B75kqSlMy0+G8VE2xCGLvRI7ZdA03DvVolgFWbW5taT5Y0AyOhz6GK31GLr7tw0B8CLv3emntc/tAuXnzohEW3f8VaUbavNCsJ0blke4jZIxDRYjfDWFGP0ap9koJhOJgBLychkhKPELVEs08qJ2Hz9lallRtWyzZoiIW/RIcj23Nbc3oyWZ09hvG0IM33jGDzbJdeGPmr/5QHU76mDuW1YCI52rx21u2px8aVLUqfe/vB2DLUOoe2olu5mZ8JI2+iaQDjX2qNLAeji1w3Ghb/n9TKlIvD5Z1H+9w++ZenmgHCCD84sYKuXVC+MXiR7vwE1MizkJRgLgNgpqIGrQtYSYlOoVauxmkuBcO/iJXD+XzqzFkUbvULMUnz3SARLEpcQwDJZbIy8SbrKkk5OveH6ojmthyXrS0LYMhZAR0KXe6+kvoV4torF4L00ptHy8QlDF88gGQzBUFQMNRa94eloWrpebXPb5IEnQDJV/PP/+XNJG493jwsIM9JlGxOBbuO9m7D+8HpJZydjSalvaenqhc4UnYuCygKpL7e82SL7YXsSW58qNi7s015TJiKLI8WULH8yrbGxAT6fT1LK09Mzq94Pa6xMYTMSDgZDuHDhkgAnf8/aM9PejMIJwps2bZg7Fp9vYXbDZrNi48YNArDpmjWtrKwEe/fuwt///Q/x4x8/iaamdfIeRsEXLzKaduK+++6ZO19Gz42NdXjppdfwzW9+R2rP+/fvRV1drby2nBnrtjDcgWK2Cdjqiyphveez0Ll8UItrND4JTVWhhgPQl9RAZ3dz9V6wHWY0hi+x/Y5EUKB8Zz18TeXQxYeh+gehOEnotAHxoOYIM1Mlz69e44UYXQta//wDk4gGIvDWuVGxuyErANPoeBGICbz+gQlMdA5jpn9CIrzFbGmmoNPkQm6LLXUkd/HfNp9TXst09tLESRLE0lwD3ttkQA9f7BHALmquFPDOlv6W62szC9eDxDN+bopZgtSKymdiuH0E08Mzsi1mkoZahyU1zbQ9s0W8luRnMFJlmtpb6cWNNCVXILaCwOQfOvjeZGJWL9SJt4WlnCZGKfYmLWWrtwGuLVCjw0gO/kgDStZpjd5UytqcAuEcRpC11UBX+hjU6XelRpyORBXXDiiFh1Pv00Hx7II68pzUezH+iqS8db47lz18IYeNvqAxvKffleNLIgHF1gSl4MDKom06IZERjVAWHZfrQIdEKX4EMLqXBWMy/Ua7RtFzrhej3eMITdEbTszVQ7PZtg9tQd2uWtg9C4khwqRMJNF/aQB9VwYw0TchrGOmc/igFVR4UbOtCiWNxTnJGQLAbg8Ui0WIWYpeL8xpuqM34mGYGZ3B4NVB6WsuqC4UEOYxj7SNyLnTSydhK21cdGKzMTkPvs40GslYTE+TuLHYOeIiw21sfXArnvmjZ3HppUtCPitZVwqr25rzuNTwDJKTA1DDfui85VA8pVAWAUDWz6mqpITPnj2Pq1evYWxsXGqurAufOPGu1GOZkl6tMep1uVzo7x+QVDeBkREv66+s+zISJuFqcnJSIt30sVy+fBXnzl0U8J+aIuhG5Hj8fr+Qu3gv0BgpM6plZPzccy/jl3/5FyVCZn27r29AQLm5eV48hu//xCc+BrfbLef6ve/9EM8++zw2bmzGvffehc2bNwhw5zKdc35R53VVrE7orBnvT93vanQWiUQM5h33QDEtZCCniUps0SF3gQhD1jLZwSSJYvoy1Oikxu2ITEAx+wCL1nUhoGywQ3Fv0Ji9iiJ12NnpoOybwMhoNaeRu6HTwVtfIh0KsyPTws4mQWwx45ocDl0mB0DR7mNuw2g1L2xDSm1Xzj2VdpXzjMYxOxWUffB3460DOPp/ns3ZYkVj9EvnhDXzyHRobt+MetnOROdUQN9M4hpQXF8k64/ZYUH5hnJJT8v1pmNZkJ39vFZT41NQZ7uQDLcDsRGoybCs8YreCcVUAcW2Djpz9YqDFzXSL9tSI71AfBIqeUEsFxo80FnY/dIs/5Zc9/UeeyKE5MxRqKGLEnQJR8ixCzrrysqhNxeECVKMVoUEpdPqugRYKy+mTiJkXdH9UKfehRr3Q2F7j2uLFhWTSUyFKoIzv4ySjwKWckAxCjlLQNpIMHsQmHwHamRU6PIEd4XgNqfEqYPi2i59wsJelnQnPUsdYPBAqfolLSLPrGMX3i214fnUtlVjXAs7064xvVnjJaGr7HEo1rr5czYXa8dkrtAEQkKdUusW71vRiGnq9Bkt2nfvhmLIDeSz/llcO9qGi69cRveZHkwMTMkDlEyoiIQic4QjmhAd3FYBqOqtVajeunBhJ5AFJ0O4+PIlXHunTVJQk4NTCPtn5eGm18u6T+WmCqy/fR3WH1wn7TyL657m2noYPF4k/Oy71kNnd9xQ2j5blAi41460iGPABYGLUGgqCLvXhvWHmuCr0aI5LlxbHtiCk0+cROvb16SuxWZ/sG3EbkZRfVHWyMBkN0n9l9vjZ7Y9tA2lTaVZ+zvTpgYmkBxqhRoNQ40EYHAws7N8BoWp5ueffxlHjx6XSNJut0vkThaypCPzOFP5jFE0o9rOzi75uXq1Req5BMef/exZSXM7HA4BWTKYaQT9H/3opxIlE6AtFovU0Uwms6SoFx8L2dIf+tB9+NGPnsSpU2cEYC9cuCz13717d8r208ZzYW9zcXERNm/eKGBNp+Oll16V9PUXv/gLEllnfmZVlr7OBgN0zkLoLHQws5RLSLiaCgiIsNbKViGCIiJKSiVvEgj3aa2JyYgGxCLa06ZpCDgbAb0m0hILzko6lkZgNLusyxwj09J2ea+QA0MRxMKRJcDI19OkyNTH5iNfwzxhcollfD9kPZPZTSImjeQw/qz0WqbT2txvUa1v7rvPvCczHRwCtHYIGnM55zGu1kimDbcjGTgFNXgeydlurUuFwQsBly2jpjIo1iaozl3QOfcAuhy9zsySqDFtW/5TSIZJ5usH4tNaKxXxRe9GkiBp3wKd8zYo1gYNY9Z6+PEZJAOnkRj7EdTQVSimUijEkzX0E98kYpbWb5vzdb0VYJrWkYUcQcC2zNcaFbYMpf+d8XshUpV+LPc++GUxui796NLXTAXQ1/+rhb9bdDyK7+6c25bXq3554f8tFVDKP6XdrNO8sVqgFD0Ane9e7cEPdyPZ/VUg1J0ipOVelDrPdOPI372D1qNtEhHWbK2Cp9wtKSH/qB/9Vwcx0TcpD5S3zI1tD26Fq8Qp0azZPl9/4wIbmAjizLPn8Mpfvy6CFGzZKa4rEtDmNSK7mMSM08+cRd+lfoSmw9j58Db4FpGzTFU1SExOSE3YWFwqILySiHClxhQ025Gmh6aFOEVHhGmwwqpC1OyqFaEOe4FjHoQ/xBoihNnJSJjnTa+dIFtQ6YWDDftMp2UYrx97hJnSJtGkrLkMhSlgz2V0CNVEjP1PUAMk/Kwsej127F088cRTUn/9F//iS5IaZn2UQMYIdmBgcG3XyWYVwGON+cqVFmkLam5ej/r6GmEg9/b2SQ2WwJ+uNxNM6RDcd99d+NjHHpFUMbdDEtcPfvDjJfvgdnbv3ilp5tdeOyIOBJ0Kgv9tt+1Z8n46FySZ8ee+++6W9z799HP48z//S9TW1sjPmkE4ZYreCMWau2BC+Eg7pwIUqe4CleUw9yYodKDNXsDkTbVMMtUdAVg24mIsC3Kq/rjEP1oeeKSWmz4WgsKinv659+Vz3laAb7LtRGrbCqT311WhtU0tf5BAyebqnMeT79i0SBg3zJLhDiQnfo7E9JsSsUpgZW2g6ofWHZPwQ40OSG+yGr4m35POfQdUliMX8zHYwxw8j8TI96GGLmnBG0myJpJujRoQJ6agBs4jEboqbVX6gg8Dtk1Q2LmzJgA+g8TYT6AGLwCmUug890LnuQ86y+rr5f80FAHeD+NDzX7lIJWPWM/qkZ5mxVqZlZyVNqZYT/7kFNpPdEhqePuHt+Ke37wLvirNIyXgvP294zj6/eMYbhtGQVUB7vvSXdLGs/jmZJ2s+2wPnvnK8whMBFDSUIQdD23DxjubxQtmBMh6UMvbrTj2o5MYbhuR7RrNBtz+2X0SJactPj6G0NmT0NmdMFVWp7zPpZ7zWo1OAVuS+LPkmlChKIOhLJdXB+x5fDf2fmrvkv0TjLMZF0ZG3HQ8ihuKhW1N8M9nitUNxVWM5GgndNZULXIF50sCEzWgWR8l0Yl1XPb3Mi3Meu1i4YW008QUNYGa/+YPI1pGrQTzdNsa+4yZBmbrE4U9qqsrBeT49/nzlxCJRFFeXippaxojUr5v9+5d2L6dDqAi6WpGueyDXry6cl/sASZg05HgofL9PI90dJ22YDCIqSmttm21WqQeTXb1448/Ku1MPFe2TN0Ik7YaqkEZtWuRaZJloNOlaCnbRDSm9c5bSwH+aBtIwXUGl8PGRVNCvLltMTWcZkEz4mRkm//AIAzndHuawcw++zxktOswin2Q0CWnoNMJm3rrp26XtqllTUrg7//MHqpvJSaeQXLqNSARFPDVuQ5C59gp0SRTu2qkG8mZY0j634UabkFi6G+hmMqlJKgBdWpb1JKI9CI+9E2tVUpnk+3oXPugWNdB0dmhJoNIhlqQnHoVavgqkpOvyL2gNxRICnl1xx5EMngWifEnoQbOAAYv9N4PQV/4EYmG12K3QPgGmzzaFAVhi9boC1D7/15LrxjdUArvAgoOCrksl410jWHw2pBEpOv2N2LvY7vmAJhGstK+T+zGWM84Bq4OYmpwGtfeaceuj25fsrCT8XjshyeFgMSo8sF/cT8237dpQc2Y4F21pRKFVQX4+Z++gN6L/bj02hXUbK9C/e75bMbs1YvQu9ww+IpFLUudDcO6ccsSgsxKba7GxfQYowYhqmhpXqYWubBxwaGNXe2TBce3vkJ+xx7N7iOXUb6zQaT5ZGERBSFtEeR70izTdFQiaUJKYLYMovdCLw598ZDUnpc/0KTUgg11u5AYvKot1isQKaHQBYGPQPnssy+gtLRY0sfPPPM8Ojo6sW7dQgESEqMIWBTTYErZ72fNDwLabC1idMraLKNcRsL8+8SJU9ixY6tExTzX2tpaHDlyDDMzM9LDmzYC57VrbThy5G0BSoIsa8lMX7OFiMC52Hjsn/rUx/Htb38fr7zyBvbs2YmtWzfPsbzTRnb2E0/8TBwH1oG9Xre0Tb366ptCHOPvSoqL5/gMEqXy8umZFqYjlwLHdF+8opVQ0i176Vo1P8e+1rG+SRRVF0j5YQGj3agXIEp/huSq2emwsJHnbK6LAXl/Zyt0iJ46jWlpEq6KN1bmuD+0e4vCHkwVE7yZvqZO+80wRrwkgvFvOhuU0eT9b7QvjRDXatqzqYko3QzyU3LmOFT/u/Tsodi3Qu/7JPTeu+Zelz1a66Gzb0PCXIXE8DehxoYQH/4WjFX/GqqxZP644uNITh+BGrqgiSG574S+6HHoGFVnbE9na4bq2InYwJ/JvpPB01AmS6GU/pJoJ+S0jNOncJSWgv6JdvwGD/QFD0Nf9GmtvXWNdguEb4rpoJR9Ekrpo/O5LVlg2M6U30Me6xoXoQmaq9iJopr53r+0sW/PnRKwILBMDkwu6aziwjDRP4nLr18VcNt41wZUb6uCLUd9a/O9G3Hh5csC7kPXhnH1zWsLQBh6AxJ+RjQKEgG/aEmvFYDno4cwrjx5QqQBubCUbKmGxeNA+8vn5PWG+7ZJHY39miTLVOxpREF9qZzb5Z8ck5aQ0q21Iv0XHJmW3kk+NOs/vFtaN7ggMvKd7J/ERM84JgemcOx7RyUl33xHs7RDLXuYfj7kw1DsXiR6L0Jfsi6l3pTfmJZlRPqtb30Xv//7/wmJhIqmpgb88i9/XljJTAVnAvD3vvdj/K//9X+FzEVFK0bNXGjuu+8RAaSqqgp87Wv/R9LExcU++eHnCIxpPfG6uhoBT7Yu8d9p+9KXfl2A6ZVXXhcngKBOUP3DP/yP+MY3vr2EwU1jC1JDQ728j/Vdsrq3bdu65H2sHxPEuW2KeBCMScRiVP4f/sPvSb1anzTi4lutCE6FUVjhQSQUQ1mDD+P9UwhMhuR+N1kMKCjXQLT7Yj+K63xw+xwY650UqdCiKi+C07M49tQZ3PGZvahqLoM5I1NDCdeSjVVzkR4VrMq21y0E4RWas9Qr/bWMZjnMhIpYbHfKZYy4B053SK2WilrUcc/Xk389RmfE6nEI85vnSLUskrREcOSG4WUC8XgbDAbqJay9bprLktOvQWX9V2eHzr4DOneOiWokUzm2QQ3dhuT0G1AD70KN9EAxkNiqrWNC8GVKW97PqPQ+KCRyZTNzOfSug0hERyXNnQxdgD42Iunk7MY1e/5ZVxmZjz2hRcDGIugLHoS++PN5M5srsVsgfKMtLbghJK7V38BsDUjXk1jDTKvTLE69USFGlG0SyTnQzjSSsciqZm1VZ9Sh8bY6YQfnIlaQ4FW5oRyd73ZirGcCg9eGRe+V+6HZd+7FbOtVxEaHoXe6YG5cf11eMo+bsnxs25A2DYq8D0wiODKDujs3S3/mtedOo/6uzbIgOisKUXNwozZ8IhKDvcSNmsMb4a0rEdapyW6R1CFbRPqOt0iPJUE4Gorg6mtXcOKHJ8RP4SCIe798L4o53CF1bvlMcRZBCU0hfvl1KA6f6JwvNnrITHkpuvmSANO5jzzyYWEZh0Ja25RWz7Xhrrv2Ix5T4XQYpG3PpLfiofv3YMe2/4NYJJhKjepYOJP0F8mKFncj6utLhJFZVe7BP/v1j+HTj96GkiI3zCSlAdi9ewf+9E//hwAhZTEzBT5Yl/7CFz4r/b4EbQJxcXGxAC1T5YtbmHgeBGKmvcnIZkTLFPdi4+9+67d+FZ/+9CcQjUZS4gl6IX8xbc46+NW3OzDQOgKLzYSxvgls2NeAJ//sZRz65B55v6vQLtyHlhOd0gPuLLBjqH0Eg60jqNpQhoamYhiMBuE3EKiLqgqkZJJphpQ6FsdyjrUOikPmrSsWtTjeP6sxyj4WbaxC6ZZqDJztRNebl7Dx0b2a9vIiXXAOUaGTONE+LAMi2BpFcZCb1T7D7fJ8Gu/dJiDMiP/qz05KKt63LnsZZk4Ug6UHnSLrinRMJIegqjOidaAolI2MQ1X9UBSn/K2qzMb4tWE4lOVVw1CUAuj1S3ugV2LsOpFa72yXSF8qtvVQqPefkV5eeK46wEj+yRYBYdZ2k6Er0JtrAZNVU1+MjQow83nh+2Akkzs7rCnsUGEd2Hwc6mybEGiZptbnAmG+X6dlDZPT7yAx9gSSwYtyTHrv/dD7Pqrxm67TbhoIc7QcFZiGrg5irHMU4Wl6vBFZbOm1kmRTWOdDaXMFihqKBQRWalP9kzj1o+MYaeNNBKy/ayMaDzbJyDvWZSL+WQxe7peBADPD07JvpsMYEbL2yAk9RY2lqN5eA4vbmpcdu5yxhjvVP4HBywMY7RiR8YDst+NNzoXC5rXDU1mAkvVlIsHINFK+B9RZ6Ji7Fhztx4VncdtQlK05/lmplbKm6czi7Yc5YWlkZq6OWlRXJCnpXMb3kPzF7cUiw9LyQzF4SyKA0MWzMsSBaehkKICExQrFbIaldmFKdTVGZ8BR5hUVH7JZme6T1N/gpBBNqPdLeUF6owarWdqJmHrmdxXTUYTfLP2RFpdN0oWTncMiNUhNbLJF044MF6d1B9fJd85pS3REyjaUSxZhRQsl35KIaaQs1oTBxWsKapLSj9SPtkJNTCMR64DBsg0q2Lo1IQ+w122Gh6MXk0y187NMqV6Dx1UEXUIvrXjqTEiY/UWeYhRZAyLhqqm46YFoWGpWXBzJ9FTZehEvgMngQaVPjypfiqiYcqwYgWZrB2IKmZE0fxZbLv1qti2RTU2mM6NttjtlE93QQLpCfnIZHUk6c6zl2t02DHaMorSuSBSYJodnYDTr4QhFtPcYTEjEknAXO+U+nxzmdVZRVF0Ik80oIB1kmtm18LkVMQmvHds+exjHvvoc/INTuPr0uyLfWHXbOnHWmCZmqYP1W6ZxqfusMxlQd2ijyELOfeWKgrKttai9YxPGO4bkfW/9yc9ElIPEJt6HajyJmcEJUcm68rOTEjFTArP69mZ4am/M3PFcxv3XHNogilkc4ND20jm596v3r0dhYxksHptE4myT4jPMvuXx9iGZyrTugR3z8pfJSSSTw1AUK3Q6nj9blCJIiha0Fg3r9VUCvskkeQwE78SaQVgkgEm2omOJJBRjMRQjI/g8z6HBBcU8XwpQZ7s1h5f/4WSnGLtjohoZy1Ivz2O+7Sl8tgyaU8btqBGOXb0jx7tZHjNCDV1BYvynSAYvyTHrvPcJCAv56waY4WaAL5WOuk60o19mvY4LEBKY0rR/qWu4LHCVeKQuV72zBvX7m1BY65MZsMsZvc+2t6+h63i7BnYWI0rXl8Fst2C4ZQAtr13BwKU+0R8OTQZFaJ0RZnqCir3QAU+5VybnNN21UcCRi/dqjJ7l8DWeZwf6zveIozE9MIXZmbAo9vC4CKbstSNTl+dZtrEC9fsbUbGleglzN23F9T54ytxSF2bj/LW3WwWY0++nM9FxslNajRipOrw2STMvBhSmYXnNaSIG4LLOybvlMovdog1uYPsk+xEDEVg9ZhgKfRIFGwt90Dc0IRmYQWJ6amGqfZXGYzI7LQKgTCG6Kgulr5MkmN5jLRLZssbHyJeLZ5AC92c6JM1M+T97kQsjF3oQD0UR8Ycw1TUqLSpcoGjp7Dx7hjkjmD9rMXU2IL3CsHKCFmvVrGPOIhkfFdKHorCVjg80+y8N8reapPMT0RYGSqAobFPT7mt+VuF14/QwAi4ZumpE9MfV4FWZQKZER6AmZrXX2NJGKVYK2vD/+pj2bzLuKWxDDXOpqeK6jcBLXWn2NFNI5LnnXsLU1LQQsigIslYj4FodFnGC2E4XnpnFjvs2yjPJdDSdVUa3xTWFcl+wR9Xlc8gzFpqZFfDmezg0Y8P+Blgd5qwZHUap1E+eGZiQwQvTfWOYfSGIsZZ+OEq94pARhKmuRRUqRpGMlgm47qqF27JxJu3hjQLWV589ha4jl0UuUu4/Jx2vpJRICNJU6mI6ePPjB1C+o16e+ZtpXD8J+JTkPGcyyEQmKmhRL9tVXgCj3ZKqoccRmQlJYEDntvZgM+rvnNesZ6RLANYcy+lURMpacDhVD6bGNNeySOr3FCy5HsJZMjUsJ9VhwLZP3TLESMUEVXQZGECwS2FiXnyJ7UwUY0q/V5QJ80MaI1sBaraakhlPZnYuY2dEbBTJ0QtIBs5rgyqMjN4bZCLfjbIbCsKMnjqPteHS8+fRfrQVM4NTWd9HICFYE7R6z3Sh51QnRttHsPnBbajYWi2pqdUYI77pwSmRLDzzxElcfeWSKCctNhJ3CE4cXD/WPoLukx0C1Ls+eRvqbmtc0X61EWJJdJ/qxKXnzqHl9SuyjXTfXqZF41FhKPP4hq4MoP3tVvl720d3oY79qoULx5OliVLNh9fLUPuRjlGceOIUYrNxAWY6EYHJIC69chk953ulprnuQCPKm0tvTD0oowtByBmcvVrgkx8ObTCUlN2wKUoiDXi5T6IGToiJBWYRs5lRuL4Co5d6EFXDKN/VIOlqLjiyOKd6pHkdync3IjQyLSlAgrKntgimCRJiLFo9b43jBLO3ulmhM9mQ9I8ufJEeOD16pqFFwpRzhqe1tiaVIMr+ch/0BjLRWX9WU8DNBYULkU7kTGGu0vrTOeqTUS8b/6mjznYMc6kshOy7l356LlyMANgbz9e0g7wh5xoOz+Ls2Qt44YWXhSBGcY+77jqMAwf2ibjIWs1b6oKnhNOKUu1DGesXAddkNaK8sXieSJfK3sj/M4hZ/P2mg9Rqz6GgpNPJkIbNj+8XoGSWZap7DJOdI6Iwlc6GEazp3LHkwaxLtj5gvo9RJYc2kO3cf6pNIkrOApa5xBTYsJkkG0PZyJoD60WrmmWS98KohFV/9xY5DmpX87goZ8nBFFzjtEEMeumNZw8zU+lU1zLa5h0Enc4raWiAmTvey4YU+BL0FHld+z1JcFqPrqJcx/lxvSDwpV1kkQw25P+MfM+6lLJZTFMiFIdAA0lpP9LemHJ0l8lqKqltScmHQ1/yMN+TISSD56CGW1NiIXpJYauzPVBt49po3Q8SCLP21v7WNRz9uyPofpezMim4oYkn2AudIiuYFlBglBUJRCRKZeQ42TeBk987isCYH3s/cwC1exsWtMcsZwTgzuPtEnFfeOaMfMUEOKYe+aCwRpVUkzJ1h6npwKhfvGymki+9cF5uLuoOExjzpSjTAMwo+62vv4aOY21y/JLmdlslxU4vWFO+UcXTp/QdBSfCU2GJ4C8+dw7TQ0xnJrHucPOSCFzEDz6yTfpYTzzxrrQPsW+4gOlUo17S0zx2h9eO5sNN2PfJPVlVrpgCnIu2KXU3Q8WhpY5CpjFy5qIon5cofj5aVywEoRlEe7uQmJpaMkZutcbrOHa1X+T+bD4XRi/3CVPat65ME9zn4ptiyJrqLHCnJt2kU5AVuxrm7jEuvvyMNvXlxvUuU6ADBjN0RTVanzD7hUUhjGDoTc3KpiIPFyibpvajsp2K0a8rtZDR0eJ1TKm6pSIP8dhNrDGboaNIDRc/6VNPf0fzWuSKuShDlzzFOUi/S8Rlrh+EKZqTiAWFoX31aqtkTTiQ4Ytf/JyocS0eo7lay9VnWtbIoRfzLNzF08MWiFussFeVqeXtn78DVfuahDBFYJI5wKGoADCZy1yTmKImsY9142zG9/K+2velD6H3ZCsGTnVgqmdUUr+85wjAhY2lMlmpeFNV1gk+OoMBRc0VcuwcIyhtVOntm42iSU3noKCxdAFAMiNF8lXUH5ZjIOguvp7cH6cylW6pwcCZDtHNJkubx8fni3VyHiPVw1juKVpfISn79OcNhsXKTnMjS7JcjXR713XcB/L9Gea3L2Nsk/k/M9dWlnpf5hwBAdQMCJMIexkRHO5TfrRniSn2nEZORrhDiF5sj0rOakpcyenXBYB1njtTUfX7DMLpVpOBi/048rVXJTWbHofFNGz1jlo037MJJevL4SjUZkYSbAevDKD1zRZ0HGuVyJQ3IiNofpYygpXbalaszkIQZ42YHiBTm4wQ19+5AQ0ylccn7QYEfk4GYaR+4dmzmOgeEzDjd9Z65Cq81YWo3Fol9eqc55pU4R+dwYtfeRbd73ZIlEvHgsPgeZ7r796I0uZyWNkCpLKnN4jhlkG0vdWCtiPX5LPcRu+Zbrz7g2MC2OsOrV8oV8dFpMSFXY9sx8zIDE785BQsDrMcP6KaOAdHjm26ewPW7W8QlnQ2szqtc73D0q7UO476SA2QIf24+HtkzzAzCDJv2GVd0Mpk37Mfsy2XEO3tgd7tlf/PTTpYg+lNetQc3oD+E21CMKHsX/HGKq1VRd6wqA80Syo987pxUbzRVBjKVSZnRqCzeaArrJYfmXurMLXqXQCUOtuB1DEV5V3MWDcWM3GgL8F3yVkt+n9mC022M7xBbSnBFrhMVnzisQfxicc/kvolHQwtOpL0uNZbpP3NBS8VyeRt8VjGOLP5ZqVsWb9dLE6xWpOI126WNG5mKnel6yJZ/3f8fx/P+h7WZg/960ezvsa08u2/k/oeljFHqQdND+6Un+uzfPdSlvauVZumVjjXk02nNalplucyZpXAe08ict5+znnGMp1byiBr74SamFlWTEciaYl+49p2dHlai6jSaKmBofxLUKyNSIx8D4nJF6GGriEx/pTIasK++bqHSFx/JJyqH778v5+TWnA6feSrK8KBX74Dez69X5NAzDhIb1UhqrbXYNsjO3H5xQt4/n88LVEsP9v21jUBzYcbSyQ6XYmx5ssfLtTVu2px/+99BLW765d4zoU1RajdU4+N92/Bd3/zm5gZmtLYxYEIhq4OoP9Cr6Slc1lwPCBgz6ibKSka67z7fvEgtj+6W/OEM/bH4QPlGyvRfM9mtL/Vgif//Q8lZS/A/2YLihpKUNJUCk/FwlQfgfCd7x3H2ecuSJvQo7//EKq2zpMT5qKFPN+7vcAmMo+MZuksUPxjyz0b50b2ZbP+K+w7npL3UFVrAfHFYoVt225ga2rc3HWmQAmabDcqqEuzeG+sIs+NMDUwjkTrUcRn/RoA6w0w7XkM4LCBD9rBXq+x1hYYFK1zxVQClafHAStkr1JAgTKATIEbfVK3lnq2tQqKvVmr7d2yhSYyj9TQ/GAObHlfTMhTZEObtLg6Nq4N3slnSZKv5mU5RU86HX2StJVmNrOMEelbFtQRH9XAWtYga/7art6uCYiQda2YoPd9Qu795MSzAsTxwb+Cse6/A3ot6/W+gTDVhy69eB4jrUNCSEoDMEFp2yO7co6q4iJOItXGB7ZiZmgax7/7NiZ7JwRMBy724fKLF7HzsaUSefmsamctDnzxMKq2VWdnPLO8xzRPfTEO/uqdeOOrL4kMJM0/PIPha0M5QZipz3TaXKJStqFUF2LX43ux+UPbsqr4pPdJElr17jrc8Vv34qU/+bmkwekpM21fvqVKtpFpV99sRdeZbhFL33C4CRWbylc9rJrHUlhZgC33bRIFLvYLb39wi2QjsqlEXXxJqzOTdU0N6qaDjdkl7W5Q/XG57fH6jLaNwF3mln8PX2WtK4aGg9mix5tj+qot0qKkRoLQFabIb6Z0JiHzuJVVRhTZLRqJoat1CNcudKPr2iCG+8YxOjiFgD+MyGxUhj8wTWw2G2F3WuH1ueAr86CqvgSNGyrQsLESbjLI15KhIOpyyIrBjeTMaS1KYR2abFS+Tnm/6DTUWKumue5kq0dFSu5xbRaYCaG7bRhtl3vR0zaEkYEJjA1PIzATRnQ2iliUNVwFZotJztdX4kZxmRfV68rQtKUKNY2lcLi0KUQfBONAk3BHO+ITbH0h610P9+FczNt/eiY5LmpCW+qhcrhCpFt+tKxK9vVNjY0gGbo4vw1b89w4XCkLGXxQzLXatgJnoRY+KprTuQY0JEW2cnAexLm9ZY46HemqRi/0hQ+SrYnkxHNQZ9sR7/tTGCr+BWCgbrTy/oBwJDgrZCimlNMlq8pt1dj0oa3LEp2YbmY9c+sjO9F5ol0ITCKu0DuOKy9dwNaHd+QGt0XG2mrNzlpJQbNvNOc+Cf42MzbctxnHv/PWHAgzdUyQzWV8H4+RDkOaFbzuUDNq9tQLyzffMXJRdBQ60XzvZrzzt0cwPciJLqq0NA1d6Z+T4pvb17hfargERKaI2fPL/lY6FquZHUwVrL0f3yVRMJW1XvnrNzDRN6UNaajySjQaGAug/WSnyFYOUQazwoum2xtRu+360njLGTMQUwOTmOgalYwHywgsQ1g9dox3jkq2ZLRtSH7HNi/eV3T4Vmr+6RB+8s3XcPHddoQC+b1jq92CTbvq8fiv3A2Ha35CD6f16AoqZMQe/53NzrzTgu//9UsIpKfTZBhBcu9dm/DI5w7l3DfBtad9GCdeu4TzJ9sw3D+BmckAgv5ZzIajiIQ18OX1SqYIS3r2iRv1MLFuz7qf3SxgVFDkQuOmSuy8vRmb9zSgINWKsiLTGbUJZ+lUHwUROO6PkQbZ2CnCmDaUhWsmJTzZ5rVywOc58Hs5d7wVF062ofViL8ZHZgSM+R3J+c7G5HlIcLBEMqmN/CNBkOdrNsr52tlx4LahiMTEzdXYsb8JG3fWwe29Pn3qxQ7RWy+cwxPfeDXne3jPfP63PwxnhlNrcLmhdzhEY30l4z5lhnIsgf/zn3+Ijqv9OTWnad4iF+58aCfufXSh075a43W+dKoDP/jaSwhmIbDyWm/YUSfPg28lcpgrNXmu9NC5D6UAuF+0l6nDrHPuXvJ2lW15wUsiXalF0XVQrPXzjGpmBE0l0LlvR2KkSwPsmSMCrrqMtqa57VHYw39M6yvWc0bBulWxnKV+bKmDznM3EJ9CcuYdJP0nRcJSX0DZyvne/PcMhPmwBEb86DvbLeBJcxa7ULqhHIW1K+8lY9q2cms1Rq4NCRCSIDTSNix9xoxaVxIFFtYVoWxTpbZgL2OUzGOLEtV09D3jch5M2YojkcOYLhfCWYrcROJT5fZqFFSnxnwtY6yRu0rc8NUXCYubPb50YKYGpmTb3tS0EhpTwa4iJ8a6xnD5taui+0xnJV0jF1KFySA1W04Mqt1RLYC7+DhIzKrdUYP7/9k9eP2bR6Ttib3HbcfbZZIQ389U/ChVslqHpb68+9Ed2PrAFpHHvJlG0hpbzJhh0Jtm5HwcPpccT3Dcj6LGEiGY8H0EnMV181zGPvFQIIIn/t+rePb7b6OrdVAUl3IZQZegVbe+DMYsjGrFsIzC2fA0jr92CVPjmjOXaU4KkVhNWUFYwLdtCMdevYjT77Sg+9ogBnrGMMtskrrMop1kD2dCAJqgljb22bZc6MGFk+1Yv60Gew5vxP57NsNsNi3LrxBNXir/KFwkU/OvWTtj20ec/dqpWpukWG1QJBrRrfg7Geodx7ljrTh77BraLvehv2sU4yRL5flu0uebTJ0vwQNTQaQ56hzyfvVcN84dvYbGTVXYeft67D68QRyS5drxljPRVZ8M4OyxVgT9S4EqDdT3P7ZvAQgnw2EkQuw/nZ90tNz5DfWN4+Sbl3HlDHtWc5vdaUFxeQHu+siuVWfGFhw3CamnO3D0lQvwZ1nzzBzxWVEgLZArt5VPBeNEJEa3asIv4hsY+6mkpTm2kDVflQM2CKicrjTzlkhTEjT1vo9LX/ECMhUJUq4D2gSlcBsS1KOmnrRztwbEbLNiijraj4SA5llttK5jF/Sew6smVrELQmfbAHjv14RCwteQnHhRyjTUv14LY9pwvYzo0c4RmematoKqQgGm1bSI0NMlcBOkCML0Bsk6Zo2WKd8VgXCNT/qMVwKI6eHxjNT5N0GYczXT6fRsDwqBk3XjtJF97Sr1LGAQL7dPptYItuyfTg8fZ5M/I+NMECYAc7wgj43RKX8WbozeqgE2j1VkLRtuq8e+x/eguKFowXXXZujasOdjO2VRIdN6sGUIne92YTYlKMLeS9aAOcZw3b4GSV+XrV+bEPmqTFUFZOnM6PRGcZ7YtjbRMyYpevY4BsYD0uPIXt/QREBq8nSUhPiWxcj+nhzz46WfHMeT334D/Z0jiMVyEzUYTe09vBEP/8Ih7L9ni6Q9b6QxuhsfnkI4FIE1g4BEwD5/og1v/PyMLL4E4xthXDRHByflh2DcdqkPgz1jOPzgdpRUFGZ1MtKmcFxo2oyehcMOOJIzL3M2t/FcCZQnXr+Ed49cwbULPRqY3gCLRuJyfoO9YwIqLee7JZq87a5NaNhQKSnstRqlOD0FDhSXe9HZkh2Eg4FZ9HePoDFTVzo1B1jlbGQprOc3yom2X+5DyD+74vtpmsphOQiZK7FYLI7OqwMSgWczOjD1GyphTk2tIlhKWw4jSGZCRFkrJiP8VAIkLTqIxNhTkkHRugNSpD1Lg1YHzphWpJiKoffcK5mVpP+ERJOMYuW9eodGxhKAa9N+b2S0e4dE0NLSl2EyjtDaCL3vMSTGnkwB8StQKEsp9eM0CA8gGbosAE3VLL33Hvl7LcaSjc6xQ6Lh+PCECJAkJl4A9E7onHvlHN5DEI5Kv22mkSnMaHi1xmlAmVEs66ZkFm96ILdma6Zxn86i1e2XgJXWeJUJNjk8P9L9Q5MEy/m+Z4Ja//meOYLWSozZAjLD09E0LT2YPm0cU8i5vyRnccweHRD2UWbWuPngyrYmAui50Cef4THe/+V7JG29QNher5Oo9uDn96N6ayU6T3fLtCQSxLgdq9Mi84Prd9eianPFslOFbpSxlahiS5U4A2TRU9GKjHWCLDkFvN68H3itouGIOB1kk/N6WXMA8NjQFI68cBbf+l/PYHRoKm9Llt1lxe5DG/CxL94pizZTnTfaGMUzUuVxsW5LmxidwfHXLuLpv38L7755RaKpm2FMj7/75mUBvZmpIO772F45hhWf55LBBquvdzH6pZPxwhPHJKLMlrK/IaayvhwWkCcYM/vBlO1Wao1nmS62UnN5HaioLUJny7zznWkEzoGueQ1wmqHAi8QMe1rZhrZ88MCA49rFHoRSwjp536tCnMyBntHrA+FoHJ0t/TlBmFmnhg0Vc04po1RGpGQGS0lCRkCmGMbpY4t0IzH8tynGsVmb4auYofN9HHozHbyF952AGB0WvR3J4AUZL0gA1fp+2T9P5jNrthuEHMUpRZJCztofbpdRgmw94nFyNrEaugw1cEprR2LkzD5+gxeKuQY67z0psFz7WqcYCiQtrScAkzEdvIiksQAKSVr2rdLT/56AMAGIddxMs3nsq1afojEVmRlVMjplzTA9RWU5k3riKkU+lqwrau6InyLpjM7SRhIZW5Wu1zgZhrVOkdsMRGTu7/kXLopK1pb7N6H5UBM8JS5NyUqOUashsU7c8W4n3n3yDPou9uOt7x7F/k/tFTIX0+0LTjPFpmZqmj8fBGOUX727Xs47fXzss67aQdF4wF1mwu5Pzwu7eytzp3kI1ExtvvXiOXz9j56Uumo+Y1S688B6fO7LH8L2fetEO/lmGaOXvs4RVNYVIxyMyDF+/69exOUznavJ4K3J+OwwEv3mnz4jDslDn7odVQ0l152qXc64r4mRafz8h+/gyW+9gV7KiC4d0ntTjNf42e+9LdmFj33hThz+8A4UFLm1Do1VmrvALiCcy7RIeF7AhUQsRW/AbGcnQlevwFxaBltTajRnDkeA9z9r4+Hg8pEwbXJsRu6nzbvXJhnL74GlkO62IXESFxsPk+noavY0pxw27cgZsFDhapVM+Fx9uIpOYx6ba6Cw7ht4F5jt0iQt2RpEQLM0QOfcCZ1ts0YMzLkPrh8mbZygfQsUjj8MXRJgT8+LZvSts22CznVbiriV20ESsLbUa2UXSS9nI9wyHemBvuQLGsmMmYLosAh7cISilHPek5pwnMCx8OYhWKxFrYhyktQQThtJGRw+kI+osGC/JuPKBluvwbQZtDcnYpG5sZIKj+HKm9dw8eVLct6s4x76/P68jgVnAjNS7r3QJ5+ZHJzS2pJySGJ+EO16RSC4qDDafO3pU/jGV36G4YH8AMyULIH3n//BJ9GwseK6amsrBeHejhHsvSOJU29dwd/972fRfoXtPst/VnNOUg88WzD4S1GUWt0xsHb8va++AIfDikc+fxjePG1q6ZnGUrKhyE0yKfVYGRqi1y37ffH90+N+/L+v/AzP/uDtrDXH5UwEWLDwvAXEV3HerIuT9DUxMoNP/9Z9kppebUSsRcK5daBDgTAGukcXzNVWjEYYS0pgmmCaVl1+PnI8KTVylixWYoyECcJrNTrwTGdzO7mej9LKQuFKpJ016ZUt+xWAPzfYFGOh1Gb5cyNMZ6mRH+CxNW+DYC6Rdx7TvnOyvV0wVP+n969PmECZVlhKGxe19OSd1Yo3ZE61IfhGg6ybruzJS08VuhkWj8VXlXZe0z6iCfScY3o7DnepC94KT1YlrEwTxmhGrVHrx8Y/KWP7zlPffhM/+ptXMDqURweWWRq7GbsObsC/+uPPoaJmYR/0zbJQcFbSoyMDk/ir//ZTYUIvGxWyW8hhQWGxG26qzZmNUscjk5WRLdPLrIeuxkgueu7HR1FY4sZHPnsw5/va2rpw4vhZlJT4sP/ALly62II3Xj+K+oZaHDy4B6VlxcumoL/7F8/jZ989IlHpaoyLPuv0rMPaHBaZ4iT60v4QJkb9cu6ZpZzlbKh3DE99501Eo3H8yr95RCK81Zjba5f7JJfx/Jh1IbDxWaSp0SjiIyNIBAKw1GhZnVxGvgIj6emJwIpJUALCXSPX5xS25+YgkEhY31z+njwb/6AtmdTId7EIdE6OVtS/PyDMeuriUXtku67mQUmbkKMyPkdv2EhiwEo9jJvYK8gbcjHAV2ytwvaP7Zb65fUY23NkuHzKK+b6zLQ0h12Ihm4eVJ3on0L7yQ5ZtBn9sibOjMA/FWME/MOvv4Kff/9tIefkK114Ch3Yd/cW/OrvfVQWVi6a70V/qX86jJOvX8LE8BQ6rw3krAFTOWrbbY3Ydts6abth+w3T5nRq6VyloyY6hKwrs055/mQ7jpHhOpNqD8xjvK86r/ZLjXbjjjrUb8jemjE1OY2e7j54PC48+ZPn0d8/iNsP7sHk5AzaO7rzgjCjwud/fAzP/fDosm1haSupLMTm3fXYtncd6teXSxsOhzUQkNNqb0xvk9FL56Pz2iAunGjDmXeuYWx4Mi948X7gffHKz04KB+AL/+LDWI0ZTUZ4KE1Z4sa4THNaun06WXQ8ymuLoGcZiNKpFgsMHs7CdeRdl5ihYM1+OYZ4pjFtPTY4JczttbRk8Xh7OhYRPTPMYjXLvXG9Gap/zKZGI4iPDSPa1wGDuwAmm+O6ZqtfFwgTmBazgxkZp9uVVmNkCxOI0ya602zL+QBEdkyvM12eaexFrthUiarrrLHSkZHxfLMxIUbRqSEp6cJLlyQVXbuzRurD6T5iEpmmh6bRd2kAl1+/gpYj12CymLD1vk1wFtqFgX0zzD8ZFEAgY/Jmp3CXM2Gr+2fxo6+/gud/dBQ97UM5SSY0X6kbB+/fhsd/5R5Z6CXd+R7dWBSdYE2UafJskaHTY5Po/NAD21DbVC6tIUwXE4CzRSM8dwJS05Ya7DiwHgfv24bXnjkl4JqrlSZt7MG9eKoDJ964lBOE59q8QiEcO3YKY2MTOHzHfvldMJA7tcxo7sQbl/HM378lTsJy5iv14PCDO6Q2X7u+TEQ4CCqMxLIZz5tgle4LvuvhXTh15KqQ3FjfzGW8L3j9eZ/UNZVh7x0bVyyVSeeHbUEktGUDYRq/C95/pVWF4jhIb7PZLLXhhN+fd9IYa7Mt57qz3rt8xqw2kxDOFgM/nRGWONy71gDCgUjedDZnPtc3V2gOxS1baizXTE8i2tOGxPgIFJX97InrSkAarhecFjOSOSKM9cnVWmhCGzmYeROK9vEHwCMjAIugBCOSVLTFXlY+EPmEQVZjBN+GvfXSJnT1zRZcO9ouwxrKmkqE3cxrzf2Rkc7fj3aOYrh9VNS7qG518PMH5H03C1z6W4ZhsZtRXFMgYxHfL2NUxDrj0989gme//5akd/NFEkxtcrFnCnbjjhoo8QDUobNIxoJQPLXaIAUOZjBYgahf/lZMDqgzfVBnJ6BYC6HYiqBG/dAVrGPdBMmRi1AcJVDsy8+N5XfGlpzFbTkE2Kq6Ytzx4Z049OB2EX5gFJJJIFJjISA0BsVdvVBsxmpCMYfYl3rQuLEK5TU+ifRJ+iITO58NdI1KvfSBx2dETGSxMdLdtn2T9ObefnAv/DN+9Pb2Q6fTo6Ym+/xUAjRZya88dTInkzhtJPtwkX/g8dukLay6sRQ2+/KqWzLIw2yUc5bz3lSJuqZyVDeW4M2fn5Fe61yOGIGSrUvf+6sXhWhF0lG+dq3FQi61TWU4e/Razm3TCdh1aIPwf3VGA3QmE3RWK/SOPLrEEgnHcPVcl9TcM43HRieF3+vpt1uW8GIIzF0tA9i8a/XjJRlJ9+WNhE2oX58/EpZyysRbUP2XAWsNFPc2IVqpU6ehhjq1YSQ2/n4HFHOxNqko3AN16hTU6BgUvRWwr4MiqmtFuQ82GZH3q6EeYHZQk7ikZCoZzzqDNlHM5INiq4ZiT/e55xnAM3kc6swFSR3Lsbm2QU2EoFKelccdpYhSaoyjwQlYSrXt8lzSojTCU6DClwKd3YlkOKRNS7uOiXLXBcJMgVJMI9MoPMFBBau1qf6JBWIZBCVqK9+sOu9qjH2qbJche5ctRrSZ4RnpXSUI3oixeXQ6KLhx+2f3SQTce7EPwx2j6DrbI/tIgysXb06YYitRSWMxypvLsPmeDQLeXPAH2kakdcLmsghYUpxjNhgVBjZZ1py+FJwKYXrULz3CBeUehKbDsHusArLTowEpC1Dec6R7XP7NNqb+a8MSjU+P+eEpdqGgzA1ngf09B2BGJG88exo/+OuXRORg8QK2GICpMPSRzxzElj2UI02yXgI1MAx1ugsIT2oPTyJKpX0gPK6BcPkeqKExqBOUaLQCzgpNNEJNQnGUQR25qC0CKwDhbEZnrnZdGR54bB8e+sztqKj1AQTcqX4kqVKVtvA41Kku6Ld8Lud2GLnsuWMjbE6LkHveefl8XjIU38PIsPVSL/besbRP0uNxo6ysGOfOXUJdXQ28BW6EgiFUVVWgpnapChGN6VgKPxCo8tW7eax0Gj7+S3dJy5RNnYHOkF9wP20i4BCPzSmXmUxGNG2pRlG5VwQs6KyzJStXWxpTv+xVfv2Z0/jI5w5K5L0Sh5U8An5XuYzlhe7WoblSmmIyQ+/xwGw0wuDx5mVFBwNhcQ4W38MkkbFFiFE/r2liEQgz47Gcs5PNCObC6O5aNJIzozea2Qg+N8uJu6gT7yA5+BMo7l1aW1EiCLX/R1ADV7SBH44m6MofBwoOyvi/5OCTUEdfASJDUPV2KO4tQNnjQOEhKKalYzLVcD9U/0Vg5gLUwDWo4W4gMgLEg5pwjGKESsEYAqVjPRTvXigFhwFTIZQcM4XVyZNI9n9fQFxX9XmADsLEUajjb0D1XwEio3Ie4lBw0ATB3b0DOt9dUN3bUopyChSzFQZPIZIWG9nJ1zXIRq779XyYpKDixhJJG8sAeVUVsQ0CqigdrTBtyZuDus2Z4M1tV2ypfN9TnzTekI5CB0rWl82BMFnhnIHM/1N963otPUe18fZ6+OoKpdbbc64Pk/2T8KeIG6xj2t02uIpc8NX4UL2lUnp/eWy0sf5xXDzSiqmRGbiLnXD7nAKwTIMy3U3wZCTrnwhipGdCwNU3NCPvr91SidLaQnRe0IQDCss8OP96i5QIOLmJjgAjzvHBKVnwy9eVYNud752Os/QBD0+JlODffOUpjKSkP3MZJRzv/MguaVNp5kSu9GxaNuv71kMx2qBOd0OdnZKHTolMQyUYJ0agVuyVKFnRG7X3MBot3oxk1+vQFa4XYObn12qM5O792F48+oU7JP1MgFGne6AOn9ccgpTXrYbGofr7c4Jwpm3aWY/7P36bRMISPeUBQzKGL5xozwrCE+OTaLnahvGxSYyPa1H1Jz7xEdTVV+f8XpiGPvXW1QXqXdkWeEagH/2FQ/jYFzQ95fiVo4CzCEpBFRTW1KQ/xs4JJtpCmIhpv9cZoEYCSE4PQV/axFrQXGTiLXTiwH1bBeDHR6bQcYWOTPZz5zNEEZfm7TXw5El9L46Ea/KCcBzdbYNz4M82JVPx8vKFLA2wl52Ka9lKFBQbYaSfzVFgJEx+QSYreyVGghrLBuM5giSS4cqqClcnWhMZhjr2GsCINToqeuMEWkxzpCwd3CAQm4Y68nNt4hFFYRjVjh/RZE9NPqDw9iWbFeDt/Q7Uibc10hMjU0a+VHDj+dJZjfsB/yWoMxehjr0KXUMUSvGHNG3zfNckNgU12AaMvoxk19eB2Ji2XXEGCjTd9JgfmDoJdfoskv7L0DX+G6iOZih6lhqMUMwWKKoKQ0mFpqr3frGjGRlRaIF10a6THUImmh6YEkDlzF4KMKzEGK31nuuRCT5zae4St4w//CBEwjRnkVMmP7W/kxpmD8gYxvItlZI2X6msYi7jwuH3z2BiYgI2mw3le0vlx2g0wu8PiPQgH/TS0hJ5PVu66OKRNiHuVDSVYGrYj8tvtaGsoQi1m8pRt7UKz/7V6+i62I/mffU4/Ind8E+G8MxXX0NpnQ+R+giSCRWByRBG+yZlUStvLNIY2qqK8f4p+Cq9qN1cgcnhGVw+2n4dIKysod81gCPPncXX/zh/HzAXJNbSGGV+5rful77YuUUqGkCy8zWogSEozvLUYAL2P6b6IQm6rPH0n4AamYFi4tg0HSeoQ3GWAdM9SIZGodv8aYD/X4PRkbrr4d0SCRKAxZhe4zExsrYUQDFoNUtG7En9yh/Rgw9sF6UsKkctriVm2tSEH9cudmddxIeHRzE+Ponf/NIvwmrV0sRsVcpl/qmgRJhtl3rzHhvJTazLP/qFO+f2pwbGkJgagDIzrC1kBjP01TsQ7zwJxWiBGp6BYnVCsRcgOTWIRNe70FmcUAprgIx6ucNpxfZ9Tfjl330Yf/Sv/04yAbmckN72YRx/9ZKQ8wiuywEY76Xq+hIRi+GzlS0SZnqXrwmRcoWLMYVLOtmqlsUog0kVLqbBWWdenGYnuYp1XabCmc1aqfmng/Ls5HJeyUyvTInKrNTUUBdA8LXVQVf3ZXlekj3fBIJtkvpVY3yOfFr6t+QjkmJOdv4VEO6GOn0equcSlIIDS0BMsZRBtZRJZAtziaS8FUczYCmBAj3U6DjU6dMSkSPcB0QnkOz8C+gd66G6qNqV57lJhqCOvw51+gyQ8Es0r/juBKzVkmpm1K1OngAmj2sR/sRbSA5vho5KcrYaepRQLFYoiTh0Qsp6HyNhGqPgPZ/ah6ErAwikGL09pzplNvCBX1pZ79eFZ86IOhZBnOYq86D57k0aO/oDYhw3yBnFx77zFmZTCledx9pR0lSG4sZSkc28HguHw3jxxZdgMpnQ09OLnp4eSVnx/3ytrq4Ww8MjuO++e7Fz5w54PEsdHKacRWHLYkT9jioB0ZHuCSF2UXWL2MdoVhsGZJS/5QFXFK1fOcEe0STcPgfsbive/slpiZDv+ORuhAMRWB1aintmPACssH97ifFZW+U9S6btCz8+im//+c+XFeKgN8/o94u/+xAKi9xZ9q8DZvqhRvxS31WsXvkb8VnAWgBMtGueN9PRBEajHShwAXoLULwZGLkAhfXjfOIBeYyLK0lYjHQWDE+o2p+S+uOg8pRGuLsSes/KB2lQS3nD9lo0b6sV9ahcRlJbb8fogtaatFltVpjMJpw7ewmFhZoeeVV1ORyO7KWHt146h/ar/Xlbpng6JGB99BcPL9yfooO+ZifUeATJnrNQXMXaIjjZD9Vsh764EbqiOrYQQDHboYamoPD/WZw4AhedkP3PncZbL57POpggba/87F1sva0xb4SbNpZ/yKwurynEQPfYEkAUYZIxv0SYTrd9yfXMZcwadGTI4C48Fzvq1mskPepgx6IzC6J7SSszJX1tQO6jlda3ZyaDUsLJZbyGdDhWZRzu4WyGruoXNSBLxqDT25Bs/R9AuBcIdQCOddA1/p4GYLym0XEke78NzPI5HNJmBXM2cKYxnV31C0DpRwH3Vm1aV8awEGmfL30YGHsTiZY/0KLv2QGoM5egWGuAfLVmWnRcEwUp/yR0Db+bevZSzx3d86J7kWR6vfuv5Xfq2MuA7w6tPmwwSjdCtOsa4kO9sO46LKD8voEwgXLdnRtQsa0ancfahFw11jWKs0+dkjoqZwbLqNgsHiIZ0W1vX8PRbx2Zm2DEKLhkfSk2Pbj1AzOijMaI3FtdiL2f2Y+3v/GGKF0RtM4/c0ZSvbd97naZHrUSoxJY97sdMNktqNhcKZrZ7ImsqanB8eMnRMFpy5bN8uARHC0Ws0Qjer0h1bKRvY625Y4mHH/2vESqJbU+WGxpxZuU6ANBYEc1QjOz+NlfvCZ14213NQvonnz2Ai691SaTm8obiqWOTLCdHp1B9+UBYWW7Umnv6zGeB6P6lRoXqx//zav42XfflBR0PmMt6+HPHsRnfusBSVMuqWuZnNA1PABUHdCAVwAvlQZNywwyHUyAZY2Wv2d9ie9lPZh/Vx8EzO4135sU/OewgUwClvxLz0Vo4XhHpmMlFe7VCDgj1KlNqhgfm5L7YvO2dQu2zWNqaK7A+q3VeUGY99BsOCLyh5V1VNCaPxa73Qa7zYbLl67NRcAPPHjXEhBOR5rHX70o+s35rG59hTC5y6spvp9x3kZKExqhxCPatY9FEL/6GtTZGYmEkX6dqWn2ZQbGoU70Q/GUyWznxedudZjx6d+8H1fOduUFYY6IpJ41yXBlVfmdZ26XIMda9ujAVFbyF78Ltv0UlXlhIIdgpSDckiMS9thQXqNdK5LYzp8MS0070xgFs72JjsSKQXgqKL3T+UCYmaPVmmKphOLcKIMVVHYeePbMz5g2eqDY6rTZ0+leWnsjYHCkhtEHocamhcC1YJssH9mZaUuK/nPW0YQ6C1THOiglD0Jl9C215F4o8ZnlQZgqWq5t0FV/Udu+ttO5l1VrNXRFdyMx9DMN4ENUxJqAwuEQDFgC04j1d0NntsC6/QCux64bhOXmd1lx8FfuQHgyiL7zPQJQHNF35Guvov9Cj8zo5VQlSkvyuoepp9s1iu6THQLCo+3Dc5KQBPPtH919Q+qsN9J4nky973xsr6TbxeEIRREcC+DKSxdF95iAWrqxQvSzOSuZlojFpe83QJGFoWmMdY6KBjXlPjfcuwlFDcVzRJPm5mYUFhYKIDMNzYulzQXXbsBoNCaLpNOZnXVZVFWA/Q9vl2iX6WQ6NKzpOgq09PXtH98Jq90sRJDgVFgeXk5iovfu9NqhM2q9mWN9kwLkj/72vXD57Hj3uYvYfLgJZfVFEglXNpXC5VsbIFNUhQzM5YyLPFOqP/zay9JewvRbvp5Qsmw/9In9MrGIqc/sGrN6wOwCzLx+4hnmPoCM96jhCahD5ySdras5rG1jDVZZV4QtuxtEhGPBufKhCI1CHbkENZYBHtxvYAC6Cm10XU/XIEaGxkW4o7TcJ1HYYglKAgGBhb/Pp53Ne4QCIlzsM7dBUtbd99wu9xrt4sWWrLKedAa6WweFIJQv9U1jHzAjz8Vgoa+/DYrZIWQ5xVmspfVIminbAMVggWJ1Sf1XyDDuUhg33w/FUZAz/ce68/qtNVIfnxoLCOhkM97/l093Yvv+pmVBmMbzJwhT6zubshWd5d62YWze1bCioRFSepoKyszoxcZno8DnhMtjl30xc3L1fPcSEI5EYmg53yOljZWaFgnnyCQpGvhTXnV1xnKNR6vtpmcGs74qgxZS/zYXLxjgIANC0v9XycPI1k1DXellWsn4/BrdwmCeyxMQgClVuZxZyqF4dkExl2ZdB3i8KmvLTFGTEMbjjM8I05sSmTqXB+Z1mxEfTjlS7xc7Wg42teOaXXXY+7kDkr4hEBOgBi/3Y3poCn3nemAvdGop0VTalISmiZ5xbT5vajuV22uw42O7UX9g3Q1hHN9o4zGRDX7wV+8UiczOo60ITYXkXPj3SOsQ3MfaxdnQREwUiVrZN00iF9PY/jG/ZAC4iNXsqp0bd0aQdLtdcLmyA+xKIi+mmFkDTtd8FkeCjHDTAOer8C7Yrs09PxOZQBmaCUs0wb5v1oJZN3YXacdGMQWHd23EJC6UdBBWNI7wG6/huR8dlcU+XxsSmaSMMB94fN/yi8iSwQS53pex0JOM4arU0tX2Eqkdr9YY+e480CziFEsilyRTsF0aSUzm+qam13BpyQBlgoHFYpJWJqfTnvWZJ9mIghcUmaCedi6jc8Z+3rmWu2BIuAczMwER7AgENAC7cP4KmpsbUFq68Lpy3i/HEnIb+cR5uLCTxZweYLHgmrjmf6dY3QvV8RbXCE02KL66vAsd71+2O+0+vFEAKhcI01ov9QiJa//dW5ZV+OP3tW5TVc6IUxyS9iHp+12JhfxhcYCyHZ+7wAFfKSNqvTwrDRsrYTYbsFhkUouE2WO8Mk0GPvP50tG8bnQOM8cyrsiYJibhKg2q/H6Y2mX5hn8z4pWxl5mfIbimrrmamJtRvSajRjNBPW0kbJFjsYxJ5G1flz3C1t6hDaEgg1oyZdz2rDb5KRRFYmoCOpsdek/hdQl10G4Y0pHNvPG+LVpk7LEJ8DLaI0GLP/mMQx+oQLXlIzvQdEezjNb7oBrJaA0HmuR7Jiu583ibDHNgSto/6peflRiHXNi8jvnBDCm7ESn4ZWfHZtlHJtGroMwjC+tw97iIf2w80Cis7BthmuBHbhBOjyN8+acn8OS3XheJvnxCHARgRsD3fey2vK0k12OKyQ4Urruuhnx+J2wlohTi0hdZpLdDKVwvPcpzCxpbpjKibo/XCavVLMSc9LD7rAITDov0AOcF4URSyEHptDIdH0bYQ4PDaG/rhtutPYODgyOYjSwFF94fZ45eWzYKrq4vlZT3isYK5rv3V/FckKT1wo+PyaSgXCRx6kozuzI57oevJAt3IMMIiNQZZ809m/FakPBFxvNKjPd3f9dIVueFDhTLKun9MhLONvmKTOeu1iGZvuQuSC6rcMVjIyGPtetsxrGNrEGvuhuFQJWNH5Gqsco0oXS6d+41Hmv6+1S11sEcpjJKZv2WrU2xaSDBvlx24hBsE9I3rAbbMz+xstnGBvIMiqWLZ2Y8KCW5JeI4PE46E/MHI9tOhoNIjJCdzglN6QL1+8SOXmysAW/58HYhMV1+8QJ6z3TNRYnUXqb3LYuHQS+1ZKax2XtbvrkSmx/cJjXVtUxgei9NRNr1ijgLnnKPDJ9nappRPfucwxxEH41r6l/MUOgU6Ix66TVmf6/FZRVRDfZA1+yug9X1wTtf1taqmsvk50abIU86Oj2OkG1I3/iTp2V2ar6UKuthH/nsIdz76J6skdYHxfh8MnplqpTEsaWv66VtStpyWB9lHzNUjS2dEXUzRRwKzWJmOgBrzJyTjctFm21kKxERSYOU1WqVMkjAH0AwFMbWLRvk9/x3GpAzIz8KTZCFvZw+9LrNVfMs8PfIeC9wn2arGbM5BiMQAIf6x0XtalkQNuiFTU32sH5gcsk9KenojmFJGa+EIT0+Oi2KV7la69IgzDIB73ESItMSnpnHz4lKowOT8BW7l223oswlHY9cDi3Bn4MbVm3SWpYPuJd7HVlBU8A3Mgg10Kr1HrNlaXZI2ouQCKTGKXK2MYUy1qDrT8fAYJdMX8/lATRsr5ZMLR2f/LrZqvSC65weqOxbFwB+P9jR7GmdnRL2qKQVDEzXVUgazWQzon5PBcrrzRi5XIDOoy0YuNCNwFgYs8GYkDEsBR64KstRuqkG1TvrJAqmOMRKo0CDSQ9vuROhKhOSkaCQaayJfqjj15AkmYRtJ2SwMqpgT2eOdIGbjf6NJYjMzECf8MNlHERylIQW1qAqAYMtr2JX8bpSAVM6Hoz8eZ5DF64i1N+LiD8oD4rBVQRLaRWcRW54KguETc22Jta8TRkPjjYlJgGQtRsLaYsxbzINyTWVF5I+GJWxZSZHQ3r2r0vbtjrdB8TDWnrV6oHC9Gr6PVSNomJUNAQ1wX1rXp88QCTHyPW0cUzWqva92OhpZwNhRmJMbVL16Wt/9FOM5JmGRMeGvbaf+vV7cc9H9yy7yEsPdjwh9XlO6lLo7Se1vmyRsLzJqmw859LKApkBmzWlKSm8VAp6qhvJrtfkHtSVcnB4CGBvMoDR4Qn09QzLIlFXXyGLfzZ5QS4klmU6C9IykHOfMaTSnw21KCkpxmxkVr7+jRublpRIWFMdG5nGcP/ksrrHbLNZDuRutDFiJRAT0KhnncsIYBx5SOZ2PhMJXatJ6ucUulisi81rOdw/LoxlPvPLRZPs084lHamBsHY/83umhClBlm1QiyNtPtacwESgXg6EJ4anxanNZQVrBeG5UPDGmcq++WAr1MGfQh15HiD4UmWLqW2ZM2wHDG4tY8T1iSpawdZVHjbXVHJmkpgc8WO4e0zaMb0lrmUdWENhifzcKFvbappMIHHpx4i/8Htam0fJZpge+zZUZykQDQqJxdD6Akp7j6LE0Q9sn9Q8elshFF8T9LXroG84BBTUa+DCba4QgJkCKKxy4vH/dDsSrX6oXW9BneyA6n8Jsb+NCfCyp1NXthO6hnugq7wNKsGGggyL9vHwH3xcO53Rq0i8+3UkTv9PRL/2P+WYjJ/4LnTVB1IEnfwPKPuh+bPxzmrEz3Qg8c7TgIhA6KHf8xswHP4ilDzbEZBMRKEGR5BsfR7JriPiULBPVFpnCLr2IijlO6Gvuwu66v1QHSQUrGIIQXgKsZ/+MtTBM1AKGqHf9csw7P2teYDm4t/2IpJdb0Ado0LNhOYEWAuguMqhK98FXd2dcl1h993QdDSPgQvb68+cwt/88VN5xxHyfEla+dJ/eBx3PbJrZSL2jPpGpzHd0Q9HdQnsFUWIB8JIRKIw2CwwOm6uDCcjU9b2CHLLmTp4WkhJ8NRCDY0CgUGg5pAsGCRjuVwOJFUVLrc951xgaVNbjoFO3RJGdIvytewRPnLkON5849hcW8yX//kvyUCHzN7YrmsDWefRLv6uyqp9Uud8r437JYDlA2GmhfO17Cy2msZSXDrVkXU4RSyakDovMwOMmHMZ73VGwvlB2LuEdEiFs6UgrKL9ch8O3Lsl73hKGksT2YRBFkTCVWsB4Ztg0RGoXX8NdeRFLco1eqEU7INSdK+oY8FcCoV1ZpKn4n4R/kie/9KadkWH1VfuQX+rVh5Yv7duWRC+0Xb96Wh6LRMdUFkQH29D4vQ3BEjU4JjW7iGF96T271gYqn8I8d5jSFz4IfTbPidgsJoxUOpEu3w2cfGHwOwkZwDOpyVo8QjU8CQSPJYrT0FXth363b8GXS0lzbL3OireOihFG7TIOcqaiYpkx2vQFTUvC8ILjFHktee09hZut7BRSzPm2O+cBQYRv/gjJE5/K3VOJADE56PRRETEI9SpHiSvPQeleCP02z8PfdNDqzu+tPH4IqnaUCyExNm/Q+LM30H1D8j1W3g9mRIaRmL4kmQ/2FerXAcIMx1NAYTFYxyf/9ExkaLMN46Qi3pFXRF+499+TNSwKK6/IpMB3DoB3dF3W2Ar9iI4MIrw6BQcVSU3HYSNRr2056yo3qbTQw3NQPH3a9rRwRGtvsbFuLY8tYhPzbGXs5kE1msMTvr6BjEyPIb/+Af/cq6VzG63L1WJap1XicplBAY6TCttobmRRiBbDvw5GnG5vvNMq11XnrWckDb2EXO0Zj4QnpkKYZTdEVnUxajOxVo+Z/lmWs26UqmpLx6MwbJA25U+qQsvZ0xF59IVJ4+A4E9m/QfBkkPPaLrUZCTb10FX8Rko5R9PaUOz1sznKHWDSzr6OohdHAls0sM/ERKncvFo3vfCrv/p4EWI+KEOX0Ti2rMCXgjS+1Q1UXyKIXBFCE1oqVCmOgkqY1eROPO3AlD65oehLNv2oSLZexzxc3+PZPtL2uKUBgoqGxGMmHaOBjVN4GRIACbZd0LAQx8Ygn7jx6BYlopcsP9TgLh0G9Set2W7lChUt3xSE89fwYqmxmZF4jA5fFEbCMDtlmwRIJ8T/852TsOXkDj3XSRangb8g/PnRJEIu+btCWjy+lFOLR6GOnAGidlpYGYA+h1fhGJbXc2NizsHEtAhSlz4vnwP6syAxizUjjzVO5tMOVEJTe7RUQaFEfh1mBYJmxekoZ//8VE8+/23pT6XS3KQCwVrqp/6jftkIAMXJf5u/GIHkpEYFIMB8WBYANXkcWD8XBsiU364Gyvh3VALPWvyTjvCo9MadSORRDKWwOzEDBLhiCxoBZspBHFzyHxCellmRitlKnVlu5AcvwpM9Yg0prLuITnero5+dHcOyiSjkaEJFPjcqK69cTX7aCSKqekZmZpEIlZ/3xC8Xq3Vy2wyLWhTIiN3uG9i2ZGlvhKPMOHfj37/AoLZMmQwRpacDsbINh+4ZoJhvvcN9o4uO8mKZZYRqlZlYYxxfCUdl8UkK0bC2RxOboMMbx7/crXoiRGmo7NHwgR+MqOzEcDeF/Nf0lS4WBbkoIeSB6FkMqAzje1I0fz6AfmMAcBQxyicBTZhnJMpvxrlsxthN8ZFVROIn/hLSaEiNgulci90NQehK2jQosu0ZODoFSQ7XxfAlvQro9pT/w+6it3L1jkJbonLP0Gy7QUNgA0WSRfrqvZr9VvZDyWgZjW5v/6TSLa/rKXHRy5qkbPRBsOmx5dSykm28tZCV7EHCYKw1Oa6tJRwQX1W4F5isxPiJCCWajvQm6Er2Syp35znxGj96lNIXP0ZwCiUdcDq20U9SZwCOhZS84jIAp0ceBfJjleB4BjUsRYkrjwp521IZxNWeuMQhCe75LtInPsO1Ol+KKVbJWsg+7V4NFp+NKDpF4+1QJ3uha54A2C/vvnJUq/MiIQ5AefnP3hHSD65VJcIXlv2NuCjn78Dhz60fUGEEx6aQGh0Umq98XAEBocVlXfuhJ19tJEYgn2jMLnskoZWFqkZRacDCA9PSHrau+H6RlLmM4pecHFdVhR/+Lx2vcOjQHRGu5fGr0Ep3QFvgUtIWUXFXhT6PNJXfiMtEAyhrbULA/1D4txcungVZrPmLB26Y58oaS2oCQ9P553fTOM5Zy7sanwKaqQbMBQAcZZrTDIJR34fHRKmrc66Dmp0EIqlAYregWSkR5xVnWV1E4NcXvuywMrFNhyOCGlpRSBMMFwuEl6GLc5hF7mi75LyAolIl+63TFS7shkZz4xwSbLj+MtsxtapibGZnC1bHIJBEM4UkHk/TSULmsQrrmlG1xIhjwUWm9QmI13HelRUyXIlpBtkuXv6ZtgNyxOpvUcF5HQN90Lf/AiUij3QUV83DXjJBHTTvUg4SpHQ/RjqwCkNiIfOQx08KzVP6cPMtu3IDBKtzyNBUCUAWwuha7wP+o0fh650m1a3TCvoUFkn6odCQLEWCsiJBOHQBa3mWbpNSzMvMkZ4utKtSBBwWc+llF7/aSil21cEwky/E9TmtkfwLmgUAlTW99Mp6XoTyZZnNABOXzueU/kuwFGsKTTJm5NQ47PQle9Awl6M5JWfaYMFxluRvPZzJKv2SV1eGuVXYokYksMXtGg4OAbdlk9CX3cnlOJNGsGOo/z4Pjo0vBZT3ZqEY9kOrV55HSZ9whaTRFOcbfvk372Bi6fa8w6BdxU4tJm7H9q+ROiC0ZjUd/U6iWyT8QRCI5NIRGMwe50CstGZ7ItPdDqI8OikRM4W38p0ztdibPNyeuzLL3I2HxCh2EBiXsErlYb3eF0YHhwX0CBhZ6UzcVdqBHWfz4ua2iqZJVxcrJUchoZGlvh2FE0hM5dZjHzGc86MoNVEAMnQFcBYpIEwdNDZUqxwNSKtKElpV9EDsx1QjRwhOahJGq7ytmOmxLwCXWVGP2zbWYloB3uvCZIccJCtJ3igZ2zZSJg16JwgXOHNWttlap0tRASMJbKZ8ST6Oofhn6rPCcKsfVN7PReJriQFwh8UU/QWqEw7sy+XLUhU1Mo2aSkypo1HnDqx9n3pFBlkMzYwKSx0zktfSRTMgUUzY374qgsx2jUmGhKzAa0s4PQ5RCp4pXbjijWidLMd+i2fhq7ujqWLtU6vRZvND8vCnhi5pNU+1QSS/e9Cqdi9gK27YNMjl4SshMkuSXHrSrbAsOc3JHpbkurV6aBY3NARmKyFUCfakOzTIlRG4ATKrCDMPk1vrYCZ2v2W/C7Zf0LAHr6mvDR0AiQjxeTQ+fnDqNgDxVOT83MCoN1vCQlKyG0FDTDc9s+0c1p87UgqY6aA4GzxQqX2MUk7TLdzO63PQ1+8aRUkRVUD1siMfFeGfV+G4m3QRPTTu+QfvCasZ7tyD4BfjRGEuJCIzF/7MH709ZeXnb6T/hwXkGztMAabWea3agqTBol+Z9r7EOgbg9njQDKRQDIaR2TSj2D/GGbHpjE7OoVkLA4dU9Ruh6SiA30jcFbfnDYnHXvn7eZlH27e16rFg6T0P0bFMUPGuMS+3mEMDYzJudbUld/QY6Qs5bqmeiF0sS6897Yd8vsXXng9JZ+qzjkRMtM5o8c4lzG6XKClLGWNkBBvgJjGJ0kEoBi8UAjMlD2MDkLnOoik/yQQG4aic+ROReYxssPZFricxWKJvBKXmcZzIYOYAiSRoaUgPDo4Kdclm5IZjTVHAnAu3kNxjkiY4FpcRh1pq4DpYuOzND0ZnGNVLzbuM1d/sOy3okBU5j4wZqsDps9JT7Aa6oA6+jLg3atNUuLKRHAmAM+chTr6qta2JCvW6qNYfifjA1OYHvGLCiAd3JWkoynjO9Q6IsqIg60j0pLKQUT8PEfMrgaEb1xvht4EXfMj0JXvzBst6VwVWpo2o7bItLTUchebMHdVJNpfgTrJYdEqFGcplNrDWuo0DzDyNV3ReigVu7QIg5+e6Uey5x1NkzfLAsK+TILS3O6Zhp3shBrNDxJqYEQGvQupKnUtmAlgVJn9A6xvHxXnQuquVq8wj+Uzy0SauoJ6iZTJWBYLjyPBFDWzCsssigtPVgfFXSXsbaWwaQEA3yzjJBrWu5i2e/o7R/DiT08sC8A01rKOPH8WLz95YsliYispgKOySFLKztoyWIs9MBe4hfVMMzrt0FtMiE4FMDvOcYVJhEcmZPi6p6kKpQc2w1bixUznUgnBG2bUHyYpa5kHW5wrYaUntLo1SYJkR6eMUXA0FhNAXM1XvVILBcPo7OjB6XcvoK2tW0Q7qCE9M+1fcG/x38LUXeYYGFUsqG8yuqGcocLWN5Js9FAjA0gGL0Cd7U7xIRQopjJtoHu4Qxt3Z84+x3i5e42guVwJgJFkZBVknPLaopyMfKaiCZK5epN5rwtQZ5n3TNAmGDLazrXfXAxotlnlA1lqZed6nbck0+CFxWuTYr0Zpnhvg2KnOpoJCLQg2f03MgeY7Urq6ItQB59EsuuvkOz+BtRwD5SC21Na1KtPp8vkuNT3MTMaEHBdCZaT28J7q+XtVqkjj/dNypAb1pjTEfF7HglLW1DJVi2tvNx7LV6JOll3pcnCQ89/kcm1oEwYI1npSWZushK6qttWfFy6oo1I2nxQZ/q0aHiakz0mJN27xGw+6KsPIkHNUhLI4rNIjlyCbqpTSFZZjT2oTA33zadESOYSQhZJadk+kowhOXhW6rLyfluhgPBKjVEznOXCRhc2+FQP1OCojOdbLGyf08xOST/rq/fjvTIuijOTAbz29Lv47lefz6sFvdioUfzcD48Kg5NjCmWBZZq2qUp+Flvx7vXS/5vZA1y4tQHvh3GhIzlruSUi2fIU1OBwan6qBWAZxDZ/n3o8Tlng2aK0knan1Vpf3wBOn7qAkyfOYmBgSA68qakeLrdzQWTHzEEsmt2RzTQeYyYIKhTNN5ZCTUxDMRRA5RxX9n8mAvI7GdYumsPE6EqoSQ5Y56jJtaXeecwyClC6DLIbszIrlX6kVdQU52VdE2SnJgJZFcLYlrSY4ZxZw2bvey5lscraIngKCZRLnUUOjyDI5orgJBKezA7CrNlzvytq9XuPTFdwO5IchRidAkKdQKgdalerJuMqpFE6tEbAWgld6UegFH0ISSpqzVxc1X54H0vP/ZZKnH7pMgrLPdI+uZzjRrN5rChrKsGP//BpfPI/f1TEpyYHpmBz21BUXfg+gXDpVsCyQm+KURcZzSmTSDPbg8Ja6ERHiu2sPSisseq8q2CxMsWdOdmEJKeZXq3NZnFrFCNY1kQr92igyuiStVOmjHOCcFKYrMmB03O/0tXfPRd9Z/3IVI+Qq+bYyEYHdIULJ+LkM9ao5+q2NKb1pro1B2iFIKw4SrR6+ntoTCmffqdF5A5XA8BpY08kxxlyOPzGHXV5x8ZxuPo/NNPt/DXtfppbSBf2Gu0/uE0THkml6G+0MR39uc9/HB968C40rtOeMe5n8TxhHsFKvj8ucAswwVAAnftQ6j8Z6cOUHOB864n2t866Hjrj2tn489KeibwLcT5Z1MVWUcu+59wthyRJzUwERGFrsVHakvXZbFbdWCZAnHu/xTLYIZuRbU35TabWTVnawfKlo0urfMK5WAnwvGemGKBU/gJ0zk1a9DtxFJjt05jQFOqwVkPx7tH6ht27NH6BcxPgv7qq3QSmwxgeHEb9tkrEo3GU1lMVzbrie6ug3Itf/rPPSj3YXezSugUUPi+69wmE3TVaDWtFlhohN2eph3CxccEZb18gYs+abvS7j2oj5lZiwvDNGN9FwIpMZ41KRBrO5IB+3YOID13QQHjsmtRddbGwpli1+BBZCx69qhFqUudGEGZ0m8sImDLPNv3/4QuIfu+x1DkpK2M3hzJFBpIamUwWsxWa2SXp6LWkcDiAIhaOwFawuh5lahOTWbuG0o0Ya23dbUP4X//+e/iP/+eXRRUpVw/qB2kM5kptucEQq9b1XaURsCYnpnH0nXfR1taFO+7cJxO7FrfM8NoystcQNveXSaBeOJOB78/2faXOi8+fCOSfhRofgc6+HTCuvSedALsceYzgw3NREwlE+3pgLC2HLsUKz2asCXsKnEtkJNNG1vh0DhZyT8cQJnNEwnVNZXmjUYK6t8iddb8sT5B1TUGOskWqV3QwOAI0V9mnorZIwH+lzwuzeGq0F0rV56Evf0yr6ZsKocbGocYGobNtlvfpN/53TeeZmQ3TooygrR76LX+mKV0ZXYBp0VopmtNmwL0dir0BqP5iKmAR91Nr2+TQCOo/60xQjcwk/nOg6he1tDSnH2UxpfIz0Jc8qG3L6EJ01Iix/n5Uri/BYMco3EUO2Jxm6NNkYlMJUPsvoa/+VW3fZGmnhlHI9eIQJ0vGuNiUI7PatefGgbDFnV3IO+cHMv6d8zlWoYbHRcZsztiTnAFgqzZGGhT4yLVTk11Yyjj5V6k2kZCQqPgj0f4iS7JuzHowt8sJOGREM6rN55AQMJnuTht7f8dbr+OcVE1qchWFQo4JU8zzZIzBCz2YnQ7B7LTA6rXLOMrA8DScHOYQTyA8FZQhHZyBPDM0iameMdTfsRHOYs/KvWgp8Wc/RoIpJ7gQaJjSy2Vsxbh6rgtf/+On8Ov/9lFUN5TcdHD6p2QVFaXYt38XBgaG8dRTLwoLeH1zPTZtWg+fr2BukTFR/nMFpJf0lKa8lrloKQbozLVQjWVQjAWrW1MW759zX5fpZaaDYaJDkUwiOtDPmgn0dDwsViH8ZSNJkcREchanEi02SkNm+z3v+77OUREIySXvmS/NTWKfr9QtgJktqiXrmvteDML8HWvQuaL9ytri7ENF0scdn0SS7WNqHIqxUL6fZKQTeucBqAkTkmGW+UJQki6os+3aqD9DoWQV6VAxwFISlI0dAhJByYaw5q/YlmkJVKjRb9XKFcuYQq6BhaTK/MRKOguZgG+0+iX9fPHINanntp3plfuBU+NooUACHeeDqN5QAYvdhEQkCSUah6rGNUlio17aKk0W8g8Mc5kjzhZYjd04djSjxBuuwatqClaZER5Zwivp282ThpUh7TmWEHnoWdMt2YIkwZKgT4b10DlpYVpgjKrHWrRIWI7NCl3D3ZqqVJ7xVir7PzMdCwJinsh5WaMONGuIq/HAeHwZkddk1yjsRS5tCMVkECaHBYGxGQTHZmCwmmCym2FM/U3SG8czGi2mGyIbS03e3Yc2oHlbDcaGp/CTb76WlQUqxnnUoQjefvEcyqt9eOQXDomYwbLeJ6U5ZweQHPwhdDW/BYWeNL/C6dNAdBiKc7vm6UZGoE6+BZWTW6jEw1mpzs3Qubbjn4LZ7DYUFHhw+XIrLp6/Kv/u67ViNhxBY2MtGhprZaGRXu/lGKSz0WVVtRabkC2NvlXdVmp4Smu18zUuzLrE4sv2fZJUY5L7WIFiMCI2PIT4xBhMjIiLirOm2FlDLSxy5wDh6ay/Z48uX8s2j5jbrGooFWDPZXwPW5XIicgNwkvFOAZ6xxEM5GZ/U4HO5ckN/slIl9bDzcylGoPOUgMkZiTo4FxdWZsV/ltP6SEoBjeS0W6NwSylFZLxeH3N0vet6HiON1erfaXGlqSqDWUITIbgY68wE4T2eceLQ0q6Lw9KGxtHvw73jAvxyiw6B+ocEDMdzaE3hWUeOAvsq55seONAOFNK7EZaiiE9t5vCddBv+OiaJ1dIPdVbm3sB0Vg0QpSSIesEYRKfWBtelJJW/YNaBCsKYVqKl6nsBTXolZyTq1xkKNc8jcNg1URB0n3FK7WMazA7E4Kt0CHTriIzYfmbgOcfnYGtwAFvtQ/OUi+MNhNCEwGZp3y9gw/o3XMA+213bcLt921D3fpy0fqdngji6e8e0aQZs62hqraoUWnL43Pivkf3Lq97ywUhOozkwHehq/wlLZ0l/d1XgcAVKJYqGRCuTh6B6r8A6B0a+YMpNXrwN8hINkrEB6AmWT6Ia5GfvhA6Q60AEPtlk/FhJJNjqekwRugMpdDpi8XjV9UokolRJBPDmqwfOPWlDDoDX79+hjtnCXd29kp/75692yUyZg8x25ZGRyc0ENbr4PI6BIzzFUBC/tll9aXlmlBQJ8zsUEwyapSdFdU5tsgZzNICiFgEikVTxVOD49preqOmVDfVK22PmSA8G4rmFH9ZLCkqalRscXM4EB3sh85khlqYm2BKcQtGpZ3XKLCz0EiAIvmQkWcmZ2Gwe0xSwkucAoXqXk4B9lzTxdJGFjN7idsu9WZlQGfThh7s4cCJ7Gxdfo90ZPPOEKZKH+8zxTafjo5PQk1MQTEUSQuZto5wcI4NiqkaCF+GmpyFIkx4I1SV0/NUKMYSTj/4wJSKTBYjiiq98pPVKBqoqvBPhhCcmUXftSH5Xu1uDgVSEA3HJH1N8B3rn5Ko2rWK1qS0vfeirqs1pnUzXAsBYbbVrLj+vAZje1PNIRlSAbKpOTFqvE3Y3KIxnTJGx8nJDs0b5HQhd5UIaiwHhjKRKKOmTVazfveva1H++3SDyhCFiQCsHjv0JoO08tgKTFr067DAwlRxipHM3/H/rA2bqSC0ykNm6pmgSXLVRz57ENv2NsqiTqtqKMGnfuNeAWMSuHK1e9A40ea5H74j/ZN3P7L7+hmeahxqqEsAWPHsh2Kr1+aJXkdKdLEl4r2IRy9qbGAZwMFFqgo6Q7U89Yl4HxKxdqgJ8hgIIgqS8S4YrXcAOpYGBpGItQoQs9dWqmTxHhiU26HT+7TU3HXY9PQMenv74XA4BHD51dbWVaGw0DvndJH1zH7W5coQdJSWm7IkNuuHOtoKdXYGupJmJPvOaCI3dEpSIM0uAMVeqJVeAsOSbVJTz5lKCVdqnmcYRTM4WnAlC7HcNxxoMTsLNRYDLKk1h45yluexuMyLwpLs2Ti2brFnl/vPTC93tQ4ilCUiZfqzrrlC7uHlZgKzhYlAnM0IwIyEmQHIFEgZ7B1HOJhdCIdp6LS0aC5TjOVaqxBbxfS8/iRHuTRFK140Oqt0FkmmIsiKpkEJFBhTbHeH3ONyL6eY7/9QzGw1omZjOewuC0Z6J1BcXSBaBbz/mYImOHtL3PCWujE+OCVODTMr/8hAWEmldg3zARG9YnrKNxGEpeZetF5kNxOjLUBkWqLeZO8x6NIgTH3pjDYjsrD1nLq0kuOyuBcAtUoCWGhM06l+n8zhc6F0SzVc5d558kdqHvJi81T74KnyrYlRSQAmoepjX7gDH/38YRG7z1x82DJRu64MX/7Pn8B//52/RevFXpnak8sun+6UAe7eQicO3Ld1Ffq3qXYHyUik7i6dBTrfvUj2/x2So89BcW6UVLRivXGa0ol4DxQYYLDcBr2RdTFGvzw/vUQM8dmTEj0YLHuhKE6oyVHM+r8PnbEeeqMJsehZqMkwjOZdUHRuqOoMIv7vQWeo1IQtlOtzRBj1so57/PhpHD+mMf5/8QuPC3M6bVyEqHO8HEOb7TiRPN/dnAm/i0NeyGtIaqnl2n1I9p/TiJl0cK0eqJNsxRsDKFMbmhQNdF1xMxTfOqgjC5mxjEbzqbCl90v1K9ZZeb/HJyfk4U9MTyEZ8APFxVlBmCnhfOMZmS7muWeCMAmFwSzHw2vImcvMCi1nBH8KcmQjZxEcqA/NVHim+hXT1LlmPrOMw6ER+Rx/naWWwpnzpCgZxTu/TultG1P/mt+G3pFuIdX6vm9EhlSlXgQHLMTiUuLQMgqq1GJtKU2AG22UCt16WOtaIYOa1tsyJGloT5ETPVeHsPn2RrSf60P1+lL53Vrsgw3C9KrYjpQhYMG0VXKyE/obpOKUY8fyp65yn6hgqSPTUAODUHuPQd3xRe0tTKFx9rB/aF7og61JK9m6uwqKOaPFiNsau/begzC9/yR7C4GqfeuEeLXggaQ4TSKpzdwV5mqqU49OyhpbGjhi7tEv3IHP//aHc76HQMoo+Vd/7xH8xX99Imv6LdNOvH5JJApLKgvQvK02D0Mx/bs0a5cXIDrfo06P3bUDOudmqDPnkRxje8SbUDy3QV9FhuT1m8HYhGj4dSTCr0Afb4LBtEkAVI4m6ZcINxHvRjxyZsFxM/2n6qYkQo5HLyMRXdgTmUxOQy/p6euz/v4hjIyO49/9+9+GxWLO6UgxjblcKwbbdVY06J5fBlvrdHokBy/KXOtE+xupwSpVWvuizgTF1wBluh9qJACloE7eJyWhiY4lBC62Ai0nIcl2HqfLJr25ZEdb6uoRePckdDYbQG3uHJEpQY6RMM8/W82bIEymMssrabAkCIdygfCmagHD5YygTufHZjdnBfTx0RkBXR5fer8CwlmySfw+6tdzKtRKerDzAWm+deD6ylVq6hy4RsnQkMFxdLYPYGJ0GqFQWF6vqi3DHffuyvlZSWZkHGb6PtSCDC3TsZLsY/o91c3zQ1M8KYGTdTuvb93+4IMwRwHKJCamhxKiICS60zUHb/7uqw9A4VhGKlvNziDJARUzvSIYwr5gKmWJt0dP3VMl2sor2i7nKLOnlylpkrvCHP7wjsbKfg+NXnP71SvYcVczLC7rgpuRI71Geidx4a1W3PXJ3bDYzbh0rAPB6RCqmkpQ3pBHVH0ZCceV9tHtv2crBrrG8MQ3X0PH1f6c7+NDSvnLb/7JM/hXf/S5JfNYxZimZY8hWxoCV6G4dwCRUSDUJjUuMdZoQx2AtUoiYL2pAMnBJ6AGWnCjjIBrsX9carrxWBuioeeh6Ithtj+U6pXVwWS9E0bL7QsWOEWxQFXZZqLAaNkHk/XeJa+LE3GdxkENZpMRZ89eQmEBU64KKipLYbfbFjhJdU3lS/qHs6WjyQZmijZvvdNRDB3TzyQrxqNIhCaha7wrNR0sNc2LRiJh6WbtfZJJUlOTvkgAWnhPcbYv08L5zF3oRFHF/L2SjEaht9uhxqJQI7nLIEw5Ur2KEXG2ecQcqrBYlKMnBwgzxd+0uUqAdSXGiUfsGb52kYMtFhrbn9gzTJ5FukVsbGhaOgqW7FchI7t8ReD/fpmaVGVy2MvPHccLT7+D3q5B6YVmYEAQZUbm7gf2ZgXhgD+EsZEpzEwH5BoXFLpRUlYwl6oPdg0g0NELW1UpXE2a4/5+2QcahGWJ4bQkTjdi2tc/ICP3RHqS05Cc5Te1hioRK3Wj+08A7MsNTyLZcwy6jY9C7T85R8iiwIdISa5wuAHbg6gupg4wnd0OEIQ73wB29EJ1li3bL3qjjMSCriuDQmAh+4+N6pMjM8IALKkuENJBODUmjcSDzov9Qjap3nB9I/RW8o3xe+XCff9jtwnZ5dnvR6UGnMuC/lkRAvmbrzyF3/nDT0t6b6FkItGjELqyT0m6GYM/gmIu0QgkJGXRkhEkx1+FGrw2z8g3eqErXLma2XKmJmegKGbojFUw6BxIKGbEIlRbexCKjn2PHomIVUa2xlpph1CTdBI4ZYzsUg9UNQA1OQ69sREq07fJiVSn4vWzTu02G2w2Gy5fbJlbsO657/AiEDZIKpP11HySvVxEB3vG5Puz5NCFp0knAZ0IfsaQgK7hsAjPkJSljdRM7SDz34v/v2gdGOwdkyET+YwSkRwxqR1rErGRYdi2bIXOaoPOZs97bxKEyWvIBsIkFk6MaPsmYIxSwCNF1loM5kxr+0o9cy0uyxmJiBV1OUB4bAbDA5Nzjilb/cipyNompijSFrWSNDhNnR0Cxo9CHX0Dargfuub/D3Bt0tqIboIFA2G89sJJPPWj13D5QocA6uKhGQThUI5698T4DJ7/2dt4+ok3ZYZ5TX05fv8PfwXllUWITs4IAId6h2GtKIa/oxezw+MwF3qg6HWI+SkelYTJy0hXQah3EOaiAuHJWIoLGEnI+/UWM0K9Q7CW+SRrEpsJQGfQw1paBEtJ4T8OEE4/WPrG+5EcOCWpJ/bUcgJQ/N2/kYEH6jLtQGkThiXTjkxxrRQsDdo4wqS3Xhsxx2i45y3omh5EcvA01PDYnFCJrmLvyluEqORTc1CLpqc658Y6xo/+OfS3fQkg+K8AiFX2O/O8+F5G46t0SESDOAGU1xehp2UI3iLKIkYxMx6UxaN+S8UcYlqdZji8NhHl50LwXhkXqPsf2ydRBGcO51IcoqPASIAa0xRUeOyX7pL03fw1UQCDG7qSR6E6Nmkga6T4gUFbSCwVWsrTS0JWXar1gqPUfFBsN85TTsQ7kYz3aXVgAZAEDCYOFKG6lAFG8w4kYm2IzR5DLHJK00uHEUbrnVIjNpi2IBG7htjsScQi51Kv62G0HAL0BSufpJXDnE47fEWFMsowyaEsik5mDWcaCSi8tuzRJuM3HwGKhCQShnIRiuYs/T3JoJcaTVUv/bsFJZJF55flnieHgBKRue6VtBWVuFFVV4LkbBizHe2Ij40iQlfGZoWpsgp6pqXzRKS8z3JmACa0fVOchizqWWptLzJmFOqbK4UYtVIFNIJ/ZV125jbPl5Ewjc8vHaBsQ+p5ycxmo0TUyzGy54xZJOd6IB4Chl/UJhutRhxIHJ04QDCPTQK2GigU6shikUgUP3/yCH7yvVdw/nRr3harXObxOOQc21t6EI3G0dUxiM/+0oMoKHTBYDHD6HLAVBCGyePC5NmrcK6rRqhvWAa7GO02mDhVTVEwefoKFINeJrVRbz6taBfqH0EiGJbXEuFZ6ExGGBw2GL1u6O2rc0w+2CCcMuo26+vuQkLqP+0SgSYuPyGELaVqH3SFjZLe1cCVpIWkprJFQlVwVKsbMZI2O6Crv2d++MGK9r0VOt96JPrfFe3pZP8pqGNXte1RbtNo18YWZpnMlHe7viYZFqFOtEIduSz90DIfmO1RtYckDc+eZo0Frmi6qTFOD5kWEpec0xT78ZLiFGjqV6szPvjseatcV4zWMz0Y6ZvUGtDJ8BzzY3osgKkRPyZH/ELjdxXYpR+OP++VEUSZ+rz3Y3slff7iT4+Lo5DNWJ+j9//kt96QCOf2+7cJYWtuW+xXtNVpIJtrfze5H5hkKkUXJLlBU1dT7NAbeTxai5/eUC89lUm2Mcl7WLOyp1LNVHeqFrYpWdRaehqp12/MAI4ZfwDDw6NwuhwwGAyYGJ8UreoF50CGvMmATbvq0XVtMC8It13qE2DYsL125bU34/WlSJkxoVRjtlro/H40tjFnBEvZy2yGsagIOrudNxKVPpaNostytMVxKhPvVSF7xRLovDqAWBaCGklh7I1fjQ64BsLZS0F0iMiSZsTIr2ygd0yITIuN4jYllYVwsRNihaUhxegEjBtFpUpt/dO1ka2SUaiTHGEb0oQzcoDwiXcuSgR75uRVSaXT6XM4raisKobDZce1K91zTk4uc7rtUi8uqyhCV8cAZqYCuHKxEw1NVSguLYDR7UA8FIbBbkViNiKT1hLhCJKxmAyAsTDyjcflNYKqYjTAXOxFeIjiUUmYC1zwT0zDwKl+RqOAN7dlLvLC6LD9IwRhsxO6dQ9K7TRx+afa/N3pPsRPfBU6tgmVbIHirpT3SW2IU5IilKscFZ1odaJTwJtaybqK3ZSHWPm+PdXzdenwhABf4uozKSlMVdtv0YacwxpybtfkgK72DtGQTvBYp3u0iUhnvyU1aJmHzH1T1YqRvshtBoEwR3j1IZk6JyGEcQgDGaOrfDAIwFXrS2ThK6kpFNUYo0kvogFGi8ZIL6ku1OQHkyq8JZyl+t6kyhen7biIP/TZgxgbmcaxVy/I9JNsxmPt7RgWwQ/2P+66vVkY2Csxcd4SzCwwq3DjBQWYeQj7S6Svl2lAo5l9v2z6V6U0wPSuTmeBQdcAGLVhE5RdnA1GZV62wcDb2yxpav7cDCPoDvQPSY8we4aHBkcQj8eXkKu4MPLavvnzMzmHEtB62ofQ2zksmYxcwwlutJ09dk1IYfnkUTnrmFKQzLQoFOwoKUN8ZAQGtweJUHA+1Z3DcfAUOkR3ORtTmSIlgZmQOLMCwi0DWVu1GIUKCOfRQF9sDpdNHEyb3bIkFct9MO3NiJgAK5Fwlv3SgWrcWCnP+g0r53F9YoTrb4HKaFk0GUoBWzUUgwNqdAKYOgt16DkpxzGoUM1FopylONZpkqWqKrXcp3/0Bi6eaRUAJnGucX01tu1qQtOGGngLXfjqn/xgWRBmKYqCKo3rqwSEaQThQ3fv1EDYaYcaT0h066irRGI2CkupJhLDNDQnr6kJA9wbG5CIRCUNTWDmqFR+zrmuRsBXXiv1IR4ISVTNiHi19g8ChGm64g0A68DJBJItz2rTZjhPt/0lgD80Lpy8qbINg+BrJEItHtqwjDG6Zm+yUrxRmzMcD2sRK3sT+XrxRuhKt6ztnEjQ2vBRbarSxR9p6fbYLJLdRwD+yA5SU0MyFbYyz4mTkyQdv/qHyem1YfumJnEmthxomHsQFrAB188L6NdvzmCkL6jNzf1x04xRw+Zd9fjsb92Pob4xdF3TWgVy2em3W4Q4Y3dYsGXvuqzOAyX25uRDGSVzfF6gFYqjESojT2kdSpG6RIKP0qQWkdKjQtBqjcfLtD+NJQBfOeu7qizWU6Mz8JV7oTMvBH/W53uuDaE4lYkwpPrLubiKWIBLixpv1GLKCHhdUx3WravD88+9ihhHJ6aIMJn70Ot02HrbOrnG/d2jOWUROd7v2oVeAeMN229cq1c2S49YPPnGFanD5jMyl1kTJSBJxBPwY7a9FQn/jEQ6OnN+h4F9vcJUdpiFj7DgOJKqCGSQGEYHsrtVIxQtNqah122qWlUkzPeyp76sxicDTRZbwB+W3mAeH//OFgmzDY0gvNI69LLG3m0qzI29DXXsTUlViwdkKYdS+gBUz3Yg3A91+AVg6hRUCuVEOEHLBpTcJ8+b9MMnkmi53CURMGu6TCdv3t6Iz//aw7j/of1yLXkP/vDbL67osNweB2ob5gOuzrY+cY5o1rIi+aF5tjbNdSwufo4829YvYFH79s6v9cZtzlUxrP/BgzBNZgjbi5EsbEL8zDe1lDDFuAlQaZakmjF9Jg28TFtzfKJElquvZyqFjdCV7UCi+21tH4xa5YCMUHwb5GfN5+RrgrLnN7VzOvGXWo2YqfQF5xTPcDJSwy94XhaXtHBRZWitxt5Uptklrc665PwL6QbOHJ9LtffojVBUEmtw042R1LZ9TfjN338Mf/yv/w4TY1wwc4c7L/7kuPSAMnVYv6FiqRjC7DDUYFuqH71K8+QHnoBa/rh2jSMj2vVmzZhMahFxL4Xi3pIaML46Y+qPUU93y5CkBAvL3BK5M404NRqAt9gFg0kvwCuDLtj/6Z/F+bdasWFvnTzo7F1kFDraNymkuh13NElELfNNbwAQ19fXiEqW0WhEWXkJKirLRahjyRAHnSKCHUxJE2DJRs5lF0624fyJejRtrr6pOt+8lm2X+3DpVHtW6ci08TLRIWjYqLWGKQYDjEXFcO4/CIPPJy1KzDzk43jwejDTwpY7ptwXGwlRJEqxdt7dPiRTehaDKUVCmFpebbsfAZbtRdlAmKnwod4x1DeXy9+8lxYb7xf2JlMt7MaYCkxfhNr3Y2DdP4eOkW0ijGTL/wRG39SiXe8OwF4NXI4D9jooFR+HYlvY2hNPJPDmy6cwNalFudV1ZXjwowfx4UfX1gljd9hQUjZfMhjqH0M4nIWhnhrGkM2015RVv/aPFoTFnKXQbfssTM0PIdHxuvTuJofPC2ua9VIhX6VmsYqCVdF6KGU7NfYy5SpXSMrKNJkPXLIVCZNDehMX1HVZjzblZlKuyDieccMjMK27D8mON5DsPSpqXJKipn51LKIRVXhOnKfsWyftUHJOMixijWk+Xit/J9Rrfw9l3WcAs0eLCAVgOWnElhJRSA284JxlcQ4SGgCPngGKdgHWIi1afA+MC9DBB7ahv/tD+Pu/eCFvxEOAfv6HR2G1mvGF33lIhPcXGrMmlOTTASYPFHMhVHsjFHs91MmTUCz0ohNQJ45rGtJlj0Dt/zFgr18TCHOxdRY4JKpPH9/E4DRe/fG7KK4qQGVTCZLBCE69ehWXj3cIq5OsdTo8J164hLdmz6JhaxWq1hULAL/99DkMdo2haXsVGrez1/T6a/Vms0l+aA99RGuZy9eKxO+CIJsPhNkje+ada9h7xyaJQG+WUd/6e3/5gvTL5jM6Zhu21QgpK9OS8RgCJ47B4CuCpbYOBm9+MhnrlByrmQ2EWY/mvanTK0JMW9xPzPuYkfha+u352VzXkZkHpqFZ4hjsyxUJG25sJBwPAGGW/Y4C5zqgCr+Ba0gE8B0GGCXbly+fJBNJXDjTNpdm37ytEbv3bVrzYTHd7ymYrztPTvjzCv+8X7a2b0GnR6L2IcQ+uhFmp1XTEXaVARlTefKZUrwBxrv/C9QDv5s6Cs7x1bzSZS06CpWC+45N0K97QPqF1XhY05plGpojtWZ7oLh3zzOhTTZNEpIN/WvwXEgA0zXeC9MXnhMi1JwZLRKZX28EIvVHHpvJCF39XdBxnjGjYYIfAU/6JHVzQxfknAi8jF7ZL7mS/Vs8MH70a/NjIc0OKJz/HB4C7BVQh09A5XYJviYXQCKGvyeVwtcBgT7A5AZctRpQB/slNa/Isa1xNuEaTFqXbGZ89PN3CPnmladOYnQwNxBzUXr16XeF1f2Ff/mQTMGZN23yFeJBNg4CjiYgPg3MDmqRcLg35XxYtPtu7E3t/WtIRc8dPwNKJROU7di0rx6tZ3uRiCUkwqUT1LC5QiJepp1JfGrYUonKdSW4drobk8Mzks6uaS7DnR/fJa1kN6pWn3kvMxpezhgJU1iFdc+czPWkirNHr+GZ772FX/+3H7spvAL/VBDvvHwBx165iNAyIh0H79+ORqaBMyJBpqCj/RqYxsdHEfd4YfB48z5bdpdNBi9kM4KwFomyxWzp80GeQn1zxZrWDofTlhOEKVAiaehoTAP/RdrdzMawHs4Ifi0Si1ktLXxhr4Vux18svMlltODK+DJJVcXQ4LimGS9a2YWorMk/GSmfMduQyf6OrGGgyAcXhBUFwYARE6MelBRVwFiszblc8ccZYTE1vIpdqlwEI0NApF/aOxSjD+psFxRTsRArKP2offEuwFIAxV0GNU6hd+/197Ix588o9DqmNy22vtZhSTO2nu2B02vHw796GL4KRmNOwOzEUOcYLrzThpZ3u2Sx+PiX70FRhUcW5tUfPodSGCStnmky/jBuh2IrhRoeZu5Te8FaLGxIlUBLMCYwz45rWscGzvG0Q528IiD8XgJwJqubqdDHfuluWXTefO5szqHljCLZy/naM6eETPPJX79XrodcE5MPCgGW55eu9ZY8pKWczUVzM0wVTlbyX4bi3KAtyqmZotdrMpfXoJO6LmuqPFZvsROt53ow2DmG2g3lAr6nX7+KwnI3SmsKcO1Mt7yXurYcr0apPEZb75fmOAlClAvtaBnAOy+dz/k+TsdKT7762BfZbnXjjpmkr4unOvCd//ucDLfPNzmJ6eHb798q7VWZ+xfGt68Is53tUIwrmw7GiJTbyWaUihzoGUM4FM36hDCVXde8tqwAuxMq60ukZrpYFpTXgrrrdIgY9S2eHErRHc4QXrm86wqMWvgkWVFHOtQDFN+tzfll3VdaANOOL9chGxCdSj1bi4yDWaYD4jjwGSefgz83ylhC+KAMj8i0NecjKN4/2T0q03co6F+ysRI2rwOTPaPwD01JhFxYVwKzy4rek22Iz8ZkSo+z1COfHe8YkYEAJRsqMc12gkmt0ZnN0hanFa4KLwbPdcsDVVhXDIeDYJRIfYlDUONTQHwKyfi01npCcXDOu2TkGJ9BcvodiZYzoxaVuqOBAGJTWuRkrijPOjP0vTA+SKU1hRIBEWjv+dTeJaSNkqoCdF7qx8W32/DALx6Ar3zttd9sJprcFh9QuBlKtDYlyq4DbMUaIJUf1qJAPjAEbKMdcFRptXA+Mfwdo+PriAyvxxo2VODhzx5COBjF2y+dy6mRS9AiOebnP3xHIoD992yRRUgx2FPTlDSlKlmxHOuXCEGoeg49N0jdeO611RoXmIkgui4NoPvqoLSsaDXhBK6d6sFAxyh6rw2LEllwOiz/d/scIppCI4EoXfflUXFiC0UzTr50SchzbCHje94P27izDnvv2CjtSgSA3N/BEJ76zpsSCd/x0C6p8a+0PzaXkQ3MQR9sS7t8pnPZ+cH3PLJbIndGsdnY8Xq7A3qnC4mZGUT6emGqoCZ3dseX05fYs0tHivXoxZEw08Ks0WaboS0gvH7l0rsEV21wgHGunlxe40NPx/CCfROUmRliCSBbBwFBraZx9WI7aqAd6sQJLTsU90MdfBbwXwW8ewBnM+BqBkrugTryKjBzac7xUAr2AQV7UzwWM5SC24QhrfZ8ByqdYO9OKIX75/aT7nPX5HF1yw61yGfkVWS2qTELdiOif01zYlYbxDPnYKzdruuppYJIJDArl63vVAecJR5M948jOOYXYA6MzKBkQwVGWwZkHJ7FbcXMwCSCEwFEpkMwWEzoPnYNU73jMLA9Q68gGozKzFrfTCmGLvXKzNrgyDSqNo7DW+VNMVVjQJSkGYOWJtTboFh9UMyl2g0idUwOmuYXMH+DJoJBBC9fwczJk/L/kl/4LEw+H94P4/gr/kyNBTCWpZ7GdiD+MIXSerr75hwEI1sj00UpofnF6kOlfDgyH+SMBZPgO08pXNVuKTKSGO1Kja7TxtNJD7Rs10Lqr7RjKRaHVgtna5a8ZiX7RhspaXFCsXuxfV+TDC0nuendI1dyjs5juwOHQfzgr18SoQVKBTKtrR17FlGIjP8rrP+SwXmdXjQXY0avdL4IsKLLnSJb1W2qkLmkzJAQYDfurZeRae0X+tCwtVIiXoJwdVOJLMQUVlm3oxqBqbAGPO99QmLOPAVO7L1zk7SG/fz77+Tsz+Xvr57txne/+gICM7PYdahZhsqvpZZNLWGyss+83YJXnz6Fo69cWAKEmSZKbw2l+PCnb5cWn8XgLwMCpqehs2pZs8QMp1wpMBQUipRlNqMjV1DklvuJWtGZaWc6hOxXnrT7F3YSpD9X7JaBDGnj/Ts9HpD7gaUTHg+zO6xfE4g6LvcLO76qoVjuWzoy6zZXS7Sded48BrbvnD/eKu1ti43brl03n0JXx45rjra9BoopT6ZPeCCz2ppR8ZgI3WilMtacVSi2KqD8EaijrwvhUUqDzKLp+N2mniPux3cAanRMY0cnUgTURXV2chBYy2arF3/I6ViLUeRjeFATL6F5C90wpfgO12WzY1CDfYCrHop1bfK9NwyECZaMgIuay/Hmnz4rg+E5Cs9d7pWFYbx9CDqjDjayUw9tgNVrR8eRKzKvtu7QBqmJvf6Vn0kE3HjnJrlpxjuGERidQTKWEOB2UZ/1ch+iUUcKgBmRebUB0kx/mA3SO0k1JG3klgWKpVrG0KmRASjJUi3VKPyBAAKXLmPsmZ/L/32PPAxkAWGRaRyYErUZ1uTYPxsNR2FxWKRNh96Upq08ISxMPgR8KArLPSgs1aJVCl2MDU4hNENwUedmV0r68Drn8IZmwhgfnhGPuKxu/vgZPfEh5D64gK/a8g49yPbetYGSOhtEovOUgKi2LTK+M/YVCSI51gNdUS2pnFBD01oaycYHnytkDDpfNRSrCyaLBXvv2iRkDk6Rac0z7IEL44k3Lovc4Kd/434hxqwoLSdtQdcZZSrUKnZg9z3pqTPzxvpu2t56+qy8r6KhCDOTIbSf68Wuu+bZ95v2af3DtB2H10uNK926cb2WjCcQDc6KcIGtaGnWJRqYRSw0C6PVDKPDgkQ0ro231Omk1ebuR/agq3UIZ96+mjMlzBTplTNdQuTqbrtNyFrVjSUiQsEe2FzfhzZFJynlB4LMUO84jr9+SfqUyYjOZ6yDEvA4uYt9udn0kuVuNhiQjESQnJ6SiJh9oGpkFsgBwmlpVd5H1MiOZ7RGcnxgX9eINpVKXZoSZ0YmszbO7Egfs4MGPXxlHmEuM3PAsktxZQGuneuRtqTiCu8cCK/fWo23XzovbVmZRkA/+eaVrPVPZh9q1s1HwmrfzwBzAZTyjwg5MZcpzib5yWckNPIn9xv0gLkYurrsw1B0OgWl5T70dA0JCE+OTWN0eBLVtdnr7vlM1vCRKVy92DH3u6qaEtgzvnvhEoVHUtoAZs1ZIueDGT9mybjYhIYBRwUQHNDUCcmbIVdm8rL2edsEYCkUUuviISLvTSTMjGQsIaCqM+jkB+msXrFHRt4Fx/0CthGR/dLPeYtMSfPferMWAROslaSi5e1TpBUaH+bafU3w1BdD50mlDkUjNz2CbhEYMI1q0ijtinlhzUVNxJGMLjPeLOVNHn/+AgY7xoQUMzE8g/HBaZQ3FOGf/f8+JWkojrE68uRpiVSo4EQvddvhJjz4hdulBaD9Yh+OPHkGPVcGxSGh5OOe+zbhQ794ACbL9YEwla1e+vvjUhf87L/5kCyEtGe/8Zb87sBHtqFx2/IKWumFjX2qjCCZvuLvmNZkxHbT2kk4GJxqNRvvQvzSK1DDM9DXbNcIf52UagSSM6NCfJOJOYyWGQVPDQtw6ys3QvGQWaqfS+3tv3eLRLtf/cMn8moGMy365N+9ieKKQjz0qQMorylasWrQe2FNO6rRcqpbGNJ0pm770Oac7+UzYliBZOtKLR6JYaJ1EMHhSTR+eLeoABFoWSIi0E60DWCybRCFzZUoaCzDdPcIHGUFMm+a98y22xrxmd+6D4Pdo0IOypaGTRtJQ9/7yxeFNLf9tiaJipu2VMtwe953EqlKSUATLOH3FpgOof1Kn/SAH3/tEob6x3P2J2deI2+RC/vu2YJP/eZ9C2btLjCdTtqUSM7SOyguEZP5wnpX/hIQwZBlkQsn2hYcC/XY0/rRi62g2IWqRapXjHRj0YTMqeVsWn73TJ92XunH+h01KKspFACmo0KjU8/rlU3og85my/ks2TNlntH9QTSdToeNWxtw6Vy7ONUU2WDfcGV18aoDF0bQHa29OHX88tzvNm6th9ub0dUQGoLa+VMgOqN1hlBkxFwIeDdA8TZr61THE1DWfwFq97NAZBJwkpjKDOwUMPiGiMaiYDOUsjsAq++9BWHCXngigKvPnREGYNXuBhStL0fPiTYMnu+Gt6YIxc3lqNhehzf/17MYutQHX2MpCmqLEA1FcPxvXoHFaUP9oWYMnO1KRVaaIICjxIOyLVU487234SqfQdG6MrhFaD0TcFcfiVHpJLlIBDyfnXn9Kg5/fBc++3sPCogSrDjgmSD9/T95HjvubMYjv3mnDD4483oLvvtHP8f6nTWo31qJ6nWl+NzvPSgRKYGO2/rrf/tj3P3JPQLS1xO51GwoQ0GJC73XhjDYNS6yk4zMzx+5ho9/+e4FkVXW65BaHPmZ8f4pXDnRiaGuMRlSzVpl3eYK7PnQZmmbWfCZuUJP6q+1nkMyKdFt7OJLUvdRHIVQx7UIVjHbkQxNw7j9QQFknYvtT+zjdQubW9LU9EYX7ZvDye94cAemxvz4y//2RF5yDp2iv/vfz8LtsePBT+5fpDH9/hqjHv6sxDJB7kYcv8luES5HaGRKMlGTbUMYvdwDW7EbFvI92gjQU/BtrMZ4Sz9anjyGunu3oXhLLcwumwDE3sOb8Nv/9VP4wy//P1lI8+Cw2HDfBF7oO4YXnjiWYu7aJFNBsDCajBLNUWBhfHhKJBnzpZyzGR3mPXdsxJf/0+MSleY1nQ7JYJChM6wbNsFSXbNsCYLtZg0bKlflyBUWuWSmdqYxyh3qnRDyIDMbnVcGBITTg+Ip/jHSPynXhs8+SVlNW2pW1evLz1D3nU5A/vspHdxkKgUsLUvJPUehjlyvZ/3sos9nGJ2vvQc24/mn3sLoyKToRr/12hkcuGPb3Mzg5e7z9DmcP3UNLzxzFEMD43Of27N/E3xFGdE+uyJIOK3/ODB+TgPZyLj2N4m+iQjU6TZg6C0o7Bip/jAUZzXUsXNQo9NQSm8HCrdBPfVfAe+m9x6ECxtKhDylJlR5UExWE/QmvaSiGR3z5pE6r0GPO//1w/Jl6SkqYDSgOFGBmr1ajY21YwI425xolbsaxHtldHfX731UO0gzh5zfADZfIpF3RFk2sGM9zu3TGKj0OgnAjIr72v7/5P0HlCTZdR2K7oj0PrOyvDfdVe29He8tBoTHgCRAT1E0kiiJepR7+tTTk/T/k/ny9CRIAAQIR5iBmRmM7R7T09PeV5f3Pr3PiLf2icyqLG+6uqeHOmvFqqw0kZERN+6555x99h5H5/kB/PCLJ+V46aBpo31TaNpRi6nRMN5+4QIGb47JwIhMxZCIptY9iSxnrAdSVvDMK1dR2RCQRQBl2UgzSQTkSpZOZMTxvvSXb+Py292Sai+NhGPhJLYfbZ3nhLsvDOL9l69gvH8aHYea8cjzR2Yj8HUbyVM85bDsehxKkai/dLZmTd9sg6mmfQ4wxZUwoz4+5meWWICxD/iZz90rNIlsXVrIZLQwWvjrP3pJIo9nn79v7UT2d5OxPh6bgeIt3xTSgIVRce/rF+Gq8CE2OgNXpQ+BthpYPQ6UbalGLp2Dv60a/uYqiYRLEcMEvv3uf/o5/M//+5uSNl6JUGXez8lrUt7hdTPQ08bzXFCJkPs620tYT33840fw+d96WmQLVzJpURocgPvwEWSGhxfVcVeKhNlqxHlurcY68kL+5z3Ht2D7oTxM1O4mG9k9hpg8j4N13Aef2y9zqihXlYhokAOazFxL0VMuNL6fVJ3LWmYG+sQJ6H1fhbrjnxhgq2wUGH4B2sjLAKknLT6oDR8Dap81sCSZGWD0JWhDLxRYsBxQG34KYHpbtUHv/RIQuij0lfrkCYkuleafgVLzBGCffw64kDly7y507GzB+Ni0UFj+5Afvwmox45d/6xNCN7mWCPjVF9/D1//iRbxz4sJsX/The3YJ/eX8FkUS8bCEaTXq4rOtVQw4inwIWSAbM36ryGcWP2qRND4/J2xytwDK2LATNhGtScq3BatxOtmF1Ies7c57jinPkklv/uP531G671s1SUevwwk7PQ5BKRcRdTwGTgZE3XFiePJnj2P3vVtmj03Q3g1lsgj5wZ+fkPrws794n3A0s7Z38/zAWu/tFY3f17yjVkA8l9/pwvFn9+Dk985h+9EWQdyuhDglQvfEt8/gJ195FwPXxxALGTRupUanvHDCYyaAKfj3X7qC8FQcrXsbZIGyoeN3uGHeuhOKk61t6vKSdJbCDbOMXN1C40qaWsK/8A8/IjU6pi3ZJ7yUcTwO9kwIkMjhtOOpTx3bUPvXRkwLTyA/MyK/S/VVQM8koY33QfVXyTnRIpOiq6t4gkAmBS02Le9TLDb5LCcK1ROAlowhd+MUrPsfhxqsMxY0t2DpcByRwUmE+ycQGJmGM+iVceCs8MLucyGRj0K1moVvly4nl8xINsxe5pY6MU0tRLP3P7VPFq1f+4OXceVcz+widdVzo+lSk75VYxsOsxxPfuq4qAWtFqnynjKXlSF5sxN6NgvTKkQdRbPYLNKmxEVcPJJY9f6m0y6v9i0ijhG0u31ujlw4rzo98yPBYnsb+4UJiFuLE/aXGYjqxaaKupE+cwaYPgO19RcMcg3FDH3gm9BzcSitnxeAop4chdb1x1CdDdD9e8RB64khKM2fg2LxS5pW6/ojKI5awLsDSAxCj/dBrXwASuV9Ql+p9XzZ4JWuuNdobyoxOslPfO4RjI1M4uzp6xgdmcR3vvEarl7uwf5DHWjZUo/xUQNsxXM0NRXGyVfPIhyKifYwU9md1/sxNDAuQECmscsrA/il3/g4KqoWML+V4lCKc4uzRurAWudXDJUncjGUH4DW+x0o0X7ovtYCeVGBTvhuYMxayjmu+hxXuRvc962YpKPX4YTpzBYeA0XpWf8lOpW3Cfl/a1oqZJKhQ/MG3QhPRTHcNS6tIx0Hm6Xl5MKbnZv6W9x+B6qby6UmfebVa0Li8MRPH5OofTljFP7uCxfEAXee6ZdxVNlYhrotlXD7nbj8dpcwOC1lrFFxIuDvHL45LouKjTphRrlqsHGO65u20rVexzggWK15ay0+93efRCqZxYVTncuqLnHiuna+Dy9+8x0BBjGCuxNGdLhOR8tUnsWGXM95ifL1ZEz+0uGqgRpBmOZDo1BcPqguP7K9F6DHw4bMpZYTJ61reQNFvgltYsRnsNbL6JcOuO5oB/KZrES/diru2KxwBIzUvWoyof74domQF0aBnOhIFcr+YTonZiXee+MKxoaWZ9XaLKOzPXDvNjzy0YNyPdlPuyZuZjo1t0c2LZMxENFrGHfSz+pxSJqYUfxqjEzBSp/wbS8FQFvYt7zca7PfrSiSCue5XYmmszQSJgZikbEPfuTH0kmiVD8Ghc6R3ArZELTp09ATw0ByuPBcGIj3ScuSYq+CPkNN9PMGIprEHPkEEOsGYl0S/Urkaw0AwaNQXA1ANgL0fgU6yXH8O4w2nwW/kSxZH/30w9JudeVCF8ZHpjE9GUZP5xDKyr0Y6B2dXbB1XuvHf/8PXxU8yMx0RBw0na9Ep6qC2oYKfPYLT+Lg0R2LUdbOGihNHxGyIlkM+NoNcBrT1Olp4URQKg8BHkrVPmwgvoVVkJKGuvApSFNV6ycB58br7He8sTA1MIj0yMid/lrju7t7kJ2eg6xvyAjSddtx30/tx1DXOH7ytVNCtsGIgVHzI589InWihvZqIVx46cvviLMm2pq9iUVxnuvv92Koa0LquERZExVbdT6IXcfbJJpl1Eni/uvv9WBqNCKR7s3zQew82iooa6aliKAla9LJ755DWZVPlJAIeGMLWDaVk0gk2Fg2O7iHOsdw6seX0HV+0GBquqdNIvnqlnKJ+qeGQ8s6Ya7U6bB9FR6JpgeujW78FHIRVoxylzGDmzpd6OEtTqIFUJ6WNKT9KLAgyHcjaidKvsgDe+j+bdIvSWDd5TPdywJ4iLY9/26ntAmxrkw6v41QCa7LCrzcei4NLToNPZ0wwGcmM/RsWv5HjmLsmmRvTGW1RsqZk0A+Z2QIrA6ozCQw+pX93XqKhS2Dvqa5FKEj6DFSyQVie74OGO1sPEcVOxtWXCyzl5WOmO04dIan37iKGxf7RW93s42ARAKO9hzegnue2COta0QWr2Uhr+fzhoBDTzeslVXIJxMwOV0rqigVTSJSkypym/2do6s64ar6MmmR2gzjd3O8kjBlLeYr8yzthMmhzmiXkR9RwSTkoeUS0AlaMrugOIioJsFNAErbL0HxMF1OydiIoTrmZM8zz5UfSsvnoTAKLpIkWdxQHFVz9LDWMsNZE228hFEp6bFnjsrve+Hbb0htmJSkjG65FU0i4YkQ3p5YzJjHRU7b1no89dF78bHPPCzShgszhIotAFQUOjTsJddE1wpBcgnuqPJIgbmwSHtXsp+qo7gVu+NOOHbxEmZeeRUfhOWjMWTH5i7iwqiIG6ey8HRUaqtEUrJdpNSKk/yDnzwo9dibFwYwORwWgAQBUdL36XPg3uf2SWRJAgY61W2HmsVJF1fAMxNRceJMoZIPmDVjAqXadtdB07yITMckms7lNPlslK1Q2bzUqYN5I5VFwn/WbbsvDeFz//hJYV6KTcYQHg0jFUvD5XciyLpuYRxdPNGJAREPULHjWCs+/puPSgq7NOW8kpVV++R8cB8Tg7e4mFmD6ZkhIM/okMelGfUZiovnw1BsFFwgI4+lwMrjKvQkGkZQz8MfOSATPh1t11UyrS3tqMgu9O4rl2SV/fm/9wyCld7bKjSg0IEGqgxnq6gwN++WVhg1UG3UeeMhaIx4nV55zoh0VZiq26BFpwS8RsdMAJFaVgOd/dabUedY6liXWZCsNUvFBeneo1ulBrptT5NQSxK5OzY0hanxyJrSqMsZF5ms+1bVlqFpa7VEwPc/uU8izfXIAxoqQFnkZ6aRK1J1LtFju5wxBU/BhHdfvbTqAqO6nijnTXLCqiLfS/DZClorYrznA+VuVNYs0YbEjhL2wVPvd+RHgKMacLdIX6/wCLhboTT/LBRHdUHwJSaOWslGoZvdUHw7oDR9Thyx3GO5qLHPfNI4pGwMemrM6CUmzzSjadPKRBf1jVX4yCfulxQygVqMeIcHJxCNJlbEBnBBwtoxdYMfePQgnvroPbO1ZKN2u4bM2nIyprdB3nTDTnhhzXc9lhkZQezcedxtFo0kMD48LSmOvq4RPPTUAenHW+43MiX90KcOybaUHXx0u2zL2bGndsu2nBF5zW2la1DkFWZq+tBjO+R4Mw5D0Jv1aXeZa94kevPcAEJjUUljH3h0+zwHvBbj4oJMX+lkFpGpxZMNMwREfVL7dzmrqS+D12VFJhQ1yhIE4dltEvVRq7PIQ0tdTiXZDT0zAMXkNGQHtTQUaw2g82+tQWFKJ20pg2Jf/FvIkUtgDkFnL3371LJEHjRe584rg8L4xIl9rU7Y63dKqwi5i5czOgWHgynkOHTNBsXjh9kTKAT2BeAZV9mz9fGlV9zmuvb5r+k6bAefWkSYwomooW3l68B0cbCKvY13pg7ONOyDzx6Qnu5Lp7vx7isXceG9LtH9JRsUSWnY1sMxTdwFI/CifCIjGDo6tkFxY12VY52RLpWZiH7ed7xd2ps2YuwPNgfL4Dl2D8zBCig24743OgLmSzguZTy2bXubsX1/i/zOZU3LYftWGyptI9CnNWGm2wgVrmRIslnkEwlZgHTsakQuGoNOhin70lExCVHatjfA6V6CP4BOtuYpg+iIqeK+r0Fp+0XotnLAv1vSzxh9GTqVkPSsUNwq5UcAi1ccsB66AIz8GHqQEaEGPTliqCYVuPr11CiUybeh+yJAYkD0hllTljT1Chas8OPJ5+7BwaPb8dbr5/DGT86gt2tI5mr2Ecs4IeBXJYLcZGQgm6tw5Pgu0Q3euq1Rro2QSkWTQvxEiuOFpVGONXXB8/lUGvlkCma3C8omKZRtmhPWC6tGmT9KIf/F1M2CNpaiLfsj7nRryDIRA+nvrl3olcZ3CmIvxTZztxidCScs1oOvvNuD3fduRUV9max2rQ6LtIzFQ3F4K+fXh5kSZ6vDjuYgGkp0gtdqpEkkq5OWz0sr00LbeaBVtpUsHYoicqMPo6+/LzVGxWpB2e4tyETiiPUMiUg2HYOjqgzeRjdUW63whgtbD6NdpqZ1kzhfLTdjRMHs5yNDWklrRdGY+qOCErfbYUcf3iXbisZ7Rk9Dj56FrgWgWFmD8pR02xVAHmtZcZe+tgxhyrZ9zbLdbSYAI5ddKC65sYWJwg9Xz/ZIpoILoLHhGcn6EOXKiIeTK+vK7AWnfi8jyeaOOomqGQVuVnsZe86tdfN76/n9xFFwzBtrozmHLPNgYSphOppj4Ngju1ac//TYCLQz/wXaqX+P3JVamPb/FpSOT69QjmE5Im/0wytzbYIsUWTGxhE+dRoVzz6N3/23n0b0/EVYAgF4du9cMXAqlhdmbxVGpIpN9LOFQlKxQLv4e4bcYM3TEgGT0EPr/xZw479LOUihJCGR03TCDZ+UWrA28C3g5h8aixa+vvv3AGdtAbykQg9fhn7j98WJM50NOuli2nsF47mlHOHHn39UNo6Z/p4RQU/TGRMky/Ylf8Aj2sGBMs88dSgS0KRm4hg81YmyrTUCAp4FYHKBZzFJL7ybiyf2wxeub2JgFNPvX0bw6B7YK8uEuIXO+Fa1gzfFCeeicYTOXJR2n8DhfTKJUhRby2TFKXPQCHqTEywPmhfFvMTX8ATYrDB51i8Jt1GT1WM8LhzSC409jq0dBtDIIKzYfKWXzbLOs/344RffwtVT3QL8+ul/8pS0UBXRmtlUFpGJGPzVyUWtSXTgXDGu1sa0lDFLwHND4M1GZdDyiRRSkyG59ma3A8mxaeRTGWQjcSRGJmEP+lFxbDeGX3wH3q3HocpxGgsiPTMOPX6hoPHrgansmRLnVaLccjca2d4UE/T4dZn0hArzf3MjEpbOlGxbxRakYgS8sOuUGRMjKlaN3lmT8fd22kT/tBD2tOypk/sqOh0XLAXvIeo8p+MZUf6paatAMpqGzWncezxOadmksEwhbU7TR09BHzttsC9lo9Bufhvqck44k0V6ZFQY/hzNTTB53OJ4+by9qQFmHxkCjfFu9nig2kjBuvxvoTMifz//0vFkk1lYHBaYt/x9ZBIZaCkFJmSh2rYh1/H7ss9sNA+z3QW97ONQyp6D1V38DlMB1WzUeNHwCah1H5mfpSEnO+u+BBC626Ds+KdQtv+O8TrLRhtkl3I4bRLhtnU0zC5Kiu1sHA8LHWQqFEfPG5eRiaellW7y+pD8BgILqVcAVYG/sQItD+0S8KFSmEdJVBO+0oWBb/wY7rZGVD54GGWHd8EW9G964Lj+SJjwfZsN2VAYkcs3ZDKN3eyB1edFPp0Wh8sIh8II1mAArrb5ws1FI/rQc2A/qn76+XWlxJh+ZTrU4bLi8ltd2HakZc0OJXHjBia/+z0kblDIfb4xzcUImBe258aQRMJ3C4HDQmNd+Pl/9CRS8TQcHvs8YQcjCjZIN+goZfVeSEmTBYtIUcqcsQ1pvUYyD9JwkmxkQ7SYwlxH9iVF0tGuhipkY0mEb/TJ/zr7yynnaDZLCkl4atnDV5ySrTVQqGDEfyUqLpCezGY37tD1onAFOW8ZofD4VqsVSeShAmY/QCUwoYHKQk/1QYudkclM9RyU1/XYeejpAcBaDdW1W86BFjlpEMYzBc8JLB+HziwA0azuvVAcbVA+IBGNWzGjzcZ0W+vvazWizDFzHVrntwEf0bD3IRW3YOTmuDjW9sPNGOkax3CnLpN9cSFAwN/Q9VG51zg3lcm9aPAGsKOgfltJxoljRriSC9J/JTSXC41CM/HrN+A/dkT4rLNTVDFTJIhIDQ3Dva0gNCI+b3Xa0lQ4gbGLfZjqHBVnw4iQDockK6QjTZB2M0XHbJWW0kxyAIGmcsTGwggPTgn7IR2VeVFwohgqSUvVd4s/r6i+tpljBmszzgxc3GViSUx3jcpvJY0yaVf5vNAjBz3IZyk5qUk0THO31GHLr3wa6ekwYjf7MHPuGsZeeRfO+ipxxr4dW2ANeD8YJ6xYzDB73cglkkhPTknenJMnn9fjCSgM261WiYxTYxNwdyydnmQEba2qhKO1ZZ4TnhiYxmDnuAxuTvSsvRK0xPYYOtvxqWlMDMSx7UglxlN2mIdyCNa6pVZJB0ESBg5+nmDWLT1lTkETO70O5BNxmLxLnzj2k/Z0DktNiuTwTEMVa1J3mzncdtmWMqbO5FyEEkYNtOTwKRhhd9swNRwWUpEdx+d4iFcznk+2JvH6EPBFRPVGjFFvPpGGq74Ssd5h+DqaYXLYJTtB4Q2z0wGT3YrKe/fKYs6wQm8kV8/qEjW023mNGJWRRWfqfegT7wHxfgNcwgm05hEojT8lUpCzRkQpEaOMAEhgL0IXxd5OM/RiOjMzDC3ZaRACqHZoMy9DLX8OINUq0d+5MHS+bquX6FktexKKtQI66+RaXCQ8uQjRIu/AZCez0zocGZmAUhNArEf6PpEaN1iCSMzA9gxy6Qo5P8cPFxpmI3LhAkAEP3zyuxSSFbDf00nwWKXRorLgWnCx99433pNxefSzt4Yiva2mZaENnYDW9V2otVT+2QGztVbuJdYLqeE82j0pcqOxmYQsaL3lbukoSMZSQlrE396wrQZWhxkj3RPyWtPuOaUkJbgDKNsGhLoATy2UpseXPx46VpMJ8RudsNVUS1Scj8WlfQqxODITExIZp8fGYHI55bE46/p6WPyL69J0plS9I32w3e8U4iQuJGJjIVEu4sI4l84gLcAnI5vJNrXkTBwWclUTXXwX0buu1cgA13i8Q7pGiiUFovzZVieOl10tPicsLvu838c5yVFfBXtNORzV5XA21WL61EVErvXI5qitgG/XVlQ9egwWD7E36p1zwjw4e00lzB4XtGQK+WQaqsMmBWx5bDHLQMlMh6WxnwNpKePzS6mTkK2JA5gni053cmhGWmPIp+ryEaCjSwRotpokvUrnysEeDyXFcTMoCY1HJH3EG4WtPMWVtmIyG2mbFVoNYDGJ3NdaaOj0eD/0sTeB8DXcdmP7zc7fFvm9BFe1N0aRy+RR3lIuq7myxqD8BjpLX7UPDp8Twfq59iQa6SivvNMtrVNX3+mWFiWiwNdilFu88X6fqD617KxF+8GmDf0MDlhPaz1MTps8dtZVCDCLVnqs7qbFcmtCmM5zPn1OSADEYdDBEaHJ+pN/uwBFFjbRz0xFMDEWEuac+uYqubZrWlwxWp25DH3wB9DHTwLhGwCdl8Ysgm44odrH5h9jehp6z1eBSBdQcQxK08cKjnjhbwmLFKcIj5gJUMlBT48J6ExkObW0yHUqtjqJtBVHCxSzD3qq3xgLdmaYONjfXBO7k04nG+2CHrkORLuBxLAgVsX5kgeX55LcuQKAyxipxaITLm5FZqFCG4tOh8yWFVsZdLadOEg2UgewH9TTJjy8Wk7DwPkBWJxW3E4XzAxQbCqGZCSJ8qZyWNbLsKfloA+/BUT6oAcN3mB/pRdbjzTDarfKmGnd1yAtepx3mGJmFspWYGBi5wLTzxVNZUjFUjJ3ceExbx7xNkHd/tPQqw5AIeF/zfJnxOR0wNW+Fbl4XJwrAxaUG6Els42qywnvwf0wu9wS0DjaWuV5BkNLGaPbmj3NhpKXzykshNGRGXG+jATpmOioCI5kvziBna4qn6Su/U0VhVTtOh0Nx2ntU4Lf0NnRYNpcKda1GH+nt35ujlsTOrqEVyI9MY3IjV4k+obFZ/l3t0u0zLJAvHsAQ7EEGj7xOMxu551zwixQW8v8shmozmLRZu6HZcMRqHYbzK7lD4wOkUTpC03Sp6wpW5jqyUlax9RqkhS0J6DCG3QZaVWLSRwxAUZX3+nCzEREUsqMmOmI6Kjr26sQrPPPtgXxJC7nhAk6YtM9G73Z37gQLbekcSLr/xtg8AXcdrN4oHT8mkyAE13jGLw4OAsYYdTrrwsYSECKYojuqIGQLjU63XOvXReeaJKHBKq9gpImWppkHaWFOD6kk2erFNusXv3qKSHoKJ7z9oMbA/5Y/W6Ync3IxhKwBjxrSqXJ8dBZTJ+DPvgC9Im3gVifEZHKufFCdzVCKT8E1D0F1DwKhUO7sF+OB1LgURqOyPea+nI0tFQL4Gf579ahh65C7/4r6H3fkGstRie0Uj8I677j7wDDLxoRZmAXENwvrVZ6ehB6ZgyKpcKomXGjM1asUOxtQHYSenqogColUtqouynSolWK6CxEpXSSK/SlSDsJ+zxnLkKfuWAsXkghGO2ZO3ernvhCREyj9BzbSxadKeN3sz6ou5ugeDuApk9Bqbr/jnVBsq7Zd7YPqWgK3krv+pwwFxzZOPSJi8ZCpKRlr7Rtj3OJvL1k0cN7yHiyCFJXxCEHawOLSjaKxQml/gGAW6naz+Q0pqdnBPFbWVkuG+cpW0MdbAXAq6JULmKOs1XO9XQvFf2WGnXcuRU/y+/lAslbVyYELIx2Z39byW+x1JZtvBvGZIVS9ZC0GmqpLphcB/BBmLKBTFlqbAqhC9eRHJlANsryTx6u5jr4dm6Bo7ZSsFFT715A31deQM3T999ZJzzPCj2zC83i88q2/GdI1rC0E+bqkoPdUFEh0MgsNU46V6Z/mGK1uwzmpprWcnEKZKni32K9wF/pQWgiKn2zpStRAsWWc8KZDKWzIjJRs+e3tEXibrPJXrItAZ4KD6ITUcwMThuoR5PheMPjEUwPzkhd21c1R1jQvKsOex9sFyfMXt/v/q/X0Xd5BLvu2yLZBuqZ0iLTCdw82y8pOFJjvvfjyxIFM7W49UAT9j2yDdXNa4ugFxqdLtPN3NZsrKPNXIB244+Age/O04gWI2dtehJ6+KpErqqzHrq3HUqB65WLKxK38/qeP30ToZmYLLSsVkOxZykjSYE+8H3ofd8ySN6J+ORG2TJmP9JL90krZOHxtEKnQ4oPQpm5ICTvRh03bLhvLQHFVgPF3go9fmku4rQE5H2MikWS0xyAotqh2+oNYBfN7IOiEdHK36ZBkVT0wghFN4TH473QJ05B7/0GMPWeQaxwu4y/Qcjvp6BHuqFU3lPQmjUWQ9QdH7s5JgtGjt1AfQBuuW/N4rTiM3Hpb2evPIcrHWnRmQrOYTqO0EhI3sv7kpmeQK0fVqdV9slF6eWXr8j73eUeOH0OBOrL5o3/5Q89LREwYoNGL/oqtuT+Sp5itMxtLcZ79OqV6wiFIgJOM5tM4oRnv2dBO82GbQkGrsAC/uq571ziuXUaF4CCW9Cz0NK90LNDUB27oOcoqEAZWnYH2KlrCj0fKfT6e2VcFz/HsQ+V2VLNyByBmU4ubLgwcRhEPWyZ0qJQTH5j3zrfwwWuS5DexL9MTYQxMjwp46Z1a70gqVczOt/x19+D2eVA8Pg+BPZth8U7l3Y2O2wIHtmN4e+/fsttfnecrMPs9cJWVwdbTQ3MwcCiwUF93FKNXFopaw9PpJBiqApqCmpB248ZdWdxnDDQu0slS4109NK1VNZ1SITOwyEX6879rWvTmv0AzOa2i/ONjEZkUUIy/SIykOAKpuWYCZBIuKRrhwuSBz99SGgcf/RnJ6Q2/Oa3z8jG81kk2r9xulcEG8j+w9UyjYsc1oEf+NRB3PPc3jv6e/XMNPSRnxQyDiu0jjFSmzkP7cYfQ937zwFThfyGvu5RAdvRGX/h735ExL6J9Gb9f1lQEKPu8bd4N0pqVdnyBahbf0GivfyPHgUm3ln+OLxtBjl9agJ65CZUOlBbDUy25xa/18X2JkaahRS6m+eWg72kPlVhCJnQVNd8PWJT1fMLTpYOnechdBl6559A7/5KwRneQTM7oJQfNyJ9Triqgombk3jrS29j4MKAONKdT+zE4U8cgr/Gj8h4BNdev47LL18WZ8yf33qoFYc+eQhVWyplrPO1M985K+OdW+PeRhz/3DFUtFVi4MIgTv7lSfSf6xcnPHRlSMb+PT9zD/Z/dN8iJ0KmMql7kwOYTjc5Aa3/pQInMFN5cejxESDcu8zvswNWr0S2y5ksgtIsOSzNXS6gPosLmsmLoaFRHDl6AOXlZbAvEyTomZiR1eANLVgDt8E4xe/gb+B4oQ4uuY5N1gJpRtL4DH8XzwHBU2SvWuG4531nPmtkBvg9/I5iRoTfxdIEEdIWBxTR215wjvMh5BOnhVhHJ3Ul25RyY8hHXiuUctqg2pqhZQahJc5DsZTD5DpIUWLkY28D+RAUCxeqbYCuIB87IU5VtTUZi1hLLVRrA/TcNPLJSzC5DiEffa3AJdAE1bENiqVKOKV/9L238MU/+K60M/27//r3cN/D+5f8vcQxCThLsgxlaPjkE/Bua539aXx9NqNKbJTPjeaffU4c9YfKCVd88uOo+MTHjH/WusJa+LblPiaLuOX3KZHwMhFYoNyLiio/Lr5/E60ddXcFYnM5a7+vHTaXDYMXBmD32HHk+aOzCGip5QRcSMbSyCR5c87/rK/cjWd/6X4Bq33rv76M7gtD8nyp0g1r6wtpHlt21uFTv/04Dj2xY0PtTbdk0xeBGUaMaxAB4KTR/01gx98H7BW4frkPF053SvRLZPiV8z34/K89s0BNZbFJSpm1U3s5lPpnpB6/VvQ1Kf4YCSPWawCfVrXSsXar4BcNmHgL2qX/AIy9gTtunJxZn+dCRNpQ0gJ+4f207cEOfOR3n8XojVH86a/+Gaq3VsHpc+LyT66I4/zIP30Wla2VSEaT+PNf/XP4a3xwBZzyfr5+z88ex4GPHTAi56m4jH2Ko2x/eBsqWsrx4n99CVWtlTjy2SPwkEN9ucs1cR7ayDvQJy9Cn75mAKXSpD4s9NJ2v4B89w+W/YlK02NQ9/06lGYSpSxt+vgZaO/9B+i9P1r6De5aqB2fgXLsX8PpcuC73zHed++9R8QhLzSt+3vQzv8vWSCou34J6o4vQB94Fdr7/xl6qFNoF9UtH4e67XNAWYdR1x96E/lz/wP6+Dm5FkrdPVC3/8yKxz3PIr3Qen8Evf9V6NNXgdS0EWmS4rF8twDL1OYnAd/i0pSWuADVFITi3Act3Y98/F0o8TOAyQ/FUimO17ifNcn4mD0PAyY38uGXDcS1rQVaZhhKIgrVzhp9DOaKX5F7Rc/0QssMIc86s5RlstDouBWnMOlp6RuyUFAtVZLhHB2eFL5pOuFkcnntgEhnL3KR+aQ7M+euLnqfvaocbuJa7DaU33/rKfY77oQXpVjW+pklHq/0vqWMyGjPwUOzajPmwBzSNk9EoKKLjmloOnpXtyj1vNctdeFgcxCN+5uMCadA4nH+pcuITcfgpSi4x74kETzT9Mee3YMt+xpF+OH8a9fRd3UE06NhQZgzmqKjDVR50byzFnsf6sC2w81CCMJJb6nzok2/DUSvFmQInUZ6qeIx6KPfBzKTgHdvITIiwHmfiGHrI9+BUvm4wSW7gulUYkmtlW9cM8BGySEhaG/f0ShpvqnxEDp2NeO9E5fnKdEs+52xHiO9GtgNpfKYofa0VmOkwtoxoy1S/K1kC4/hFsccMwba9T8EJk/hAzGipsmmRDBZyW8JNgXRtL8JZpsZFa0VqGqrQmg4jIneSUz1TeHCDy4IgIvOmij5yHhUImQ65PLmcpTVB3HiiyfFIW97cBtqt9fC6pobi0avqJFKlZ7iFfi/tZ4XoN38GyA2bER4koJeWFtfAewmoLW1nhB9hX0Y5a6qygpMTkyjoiKI6prK5ffDz6RCwPR1ccD51/4hkJw0HG46DO3Sn0BPTsC0/zehh7qRf/13RBFIxiHvt54fQouPS+lDXQ6ZzUxKNg7twh9Cu/F1IDpgRNSMpguRsET5ySnoI6egX/86lO0/DbX9U1BsJXVpndE3szt26WogkY6w3hGEqFhgch81Il3FDC3dhVz0Fai2rYL8lxS0YoXJsc14TC5nE+fqwjUm2U26F1rqOlSJendBi582WgD5Oed+iYKLeJAkda1XuRy0sZfeRuzmwKxUvZbOIjkyDlt5mYDSMjMR6ROufe4hccKb5R9uyQmTuSU3PoypP/6PKP+Nfwlz2cbaVlazyI++AZPHD1vHbpjL54thr8dMTiec7VtgqzOQt6VEIeQX5kl9/GMGcbh9PTXLO2x1O+vgDLgQGprBlRcvCTHAgU8ekjR8bXsVUnG/OOCic15oTF2zxl63pULq5x2HmkTrmKIPdORCe2lWjX5gr0OiZ4JMVswOJAeMyId9vKlCL6zwyu6BHiOqeFiQtMKuM/2uIXXGtGmxwX8lY+vMas5snmkGkEvLwGb3orzSLwjpc+9dn03bMy06NTAt9UY6PmYPdpTShGaYSkwYZASM7NZNzFFCR3mHTJ+5BL3/uwCR3DLxfgDG9qXyo4vq1Bw77FgQIQjiQawmIY4gWxH/1u+qx2O/8eg85+mt8klNl9fswE/tR92uOnHYp7/1Ptzl17H/uX2o2zHXArRWU+rug8kehF4cU0w/j5+BPkS92xwQ3AW15gjgXnrfiq8VSmDryt9RtgOmY/8C+s4viFMD08mhm9D6XpJ+5KIxbTw0NCI89dFoDOFQBFq9Nl9yr9QyYWgjb0NJTQJ2P9S6+6FHeoyIno5x9BS0S39m/J9LQml81ED5T14GYgPQp8hc9Q1gGSfMNLx24Q+g8T3RQcMheVvk94rgAZ1pYtyIrlNTxnkjsj4ThWnP35nVolVsrdBS14DMgFHfNfmh2tuRp7PUSDVbCyUfh6bFJFJmXZfvUx07JIqW/y3VUFTWdueXZ5iWNvjkWZ7MwWSpBhy7jH2buO8awS7SuACPx43AYjWr++gjyMWN8kG8bwihc9dR9fhxuFsbJAWdGhlH9Gb/B8+YNc+IsEvEkTr/LvTM7bvps0NsG0jC2rzllvZTbItaqjWKNcJoOIHua0PS1kTh7VVT0vZKKFUPzrLDkBNVJm5RCCnZ6GykrWVzjKAUqQmPRTDeNQZ/jcFDzHp4eDyKdDwNLa/DulC6a4Hx97EPm9stGycvEmhYygygVC4CRC4blJNkh+KNSrAReaCnTgr7leLduSbqulmB7fWYfMa48Wyc/JmFHJlBRXVAgk2C2hiFkU+WzEE8Z6XYg1mTm3+dKWK53tnComRtCje3bOz9Hfoh9LHXlkQwr9kYvQi5vqMg2caIjSQT2QJJyUpSoAWVnfKDi1L3kYkIxrrGUbOtGuHxsICsnBx7VV64y92wDYckSm451DL7frb/8NoQ+cxab9vRNlQ0l8v7znznDBp21886YTpvgrzYvrcSwb+8t+oQULYdSnFMJSeh6WxReltAcYqvGUrTk1Aql8E+sBZqXRncI5zQtn1A+U4ojCJ5fcbOQJm6Ar3ECfM8lQUDGB+fhNlsXj0Dx6g0xixPFUxH/wUUdx10Hv+FP5TomHVsLft9mQ/Ug78NpdKof+pd3zGi//gY9Ilz0Jl+Z127xLmJc+17Gdq1rwHRfsBTD7X1OSjsm3bVGrVkiZRjQLgHWuc3oY++B0yxi+B70HwtULcY+AXVWmeAEBkRE+FPWkxzZQH1T6IQrwGy0uxQHYUWUjOxPpyL+D8BVm4DrCUBFMdU8VjJttgqjl32oTqkvlwYCAL6UtRCdlDTkEiURMIrGKPb2dMcT0h9uJp9wH4D3Jdra0B6MmTw3hdYyJLTUTiCXiEDYTuUoTR2l6ej71YjCIvAHTqy/q5R7DpAIouVgVlUFUH90wBbYyRlU9iKjpdpm3zJYy1lgELIg8xIhfVCpj3Ze7oOmx6YFgfMyctT6RGHUgStcYJidHfb5fgWmtxcBk+sEQVmoSd6gUQPwHQzFyGc2NkXy0mdrzEVLVKEq5jQ3K1vcLOfuogoJg8xFxztOxsRmo6JbyYgKNgQFPpBnjdybs/vAvJAZ0pZVvmLpdJW6x+XVDZBMPYlpONug+mhS9BZA471r++DlK9zt0hvr2IvZ6+LAfARTmFOhlzdFZieOGYLi0yZiHleuPG3MjJjkYH7YZ9wycm0Om3IjoRw852b6D3TIwtI9vISdMVsTdP+ZiSpuf2jC1L7pd9nhLztoW2Sug4Nh9B9qlvGNaPiZCQFX5UPDu8cIIYYidodtbj+5nWc/uZpyWww/V2zbXG/uWIPANyK547XmRmPovNjK5GrCop3Y73wc1+klrBJeagNuWhRxq80my1zlNOrtezx5FDdqGIP1DYC/RQougZ98pJRt43wntOh1ByD2vG8fCe5p7VMxFgAxIagM6UdHQLYflXoIOB+dUbqnUxB98kxq+2fNmrI/q0Em8wdM2+gmmNyDrVcUvqr9amrQsMpkTfBYaoTir00aCpgVsx7CtmhQpeMTqBZIbtZWBCYHB2LREwUpppLTGWbH7eimVwwOXfO2zeNxCNMR69X6ZMgrGwoIox+Fh/xBQpyiZSkpNnZIQ54KoqBk1fgb6lGOhxDoK0GnvrydUfKt+6EDWJX5MaGkZ+egJ5JQ3V7Ya6shcnrN9RxpseRGx8RuTaa6vbAXFELk78gMZXPIzcxIp/Xiu9xumBroybl/GhUz2SQC00iPzEKS9MWqE73pijBEKhDPVlZ6VFVYy2N6ZTzIikBt5VgO5KWzEqkrHDyEmKEGPSJd6H3fXPdTpg13+hkVEg5anfWzUZwko7eWoXIZEwiOwJYSo20euyvvh2gM8VRX0BMeqE7m4yIyM5jSxlO1EqxhqAxudtrDbkzppTWUmtlGmwJwotljsSIru0Vsy1K7L/kjUFVFjrhojl8Dkz2TSIyGUVF04Kbh46EZBzJUejh61CqHzIQrauYMFFNkUxkWI6hODaED1loXRlpsp1OnU/Un8tCsVjXP5aLxPyDPySyZI1IaJ4jF+BtB8r2Qg0eEoF1sMeXC6bixLzUd1HuLhuFQsfLc8OFJIlT2LfNaJkL0pIFE/vtmw40ScRLhP3wVaO2f/T5owLC4qKxaX8jzDYTrr9+HYMXBiUr5Sl3S0RL9ZtkKC5tSIykOcbzmSx2Pr4Lla0ViE9GZPzbfE60HGxC14nrQmRDnuDgAiIanuv4RGSWrOJuMP5WpqNt5NqHYmBTVjM61urDc/cOaSH9rUZUTCds9UCpPS7pahF/4FtcNQIGM76UcpkjUPxt81vymKpmNoCLL/9WqO2fgRJoNzIipSZIa6vUlfVhAtwuCw5DnzgPPdQFpXxnYQGsbFiEBBuVDVzwOaajEwmmmNfnha1+L6zlfoz++IRwR/O+TAyOCkOkq8WYc3OpDOKjM8K2JfoJq2RgbmMkLLM/UhdPiR5nPjQFU1kFHAfvhfMQm/V1ZLquIfHeG8iHpgV0YfIH4dh3DO77n5Q95CZHEX/rJ8j0XJf0Ns1SVQtrY5ukL0t5q7Njg0hdOIV05xX4PvnzUG1MR9yaE6ZgNNHAoakozp/qxP1P7JsVRNgUk5oGnZDVWHEXjc547I11y7E7vHYkwwnpneQkRoKCjgcJYjCQzfGZBCb6p4RNrKa9ap6UISN+f5VHar3UN94sKjoleN/cY0+htkrgiW//bHQs/ZiMjCkS7t21+OZebt/uJsDZAB2nV7+Z6AAov2armCWJd7sd4ohPvXkJ5YV0dJFUgWlOT5lb6t/zjAQbjCynzkAffQV67aNGn7CQdSwwWbhlJSrUh35skIlkZoDyw1DK5lKa2dFBWZiqHh8US+G8S3ovg3xoRmT01juWReqAuq481jUhsQvAsfLDUNv/DlDLOiz1aNcw3gttLhLdMWr2dcxNn0zt8vouWAQQr3DwYysjSBnFth5ulW2hjVzog9Wi4qFfeXBWVWnkYj/Kt7BeqMjruXQWLffvEMKZHcdbsOOjh2D3OITzmZzJZH3ieWYr38Cpm2g4ssVQzbkrTEc0YgBBmY5ei5GHWXHPpU7FbP65FDlfZ8269Joyure4CncPyUli8/AKeqQf+sQFqY8z3a42PQa4Kle+R9mK5t8CxVNvYDAyMRGoUIjOLvnczHQEo0PMlNx56+kaknl9vXLbdLQV9x/CwNd/jIk3Tsvn2YpU+dARBA/vhslqhqs6gIb7d8JZQWYxsyz8NlIvvnUnzKPL56C4vPA/81lZMUR++HXET7wIW/tOmPzlErH6W7dBdTihJeOIvf4jed113xOyi9jL30FuegKehz8C+57DQqZOZ6w65tcqOYllB7qRn5pA4Of+njjzJX/0wjNewhJjrOYLg08iEgW9N0dw/WKfgJOoB3rlXA/attXDepcqKQ1dHBTnWdFWjuhEDDND09hy79ZCX7AuyGi7x6DNKyUc+dN/8W3MjEex94F2HH5qF7YfaTEITYREv5D22UzQgXi7kiGWGoROBDXTdL619xor/l3Q6czIQrUi05MiUbPRzztHFkOlGyNboMyKyPO8MJvAtHTdjtpFv1utuh/a6BvQGdWOvgn99P8B7Pldgw2qMHnp5IemcDlBXIwKe78BvfNPDWdoK4MS3G8ghY03I3XtEqwNzbCoJigkqmGUwrEejyMfmTEyQ5yI83lDUEA4fdWlVciKRqdHIg5G3mvBHfB6lB+BeuDfQAnswaYZo6dNIukvtWwqg3QkifDAlETF7ho/ZrrH4KsrEwYoMj3RCXPsk5qxeBnDw9OYuDYkCy13lR9aLofw4DRi42HU7F1fmtlgjOI8R55viopsHocyx11ZmV9AWQY51hruP6aGF+oQS9q7MF8RjewgyrpkX8L9bSmZsw3q1VljX3Sou3BQJsDXZkTM6VUIXszsPS7M01yEhXsWgRFf/P7b+Be/TRnEO286F18LMoJrMVLqVtx3AMGju5EanTKyLWVeYYGcpe/kvlNZ9L9xSdLTdUc6ENiyuPxxx2rCjj2HYfIGZCVvqW1CfnIc2aF+mHxlgqCOn3wZ+TCZUHSJfE1ur+EMVRXpG5fgvOcxWFrIy0nmFDNM3vkpsezIAFJXzsEcrITvM78k+13RFtQG5Kl0BtnJSaSHjN5Y1+5dgpjesr0BPr8LkVACTYWTSOHwu9UEqRdLS60sl8ohMhqGiWl7HZgaDGGidwKJUBL+Wj9q26vn3YvjfVN49Wvv4eR3z6G8xo894pB3YvvRlmVFITbNnM1Q7AtW8GsxRs61Txi80Z1/tjxhh6MaSuvngKZPzotYwzMxoTR98mPH8c7rFyUFKLu1mgUl3XO6B8GGMux+cvd8mtDmTwn1pN77degjrwJkn3JUCMpUbOx1aLFuo04aH5ir/XOR0fgxKDyOBZJtyUtnkTh7CtbGFjh27JFJInbyVekssNQ2yrhNXHgfqRtXJHXN93nufXT5c8OJcvzttdNQ+nfKsYEc2x8CY4p2snMEiekYdn2cqGtjUbVaaDN2aQCJySjMTivGrw4KwGvHc4dx8Ztvr3+hyXJBdAqZyydh2X4MprL1T7TLGe/bZz/yxCw15JqiYS6kllzwFH4XM0/y+iq15VJLzUCPFzIpbFE68U+hvf2vVk8L0/EWCUmEJpWgwPn7ZpRfXPx+mEyjCNHwOGbOX5ded8+WRomQLV6D6ZGc/eH+cbQ8vt/QKd5gmW/zgFlchbHQzlUiNwKFclnkw9MIfe2P4X7oGVhbOuT5xDuvIHX90uxHpR5G8nE64OINsuBG0eKkJjNBSyWQunga7gefludz/ZehJ2NQy+qguP0FNKeGfP8VmGq3QnEHZL/y3nAY4bffxeT3Da7n1n/ze+KESeKQTuUwMToDf9AjDphk/0VtyeTwBPKplEDV7wZrO9aGwQtWTPRMSLpv30f3G0AsBahpr0QmkRb6Pyomld6HTTtqRR81PBkV2k868umxCN5/+YqQd2w70ozd97ejdXe9tCVttonc3jKCHit/UJX6pXBne9uhD/0ACF83+oH5Gp1v+WGg9kko1Q9I3bk4jrquDeDq+R6EpiMYH5lCODTXjM9UPm+cTDiJRHgBsxH3G9gFpf1XpK1K7/makWJmu1QRVZugAhEpRPNzUSidd9vnjcUACSsWjGNLbQMs1XXITYwief0ynPuPwrZlGzK9NyXSyk5RICIPaz3rUJSAWwWQJpHw6YKYxWrn0QQleBBK3ZMFlqMPg+nw1gTgqvRi8L2b8NUHMdMzjqn6oAC1Qv0TSEzF5DlyzVMpiI+pEmTifey0wVXuEam+/neuC31mKffzmozZCDcpRQlQ06CFxpGfGJB5S/VVyHyjzYxBLa+V86qFxqTEYKpogKlyaSnXohntkOskvxHxXMsqr6/z+nLxODuGWOKIAWvgxplngqgjsxY+9JaZiWDqvYsY/u6rsNcYDI0TJ8/Av6ddlJNcDTVynk0WM/pevSAlj6q9rfA1rh+IuWl3Yqbriqzm6Sjzk2MC0DKXVUhaOTc2BHNFNSyNrdJulI/Mb6Gw1DUhO9iDXGObgLZk5UkQCykmC5M2gV7W1g5okTBSV87C5PPDvueoDH5xusNkSSnQwWXT0OJhqJVNBvquYFomjczkxGwkzBrz7DGwbzGvofNyvzjl/cc7YCsAVKikkQlF7honTDQ0STrKWyqQy2RnAVhCxOFzSusGQSvk1S1d9T/7y/cLd3TflRHcPNePnotDmBoJi1TkWP80hrrGcf6NTqENpeJS+4EmtO6tlwhZuLw/QFPMDuierQIcoiPR6RALJASChHZUGQhf23wwTrDSj5b2WvR2Uq4ygdatdbMqSkTouvwuTA9OixNe2KLE2hvT4ApT26wRj78FPXTFkDMkHSAZf5jNYY3V1QGF4Kaq+6FUHgfczVCWqB+bPD6YK6qk/KKFpg39bbdbgB10DiavD+nuJLJjI5K6tq3UlldIK+pUd1pLXzDBZv4dUOwb77W/01bWVg1fQznM5JBOZkSabtszB+Cq8IoyU+2+FkFSO8rccv52fuwIvLUB+BqCkiqUUovNjGzCSL9664Jwlq2N17loMh7MdHrGuMhPj0DPZaDYXMgP3YBaXgdtZkQccm6yB3p0WjJ6tNWc8MasQFqx8lvW70CL+sZMZ9ffb9T91+HMWXOWlqhlPiPzk8uOjh3Nd4wSOBFP4ub1ASSIkF6HxQdGMHP2KqoeOy7CDQwuSdwRvd6L0Nlr4oSFb6Hci6kbQ0zPiEzrRuzWnTAJ+f1MOY8g9voPoacSAsCybtkujldLJWFt247khfeQ6e8yeotTcajOuXSK8/ijEt3G33kNqUvvG7t1e6VmrBBNK2xXflib2SCvSE9y/O1Xobp9hPwazehJymUxorYKiYisWhekXKiEoaWX7nNk/ZernaHecYmO9hyea8ZnPSkxMIqxV98VKUcaJa1KOUMZWUYmooiHE6hrr55VNOI+NwP8xAmGAKxMOIxUJCVyaayFMe082TOB+t0NhvqUSZWaMJYgkG/b24DGbdXYdrgFu+7dgqHOcRFo6L8+KoIOM6MRTAzMoPv8IK6d6sGlE52oa69C47YaNG2vEc5ul9+xPJHAbTZBOztrZFvrHOMv82BmKippP7vTZgDVWSPWdQHuJCMJAeywN3xJkCbl+vw7BTmMsj1Qon3QqY4kmsIUWmAt1GW0IrmbAd924zPLpPGy4yOS1dGSCXHI+elJpLtvIDs2LCUXRslaPCaP6ZCN2vDSpnMRQDQ224TW0kftIYiGdJKLb3tNC0PTRqFpBNDYYLFs5525aLLXtBDy+SGYzU2F1zdnLOg6+bwnkM+PQNfjMJt3QVXL4AqWjONCV1H17jnHZvfOT8s6/HM4klL1n9Lod73paF4DPRaCFp2EFp6AnmJ3Q8ZgfcuSScpY/GuxaeipmIEVsNpl+9AYx3Gxpkz1o6YnxKFy8btmY5qcteplonQuiOobq/DTv/g0AmXLCPxssg32j+GLf/A99NwcWlcGJBuKIjMZQtWvHxOFJI4Z95ZGxPtGRNyBRpBxJp4UtH2ewiOquiHRn1tUUVLFOXoe+5iAr3Kjg9DSSVhb2mHfsd9oH7La4X70OWSJfI6GJaJ17D1qOMrCwdp3HpD5L9NzA/lICCDtHKPgomRX+y6oLo9s/D7l8AOIv/OqkfIJ1gHZJHSmi+SQTNA5MWRTslItnQzZCqWll16tkGOUwgY8kQZr1JyKkrXMJxsbtYuOl/sqGlWeBi4P4/o73YhOxfCx33lSPjd8Y0yAT3VL9Cqu2wT/lhegyljnqDhk1jRJeE8VpbUaWYuqmoKy7bl/K2Ymoug+P4Cu84MYvDGG0b4pTAzOYLx/GsNdE1BfvCySkG17G9G2pw51W6tEg5ji5iJ/uAZjKj/ZP4z02CS0bE74ux0NtXDUVSMzHUJqcATWiqD8T+M1it7ohkqd1IZaya6kR8aRHBqVRRT/dzTUwF5XI48TPf3IzoRhcruQHpuQxRY1r50tDQU5TV1aP1KJNMIzRKIaN2MiFMfIdeNcVrRULH/zsMbLflqmvIl4luvBBV5R820tjkiBtb5JskB6Ng0Ta8CVNcYYs9hgrW2QXWWHBwRFb2/bBpPDiXTnVVhrlqmjMwpODK1ZoEEhupt6v0vvDLqeQj4/WHCCjVAU5zLvS4pKzsLTRfYiIFV4bbF6kUgryusk9J9PFCE4bz0DXQ8jmz0Dk4ljwXtLU9Ra6W5XNV5mLQe1vF6ulWJ3SrDBFZ25tg2K0wfUGO0+pqpmSckqZhvUMmM8fyiM4KrZNkBFeqkV8kOX9FPfqpnNKmobKnD/IwdQVbMxFbb12o0rffjB35xAbxed8No/Vxwv4i84hxCLwMwpyVRma7/MSKiCjk5MUgkKG7JbcsKcAM3BKvif/9Xl32M2w3XkQYDbcu+x2uDYf1y2pazYylSavvZ/8ucXg7CMfwqPZ0Ux597GlN8ykTDrSZwQK2oCok1cavaqoPxWakjSGRMJVxSip43eHMfp75/HWM+kOOOnf+NhiRbP/PAignWBTXHCHBQOjwNWn1fSpyQjKGssQ2wqbminbmAA0IlX1AVkO/rMHnG+lDC88k43ui8OSqo6Oh2XOvLAtVGc/LYFdVsqseN4K/Y9vA33/tS+lb+gMOpjN3oQPnOp4EQzImNJh1v78aeQmZjC6As/gXf3NtgqgzJestEYBv/qO/Dt3QFrwC/61KH3L4qzzZOAXWUHUjmqn3tMdK0nX38HkUvXZR906LlYHGaPG3Wf+QjcW1okBeZw2TE6NAV/0CupdZ5PXiMSPhSJTdalm7rOCJCLO8euAntRAZ1fRNmWOtnY26/D5AvAur0R+WgY6ZvXlt8p26JSLMescXahstOCdH3RGHVy48nN5c4vuwtVDcLKfu8lTNcTEk3TGZvJkrZoUNLJD4uzN5vZxlZKRUhsxhaoag1yOf7mW4uwhb2ONXAhypg9QCNrxlIGsxfMWCz54fn/8t5X/FWwH/3I/H2JpJ5BT2oqry204imLiCY+FGYPSi8x2bSYVSH5h9L42Fz6YROM95vP757LpJEgJE8So4yR8Sy9Vpv1nSYVLtcqGuBLGAk6bOV+kTP0tDfLvRrvGxZH7G405nPWgf2txkKLpRKipj+YFqW7weYN9uJJWHwyjEh4sRMmco9kHbVNFYjMxBGLGiCd4gnNxRIIX+pEvGcQlQ8fRXoqBGuAUmYGkGy8d0qi4c/8y+fwH5//A/lMoMYnNeZEJLlJv9EgPqDz33LP1rkBVuY2HMkmtBYRnMXt6LN7pE7ceaYPF97sxOW3ujA5NCMtXAM3RtFzeQhdFwZXdcIy5HN5jH73JdjrqlD36Wdh9rrFKff94Zfh3d0Bz452mBwOpMenkJmchrU8iOx0CJHL19H4hU/C7HFh5DsvIheNofq5x2GrCCIzPYMb//d/g6utCb59O5BPJGVztTah6ec/g2wkiov/8PcQ7+qDvbYKkXBC6sF0wJQ2LBolH72VHiF1CI8wpTs3bJhSNMTUN0hsIm1RZEcjCcf80kDJ1ywy25YOpDqvIv7+25L1cew/ZrRZSBuOeX5pg5Gn6BqvcXKxBQv8vxv5OYxis0YKXO4NZoSMFj+m5fgaU9m5XI84VF1ny41SeB+POQdNm0Yu1w1FYVmAvZvkkmZv5QrEDrPfrxeicN6/hUWMfK5QqxUhhvwcaInkIRYvdLLaiUADXzMb6N3hnwBlu0Wco7CjAjtYUbOO+1olu1BKMjH7eXz4nG/BFE+d9PeK6lM+A23wDajbPw/dWTVL+HGrxsWvz++ZG8McN4lBIDEE3dUkOtybbcR/ON1kf1vf54iCDh7dg64//RZUi6UgEaqh+rHj0ifM8Uh0dJrzSnOVvG7zOj+AdPSHzZZxwjevDuACxd4no1K3KEbFRYv3DiMzHUbgwA5ko3HEuwfg7WiB2WlcXDnxqmKgkUtsNTWXjVrpPlnPpBi6sANt0ldxDBEdffDxnTjw2A4ZfH1XR/Hei5dw8jvnpGa8VmO6OTE4jKm3TmP0+z8p8MmSU8OC1MgE3B1t4oxjnT2IXu2Cd48F4YvX4Nm+VRwunWtyaATTb7+PqRPvzdX3NA3piSkjMmYtsKEWgSP7pJRBrlfKjTHq1lIZJBMpRMJx2BdwaZPFaeDSEBIzCZHCm3f+ODmY3QY4ZSPGCYZArvANKNt+bd5LqVBCJiLWkhYaBUrcQUNJJ1cgmyA8sO/kdelvdZWX1NLoGLMFjdm1GCMNspdtwAwHewm53BVxqnb7R6GqZGDiBJ2S17LZs+JoOa3kcufESdlsz0hqOZe7jmz2dKHmbEIud9FI0VsfKdSfV7Ms8vlRZLOvS12av9lkaoPFshdqziH6yYj2GoxsZfsM9jDW8ekQZy4aixVO8mV7FkdcfI+tJHKnMEEmulm304fDvM1Qqg4YpB/sOpi4AG3gVaik2iwybd2iMZr0BRgJl7RSKVwYTRP9alyf2+CEXS7Huq8l68Dl9x2Ef+82RLsoQqHDWVcFa9AP1WpGPp1FqHcM175+Av62auTiaTQ+uAt2P/Eg6/wu3GGLnH4fsQu8Ae+8ZcbGZ5HRpUb9YDZ0jw1NYcf+Vrzz2qXZyV4k0lTF6BkbJ5rVhNQo5cO02ZNN58tWobHuQsFe03H2x5eE47Zmy+YgUbnP8EgYA1eHBJRVNKJ6ySXdcrhlRS3l9VhxJZfNZDF0YxyXTt7E+TduoOvCAKZHwusCODBKYt2k4ac/hvKHjs+WB0RNx+uWKNi7Zzti17sR6+yGraYC4XNXUPX4/TA5HUKkzvdWPnY/6j/3U/PKC2Y3BcyNVTUZa0wOW8kqlCAJOQJBYtodVslMkMZu7vAVNOyqhzvoEmWf0hWsfuW/Ad4tUJo/I6m6dRlVeXq/Aa3ri4CjBihxwuGBSfS8eVXYdSq31YmTTc7EBdHL1rLglmqkIykkZ2JIx5IYOdeLbc8eRLh/EqlQHN66MpS1VAoBRTG9uqZ0NJHajBA3OESYhrZYjkFVK5DNEjxZ+p12mM2MKt3ipPkei2VXgbifQCkzzObtUBQ3stlzkvbm+4XUf8m680LToWnjyGZPwWI5DlX1S2ROp57L3YA5XQ41MVKgTXUZC6cI++bzRg83MwbBfYCraWkOcjI/kZ6xSCVK+sWJs9Brjhjauf8bGOUGRT2q49MiBiHn/Mx/kcyBQV+5dekIP5eCHi6oOKnmAp/1fHO5nahvqoLX50ZdQ2VJL3SBPpXKW6RB5TjORqANfV/68xX2sjOTEe+TsouemoRScRzwbAVCF6HPXDCQ3N4OKHXPLPm7BMHMdPRCfEL4JvSJ9xnFQGHvf91D80BoxfmfNJUsQwq/RSIJi5+EMBaYrBZpR9rykcPwt9UYKmFOfs/6z/0dd8LJm12YfonCzXfedLbzxBf3U9rsVuGNnp6M4MJ7N40WlpJo09VSL3XgeA8duI6KBw9JmrQ4aTfsqEVoPIqf/NlJRGfi+JN/8FWhvdx+71ZsPdKyOceu6Zjqn4Su2+EOeqTtgkb6tOi4oeqxGRYPJwUxTXR055l+jPQYfcWRqTiS7LHUdJTV+NC2Z22kGxafT/Q4SYbOyJQpZC5omFJWbVaJXK1lAdiqK5HoHUD4/YvIRaLwH9gN1WqFRVVhlc+HBXzFui9rqunxSYmm5xYEhR71heeNi3yfC8FyH4YHJ+HxEelY+K0zcblnKA6/EMEuIgzjJyXxqbY8b/BXr8WS49C6/gJ637eB0DWgej49oj3gFgQvnTBrSnTCntoAvPVB9J28Bm9tmTjgbCINV9Ar6F+24/B30EGnIknEJiKGE+azkmpdg9H5lKZc12lM/Yr2q0anOv9cGQArouZ5T3AhxHNMetDS9zHtzAmMbXNOcaR8vBZjClzTZpDPdwt4y/gcHfMUVLUaOgx1H0GJM5rKhI3rl09CESCaCsUaMIQaksPQY73G+XDWQSE/OAURAtsA/xZg+gqQjkK79lXo0UGolQcMsQfWL+nQ02EongYDObySwAMR1SJ4QQKXpAEeDXUZrW3yOjs6xg3eZU7+FHYg3ST/sgvgTqe0eVN4m6DQ4Ya6oA+8DsRHoV35EvSRdw0n7GkwnKZkYOIAVZeo6ETNYo6P+geAJZzwsft24z/+/j+S1s+6xkop/c1+p1IQfCkA+/SRF40WOt8O6HS+Y68ZoEhHDZSyQwWVsEKvPh30KuUiSUe77ItHPa8NlaSYZk5NiAhGqbHkOP3eRYz++C2Y3Q7oigItmYZvdzsqHzwEV1OtLPzpeO0+l8zDGy0JrssJ50duQvFVQCUacAljmxD76YggXHYf8TiyEx8Mj+hKRpIOMmdFQvE5so7CSeVkz8ep8Sm5mCzU03kUjfXfnQ9shdVmRuOuOhlbgWofWg82oaJxk1bSrKdU++G3BQvsLMbATUaSsN9CTZhOlajwvqvD6L08jP6rI9IvPNo7hcmBGSTjRrq3rNqLLfu3CpEH25wat8+BzZIDg9BSaXGm5gBJ4wsUmBKAWVHx2H2IXr4h6WhGq6L25HCg+uNPwuwyyWCmcyaCOnT2MtxbWySlLPuwWlB27ABCZy9h/OUTkpY20v8qqp59BBbf6q0OUvN32bHn4BYMD3AhY5QQSHVIRZ90IgNXwCmatiUnHAjfgN79V9Bggtr6/DwqzMXnMSeKWPrNv4Q+8D0g2m2QiATn8yZbXTap7Wo5DbmkQWzAFDOdLRcC0z3jQizhCLikD1aI4pMGLSPfl46mJBVW+NZCPXYtVgANfSiN2Qv+ZhVmc0dhZCkwmQjk8kKlYyNbGXWfWQvmea84aqSmWY+nI+ZETiMgq+p+g8O9kJqXjgpHEOruX4J29r8Z9I2hm9CTU8iPvjcn4Ueqx1wSasPDgLt+WSesDb4Jvf9lkUiUz4gMZMbQ+525YbwpExXxg3zmXxsLArYHMapjRFq2DWrL0/MEFu6Eye+kOtP+vweNessDr4imMMUeBLDFhShT+ULKkTY0kllj52Oej5qjS+63srpMtlVN1wxVuZqtUEjKw4VUcsSIlJ0NBsvbwN9AUa3QKZdK5+nZApBKdhlzuhzYf3gbPv35JyQLVtdQINOQtbsySx270NiSOnXqIny7t4rD5fzLDGiifxShc9fkOWKMEhMhuKp84ozNDqvc27fZCXdCiUxAL6s12n+4OoyHoLgoA6YiP3gVirccqq9KWoTYM8fXFE/5klGKoA4ZDd0py2uzMPOFxtVZXVOFbAstPT4tDCqsAzMKo7Azo2OCpOj8KIfHC3r8U4cMIJauw+Gxy2QvvcOhBJw+B8obNu6QVUVBoD4gNRoqJFH9hyQd3kqvyLqtJ8BhWjYeSQpBx0j3hLQi9V0xnPBY3xSSsbRwSbv8TjTtZH9wJRq2VaN5Ry2adtSgvNYvyOqiiRhCNIbY2Lj0UdtqamCrqZqd9P2H9khqOd7dj3wsLilkS8An17/4HmdzPfyHdsNWFYRvz/Z5DsOzY6tEzdFrXciFI/JTzT6PACYIjvPt2zmPeIUWvO8wHI214uz1KAFFdFjzkc82pxVTqSymh2bgS/rmOWEyb+mkpAxdgd79JWhmJ9TmTxQk/haktsg0NHNZWLUkAmbvLlPZ9c9CaXh23nv5/UwpcxzZPHb4m8rlL39UWVuVkEoIDzKZ2zwOBLfWiP+s3FEPq8cuaWvhCJ/98ruJnshwjgZ4arnX1cLr6zluAsAYSbtgMlVJ9MuofPZ7LFNG/ZfIb6Y1bQEo7sUkGXLV6HwrjizxFVZDC5ciBINvQA/dABITwPQ1A5RG58hImjVT9tGuwFilT16EdvVLQGx4+Z8kPMvd0MPd8z/L46x7AHrF3jvuhGkKRSAaHoZq9UAPbIE+fs5QZuK5iA4WmOEMFSURjPC1CKpaCe6EUjcn4rImY2YhOQQ9elPS0Epy2CgZxPugs07M+8pGrIZauO8Kcw4XVNFOIHoDOq/1CteCyOh9h7ehrrFK5oCGpkJ5kLXu4O5CFL6YgSwbjslW91uPiqIS71vigXq/9D0kWY6k6YUyYf/EbHrasU4imHU7YT3BFWcOGjVxrdSiNEOb6BNHawo2ID98HSppy/ieqUHo6bg4ZHO7wSldaoxwrFVVcO/aufbvLyAjDcQlz0EOuhYxxJ8FvrKyZaenkei8idz0zNq+T5x2DsnhcakNVDx4WHpQ+77ygqRUizbSOY7r73Rh271b5MJUtRo0Z8PXR9F9ph+hsQi85W7sfLAdFY3BjZF3yKLNSJNP9k6g570eeVyzrVYUlWo6agQjs1JEHAslMDMewfRwGEM3x3HjbD863+9F/7VR5HOa7M/tc6Jxm4GSZn9wx+EWbD/aKpEw+ZeXMpPHDTUWR3p0FBlmOUwmWIIBqDYj0mCvbuDwXtmWM2vAh/IHll5J07F7d3XItpQt9bnqj8zxLbuTWdjtVowMTs6WGuSmSueEbUlqxVmjN1xONXEA5H2mOEP3VwT0o1/7n9A5gdc8WNAqNlpTdKZAqbTU81XoPX9tOEX/digtnzX4o0lducAqtheE6Bdcq/KttYsIJpru6ZDjLQKyFpJTbJYRUKVpMSHMYB8wCTkUJQmTicA0RwHNHCm0ICULpBo5qGp5If1snk05E3yVz3eJ86TDVClZKb+JqWiffEcRJc36sap6oGkJ6PqUHIORfh4rfJ4iLZ5CC1VtoeYcE9Q6U9NMa6sUK2C0xGtBRrBS0ZA1mqTOHRUw7fllaJX7RQ2ItU6mn6WmTPUoOh1XNZSqQ4B7+bZDhSAntvek1t6/P+/zwR3Aglo0VZPUuvug0+GVE1w2f75j7VqOixgMpo1L9ZFpZLOio2z9iLGQcNctm8pVTBZDCrFij9THNdbIeS6SkwWeaMVQZWLtnan5snYoZdtFTWldxgxBrtA9wnuKEpkV90CffMeoAzMFTZY3ZpkIkqR5t9FDGtkDEs9wHMycN3rglzBiPcor/LLN+40k/CHxzzJmctoEhKWnKUGbN9LRmazwRDAzapwnFY6gR5ywtJCy1HS7nTAnV1MDc/UzyE8NQvWWC0OVNtoFc8t+qGW1UH2V0NMJccKKJwgtMrGYLFx+pBOe/ftR/5t/l7kZVngKNaRCPxc/U7yZeBMoJmg5TgApmMwkNjBuwlzmAswWTlSs29Ax8nMEZeRE5k2RNBxvfjNiFy5g5ItfQqzghDPxNHTqyxYmPtboSie5fCqN9OQMsrGEPI529hmsVExPFxSYaGM9EzjxtVPov0jiBB0Hn9uLnQ+04+yPLmPo+gjKagMY753EzEgYz/2DxwTEdSs21jkm91dZfZmkU0nWoT2kGSIOK9ilEzdx+uUruHzypjhhgtG4H0aEvnIHvEE3WvfUY88DW7HzeBtq21YgsCixzMgYtGQKnn17YHJRKSstqOaiE/6gTaJPvwtOtx0DPUZfbZGBjIAKb7nHWGCU9A4pzmqg7WdlDOrX/xAIXYV29v+EavkP0IOHDFk41h7H3oR+/Y+BkZeNicG3Dcr234JS/5TBorXM8ax0rPMe36EMcj7fj1yuVxyttEQJCppljsNQ1Spo2ghyuc4CMpm9xJ1QlAFBJ5tMnHzNUFUfTKZGcdCZzFtcWsFmIz9A0Ql7YDa3IJ0eFpAV24usVgKtPND1GWSz56FpUYl4c7k+KMo4zOb2Qv8w+5OPCigsm31PWp6M3uKdcny8HrNqPrdiFjfUhgcBbhs0tfUZ2TbTVNZbuS1jSnA7TMHlUeYKFw+7fgHqrl9Y+5fScdfeA1PtPbgtZvUJ0ErAViWmuOrnMjwLauNKy+eg9f214Zx9T0q6Wp/kWLp1SwyNzXZb5ONJmJ12DP/gDZQd3AmYVESudCEbicG3s4RKlp0eEmAWdL1vd4uSYmVDtdnQhk1GkU8noFgchXqGCXomKU5XcXikuV2a2Gu2LimGLkpJbuOmyWVvCkuPIsAOO+WOxNmqpqDUvHQtJDecxtW4FpG/JlMFVBNXP8a+dS1cIAJIyGSg5Ym2o6KNE2bLFihc0ZvMUEtINobPdCNxinJnRk+gp7YM2547NNcfnEgi1jUg7UmShr7Ra5w0T4mcFd+XyQsl4sGP7IHZYsJrf/kOqlrKRYi8rqMGz/69R9F7YQBf/mffxjO/8TDntlsy1h0yiSxCIyGhS6OuMGvEq138r//nF3H13R55zDYBiqzzuLcdacGxZ3fjwCPbJQKel+5cwSRqy+fh3GK0FmQmp6Q2TJDV3WQzkxFcOtOFdDqLQNAzK75d0VoBh88halSksFzYTqYQ+EEhBpMd+rl/LaIR2nu/A/Xwf4Lu3wF94LvQr/8+MHPJcMDedqhH/gMUCtvfBlk/scLkJDrCs6xdt24Wyz7ZljOSaxgEG8sbI1uzuVW2pV+3wGRqgNP5/KLXGOXabLXCwWsAdhYvVtjqZDLNT++v2bjwkr+s/5Wcu9l0ful5LBWRKWxFIg6CvGZfu3utyPiXz+Qlg1bMom2mkXluTm9nM/etrHh+leAR6JNvA71fBezVUGqf2pRvvfLv/gih89fnsmEmVQC53X/27dn3kKyJMoezKkp9horS+IWeglTu+rGP63LClj2PGrnzQC1MdQtuSKsd1v1PFxSUVKBhpzHASXy+VLM3o2qX8WOY6jKZWwUBqeXHoKh+mEibp/qQzbwvYAwtT73UCFRTJVRTDfLZG1BNc4IKWn4Uen6CM6fswzgTjDg1ibLlxJpMUH00w8gAAQAASURBVK1zTrjh2FaMD6XgLPcIXzQBMaUn0VbmR/m9+xG6cB0zZ64aKejiJFhCW8naacv+Rhx4ere8fuo754xBWTgVrK/aGP0WJ4JbtPb72zFwvh/DV4dFEP3o80fXdYN5Ak607WvA4Sd2Yd9DHQjW+YU7mdEgUd1rNUpDTr30qnEuFCAzNQ1HcyNsVXeXE2YU3LaNY8Xo5y7Wsz1BN9xlLhG7WPbC2MuhNLI1ygz9/d+V/lPt3L8yxB0IAor1G8pJlfdBOfjvANYilxBu2DzTjVpZehp65LrRz7yctOOHyXQdmVAMM9cH4G6ohLMqIPX+zdt/HiCYZ/oc9PA1Q4SDJBFJ8oBHDRUhImaZfSP4iIsoakJzIeasNXSk/bsMZaxiavQuNi40J64P40f/8mvY9uRe7HjukOAJNtPGxycE8ezxeGC7k9geZz2U+o8Z15QT7FJtZxuwnf/s70jGs2hLcWxx/ihKGTJz6muqRM+LZ+Wxt7Hy9rcoKZbi5ELSeoNFZO5FBWCkXHw8m05Y+qjYb0v1GDE9DS1PjVZhQjf6XRkRE5ABm0S4Eh3ze+mohf3GBF2bKpC+F9DaCqX7mCYul9eKqYxZDi2zaV4kzIjSXROQHsxsPAVX5XyAE1dCJpNVAFisBShelyB5acW/8tikIJPMoO/8IFSLivGeSZz869PovzSE9mOtgoRlAZ/cz5thZE+KjEUw3TclkVxkMiqKSqsNgN33bRXyjfYDjahqKoe3zCWCDIzeN7KS5fl07eiQjAYXOKy5L5eC1q7+N+iDLxiAlNtpFi/ULT8H1D4xS0sYCHrh9jjnWhPNxu8tSlUyJb2cSe3RXgGlntKZGvQL/1YiX1lOEfHqqILS8ByUjl8BvK1GPXK955JRWS5h0CmSKIGglMJjeU4eT0NnSwXrnvn4XD2NYhKrsTvRclHoF/898jf+GLfDlLYvQG37/Pol9Ob2IOeNk+DkmRuofWgfrLfqhDMRWajo4yegT7xn1BkpvEFAEMdhgdHMOH+GBOpc1EuAhRk6a6+qDbq0EbEHuQIKnTHTqOUHl61FbsRpjl8bEulF9oHfsrF7LZeXdjf2nxezP5tp589fgtPpxHYS6yxDh3o7TOEYuw1SnPaqsnkujWBPckMwA8pMqLOhWgg7yE8wa6qCTCIFs52dDNoHQFu58AtL/1/uYBgpS0RqFUCP8V5C8wPSbmDcBAadHR2yycw+W8N5qfJXgyKHTXCNExbrXqk1Sdhpqih8nm0w5bPkFYrqmU2BqxSGKD0BFrM4NfZr2v1zvb+lxgiYTsbdSgL3ghO2zq2+qtsqUdtehTf/6l0RsN71yDYRSmjYWSstRN/5Ty8KCIjv2wxFpeErQyJSvv9jB2T/QxcH0XygGSqFBlYYBI88f8So/1Z4YHduwurRZIKtrtaokc/ywS4TUjJqnHzPaCW5ncZ+UOrllogaMMJfDlS21pteLzhbcZY3/sRopWDEW3kcSvsvQ/FtWzWNVjR97CT06XOGsyXjVSYK5BNGXynPj/xdbkuvWbBh/pfmgWiXsd0Oq3nYSJLnNWSiCUye60QulYYj6Ie7sRLZWBLhm1ykWhDY3gSL24HpS91ITobhqg7Ct7Xe6Lv0OBEfnpL9bNT05Cj08bcKjGWUnhwEkqOGA17908a5krR1Rq7LPFMtRiQ98bYAg3TqM1c/bGABbsExREdmcOOlCwi2VW2OE74DFo3G0NnZjRvXb6KyqgLbt7ejrCyA1147gUwmix072iVlPTAwhBQxI143Uqk07rvvGC5fuoqxsQnU1FRh+452lJevzYmnkhmEZiKIx5JCQcsUsMVKMh4bgmz1cxDst7E5VnA+hces/YYudWLspbcN0R5FkZYl/66tCB7fB0d1udFlMhZC7aF2hAcm5on+3NVkHZ79+8SBmX1eOFpbDGFkUy1UExHFXGEsqMuZmEKZI2SY/5j18tKVaOlri1FqEgkviNTS0aSIfvsbymHzLl2spYMRlPTIxKwT9rTNfS97gfc8ugM95/oFZdxxvE0Exwl8Gu+ewOC1UVgdFtz7mcPzWnvWY1J+zeaRSSUQGglLGtpf65c0ev95ZhFWt9Le3k0x1pxiMaRmQrJqJDLaEvDDWrFBqse72GYdcctn5H+2IyHaU+DgNHASazV94iT03q8bVIpMLRdZnf4WGKOBbDSB8dPXULF/KyxuO5ITIcQGxpEcm5G+8dRECPWPH5JMUy6WRKRnWJ73bamTvxsCoxE7QhKH8ZPQuU28C4SvGlmEzTRGznTodPSkypw+KyluVD1gaEmzJ3kDQgQTN0YwemlgSSrTu9nocOx2O2LROH7y8uuob6iTQMTn9eDKlRsYGaY8poZAwI/hkVFMTk7Dbrehr28Q6VQaU1PTiMXjePppikUstnQqg/GxaXRe7Ud/zwgmJ0IIzcTEqWcL9MJk4CIrHsUhiIKmXGJre72wdJGyciOWGBrH9KmLsNeUw93G0qiCxOCYiDgQE0QnLPNfKiuLznQ4jlDXqARZ7qoATOvQS77zTnjfXtlKTTVRgWQlEvfS51e6Q1e+e1W7Hba6Gji3Ga0udMgZtl1xNeW0SbP1UmYh6TiZqTr74GyskchYK6kJ0yHWbatGsKEM2eR8qURyMDfsJIGHgpqtlbcAjtCFrnJiKCEgIjrkocvD8n02F/sWFcTjSUxNTsug5EDPZLMyiD1el/wNlgfkPRz8vDFyuRxcLqd8NhZNCL0cU7UUwk6nM0K2XlbmX+GQdHG+7N0VXu5kCrr7w+FM9PG3DaKBtZqAhZgGMxV0g7cBiWFg+jz0ri8Blfcu/TmmL8sPzn+OkzjJPG53VuADMkax+XQGwT1b4KjwY+zdK0hPR2Av98HiciDcNST/m+02OGuCSI5NIzkxI054Q9/HRUys10g7s0976rSxuLndxsxEpBN6pMtwxswy1D0htWOFLUKrGO/d0csDiE9G0fXqJcz0TcDmtuPCN9+V1wm2ZGRcsaUGZrtFIq9kKI7wwJSwpvHzLHORvIf1Xn9DcJ6e8lLGfaQiCQyeZouYguo9jaLZTOfB9DUzgpM3RxGbjArwiPv21ZXJvpdaINTWVmPv3p0YH5/EF//8q5iYmMLzn/s46utr8ed//lXcuNGFXbu2YWt7Gy5duipUuBcuXIHH40Z9Qy3i8QQSicX3AYk1xoYncflCF86+dw3nTt9A59U+TE9FRJZ0Jf3wlrY67Nq3RUg69hxoR0sbg7z1KRyxK4atqTv+6a/K/F/sE2Z7ary7QH1MJTaLCVM3hoTnnT6EQNn10PreVidMTuPwWBi+Kq9I8K3kfJQNksqv18weD9x798LkNwAKZj+ZTtKYuDqA8csDCLRUCm3gQmO6lYTeVE7y79widQJGoMXUA+kcJ3qnMHRjFOl40QkbF6JxZx1aD6xAb7dWK0TCiZmkyBjSig6/srVSjqOnawDDQ6PwB7ywWCyYniZiPC+rxEg4hvseOIye7gFMjJPuj4MSqG+oEYd780YvWtsa5aiHBkdE9KC5pR7H7pnP+MS0OtNARFc73CTmqDbOA1ej1VUGFeWHwPRr/ws6if3XZIU6ISMcpqBJHMA6Iv8nS9b1P4Y+8P2lP8noaKET/ttuqgKbt4TX22aRLFQ+k4XV50LV0e3iiBMjU7C4DeUZnQxiiZQ452wkIdEFU9al2IulTKJf1uj7vw296y+NHtI7bhoQvgY92i0EL2rzZ6GzZryK+EcmnkL3G1cxeqkfE9dHkJiJIxNLiROkseS0/dkD8NcHxQkzy8CI+cr338d0zwQysaTgTXgjV++ow/aPHETTsa0wLxOFiarbVAx9b1/HW7//Esq3VgslqtPvgqZAHHvvW9dx7YfnEJ+MyHzDfVVtr8PWR3ej8egWWEUWcM4cDrvUhdkeSWwMnSuj3aIfImMVS35c3HNO4rXmwl+Y+lJp1NVVo7GxfpED7u8dwcs/eBff/8bruHD2xpo5aULTUZydptO+htdeOo0nn7sHn3j+UbRvbxTsx5odsfCyU+u7hJSoQC4062QFfZ6TqJdb+Y5GBArShneFEx640I9X/+h1PPTLD2LL8TaYb0MhfaExuhMQlE7xevOSkbC9qVG2onHlSR5frmSKJ3jhhUoOjSNLxqztbchE4oj1DMK3a4tRoFcgGsKv/OkJ9J4fRLB+fpM8U9mb4YS5iCE71s7G5ZVGzp+7gsNH96KpuQ5XLnfKIN9/YAe+9Y0fw2IxS8qIDnh0ZByNTXXYsXMLyivKcPXKTSRTbAvT0dc7hJGRcQQCPgwNEWU+38YHptF3dQQOtw37HzYQ8sm+fuRmQjJo7URHV2+OaMXtNJ11QirtbIYRXRtZmr9bJ6HA/2bGqEOAjIWFt6+tTpDPUxe7hPjAZCPY0WoQpcxEDG1uOoHBSUxe6EJydAbhzgFYPU7YAsuTH+gEpo2/Df3mnxQWQR8wexjZpPq+BS3WB2XLLwHNnzL6l8UWT/6Uvtv9iaPY8ZGDOPuVE+h7txNbHt6JXR87PKdB7XfJHFX8n5ziPIftj+9GGcGYOnD9x+fR/eZVWfSUNVUg0LywP90AylK9q+fEVbz7x6+IY3/oH38UvtqABBQsy/WcuIaT//1HEogc+sKDQp3KFDlr1eHhGaFcbTxqyKjSmIa22WxCgGO1WlBfX4fHHn8IX//rv5Hv3LZ9C3Zs7xDktNVqhdPpgNfrwSMP34eXX34DPT19sp/KyvnHOzMdwZf/+AV89xuvY3x0jvCEC3/OY3SmRhBBXBCnHX0W+MoUdVGkZaB3FH/1Zz+UCPr/+s+/iZq6cvn8Wow9wia3AzOnL8G3a6ucezIl5lMpOGqNmr2e5zmNy2JJHPQG7W+VlCEl6Sa4Qkxm0XF/+5o+ExmZloHsrvQb6egl+rw4mXAVnxqblIgvPTYlF734PqKhyT/8O9/8dXgr5rcvbBQksBFjVPv2yTPo7uqXdDTrJm+deB9VVUEZmO+8dVbSRZbCytRmJ4ANyOU0eD0u9PcZNHt0wLxxOrYtdvinfnQJX/3//RCN22pmnXA+HBVmmU1tKbndRrYc9+aIa6xojrt/QbKZxojXWVuOji88NRsJM6KtvX8vqu/dLQs1pvB4n1Uf3SlRs4D6ChNq2c5mcRjy3CqlG33w+0af9iTTt3cRfScZ1ASBHYOy7TeWfRv78QONRrTsDLol6iQzWvmWEuxGKdZVVdD20E60PkBFqjkQYNX2ekkjR0ZmMNM/scgJ08lmUxl0vXEVZ//qJMrba/Dk730aNvfcQmns6hC6XrssVKlP/9vPwV9fJteg5b5tgmO5/N33ce1H5+Y54aeffnR2jgsGy7BjxzZxyP/sn/+2LOhVlZGn8SPoQPfu3WVwtptUSU/ncnmDr2BWVcmwv/zD7+PH33trkQMOBH3Yf7gDrVvqEaz0w+W0yzEmEimEZ6Lo6xnG+fc7MTo8OasbTgDXqbcu4f/5vT/HP/s3v4SauqUJdBaae0sjgkf24Np//gsDmCXVhwxqnrgHFfca2UGeO54v4oUESLhBCtnbOGsa1IB30maGZtDzfi/cwbX38QWaKpH0xREfDxei4cXv8bS3yEoncpUqLmnUPvcQrIU6AY0rM3JD+6s8K7a73G47fHQPdu/dZqwWVbIakYqRdJSkWOT8p0lKSgaPzSqOmjfQ9h1taGltEH5q/qQ80zBc6S7Q36VlUlkkomkBoBVNddihZTJGvzAXJ0uYUv+MITHHVhumEIkKLt1Iws/nWScVZOrmGQFy2WRWVsqUnaTEpGX7v4bCFhXWdcyqtGndFmNby/9GVrwn6IznPWcyJuLS96gFvt55LGFrXLNqvV+H3vnHBihqzSIWSxnLDHZD6IG9wXSezGyw3rvh/epSH2Z6XFNtULb+orS6LbR5jGjFx1L5WKats9hWt6DDgsBSRtWs9bIdaaGx1nvp2+9h+EIfGg634cgvPQy7x0D8Fs99ZHgG0dGwRNd0wHTcBteBwXVucVkxQ756pl8L4NJShj6+l3OJoJUtc+nw0mtbGo8oM+dgYluTq2FWbYuBwvXLvXjjJ+9jZGhyVuGuY0cTPvuFJ3H4nt1wM3PJ9C+j4cJCRDKgROVncuKQL5+7iRe+9SZOvn5OsC5EVL/64/fw9E/dB5fbIZKKqxkJOSruOwBXc50Asuhg7ZVBOOorpSwp73Ha0PrEAWlXjA1PweZzfbBOeLJ3EmdfOI+pvkk4/U6pJ5ReALISXfrJZQxfGZbXSLm464mdqN1eK0CjN//8xKwy0Oj1UXncdqwNe5/aA4t9ZaQZBRRuvHEd5390AaM3xmSi7T5lEKM/8msPo6JlefpFrsrdVT5J++RSmSXfR/UkpiKyjPh0XejL2DMmaTSKBdQHZLvwk6vYcf9WWO0GUOpOG2stTPmUcg8XH9MW/l9a12FayRjTiz9XNDpeor4X9jtbyoMizJBPJueRmMyz4AEo3q3SW6uQXlRbYuPz+UJbSDYGPRsroIdj0CfeMdpCNmDMjgxeGZYxxZp9bCoGd5kbdpcNrjInyhuDAqq7U6YQxMVJmTzrt2K5uKGpyjac1RYuxF2wTuldW4ZovaYEDy2SOFz0ngXjaSOLdFGNGn0VetdfAFNn1wluo1xfOxRfu6G842426rY8N6K1TOrSXEH1KG0o9dCZhq8LfzjJPdaMYmdqmqCtm1+E4m6CXnmvwTl+K6brkhYeOtuDsSuDiE9EkUmmxcmOXR4UcJZk6BbYzVcviTAIWzErOmrhrvAtEtRhfTo6FpJo+pt/d34veXwigpmBSVR21ElEXXTC+sQpQ+RE6qVkOtQB0r26jPOqT5+FbiKYSzeoJU0OQ91KshgvGNKNwYPQPVuEqpLzyolXz4gDZgDBQOH4/Xvw87/2UezavxVlQd/sHLX8KdJRXu4T3eLahgp87S9eFKApnfHbb5zHtp3NyzphtiSxNWne/hjIFOa0TDiCXCIBR02FsAJGBycRHZkWPAOZs2qPdsBZ4Hi/o0642Bv1ztfeFXUfgoRIIEE2p8iEoZ1J6rR3v35KXidVIHtoORG+9eW38eTffwJmmxk337kpaY8tx7egaX8TZoZn8M5fvYvGPQ0INgRXpFKUtE5DmbwvMh5FWX1ARO5R0IpdztJUErrUL6kEDiw2XAfbF9eEyYPMjUpAQmVGmsuSwZ4iwOJMP669dRPnXrwidJDFPex8sAP7n6LA+Z2xRdzDy7y20IpRykrvy2VzQtG5MPOnJZPzSM0LckXzv5to0TUgRiX60BhVp6EIoUKxNzYPfYNOmAsHOl+L3YzIeETGC8cXF3dWp2XDbWMbMWZStEAj4KZwQZnBca7FoJhIOLNOp5Qah95Nqa7ra3DCVijVDxkZidth5Mm+zRq4Oh1brB86CUcmT6+x71dErYHAbln8KP4dhuQhmbBs5Qahy1JCBpS34/4pl0c5PbJrTb0PfewNgGjohf3DSxmj6fAVaFf/O1R+Hx3/BtqXijZ+YwQ3XjwvdVoGDr76MhnLvOeiI+T0XtpISlRzrFFAWRPXhtD50nmpQ4sVMxeqYsyBbPWpn78g5f+1+5sRaKqQCLloOlvAuAgirSs7BXIJKATGWbyibqRHOqGYPUYLH+vkbOPi/9JpmjeyD/aqWYpXRsLvv3tVHCZty7YGPP7sMRy9b8+cBvEqxrnLF/Bg9/6tAjjt7R6WKJh24cwNzExFgLmM+jwjKUdyeGLxPlXFAJKNTiAbiQuLYv3HH4PV44A1QglDm4DmiC3aiN26E+bBRVO48spV3P9z92L3U7slVcDnb77TZUg9jYXl8d6n92D/R/bB6rSi+70evPTfX8bQ5SHU7ayTOi4l+drv3SqOnM+//zdnMDMUkudXcsKkXKSzJodyIpxAw+4GHP30YrkyyhjmIxFkp6bkf6WsUhwwj5EDkMCDJX9jXpPeZntNxaxeJBGfRXP5nNKilIrRWejIpedWy6Vp29ttTMuwNs3zT2DaZpcDMumcaPMuNMVsEaQ55QxvWXFAUMh2Y2VdYmSt2qgR0Na4t17OS6DWL2j96FRMbi5mMEg7eruMMnjkMxe1L4VkMBboRJBTKN5CacwotNwwTNaOgiIYtWtJQmBIxlGxSD6nsvwx38npjMwo9baWc05H46qDErhzC8JSY82SaH5P9RoWYsstzlJTEgHro6+tDQVdUNqRxUfl/VCq7jHkDlcRgjc+a4Ji9YnIAGUpxSjc4d8FfeQnRmZGKEPX4IhHX4Pe/zdA288ZDFtL3JdC4qMZAKPlbORCH3revCbSl9ue2iekHpyzeF5HLvZLxLqUVW6rxc6PHpbXL37rFM5//R2Jmqt3Nc4iqUlU5K32C8p3/+fuMxamCw7TbLPOR14zS8UWPItPxEwk+udzzGbRyZKEhlkGV13hHLImlhJ1JF4HZsYUZiUK14PzV1/PiLRT0rbvasHhe3at2QGXGlPWWzoacf8jB2ad8GDfGOJxys4ubY66KlFsmzW2cSZSSPQPIzE4LoEY25WsPrdIF7qq/NIHT8S4tz64rt7gTXfCFCpIx9IoawxKmo/Gyc7pM9oPSC6hFJ5zlRkpGW+VF/4aP8ZujqGq3QCvVLZVSuqYDpdC9RRaZ2/sZlGu5eNxxK9cRfjtd+T/ml/4OVTtapQeYIvQji3NdiKOOm8oDi11izTvbUBdkQhjwRvWKoawGdZ1fhCDnWNweR2i/VvZOH9Fe+29HsRDG+9NjYWTGOmZnEfMwDS0NUi6Nx05IiVdzruO3N5HzeVKI01USrJ+ZzALWej5aXG0JKMxWYiWLvbE81jSIlDCx1p+HKoeKDhtOhkuEJNQVC9MVqaR7472L6FDDCfgDLiQon52of2FxuwCOxSItmXNjDVM9k7O9E4gm964ExYcweQp6J1/amAHVjOmQSlr2PQpKEQpM/q9RVPoSMgdzWjaXiHAMMTXQJTDbEf3V6H4d0MnHzUjwAXmYD1RURAdDWGmf9IICEhEYbPA4jKwG7KQSWektYjgLWYQqQQ3cr5PWoqWG8+sGXtrAiinXnUqi/f/8nWc+rPXcO9vPoVgS6V8B1HVTFUPn+8T9i72J7NHmIxXdPLsGYZNn8/4V6D2NMhquJmgU+s3xh7kAlWqUgXFViELGn30deNjXDiaXdBJ0RofmMtIcI6JJGb7gKvryuf0fzdggTIvtrQ3zJbYCNIiN8JyVn50j/wlDwS1hJNjk0iNTCAb9sCWysDZuB1lB3YIc6L8DlWFrUCHu9F6MO3W83Cs3ZsNlQ6CX5j6Y4TBv8Ubk5FqsceUKU0OKEaLrFEwKi4OHq6+5qcGl/F6yx1KYQwux9FMdqf41WuYfvFl+b/yU5+U1AnT0uGBSXG29Ue2LhrMZq9LHM7kuxdg9XnksbejWXRyabzA5I6OzySQy5YAlkwqPEEXLLY7Q/j+jf/8Es785Cr8FR587DcexrO/Ml/67C9+73u4/p6hBLURo/9iC8Ds//k8Ep0GDaKtthqO5ibRib6b7ZbkAaVWvj4EJDV3qQhGLnQtPwHVXCs62ApYD2ba3gwdBhUlZTcN8RF+LlGQ9fOKQzbdRSINnJSHz/Sg5YHtwncsRAYEBLHkWhcUkCOJJ9jqwkUowUKx8fCGtZB19mRHbkJjHzCpPlczOofAHqgdfwdK/bMiT7h5pkApP2wIy9ORdP7R2khf4r3Qh1+EQqKXsn2LFqrSs1vuEYd63voW/AXUdEV7DSq310Elo1h9EM4yDyY6RwSp7CxzSXQ7dKZH2o+W4jgoNWfQg9b7t0kv8pv/9QfyHXs/dUwQ2nS6rfcb1/Pk//gxWu7fJiQexO+wf5i10erdjXNpbJo1MAdoswUMzWXfNqNnm8ImIkdrMnrp+b8tAMVksCIqnq1CKapPvlc4n+5ZsJcB8lIEGLoUOHStRrClw2UXf0PHvhphBwlmciQqKvBFhy7cQCYUEYBW3U89IgpK6i20Ii17nLe6A/4wf7Uf7nIXBi4OoLylHDanTSLc6ARVj1RUba2Sm3Hk2ghqOqrhKnNj7OY4xrrG8eRvPyFAps0wppS5OmHdj4sAeY4ov0K9kwOJUnulFhmawkzPuEwg/qYKIxpeoCRkC/oFGUdJw8oHD8lfE+sAhZ7i8b4pnPjqKbz6xbeQCCVlUcL90AE//RuP4JnffAR3woY6xwWkxpQ0+3kXWjqZQTJe+P0bJ+6as7yG9MgoEje7YSkrEyEHR2szvPt242+FiepVQfauKH3HVNt6HKIehqaNGlzolADNh6HnJ0XjWle94mjpnPP5UZjMdcgmX4NqqoJKzvScMZGpFipA3T3tX5yYGbExIqYTYNZK5EAVBblEGgPv3pQ2GS5sGXmxrcVd6UNkeGMi96SeFGDP0A/X9n5HDdQdfx9K3ZObomgluBfOCyXobsXXATR/Bjrrxd1fXtt+CEaqOAIEdklZotTqDzVjz+RhXPqb0zj/zXeQS2bhqfbh+K8+juCWalA7p+Xedmi5HM599S2c+K8/EMdSsbUWR37xIVTcrJWFzjzAlTA6URnNIOah8TrseO4gIqMhXPzmu/BU+bH96f1wV3rRfF8HPLUBnP3Sm7j8ndNybRkle+sCaD7eITXhUlMLFK7yVRXHiicLiiwyDGILI5DKQ6k8XsAMFJ6vvt94jlbgkOB5DVb6MDoyKSlpBlOsE7OdciNm6GJzH/nZyJj9zMsZHe/oS28hcq1HaClrnrwXgYM753qANR2aZgSZt9IXvNA25c6m03rqHz6Jt7/8Dr78D75isGR5HWjY2zibonrqt5/E6W+9j7/6x1+TGzZQH8ATv/U4KporkC30dN2qVW+pwtTOOrz5xRO4/NIlgeF/8l9/AjXbCqliUium5zthV6VX0joMcsgdvRSqmXyhmekQAgd2SGE+1j0Iz9ZmmByE+UOQt5P90/il///n8IP//hN86p8/K8QdjIwbd22Mim8jtueBrQhPRhGo9kkf70pSht6ga93tVLwpIlNxRGcM4IRis6Ls0Yfg3NpWcMLUWb57nMUtG+taMxeh938XGDsBnakz1r3WYzUPwnLv7xd3KLecaq4rTFBm0cU2mRvEKXOCsjgemZ2s1FnedJ7TD671ban73UJcx2uXJXVJNicugNPRFMJD0/A3lQuKtqytGsnpKKZ7xiRtWiSdWLfxGjD1u5YsBMVfdv0OQBTuJjHxcfF6+rWrOHB/h7DEzZp3C9QtPw9t7KQhjbja4oxc4ROngOBBidRLTUvfQPORCOr3H4GOj4kIDSM4gn2KdVizZRxt9/vQfM8vykKIxgU/U9ct9203AKYFkiI+T6arn/ny35O0Mrei2f1O3PPrT+DILzwk9UxePxrxLuVt1Xjodz4qQQwzfuLIVVX2u1qXyqwJBXGpFTRdF71v/pjmYmHHrlb03BwSJxwJxRCajqC8cmMSjLFoEqOFVifa1u2N8K6QNu75s28jfKULFr9XwG69f/UC+v76R4siFkbGjZ9+EptltzxjFsP7pn1N8FX6kE6k59LKigJPuVsmezrCB37pAaklcVVpJSdptQG44sn/xP/n46LtWjR/jQ+f/fefFpECpqzXYs6AEzsf24Ha7TWSCieSr6yk9YTpUy0z3wnz6F0VPtgDBL8sna6Q2mcqI3UCpiuIktOJniy8lWl2Pm7YUSO/u6q1ArXt1Xjlz09ios8Agd0J++jffQgPfOqgKAYFa5evvR18fAee+MI9cPvWR24eCyXw4l++jdf++rT8z3NFIIOjqVGIOlZcHWp56Bk6bx2Kff0w/jtvurAwkRdanzpTkBBMrTMdTZFlppRLx2+Bg3rWGBmUTG6iHla04sR1d9XYbS47Wh/cIfdx7f68kNwoBRAi04jC+JfNweKyS7RMnnUBNy5D5tL3ygXMdI2g6eHdCGyZX7vV2VfOXuCp91c/MDrdho8KVWha8+DyG9fReWlAyCFqWyqw9/hWvPvyJYSn4wgy8ttWK2CgcydvyJpo370d8AfduHy6B4NdY6ioDaB9bwNCkzF8/0snMTY0g6276tHUXgNf0C10u9Jes/UXRSZydcS0JmNJ4e9Z4IT1/AwsrhpYCMrL34RqpWJbLbR0N7SsDcgz8zAOk8kNs50ZlRko5gqoFvLSLz6vcm9SqrVi8b1Gpyp9wtwWfcYE062ISCyV7l0uBbyw7GdS8eATh3DitbOCYu7rGUXn9YENO2FyT589dW32/2P370FF1fL7IuK58qEjghGSYIKiIEvc7mxP3UzbtLDF7rajun35g6PTrWguX3ZlXbejdtH763fN5xRdzejsPeUe2ZYyPZ8TIfpSS4YSs+CH5ThXXQ010JJpJIfGZAoOHNolAKRZYoKSRnU+Q6Aae08ziYygte+UVTeXo6rJkARbqfZRURdAx6FmoZ5cLzDr/Z9cXfR8qUbzcqbns9DThljGnXTCA9dHEZqIwl/pQVm1D2O9U+i6OIgtextQ01IuvcJLHm/4BvShH0Mfe1N6lqVmxRQk211I1s/WDFeD0erC6FhAJv1GjykRuFX3QSk/AqVs7y040bvL+RaNi1vWF4u2sLd8Ifhtub7zoiUmwwj3jiETW6J3JHQFOgUZSOiyolHP3Au19WdE9H28N4rITEwWpHTCyVgamVQG18/3Y9fhVjRurUYilsLAzVEkE2m4PA689p338eTzx1Be7UN4KobpsQj6ro+ivs2gKWzaWo3K+jKRAy38IKmLsu1L7/wTAy29WqtYrBt66AoUjhfWUYtGTIDqhJ5n/XVCSD5M5mpoWe6TQO964/UcA4CogSXIJ6Caq5eIPD+cpppMOHBkG47cswuRcBxXLnThxKtn0bG9CWXlBc34NRqd+PunruLNV85IOnvbrhYcvXe3pKSXs8D+7bJoLBrHzEDnKLbsaZgHSGM7JgOS0f4pee1W7QO5esZNWlhilLC23Pbv5ao8PR+izu9OTEUFPOIIuKX+stDI/mMtD8Dic8vq39VSB3MJlN1f7RM9YaaI2g41482/OiVgtNB4BDUF5PedstXOJdPtlFUsguXWY1b7fF1euY65FLSRi0AqQsZ5KN5a1h+gT9wwvq+yA4ojAH26G3pkFIq7ErorCH26F3o6CqRjUDxVUDzV0NMx6FNs/tfkM0r1TijmW0spDnVNYLx/ClXNQYz2TslGh9x/fRROr315Jzx52iDCIIOSfxuUxo8ayklmN/Sz/8qYcKsegFL/tOF4Cc4hgf/IT6R/lwhQpfoBKGX78bfRVupBXwh+W9P9rSyTPZk5L0pVqxqJMIKHDVIYsxMWWxrpVE4wEDVN5WjcUiVIX847Te3VEs1eOtWFqbEI/GVulFV6hepwYmhGGNaYJaImbngmjp1lbnj8TjR31CBYRaKLUoYvC3RXE0Bw0XBo9dYptvBwnES7oNhIcGIYW9K0LGljTQDb1PIJaJk+wRBIJkUv9Mojb2hliwb73YGW3yxT2TJY7sdPfeZh6RV+9+RFvPqjU3C57Ljv4f1oa2+QdqWVqICjkbi0Ob331iW8+MI7GBmeRHNbLX72l59F69Z6YeBazijSU2qxtIburmmYPC74yw0N9ngkKeODzIE3zg1IzdpX5pbas7/cLdkgZkbLV8hELvpe3GHLzoSQHhhAZnwcCkm929pgqaqEuoA/NJ9ISDvRZlqyuwfZ6fn6ola3DbHxkEiELddOlJ6YRi4aR/DI0oCjmi2VwtLl8Dlx5Kf24dUvvo3p4ZDUg5v3rC+av51Gx8t6MOtapgI72XpM1FAE/FaYhDgphIehjVxiIyhgdUJJTEOxuqGHB8Up09GaGo9AT0WgRUagmixQMgloQ2clM8EJWp73NxjRMh0653BnGUwVW9mceEu/mSC1TCqH0EQMPReHkIyn8Iu/91M48Z1zSESW7xlkBIbECOCohFL7ONTtvwXYjNJG/tr/MBytfztUOmc5F5q0zmieFmmj0ek4SCjBXkj2mn4IjCWc2NCUCJQ7y31CxceFpbPCC19zlSxSDbm7OGZuUEbTKO24Kn3w1JfD7ncb9IHRBKauDyHLnkwdcJR74W0oh6PMI6npdCiOqWuDQhPLmmd8bGnNX2GsCl9bWz8uW38anjNQy4oqaeVYOIGuy4Nweexwe5vlbU63fRbhysfcIqEE7E4b2vc0YmI0jJG+SVgKZTIKxnPS50Tbe2NUJtsAaSKLNVahdrRAqXnUAI+toX+Z4iEKGbjK55ywai6HrmWhqG4oJj/APnE9DdVSU9BZNwEmN1QT+8UZAGhQzOV/a6Lg4qKeTm3brmYcf2AvhgcncOViN/7yj76P7s4h7D24FRWVZZK1IMCqGJ0SeEX+gkQ8hdGRKYmgT799Bb1dQ0LcsedAB5pb69B9Y9AQe1gjxzPpbTmGmAFkVoRdJ4yAY6GklDGM1xKYGDJaDFnyoAPmPXBHnDAnTEm9mKwAIxqahcCclSOsxPXrmPjW3yB67rxICwY/8gwqP/FxqL75aYLs9DSG/mA+fdqtGpmdsjPzb3hOMsIZTSJxmyG1tXDlnosmJBWdGKyYrXvaygOzNa5AjQ++So8MBLvLio/+o8eFfISO+XYSQdD0HFPsCShOjxFMrBB1tB9qllpx7ZaNEV8I2brVJJvx5Rr0+AQUi4ONjlBsHuiJadlMHU8AriCyL/1bqBUdUMpaoCRnjGhX4zFHoVbthFq9C7nzX4c22QnVS1GFCsDhh2J1zqImb8W85W4kYulZzmymJoe7J+XvSnzROjV/OaEGD0Kpum/WARsngpEJWdNKShsEnlh9ULd8AVp8AHr3V6AP/shIRxdRoHe5sY47/O51XPnrN9H86F5Mdw4jHU6Ijmz7x4+j9ug2pEMxDJ26jqG3romUHhGjzkofmh7ag5oj7cgl0xg+dQMDJ64gE0lILdgR9KD+vp1ouG+HcA/3vXYRfa9ekKiUhAeJiTDMSxEyhC5Bj/YYmYYVTTHIH6oenB0zU2NEpesIVHgFUMg09L57t0qd12Y33sMIORZJ4txbnbNdA74yFyLTMbmX6WjLKjxCfLPrSBt6rrIdC3C4bHNOuEjsQfrFtbZCJYehh69BKWGWMzn2zc1HhTZAIdwRwhYjgudiwHA8xVY5dc1tckBOWuP414ioCSIrIP5ncQ7KvE0RvALvER5H4e9tdPpaXsOZU1cxPDAhoCq3xym/mTSW3/jyS7JVVAZQXuUXjXQ6YmkPTWdFJ31sZBqhmehsiyrncSs5ICwmfO2LP5L3MLuxVt4Jn8eDB44eQvP2Wrz38hWJcjn3pVNZAcByHLTsqMOJ755DRZ0fI72TkuCtXabsupxt/Iwmp43N1wBt4C1jkNQdBpzlKzqCxM0uxC5fMdhIIhFMfu/7CD75OMwLnLCeySDV04PbbUxFSzuTrkvbRXl7rZDNlxp79NITM+j76g+lT5hjlEV8ti7RmJ6ITccx1jMhf0uxO9VtFahbAam8ZpN7RYeW5sSnGcABkwlaZAqZzvOw7T7Ou1aeIwqcUaak+ilCbzJDz6Twc7/7mLBbiWRjJmWgH7nosFgNsfpcQYRBiOLNxvMLzO11SE2ZETUnPDrR7KW/Acx2mNofF+epT5IpLQ8ly/5YtihoRmtPzmCBMjiTVXG20nvBmrrHKAPke09CrT8I055PGgu8W7SOg01w+RxIRJI4/MROiX5Pfvccdh5vRaBqhdp0kfmHUSwZfhYCgNi7KsxACyg6JSp6WCgOEblhEBQIXy4nBoPFTPiPZZJYPImuVj+93Ub+9HQ4DkeZF4/+P0+JE37tn30RExd7UdZej+kbQ7j+rbew/1efQqC1Rnr9z/zPFzD41lWJhtORBC78+cs4+OvPCsiKTvjiF3+CwTcvw9dk1FbP/q8f4OBvfgSND+2WntXzf/JjRPoX0wWydip8zasZ9Z2d9VA8RrRLu/huF6oby/DYJw9hfGgGb75wDg999ACe/dl7Z9/DSXTPsS3YfbRNJlhmh3je993bboCUSuqA/CwdsyGjtyAVz7HsaZVSxSwJy0pGsBnxA4W0cqkRTxIqUFAG6gwuaAOprAsdMGl4jbGxMn+ycQx0unloegS6PgNNn4Guh6DpYaN3HRno0q9e7P2ns6VL4DFZoArDmxeK4oEqfwNQwXuGDrnQbrSJQj3JZBq/9tP/BtNTy2cTJsZnZFuL8TyMDk/ha3/x4w0dT0N9Ne4/fAjn37gBm92CKLOl1E1mD7PThmwmj7OvXRdyJNaG3/zeOYnSGzvWB9zaeCQc7oM2fBZq68PQ+07IpKQHWqE4CQxa/qJIjx1BTHPP4IM0X2M5YmMhpMJJ+BsrlpRPo6yVvbq8QORtvG7xzq16By4N4ZU/O4kLr14toJLn9nHvZw9vjhMmWjedROKdHyM/MwFLUwcsda3IjQ4g8dq3kZ8YhqVlB8zVjcj230C29xoUq03eZ67fgsTrfwM9k4S14wAUmwP58UHkZ8ahJ+Kw7bkH5ppmpM+fQHaoG4rDBWvbLtj33rfoKB7//DE8+JlDRl2GFzGbhJ4MA2oc2lQX1MoOwFuL3Fv/S9LRau0eGRtazwlofe9SwNlw+At/HR1zPgM9MSO1Y234PNTGI5RouqWzNjMWwY33+9B1bkAuC3nLf/afPSM3DkXIlz/d5MjWjKh3Qa8p2X10RgiiuJMAZjVjC+ZugUJGpYl3oUc76U2Q1/tgVncK65WuEzHNc7BU5EQGKr62Oe01GzGS0Lc8sV8WFza/C65qsngBifEQokNTGHv/Jt74l1+anXzZckjy+ujwFDKRJCYv9eHN3/vKbO2Or1ftbZHX6cTSsaS8nyxDVP/xt9TI5xYao0WQk3g1Y8kgaESSRdt1pBUX3unCt//kdYmGH/qpEpKJJay0PFPqfEttRaWtwkIA5quGCtNKRuebmTHS7AvkNMmvT0fM/uqe93oEBDfNtq8aH5oPNKNqSxVsy+AY5oyON4y81oW81gtdn4YOLoCLs+5ypDN0ysXsjoK8PgXopQ6fnPhOmNQqKEoNzGo9FIXz3d1N0LNRY/3/47/2kIx9Y+HFVPb89xRfmxoNo7zGhzJSLK+z1LfxSJhRVKgX2tVvQ935Geg9PzFW9hIZLP8x186d8B47iujp92FyuRB8+kmY3MsLd9NUpxPWqiohg7gVI2NWZmwcWsJALA+d7kJCs8tqnzn+xDQnx8UHTxFyESgouQBFrVQaI+B4OIFf/6Ofh0/0hOf24fLfmhOZNWakkjFosTCsLTthbd8L1W2Q/puqG+E4/jQUp5thOfKhSahllbDvfwB6OoXUey/Dtv0QVH85MlffRz40IY+tbbuhesqQOPkCrMkYYHfB0mxolSqMqpeweaxm2QRy5/4a5oOfh+KrhTZwGnp4BKb2R6FW0+Gw3dElTDomby3U1gckbatYXUY0zL9mK8x7PoE8HXQ+C+sT/6f8ptyZL0Ot2S2O/Fas79oInB47PvuPnjDI7hVFQDfz6PeWm1SprEMU9EKaxAI7ENJTkrZWhIpyzhSTDTrTdhSdz8ahKAYFIY0RiKaHoMABFZZCZJIwxByQR14bgAIXVDUoYg+Gw/ZBp3PWs1IP5MSnKrePhY1AROqkli6aDc4SIy3KiPex//Qr8+4BUlTSYYy81wl7wI0n/svfEX7d4q3ANiaWeyavDhhEYQVmJCPrwrrqguuRHDOiYGYkVjMilAmaK7HqhqDUcYvRK6PeZX/vGoVOlo34il0SrjojJb2aE6ZRJYyiBgucMCNd8hZM9k1J9sbhsYtMKkVwRJluBXU2pp01fRJ57Tpy4nyNaHcu0l2PlTrsojGNnUNOS0DBIHL58zJuVbUOJqUeJrX8lvrZFRFfcIvk6t1gHr9r3sJryS6AgvF9O460yuJ+vZmBDTthpawV6raPSpSjlLfLZANn2apKKo4trah6/jMoe/xRKGYz7HW1ok60ktnr6hB85ik42haLzK/HmAqf+sGPkLx5U/4PtFQiP5EVvUxOIEzFlTLjzP5W9g+vsF8tr0vbQuv+Rqnj3BbjfOXySXSaG+2XSNfS2C7RrmJ1QPUGJNWsJaKSRlbsTpi8ZeKQ8+FJ2HxBmAKV0HNZeY+pvEb+Vz0B6IkITP4KZDrPQU+lYGlql8h4ycMoGWC6aoZS0Q49NAA9Msxuf6jBVgFmcSv5kKSdFSzTo+csk89pY9egDV8QxyxR8C2CsmiMxlgDoqao07x2sgjFXgnd6pHWIz0xOP/6O+pEDUaP9QpwSCGfcIkJJy4jZPFcC2t3dEzFVCH5uLLQwRJGoAC4sYjTFrUlbcxoRdFJOJCCqtQWJtY4cDud8IJFZjEWoiNllGx1OxDuH0fD/bvEsZKQg/cIXycIi2IAoZ5RND64W96bCsWl9MG+YTpovm/iUi8srCGns4iNTAuYa9455LkVOsg1TMikTmQUWvoUa4F3UB1r9jjWiljm4i45vuhpkhyx1ZOiNaxtihiOCB9AJGKXU/ySyDffLdGvJpHvGhYvGzKtJGKOI6/FxPHrKrmrj0JV1o+B0UXGNAWb3Yl/859/c0mRmA/CvH7X6l0ABWN5TkhNNgJ43fARmh0ySerjXVDK2oz6nRB5K9IGpKe5iteQn56GtbF5FtBkdrtlwzocqrksIA7YtWM7bsU4EVDtp2jsdfRaFYmEieSklOFGsuP+Kq+As7rP9qFln+GIb0dNT0/FoSXjyE+NyGNTZR0UmxOqy4P0uRMw17VKKlnquQXmKklJN7RL3ZhpaKm/+oJG5MH6cCECUe1OaOEp5CMzMIm61BpYzFQLTPX7oc2QSSorpQi2G21EwEHx1UNVzdDjk4YT9jG1d+uUg26/Q/qEuy8MynVhNOyv2LF6JMz6IonmiZCmnmyp+TsAe9BA7o68Ap1CAZ5CRJNLQR8/KS0oEk1bXIYggx6j9Lekmfm/TGRKcfGpyGsKKgUAQ9CMwslOnDVPp62gpuQ0eKY3FNncunGhyjpv08N7MHjiiiCcixXQmoNbUH1wK7wNFdjy3FGJiEPdpOvkbwMqdjWh/p7tcFX6sfWjR9H36kVMXOyDzedEcioK+wImIz3Ws3apQnIXs1/7gzbTOsCEBb3ihXcKxyedLbd5C94VsAKaNoWcdgN57aY44HXRqt6yUfGLKPh8oZ5cOKbMIHRGzKLV7DJAnCQYIQscf0M+zkkHbL/Sc1PQsiNQHbtxz4N7lsRK3A7LRJNSYvG33Xq5kKpNG7WNO+HEJPTxK9D5N0K0X6/RI2qjpF0E2dERAQdp0SgsdfUy2W/UManU8V3QwrQR40JAtc2PrkilF+odR3ImhkBz5ZqP8Z1vn0FsylhtzrCt4eYExnrfQNuBpnlOuHlvPbYUtI1v2QiiMpthrmmB6vFDdRGRbId1615okWlZ9Khmi6SnFbOxIqfjtbbvQ6bzgpQQLPVthuNVTVAdbnmfdfsh5MYHYCqrgqmSFIpAbuAmzOUrK89ImtJVDpNrfWjAJfdlc0GxtQHl86PKW7XKhjLJbBCtTiBFZCq6JAvOIvPvMnRnx9+GHroKPTUFhY6Xx0o5O/aGTl+EPvyyLED1wF6jZzQ1Ab3/OyIGLzJvVN5RmHrlOSoseCSKNYAtlClUZ1WVCHIxgC+cnFSwx5xofTd02KCAzxEYeGuTlJ4Zhx7vhOLgQqO6UJ82aAPLOurmpdm00Nuo2mWFNVAttK5WjxOtT+7F4CsvId7/MrTkJKzVB2GytMh5ZqS85ZkD6H/5JcR7X0cuPg5rxQ6YhWxClRpzxyfuEZYsLnwp/1Z7uF20WRlFzxqBSyRJWc1Y3jB7oJAg5YM2LgbWih4uErwsYUvNQUsy+Qm3eQI5pp/z16BjDUISt8FUxQdV5TiaywJomQFDtjPPFN60MMHp2VHo6hQUcxn07Lj8hZl8/QnoufF1i6PcqjH7MnGxR84jxx/HYjaalKPgYoj83aIT7HFIBw27B/geBmtstaMTJ6YhR5WpXA4muxU2v1uoQO8MMIvONzYCpXwb9FQI+nQXULW3ACBKIzczLalPk8u95LkVZRSmZMzuVR2fyeGEYlnHSqN0li1NHyzhhJmCZq8iuVV5QtdqV9/sxFhB1s+omxlp6QsLGKVY39kUJ1yIYK3lhrapnLNCFGvddtBA6zI9TFi+Z65HjRExU82Ow4/OIXkXnG/nPc8g/sbfwFTVKI44PzEEjTXiJYxIcG7cxbw2jbvMRLErnZLe6Ir6APJZDclYClMjoTX1CYr4u3+7pEVJ/iDtSkUn7KoXwno9dAmgg776PwF7OXRGvkwxso5JlLR/O5SKe40aLns/Z3deGvXxmhTopRgHK8WIjtfJV/LYcFBGyvrWTE/2Qxv/NtSKj0CxVs5y+LLlrvZIh2yz741fQ+sju6C42g2BdqbpGvzY/olt0GcmoE1dg1rth1pZLbVkmqvah20fK75+A2rQBbW6dvZ1f3MV/L/4+MoHyXrwqjSQctTQKfAwfgIfuHHhxTltLcb7dS317mWNY0ZDXutZowPmuadinbGYm0M4q/P2Z2ys/TJFzFIJM2IFxa8ljQvHMpjUBdGkRpa5OpHiRG7K6H2m1GF2FIqJ41orYBwsTHVCyXoNLe07CNRlu1xyMiL98MV+dkbGVFOir6BvEIlCTRfUv+AeCjVifpYteI5yH1LTEVmc8v7xNlbA2lJ9J9PRDiA2aqBHs+nCZKFCtTtgKa80+JUZvRVBGPPOQByIdQK+PSwulqhuFEzAQQVicY97kROex7oltbfi9WOqIwc9k5a6aNFRiaM0mxc54cRMHM5yDwJNlcty2y5lP/1/fcxg4CnRqJ1XS5amcAPItJm2FD+znNuV+rOL53WFxY6t4yAyNy8gN9IDU7AGto4DS75vajiE4Z5JYY/ZfmSTIvzbYPFwEpFoRhiyiFykUyYNHQk7HvjEATAzv5Ipjkqg5lHA3QqFLEwUY599UYXS8CyQHDXEzNNTRtq6IE0o7E3eNiH5UCoL6jIFo+Ql63xzxDAL202We/zBmKnuFxY9p5icUPxHAf9R6Kl+A8BW+rpqheI9AHDLTKy9TlpqqSlJ2a5qRBqPvAxtxJAn/dAY0ffrFQMp/bjMfQlk8+cLZY7ljPOfzYhWlUqoakUB2OeCIgj8Yham6HjTEl0bbU1haWtivZk129k+43nlEDtUpRyqsgDvQQnPzKAQjIhiWJ5Um1YoJrY6WQA6Yjp5jQsR3gu6wQ5mrrhj494IWByou3cnOr990nBflOSNp5EKxQS/UL6jEd0/PC3aAXX37URqOorJy30y19MBk2iGLX3VRzoQ6RtHaiYG3zqnxY0Ds4LtMJksyHe9DCSmoe78JMVE5TWKJGQnRpGbmhQyCfvWDsN5lDoBkuEn+gFLADojDUuZoEpn92+xwt7cJI9tNTUw2RdGALq03Ahik0LNXFmyFqqoyEemke3thG3XYSiMolkfFRSmCcoCnmOz1YLR830YfOcGAi1V2PLE/FaH5ay0TYAUZuzlIzlHcbHB/5kClV7cD4GZqxpkW81OfuccvvLvfoDG7TX4T6/8Y9yt5vY7JbMxdHNcEIutu+sRnYnLNVm1HlwwUlIuNx0o7kZg+68LI5be9ReAUFymAEcVUHU/1LafhlJ5j4GiLjG2nQQbyxCkXmxx57MLyAW8CaWPb2PvsDGhawsWBMU2liKw7M7Ry8q3UzdYW4MT/tBa/hZ/Xwa5fJc4SqMHfWlT4IfFtB8mU+uqiPpiDEMrXeoTvU/wlaYNIa8NQdOHZ4k+TEoVVIWOc8E9pbqg2tqgWmuX6J025A2LQRugQ7XWrKH3uRh3LW4VKh57KZ//akaHWxQf4fsjvWPyP30KN0bFgycuweqxC3nI2NkuUQ9jy57gOPJ5cdJ0yrNaxRu4RTaejp6+Af3mS0AqJEV37dp3Ydr9PCHHsFRUwRwoQz4SRuLS+aUPjAV7axCIXjHOXtkRwGQ089Ns1VVo+ze/Z7zV4VgUwTLlnXj7ZeF1yYenoThdAi4iQpgpVfbUpi++C9vuI1CK6Vk22i/YDyW6eOIpVC7MWRuwS69ew+XXb+Cj//AJYc6ipeJpvPKnJ+X/Bz//4WBMWosRuUiGmrvd2DJgstiw76FtcudSECRY4xOuaOtmIdjJD930MSh1jxtRjaT7SY5iM4gblpDSi45HMNU3ibL6SbiDbonQw2MhkfQUnd7JqJRGiLKMT8cl2xJsKEPN9tpNz6rMWuImtLFvArZaqBVPiYyeHjktKWtGuqban4MSeMi4X++UpalatfFI8a43Wd9sfIFOdHJe714BpMdFUzls5gclAr6VXl4FdpiUWphMVTCbdguwkK10mt4Pk9oMk7qYgU917CzQbS5n68M1aJqGqfEQLl/sRtf1AUxOzIhjJMmKy22H1+8Wjujtu1pQ11gFp3P1sg2dadNjB4QbouWpQ/PKVCSPCXUNo/HhfbJO6H3xDILbG6U9zyAgMhw1a8S+lmqY7BbYAquXVpeyjd/VPAiSLrgq55iNCinRXDiEzGA/tEi4kD5dSkuykIJmKs/VUtBTLXnZbIYluMJNT+R1aAoq84qUT8ukhRfUFKyGqaIGubEBqUnrWU6ORJqaYPH74T9+DJaA4ZQtwTIEK23w1AQQ7p8Q9p6lWpTWwjEanYpJP1+pqhT7/Kjr+bfF2OpTrAnf9SYlcxWJaEpuDKcIz+el7WON1LGrfwXHv+o2FJbW+hlFQdXWKhlnAxf64fK70Li3EZ0nO2G1W+Gt9iJQV4bIeFgIGxr3N6Hn3S5UbqnaZCdcGOOxS9AmfwTYm6D62BbGep0KxbMXqq0aWve/K9BG3qGMjqGDWEjV3lmgzh23DQ9Elr8yyLOFbdko2AKL6ZBEqQZgauNZDAOtzI3yfqwrO6CYiHhuKmAUFjs8o+5rZFAKzyzcaek/WM4i4RguX+jGyz94B+dOX0c0HEdC6CdzwuPNc0gWKy66HU473B6HCD3c8+A+HL9/D+qbqlZE+3OjsX2OVnTEdLZsr6O6Hq1q/xbYyzxCr7qwX5ha2rK/laRcV7CN39WFVapasW0u5VZkDtI0IcTITU/BVMbe4SXqkUzFpMeNelE2ZPy/kAJwBWO62rH/3tlWHOF8VhUoDg9M3gCsHXsLWRFGpsY+Vbsd9tYWWKuNwjnJQuKjIcRGw0jOxGElf+0Gx2oRnDX3fwG9uFkz/l0SBRsUn8u/JzYZQTqSRLD1zqpHLWV0dOP905IqClR6pCZ843Qf6toqZykK77QJ8ftkTMaqiFBlc5gZDhn0hFmWNOyii03dbTpdamynCovDTTXW/hgBx65A9R2C4r8HsNUJwlvMWg7FWg6NYKw71DJSOLD/PRzwLZgu3M8EgC0nQKJK6tmksnf61hww56+J8WmEQzHha66qDiKf0xGPa3C6/LAsg6O5VY5pXdfR1TmIV398Cq/++D3cvD6A8VG2X61uvV3DuH6lDxfP3MDjHzmOex7cKwvyNaWoC++hUyYKuvi/qyYgTnY96e612sbPlAEHhh4dmY2AlaCB3GUEqtqssDY1S7uSzDYLHayiQqcDplIK2zBW0+Fc+PVmC6zNcyjOUmlEmqV6cX2TUbnJ4ZCtaFwJme0WuCq8ohKzkZPLCNhkNeHiK9fQeqBJhvzA1WGpFbsDt8bydTdZNpWT9OlCS0WTiI2FxdnFp6IID00LepDE/zyffJ2kDtxIzsC0v6MgbJGKJKVNjECldCyNbCoDZ5l7STHy9drE4AxunOlDKp5BaDIq9WBGxmue39nbmAkZSN3UpIFmJfZgWdq/JcxRbdSGC1bdUSPnhr+3rNA+RQfbUNAl9VR6xfnyL8cUz1nD3sY50YzNMi0DPdkLpKlQdMjo2VwAsPrAjICsu4Q16e40ZnNWUABjJgMEXrEP99YWUGOjU7hxtQfpdBZbO5rEOfLx1GRIHPByTnihJRIp2VdTc40RsKwyz16/0osXvv0mfvSdk+i81r/ke4z9cGE7/14sahGPDk9iciIki9sHHjsoEfNaTXAjJdgRYX+7TbZxYJar0mDKSkwZzjgxAeQKQIOCCIDJ4zWc8FLGehnJEKLXC/1181tntGwW2ckpoapkixJPyIoXboMrE091QLZbscqWctRurcL7P7iIid4peW7k5jg8QRcadmwGb/Ta7NKJTqQSmduKOB7pXky0P909jhTh+n6XpPSZVYhPRhEeZH8g27QsEgFqOU14VgnzjwxPw1Hmls8GmijjpiMyPCORtrfGvylOOJ3MzEbw0yNhcWTt7OO2r4FMJZeEHr4CfeI9IHQZOh0xkdCSAVq7g1Aq7pnnhOlsF1HfFYBZpcfkrfTKRms5fGtMcUsfmAmKpQwIPg4tdhWqhQQuNiiWW7sXbt14Pj4E5Y4P3FYag0XA061ZLBrH2dNX0XmtF5XVQXHC6XQG16/2IJlMoSzog9VmxcxUGJOTpGKFSAfy+b6eYaRTGfnf63VhZGgCr79yGg8+elg0g/0Bj6ggLWWUI3zhW2/iO19/Df09I7NkGNW15aioCsDrc8FutwkjGu+ZbJY4lYwoYtHpjo1MiR7x9GQYr//kfSQSadTWV6JlS90tkWosNOn+yUSBTILMTxvWPl+3Ezb6e7OAzQO1/qi0A9G0/pOztWEikjkIssNDMHn9Ru1sUTo6B4UIaXdbIaiYP2jy0Rimf/wSrHW1sFZVwuwm2s4OhTzONptsbFtaTb5vPfVOSlTRiQUqVuayXmhUStr/1C688633ceGVq9JXVrutBrsf3Y6mvasjjjfLvvLvf4jRXqN3+XYYQRB0xAttumccwbYq+BvLJcpzlXtQvbsRF7/5rvACN9/TgVD/JEL9U/A1lMHfUI6ek9eE3pD6tBpVqCYiiI6HRZOZTnwzrKGjGlaHoQfLXmG5xsnsykT8BdPD16Ff/V/QB75ncEeTCYkLx4WtdKvZAm7gJanvPohOJNUhbUSK7zC0ob+AHnnfKA2xLixYjXFD0zYfF3IPMGqmcxQnrQDpEWkxQT4mbUgSVfN/OnZ+PjUsn9dzESjZKegpvp4z0txLANY27kD4fl6bD5muLts6N6wSxt9sWSVSThTYrJZoD12jhWZi6L45IA62vCIgEWUqkRbH7HTZ0ba1UfSWL17oxLn3r6KyKoi2rQ2iO/7D770hAM69B7ahta0efb0jeOvNs/D53ejY0SrAqYVOWKdKnKbjtRffw4svvC0OmO18gYAH7dubcO/D+7H/UAea2moRLPfBRoZD/spsHpFQFIP947h4thPvvHkBF8/exOjIJOLRJN49cVGUlH71738SVTXBzUslU3Bm9IJwZqiN9wHuOWDxemz9IzcdAeIT0KPD0CODhpg7ndjge1CCW6F4aiQ1bA4GYd2z3/jMgh/NmoaQnDMVXf2McdMtSIXlQjMY/dKXjY9bLLBWVsLW2AB7UyPsTU2wNzXAVlVVkPRTjfYjYYJSjb9rMEZIRf1gDpj+G2O4eXEAH/m5+4waXY6kFIpEb4IX0bRZhRWKT0tR3ky+UBPqOqrxyX/6LD5Imxiakb7YO22+ujKMXx8WR0qHZ3UZ4AVGwI6AE5M3RmTecFf7BBw1fm0I7iqfXCe734n4dEzaBdyVXkkDVWzdnOwBry3T59ynpNGSGdy8MIhth5rFEa90M+p934Q+8qqRgqZQvLPWoKZkD7CQW6zxRi7bg7vO6LRIsciJXLHCVPdzyA/8EfTw+4ClXEg5tKE/g54agE5nO/WSoKUV33Go5U+Ls9YG/xB6ehR6ahB6dhJK7AIU7yGolR8XXm1t6E+hp4agpwegJ7uhxG9Ace+CWv1ZwFHSc72UEWOy1omS72XK32m0R35ozOoH3EYL5vqN6eaVFjKa9PmyrUgV8pdiL/D6rL6xCnv2tUsquX17C1pa65DNZPHAI4fwxqun5THnQYKn/AEvfvYXnpM5ks6Pc+eBwzuw/9AO+HxkfAPatzXjk88/ISns5e69aDSO733jdfR0DskhUz/4qY/eg9/4x8+jvNK/5OeoGVxOneHKAPYd6sBHP/0QvvuN1/HlP35B0tqpZBpf/9KLePpj9yEQ9MEmuvGUV80WsreiTmLsjAsjRrRSbs2xBlcA9pKLgYpq1sJrWSAxgXzPK6KnrhMbRZZCk92IiNfh6NfvhEnMz1UnGbPyWagtD8vTSjpKKRV5rMWiyE6MQbHaJXo1eb3zDyo5BEy/Y/zt/3NDrq7qCYMYfwnTs1mkh4eRHh0V9SVxtGS/ctphr2+QfmI6ZkdzE2x1dbCUrS2ldu7EDRH/ptpKU0cNvIE5vtbRgSlcP9svCjzlNX7EIwmM9E2hZXutOOWuy0Pwl3vQtrNOXr+bTBYG4mQ2d78GkCgvaeVSq9vfjJrdjQaqvPClRIXv+fSxWTnhWQnUIjyA4HiKK3TUGD3cBSAbXy8iFm/5eDUdY32GfF5VYxCxUBJnf3IVzdtr4JJ69QqfJftRekL6gJUtX4Cy9RcKTqv4jjWe3DsKalqbKZ5dMLk6Cr+Hkb0ZauOvFXTZuBhWoLb87vzJSSJ29tsbi2W19V+s8Do//38sfp3dp6sSdxDWTgezxvPmqIHS9nko234THy7j79zoOKekIHEtxJsUhEIWWRbZ/Duwmh8pCKfcvnQLo1pBKhcyO9U15Xj+Z5/BKy++i7HRN3Hk2O7CO1c+hlwuj9dfeh+D/WPIZLJwe5x49Okj+Pv/9Gckgl6rMf39iecfgc1mxv/3X/0ZpibCiEYSOPnqWdTWVaCusVLKqFrPq9AufMVosZ26Ic5UbXsC6q7PQgm0QB94G/nTfwCdhFRWF9Sdn4Zp6zPU+oQ29B7y7/4P6KNnBUvBFl1io0y7fxqmg7+8rvO9bics4A2m86p2w1S2BbAb1Hpq+zNQXEa/mELgk6Ig3cUfZoFrH4EfJTeVvRoI3gekRgBHA5Aek9XzQvlC79EjSI+MIjs+Di2dLojVGxdb6AWSScSjcSS7u6GKmpAVJoddRBpstbXikI2tFpaK8nmALNrkaFicaGgyhvHBaRGrLxqRtKQ8nBiewXDPOKrqgzj2xC754h98+S2BwvMzwSrvXeeEn/y5e/Dgpw+JmP1mWnQmgRe/+BZe/dp7856n0yyq7pSuVIstNUvJf82iDAvtYEu9dqvWfXEQ516/jtBEDJfe7hL94ECVr8DtvcqHJfVsNrSBK45Bsfg2pexRakyPM1JnT7k36F53a9xGTZCrha6CuecWRFak4FzJbvX1lYxzjHRcqKvX3wv1Y2o8b4Z9+99+H1Vtldh+fzsCog1+e4ytcsNXR/Hlf/LX+M0v/aqg4NdqhiiGBSa1Vmgrl+4VJqXlKDK5k7CY9klEXMrtvBFjjbevdxg/fuEkrl/pRqDMiz37O+YBrZhOHhwYw6m3LmCgfwTVtRUSLbu9TlRU+vEnv/9NHD62C9u2t4qTLTW+7/RblwRYRdu9fyseePSgOOCiNvVaTNisnHbs2rsFjz59DH/9Fz+W5y+cuYHHnjkmTlgfPQd98F2oe/9f9t4DPLL0KhN+b+WkqlIp59ytznF6untyzjP2OGEbGwcMxoDBwLIL7L+wP7tL2p9k1sASDNjYBocZz4wnh56enunpHNRqdSvnLJVUOd//ec+tkkpqhZI6zBg4z1OPShVu3fDd73znnPe87yehlOyArvtVKakqlftFkEgccMu3oNvxk1AKNwERL5Lnv42Uoodu85PQle+BctuvI/nOn0JxV0PX9CBTfVCslCRd23289khYVrx6TU84EYWSVrpReeOkV/3SG8z8fjAAY1nFFZOXQtRp3At1+jgUxzTU6LgGCJF2iDS6OT8fpZ/6pLQ6JYMhxL1exCcntcfEJGLyfAqpSATJaBRJ+LPoLg0Id/VICxIfOrsNBmcejB6PpLWNxcVSZw5O+TDYZZTJkBqzdKoj/VMY6Z1Ez6URSZ2yTqxTFISCEVw+24+iMjdsDov0JDOCZqT8frPi6gI07qpeUUN1PRaYCcFTOq9ClW0rOc7l5L9We+9qrajSg513bEQsmkBhOfmbFdidNhjNxlV/Sym6Cer0ORFfJyjrerQzccKKhqLSY57nIZr1vaWpPHr0Xbzyymuw22341V/9ynuzE5nzLJrNJo1ZbzUktchGXhubGvRKtwPrn9fK2bIFLTAdFACnzaU5Hq43o6EYBi4Oy2fWakxHG3RNQpqxPGFHAsnUoChw6XVV0OuqhbhjLc5405YGJJJJ5OXZYWBGqbQA9zywH/tv2S414PwCp7yXOV/MEnoKnNi1dxOaN9fB7qDzzZcU9P0P3wK/LyiOmSnhxZZKpqQViXVnWl1DBZq31q3JAWeM+1FaUYTdNzXPOWG2LhGwRVOjPqiRWeicVVpXj7cLGD0HxeIUv6bO9AvgWDK9dKyJCJTew1CD41BnB6Er2wm4arTP2wuh5NdDca0P/7M+NAP7X4mGnh2AkqaqVCdaoZgdErZTk5YOmJYKsa0jtbBFic6aK2WTBzATVZan1dqyT6LZDHuz1oJE6sdUKIyE34+kz4fE3MOPxOwsEt4ZJGbSD/4/m35/ZmZ+g2xPstlgcLkkUuZfxbYFDlclPCUuWG2Ui1Ox67YNwqpU3VQiEy8HBuuHvKgEANBZ77ilSWs/ctnWDOK63sZVoNlqvHasUFnGzMA1b5W5juYqdKC6uQwD7WPwTQXkOa9bLt1FStm9mpbw2FtQe78PlYo+zqa0c8hI1uXgNPVmqKYCxEIxdJzokXYpq8OMknoClHTobx2S81rWWIy+liGRxSSqfmbMB99kAEXVHnSe7JNxSACgp9wt2tXXw4aGhvDWW0fgzpL7fM+MnRM6y+pOmDX7+DIdGOuwa70MItq/60SPjDtnUd6cE756M0CnqxCnmlKJIF6OxY4kRlS08yOVmoBOR/7oYs0Zs41plXIJ66zZ5nLnySNjqeQ07FYfVKHsH5GMis0aQG2dFarKxS5FGmaF4KO61oZkPAq9kYuOaagpbodcCjHo9Pky/46PTSOWdugFRS4UlzCyXJ/lOW0oryJZieZ+mJZmNE9TXNVQ8kqRuvg9KJNtIkCkFG4E8splzKkJigtZoNjSCnEstVrzBQ8Fll6voa1rplbD01AnLkIdu5CuayhQfVQ9SbfHSO1PFV1hBAIa+Cl7A6wLmYuhOJu1D5ud6fTf0rcAJytpVXLYgbKFChXJYBDxaS8SjJSnpxHPOGSfD6lgCMlwCMlAUBw1348ODsqDVv5T+9GwhU6YpOLab1c2aAg3T7FzyVYSOjkm3YU8YVFbyfvBGOVxUmcd9FobFyPSFnCD0qbXwmYnAxjuGpebkNSVFKDQouKVo2HFtQEouxsI9EMdeQ0pXzsUV7MsGqWlLlcn7NqIZOVPYKJ/CsPtYwIOs9jMsDot0kMe8IYkAub+URKTSk/RsFuiJ7a5kXWt59yAXNOZ0Vk039IoDvvfuinmIqgiDLPKB6laJK1j0St4ulczZiEm+6YxfHlEshKkmGV0mrmudKCz4z4Mtg4LYQrnp6KaApTUF8Oeb5PXxrsnMdo5Josk3heFNYUoaSiC1WGBb8KPzhM9OP2j87J45UIsj50DDUXSPZGx4cuj6GE/uz8i2y1tLEFR7cryoOI8VRsM+k2IJ6lXvZKOMCUP/UiqfiSTw9CpRaLWReEFijlQPpPMV8oaqSRpqZQXqSQXAZwM2ZdMUKaVgtCioa2xaZmRSk2mSwcRpIioF3wAnS0DtCRAnWG+G45K0MVbk+1ElqtQamPkbrXOM1xFIlFJeYtZCwBbEdS+w1oUay+BUnObOGe2JyoMJuMhASAzzYx4CAiSXMoAWNOL1AxYi+9dRVvd+sIlrgTCXuGNVsdaNJ5STwNgoVyVTjRsdVYbEn6fgLIS05MwFBRpLUWZiY87TXk4kiGwdYFcu4yO1+jUMilnVFXKxVNjMSTDYXG8sdExREdHEBsaRrinV2rITG9nbMOOKrhYi1vO+a/QSvJ+dESbb65HcFMYxdXrXz2uZEQZs86bS4vP+8XG+qckHV1WV4jZCT8GO8YFAGJahUtXJTkHlZEop0ck5MxFqDPkOV+jVTyIVPlHpbWLspYOj02oKlkDZAq6tL4I3Wf6ZdFaUleIzlN9mByYlkmc4Lre84PyuYLKfAy0DotT/ndhRDtzsbOakT0q7ocanYJC/eccjZPyWNcEzr54AYOtQyK+kl+RL043SdwJF0Ujs7j0Vjv6zg2Iw+bCm9dt50Pb0bC3FmF/BP0XBnHprQ5B21Iu01mShz2P7EDdnlrJZDAKHmobgdlukvIWGdF4rcsEkKgt5i+/3YGgN4TAlJY93HCwEbd+Yj+MllV6WtmBoG9CSp1GMsVOD18OPewRpMj7jAEocEKnK5fask7xQAHnQmsWPiCXOS6NspSDiUlUqzeWI5nogpoKQGdg+tuMZOKytE4pujyoahQ6xY1USmPA0unnFxzGtI/g9aHD5L2aKyHIYiNSmz3EGR4nBiZz8zYdJ6NdZwWUUo1dUdDQsYD4MfFng8eQ6nwZiqcRanRWa0ViLdiZTjuzBOuphzrZjtTwKSiBMckMK04yleVu6zo6Jb8WOvOjAPuEbUXSMywoyHTfG1PQqUQc5spqKDYbQqePw37TAXHETAtrH4pqTrjwdmD6nTXxqGZkDKnQROS0Gk8IuUcqHJI6cWRgENGBQUQGBxEbGUFsin2K0QW81FwQ2Jy2dTuUzCDR/LQ2aOaBs4oMANaSsxVweHOTtSUXxpj12Ff+6lO43pbnsYlDc6eFKt7vxtQvJwrREU5pbWk5UdiNHkaq7c+BiWPazWZiGjrdJ7yGpKViKZTsQWVzKQ598yhcRU7sfnArnIUOYfCKCEtYXCIwOuHWw+0Y6RhD0011qNtRhQtvtst4UpMqmg82orjm6kUUOA7D4TBmZmYEhcrzYbPZEI1GF+AnaRzHwWAQwWBI3ud3eeo4WeblOeFghkqvl9f9fj98Ph/cbjfy8vIWnONEIjH3fmFhIawUZVmh1qfkNUA15jjGOI8EeqSNLFcjwr/9aBcGWgbxwM/fjbq9tRKRnn/pAmLBmES2dL7nXrqAuz5/m4C1ooEInv6959F+tBOF1R7Y8+2o31OL+r21smhipuK5P34JvWf7xZHWbK+UxRMjXEa2+57cI5G0nA/yr7PtMZkSoOCjv3K/0Oa+/LXXxXFvvWfz3GeXPUcyDskRzVZQBclUO1SVqdLcojIVPiRTfFyGApfQXErdWFea1hzmYzWSJHI1WNJob37OgGSS7UWW9H3Glh6W84j3MWlOWl8Ena4A8RjFfQzQp4V7+DtuT54Qe0SjWuvTjNcvNeX1WCgYxcT4vH54hiCEXT10wnSq6vApJCYuif9S9CbodnwKuqYHoJTthp5z/Jl/gNryHcBohX7Do9DV3wOFaWmayS6vJcb/EMnTfy/+T7/1o9Bv+/iNo61MebuROvHX0O/+HBCeglKyXZhDhEErGkEiEkGitwv2rTvEQaYiYejtaRQj25KoyjL4r9oEt5ZWDkl1RxHp60eosxORzm6EuroQHRxC0r9yvp5kH+SOtjU1QW9ff32G6avJSS8Mep1MSEx1ZCYVTrozM37YiNROp4V58cfHp1BWXgyzeZ6T9MfNbv3ALmy7bcOPTTS85WCjpH8vHuuW9NYjn79VauarWWr4ZYl+BSHt3ACl7qNAwR7AnJHczHG8Gu0C4mMaOugNQ6fTY7hzXM4fU9FnXrqAmVEfShuLsfX2DcgrcGBywCsTWnFtATbG6vHK376FmQo3KprL4Km4esQune9rr72OP/qjP0ZbWxucTicefvghFBYWwGBYeG7orJ999jn88IfP4NSp0xgfZ11Rh6amRnz+85/Dhz70QRQVFYmD/frX/wF/+Zf/F7/+67+Kz3zmM3NjnzY6OopvfOOb+Ku/+ht87WtfxT333A3LFfKkWeZsAHJ1wsym+TqB4ltyPgeh2RD8E36JgBvSutiVm8rEWZpsJolymZG4+OYl9J0n+Gne3OUuiVxZ+uk51Yuj3z2RLk8pGGkfRd2uGk0IRq/k1E649/FdoqjFTJOr1CnReHAmtKoTzpgCG0z6m5BUPIgnzyKljmJtxnT1DBIpPi5CIe+0sgFGPZHPdDjL3y96fTXAx6LtLV6o6kwZpSVG6jqoqVkoOmdaaSkN6NUpqKotRXfHoFBjDvaNSb/wep3w5LgXF89TaWq+75kkI+S3SPUfkU4fw2ffmOOoSB7/P1BneiWyVSpvhlJ3FwzpFtwljanp/HoYHvsrXI2tX8pwpk+K2bqGu4W6S528DMVdK8VrnSMPBrdH1JSMhcUItbXCse8W6RnO2kI6laFowAqm/JZxTKzzRoeGxOlG+voQ6R9AbHhEHDEjYE0tKSGRcbZRsMFcWZkm+NAebF1ibZmRsCFv/ib3Ts+iv29Y6Nj2H0yTjKxgb75xDDa7VajdSNvGMTc765eV28Fbd0vT+cT4lETLFqtZDpUoyCc+dN91dcCHnz2DQz88jaHucVQ1luChTx7EnjtYe8/NXvjWUfimA7jziT0oqboyrU1tXq76r/YQgr4w/vAX/wl3PLEHu2/fKD3X18O6zw1guHsCdVsrUF5fhMH2MTz/90ew++5mNGyvWr6NiyxZrDMW3Qxd8xeB8nvTuIWMtm6ue6AT5/vmPx/HB//TA8gvc+HsKxcxM+7H1js2oH5XlURDdAZMP+64dxO23N4kaX9O8pXNZfiJ335c7hW+z9rw1VgoFMKrr76G//bffgculwu//dv/D2w2qzjYl19+FZOTk7j55n1zn+cC88KFVomUP/OZT0sUOz09jaeffga/+7v/AwUFHtx3330S+W7atAmVlRV46qmn8elPMysz74Q7Ojpx4sQpef+2226FybRKrc9Rq9XfuQhiuWoli0xC9Z5fN6hqwf2YVWbis9pdNfjcn39ygUMltoCLqNZDl/H2d47jyf/6KDyV+cJ9/q+//fRaf120yTN6tHMI+TVkBudblhqgKAXStpRIXpBId+2Wkmg6oZ5HMnUJOl0ZDLpG6HSVS+oRXzmXZTvgpd7THK6q6KE3ZFSYtM+RCGn3vk04+e5FaVM6d/Iy3nr9tBBwrJVukmloEnW89Ow7c69xO0RuI+7VtL91mv689oUQMNOnIaHNuWkIXKt5fP2RMHkzmVOP+qV3V50dgJqMaYOIgyKtpKSYjHDs3Q+Dp2A+FS3fj0r7B0oe0pzvIq1Sgq0mfvgsYsPDAqgiAIs13WQorNV2IwtRk3pnHkwlJen+4HKYy8tgKiqCzuGQ/mCdTRNuoGPW5BUX2sjwBE4eb4HLnRtncSwWExBBKBTGrM8vF8RsNsNmi4vW5ejIhIwt9tIZ9HpMT8/CYCCi8fo54NnpAN760VlxnnS+JB8prlhbfZgOkakyd+HSfZecLNbNMbA4kzAyi1AgMg+WuA42NTIL/3RQnNz5tzrgHfPhlid2or9tBJ4y17JOWHHUQaUTYDRGtiwyHK3TOIHU7ahE34UhEfawOS0CziHKeTHSmch8ZLWWMVVpMNmX5Jdej126dFmiYE4+//2//za2bdsmEeutt96Kv/qrv8YPfrDQiXDMfuYzP4VEIi6OlmOcjnzDhg34whe+iHPnzmP37t2CqG5sbMDBgwfwjW/8M86cOYsdO7ZLtBuPx8UJDwwM4L777oXDsfokp5B5yLUB6tRJTUBjJWMb2UyroNmFiSqHc2TJswgIipEr085VWysw2T8N75BX2O94HVylLnG2g23D2PHAVtnnmbRQCVOcYV9YasUl9UWwexw4//IF0YBecBycF2xmBL1BTYHsigPVIsCrva7avGuCDszUWKHXlSGZ6kMy1Y2USlbDtQCHONhimmZxql9j3koVQK+rgV5XB52y0oJ5pePIxtjwvuNxz2eUOE/edtcuPPWd14X/eWpyFq+9eEwc50d+8n7Y86w5nSe2kx5+7RS+/Q8vYmhgTL5DzWGqKRHtzZ5ypWgzUu0/Qvy5X9B65lNJKCYHdFX7tWDyBtr6BRycldCV7oTq7RHqSoUFa64iWA8Nh4Wcw7Z1u/w1lpZf6fiEB5Lo6UsaWpptH0RDpi0ZCGD6lVelJUmIOjJIZUawbhcstbUwFhbAVFQousOG/Hyt/cjlhMHpFEAY080aoGr5CxcIhMT5vvT8W2htaYfT5UBXR5+897FPPoqa2vIlL/yWrRukN44OJBbXIJxMM/M18qnW1VfK5MZomVG2P92fRsfNKECfQ6pqread8MM3HcS2/Y3YfdsGTQlkjVZSeX1AXUvaDcjI09nzGhGUdflkn0ya9/3kflw+0YtYZPkIS6l6BIiMQQ30Qh19C7DXQLGvjxrRaDWiYXcNpoa8kqZkC5JzDZH/teSXHhwcRE9PL+rqanH77bdJhMvtM6W8ZcsWaVHKNqaeN2xoWvAa6790rvzuxMSkOGVaWVm5RNHf+c6/4JlnnkV9fZ18rq+vH62tFyWqvv/++3Pr+yTA070VKgFaqzlhSh+GhqFOHgPK7oGyIq+yZsw01O2uEQTzoX84AlexEza3TRZrjEwJiqvdWQXfuA8tr15E98kepJKq3FPb7tuM6q2VKKjywFORjxf+/FX5DrdJbVlGyhmjWEjzrU04/vRpvP63h+EosKPp5npsOLjwnF5LIhYCrFS2H+nyoFPKkFLHkEyNQFUn0xKIa7GoAKmSagApdQap1Bj0ulqpHV+NTvFSUodKOh1NZzkx5pXacHfHkPA+D/SNYc/+zWjcWIXSsgLY82xz5Q7iFiLhmLQ3MZV97lS78EdfbOkWDAgR1g88dhCNzdXSisroW1exD4rZCZUA4wy/hbNco14mK+QNtKtoJtXIOtSIT9J2VFWas0RCIlU+6DSXzadTGNrfplHd2eq02nDamGImU9bcx61WmEpLhJqSFJXCguUpgKEgX4g9lotwVzOCp9g4zlQIJ2uzxTzH5JJd01psVdVlMsEvUGdcxtm7XNqEm0yx5zgHtqY1GPeBqd1jr15A76URjA950XqsS1bqReX50vfM4+tsGZQFAJnAyBBGxRFq7N7y0HaJ1MYHvehoGcDYwBSKKz3Ytr8B7oJ5R0EJQL4/1DMhPY8kLCHbGGk8ed5OvNEm2Q9OUmMD03IuajaWYvPeOtm+fyaErtZB4efWSDOsSCavv2YsU9DMPnAfm2+qFSDU5ZO98vs2AW0tY7YywLNTENLq4PNAdAqqo1rraWdNWNIBOTgTayn0JbcIEIuP99oIjAoEAmhuboadXQVpI7jK4/HAw4xVlnEc0Wl3dnZiZGQEfn9AAFqRSEScLzNCKWbFWKqw26RWzMj4Rz96Hh//+MeQn5+PlpYL6OnpQX19vUTHOVv+diiOWi0aXk3akNen/2korAsLfeYivnoiX6NTWvZNomUdKqojwC0WdJ/1QY12It9ix8EH81C0wQSrbhhujx477yxEx7EZ+Ic6kTJ4YLWrsKS6YYgnUF4D3PxwGcba2mDQF6Nsy3Y4i/NQ1kR2Ku336Zgbb65DcFZDP2c6DDgmWZq474t3LsiGMCInLoCLgvWbFlmznquDGymVvcGlSKXGJapVVa841LVFxxSDmESCjlj1QlVnJSpWFNdVawcvyBpYTHjoiVsxPDCBN189KTrGl9v6MDQwjpazHaitLxclJc7RxNlkVJTC4SimxmfQ1zOCjkt9mBj3iuAMnS6Ztz726QdFvSmzABSH68wdyHc9bf014eAEUpOX0z1eJqkPo3wvYC8S+kg1FkWo5azQT5qqapZwkGnmLYMz3WOV7qherl3IYJBI11hUJJGwjr9Bzs9wGAmFfcQJaYvSrVH3kZHqgVt2I0bB+kQS23ZsxCc/zRrcQpNFRTgEQ/58pJhrapnk5jvzN+O6WFqkoL9jDMM9E+KQ6YgtF4ekJSK5vwEpox4Xjneh/Vy/OB9aYDYsaWuh4qSTDUTk+6wnl9UUoKK+SJxwBll4/t1OXDrdB++kT7bLl7svDuEjX7pHiEFe+vZRGfS1zWWi3cvtn3rzkkTWpANtO9WDY6+2wjvuh9NjF6Yx/3RA6qHX06qbSyXy5DkqqnALWcbp19tQs7kMrhWiUYl+Zy9pLUqzbVAnTwAGK1QSzEifcIYhbpW0avFBKCW5A4aut3ExwshhqQVmRqwk2y5fvoynnvohLl9uF8crrTik24zHEYmE58ZHxhhRP/LIw3j++RfE+RYUFKClpUUc/91334X8/NzT+uKAXRs14o7I/IJ8SYv7oI6+CYXXKn+bpGQXGOeY8DDguwSQnyAZhVUJoHGrEY3N+UCUZP4R5v+hGqeA5DCUoIqSAhdKHubCa7cWcdORG8JAuB9OYxy7Dyag7C0ELAVAUe0VZQs6XfYGs+VosTGS/sB/WSj6QrT1tTUFOsUpD1WpEgeaUoeRSo2KyAPrv1p0nCtDWAIpdQjxpBcqQtDrNkIHKhNdO3Kgbbua8OiTtwvY9cQ7F+Cd9gv384l3WuUhR6VTZAxnSJSWmkdI1sFtffiT92H3zZtWDKreS7sKdDTruHYoFtJNptPIaQEHxWCUyFVnMc8rGi12sJQ9SwQ00YbY1JXUlkYTzJUVGvgqEpW/gXPnEThLWLsi7FemslKt9ltWLp81l5XC4HbL72bkDvkQwYd1hp+pWEx6j+PjY4iNjcK+Y5cAwKTNSafTwGBsT2LEz1Q8o3+CTtg+ldZV1jitry2Pc/ZNTrKRz/3GY7h0moohL+COx3fhgZ+Yv+kzlHLdrUNSK777yb3iBJmqIVqQxoiWD0o5Tox4F/wGHdjz33wbZTWFuP3RXcIa1nVhCN/6s5ew6/aNaNxSIc7fbDXhprs3S/TbdWEQv/ahr2KoewL2PAveebFFIuhPfOUBVNYXy74+/beHtFaN62gEMmUAZnQgJmMSd35wc5rYQYWaIqNPtjNNly+GXhKSDu0lPWBKN+hzzPKRq0WuT9pxvcaWIqaRp6e94khZ8xVmuFQKgYDWQkRHmrF//udv47vf/T72778Zn/rUJyWCdjrzEAgEsX//lYsLtifdfvutKC8vw2uvvSH1XzpwgsBuueXA2naW1yh/J5C/Dchci+WMTpblg+5vQdn8y4C9Kt1OtshIKEQQKMU5qI7F60rHzEUV5zGCwII9WvcG+ajDo1pkXfEIMPSs5oRL79bms/HD2uctZdrr3O51Mt4nHKEC4EovlDIEQlwUiU73KuUnpo/1Sgn0KIaqSwqTFmkvtVT1LFQQZ0OyktUzVHTA8eQ5qEjCqNsKKAVLkn1wH1mCEbS4CLxovdFsucuA3dSkihSpjFOqpPJ5LHc9eBMsNpNEspQipCPOsF3Jd1KqzF9LGTN/1DHevnsDnvz4PZKKvp5YnPfOCVPiidzR5N1kTVda1jRHkwz6BZRlKCzWWLOWuKhM66nuHRrvK28IeTELgVhchNr/8usIdXUjLI8uId9IhkLi3OiUw909CHd2zW/TZIKRPYgN9dqjvh6W2moY8pzCJ02nmZE71JR7FiIhadJqkH2Y42OI9vcjPjkhDldnsQpQzFRcIqCzxIT2upGyikYjwpcvw1RZiYR3GsnZWea0YamphX1rRknkvbPaTeWo31whBCWZVqpcbHrch+GeSZw90oHDz56dO1cErxDolCTxAEkGdlajeXetbJdo5+KKfElDUyhjdsqPyoYSNG7VGtnrt1SIc7yhNJicgGe6NCFuV+0c2Ek1WGXCF2ecUfkpuhnKIirVxSYpzkRca/LnWDKYNWnN7Og4X8s0rFksnL2M1OrmPppJYrP+hWS2FRcXSytSe3sn+vr6UFlZKSk6AgxZux0eHkFDQ8Pc50+fPi2gK0a3999/n7xGB9zR0SG9v4uNae38fA+eeOJxvPLKq7LtsbEx7N27Bzt2pEkR1mBKwS6g4CaJcldFSZNusPMfoZTcBtXkvlJ0g0/NHi0iFk3kac15Woo15q2001aM1do15fW3FGqOePQNLWtHI0qeizfJiti1bIlrS27kIjka5yFGd1Qjo/nG/eLECCbLRsiz44LAQ3YssJ6dm3HuM0CvkE+6SrilKfaQTHUiqfbJ/1qqejVnnEAi2Sb9xCZlj/QGX/GJWEL6pNkLz7o5j4FOly1ibAXT6XUCcIuH44hFYqjeXi31eBJ0ULyhcUMVXn3xGJ7+zhtob+uTbCXPC522iHRl5AwYmJFZ0aBHU3O1pLTvf/QA6hpXx3FkZ3Pei9bR9TthIjYZKbZ+X9NR5Njc+VNQzHkwFJABRUXK50fSS33bJQ6MvLA2ToQq4NhwhSg3Haq1qRGW+jqod98l6DVyR0fJftXZjXB3lzjg6PCIEHbQGLHGRkekluw7fkJzuiaj6A4TyEWnbG2oE+lDRszZlmFqGR+fXPB6bHRUENa20lIEz55B0u+DtaFBeo19R4+Ko1UsZqjDwzCx/cntRrS3VzvkNDEH26feD8Z6C/sS12qicKfX4TP/+RHc+5F98wpITIZYjBIp01ijyeas1thL03fKEqat6G/goOfEGhrX0PsDhwBbSRrlHwDspVCKds7v24afXpWKLtl1ErHjTyPRfRqKJQ/mOz4N49Y7oFiyar9LRWOrWHK0C/GzLyN+4XXZP/un/wi6YmoZX117Em3btq2455578MYbb+Jnf/ZL+NznPiPR6ptvHsabb751BWiKddzLlztw+PBhSSXr9QacO3cO3/72dzTN6CVSfGx5+sQnPi6tSi+//LIAvlgL5j22ZrMUQyncC7VgNzB5fPXPp6JItfw+dGTgK71rjkBIFleubVoqWiK2tK7mEj2tmqnz108mfOpx8nvM6KXHuFPjtpdxIuWJa5eSZZ9wz5l+bLq9SRxLf8ugOKfqrRULnDCzSyFvUFDcuTvhxWYRoBWZs0g1SUR1ItWaRlWvVi6KIpXqRUJxwqi/MtDoP9OPy0dIBqKgakcVpge92P7gNvkbmglpsqvCwmeQ5+xYzrbS8kJ87FMP4NEn70B3+wBaznSiq2NAeoADgbAsVlhSJBFHY3OVpJ/rGyvkfwJkczUhV1qHUMR7i462FwuSTPV2S5uSNDebHIj29yLa26VFgXTEsTSyefEKQ3riqGW69G7IRE8nllVLJviKdWE601T0Vk1BSRzzCCIDA8KSRacco/QhI2Z+KRxGOBSW1/2nz2ipaqsVxgIPqn7h5wXsRattqMTmrQ347rdfwKnjF6Tw/6v/+adRbjIhMTWFxPi4xtClqlLnZsqdjlwISFiLtloQ7eulN5dIhvstUbcs064/ACkXm9P0XaMx3V1M2sTOMYz0TWLjzhpJDU2OzAj4a/4HFq0k009ZA3Z6HJgcnZE0Nfm5+9pHMdY/fc3UanIynQGqvRSYbNFaEhzlmsDC9GWNF7Z0fhJTGB2vYKmwH4m+S0JkYP/0n4rjVfIKoNhc6Wh4/aYvrILuwIeh85Qj+uY3tIXCNTK2Gd17792YnZ3Fd7/7PfyP//G/5LXt27fhwQfvR2dnl0xIGfvpn/6cRB8nTpzEW2+9LeAroqV/+Ze/jO9851/FgS82Otvm5o0S+R4+/JagpHft2rmuKIPZCdWzE0r1E1CnTq8eDdN8HVAvfVVKXkrZfeksh6yK5xdFGVb/zPPFlv1edt17wWcNK7y3hKXiGOmYwHDHJHyTfoliyYxWUOlB66FL8lpZUwmK64sw2jkuPcjTwzNCIhLwBgXJTWdM4BZZukrqinDm+RYBejU4LAj7JzF0cUS2QwBi0811KKwuQMexboz3TMJkNaJyczk2HmxcdI7T50YWJ24Y9JsFAZ1I9QibFmkxV3LGGm3mAPS6euiUhdkjUrXml+fLPjIa5k8RoDbdPwVznkVTqgtGUbqhFOPkeF+UieTi36w3Cbhzy85G1DVVytxDMBYjYs7HBNVyoUI+BpbX2KXC13I1ov1/4Re+gi9/+eexefM8pwLvhT/5k7/A//7fvwer1fI+BGaFJoVnU7fz0zLbUuSYfcNsFUpMu2RwUsYw2pNOF68AusrV6NhYW82ur9IxEi3t8G9BIhCUfmK2NyVmZhfKHk5MSO8xX6NF+s1IRubh+gUFbtx1z36UV5TMtRkVlXhg0eUjVVwsKXBLMinpaLZBMaVtqa+HsbRUJl3WiKUvWq+HyjQi04fpOgS/8363V757TMBdpw5dQtAflhV27cZy3PboTpRWF+DRT90i6ein/uZNbYArgLvAgZ/48v2rXlb2uh64fxuOv9aKf/7TFyVVTX3RirqiNTfhX5XpTVDyqgRgJQdAytXwpIZl4PM1sLapYR8Q9kGxOqGv2Q7lWjRPp00xWeWhK6i8IkN0tcZ0cVVVlSCX6RhZA6bTLCsrk7otma+IeM7Yxo0b8aUv/SyGhoaFupI15KKiQukTZpTMCa+mpmbh/iuK0FJye8XFRdi0qRnV1YtZlXI3xVIEFB2U9iN1WJOlW9FSMQ1IR4tOQ6l4WEsrLxEILP+jyto/t9hY56TKk7dF2x9FD19PFUK+EuSXOmEwG3HulVZxwmxdIlCL1JeDF4fhLnWJ06zbWSVIabJ3UWLRVaKlxEmdWdZULPSZo10TIg5B6lOCHfMKHSIiQTIRtmExU2VzWsWhJWLJVdLUHMdsW7PBoJiFUzqRuiQ9x1q9eCljcML2pRHo9AsdfFFdEfKK8rS5UNXwKVSSYu80HTSNixHyqVtd1mWFZ7QxZZbHtTZ2mDDbk2m1yxjLLqdPn9W4xK+jrf8OjwVEk1FHomsCKLpehpqIQu9ywlhcKiliyhkqBEZdxzy7oKadWm+wibXiSFTkDBkNU2he6sfpiDkjPE9T2XuctepiKrWyqkweV5gzSzUjywwuN/Tp92Q1mZ8dFd742gKj0vs/drPIMGYb0yxb9tVLBLpcH3BhqVv6IJ35do3BiWQFHruAI3gDbT/YBFueFYNdYwgFSNGpIL/YKQ6Wzwn4InArYw63DR/6mbukjYnb2HxTndBFMgJm2qmgxI26TWWo2Vgm7U43wqTmS7BNRgBeOJljUFz186+tYJJaT8YRbz2M5EArEn0UL1ERPfSP4jSNux+GYs0DomEkBlqRHOmQ5zDbYKjeCn3lJigGE9RoEMmhy0gOXpLnLOdo728W8ZPrbSTcoFPMxTGyz5eEHnwsNtaWlzJOWmTV6u3txebNm4RJi2CwdRtTvaQOrf8k1JkLWo12NdUaijpMvCviDkpwAErpXVBIOyr4let4b6biIiaBQB9UX4eGrPe1A7PtcgwJ/70wmiuFi5oMaMd/cFoQ+/ue2ClRMCkrA1NBIQyhylZZYwkMFhK26CUCZlQcnAmj+1Sf3Nd01oyaec/SmdGJUbeYrx/7wWk07a/Xaq6ROIrrioQKdXVLBw9UV9JZoaTdRDLVtWxErKpBJNVRGLDQCbP3ms5Vtpp13sm7rX1PnXvN4ryx2uxccHZ398pYnZ314cyZc0LTSuNCtK3tcpr/Gu9TJ2zNF63F1MgZWeEpjlIojCiYRXa6YIiEkZyZgam0QosSrtGRCNqOfcihMJLBgKgladEv/wbmNYZFW9gnzlciY78fqWhsgfPOeZ9yFKx/LxxvthWUunDnE7uveJ0rYKaQV7Jdt6XrW8sYHeX2A43yWMru+dBNC/53OK14+FO3LKhH8zdW+53rbotR+ET385GrcfxFg1AjfqhxioJQW3s2DdDiBKVKjTg52AY17BdENnwTiA13wHyPG7r8MnHeyb4WqCG2iCQl3Rwd7YLZ4oC+pE4c9Y+b0fEycpidnZG/hw69ieHhYTz66CMSNa/VTp86j4GBYTRvasLGjQ3S+qOW3A6l9mNQu/5JA1WtVq8k6HPyFNTAANTZy1DK7oTi3ADYqwFLkbByXRUmgRz5IqU4A0QmpI1KjYwBwQGo5LIm97jvstbaRLMTlKhK/ZZ1Xa1cBRRU5EvamfzijGbtHpvUf1nj7TnXj8IqDxLRhCgwkcpUp6ccYEr4rZlmpuyld0TTTucCl10Kkq1SSQzjQNtIu6SoqWe8qjLTIiPxCXWLDWB7GtubFmJmMqYKqYd3mW3kOH/eYGMLFMGILS2twqf+7rvH0durETUx3c1++HvuuUtwEIuNQhRqKgidXsMWJZOTkj3QCRf2jdATjgU1dqySbUh1vQbMdEO34RHAwqhQgd6RJ4+rdraMpqVFKTLXpsQaLB0u1ZIY7cbHJ+RvbGJCNIX5uQWm00lPMWu2ZNbiX0lpO51CZXl9TVN7Erm19GQrNS0+54M0e6uJls9tStVuck7qsqjhIoLAr3SdK0MecYMGtSiRMCVr91ybGyl9nubOVeZBMJXIXuYopC1SST6NT5jfXepcZdcF12BynEYzzPueQLKGvahaW5r1sV+Z//l4BLEzL0qJwtB8KxS7G6nJAURe+D8wNB+AYrYhfuENqIEZGLfdJXVk1TeJ8LN/DEP9LuhcRVAcN5C17BoZe4jb2i4KuIsTGvmpt27dKqxcZYs0wHOxZ374Il54/nX87M99WpywYEiIbN74c1CD/cDI6xrxxqoI3hQQGQX6vg916AWoJbdBKbwZcG8BrCWahCrLE0Q8Z3q/Ras3Mx7TereZB/nE6Xh53xLQx3FGp8ue8tk2wN+tjb9l9svutsGQ5xBnygxT+cZSbLlzoygnTQ95kV/mRuWmcqHVrNpSIalp1lOtTqv2XZNBslSs9VLPmIxePDcRf1Q0qkkWQkdLVDV1iWfH/YJCdpdqPfLDl8ckSl6zI1ZI+FGNVHJyhZR0MOu4r+08pKoqYtG4kHLM1YMlU2MSENZ6jADC2toaTE5OCbaB2AhnOrNJwGFZWYmMX2ZJr9yfKJKpMUGRq0ghlRyATk8k9o1wwnSOpKokRN/TCF3JFqSoPDHdDaVgA2CiZNXVXwCmi8M9PQKoyjzII020MgUdtKhjkbGHzmTSenhFrtCg9ROTU7qqEpaqKliqK0XUgQ55Tc6D9R25CSNp9h514V9Jqyzxl20xXJEnglDlL/tM03+pURtcqNCyYpqr/ynAXKS1QhjtUPR2qHzONgmjfV5gINP3utJfAYwZ5hSBmJaVlhi+TseVmYREYUQ01+a/x3MRmEJq4Az0Wx7SuFcXnCo6TwLytB7qJc/X4vNGhykTm3ZuVLZ9xHmugtq5mz6X43liPfCUlnYk93P6/CgGG1SeJz5I5CC11iXOCRb/TZPK6Izpc7XKMAl4kZoeRmq8F4n+1rm5SOcshBoJQvVPITU9gkTPaSRHO+elLm1OIBbWIuofQ2P67sKFi/jmN78lKTwCvb7ylV+SevA1Q53ymtnKodv+W0hxnIwdXkPPNguSQWDoRahDL8q4UG1VgLNJeMKlTYlOnr3CIhqRmh+P4nR5bQKSCleDgxLtIjyuUe+uwYhuThXWSCnMYDXhwZ+/W15nDVd6abnYSGNJdj28TYBLjIqz5ypqGjO1TLvl4zcv+1sPfOkuvPq3h0X7mKnugdYhjHVPYPMda89MSJSnrJTK5n2ckL5hgryUa+R4E4kkwqEIAr4QRoenMNA7Cu+0T5wxkdT1jZV48PEr+9UJLswQ00hgSPBWWiQjY2SM2759q4Cxzp49jy9+8afR3LzyudHS51ophGn6WOwEASLQG5qgLAKlXUcnnIDqH9T6GA1WET3W3/JrSJ7+W6hESTvWvupdyuh02788H2GspirCHl1ySROkZa2rTbck1YoDFsKOzMlf7wKBK+BAr3bjxwNQxZn6NUfBKI3/x4NaLSqReS2YTkUt1aaTeSFH5HQqCvX8/8oc7ZXfzKDMWRLg6p4k5bLKT9dA+cj6nyTmsFUCJXcC5nykhlqQmuqFYrJBsXugJmJQA5PQFTUA8TBSvlEoVleab3UGqek+6RPXL7X/rImNvw01NLjo/MyfJ3XxuZPFTbov9grLtJLkYJwsh56HOvT8gtX43LflJdZMtIVM5pwofL7oHM2dQ07Q7s2alGEuptPBfNdPwXzHp64A+KizE9r7Bz4My0M/vxAMtl74+vvASNLBdqfPfvan5l67bi0fzg3QbfsvWjJ65JX1kWTQuTJV7GtfNLKWUv5ZbOvvdogFI5ge6EQ8GEHNPQvV2uYE57OMDvhqbPPtG3DprQ5certDpBHX44A1Iyf1yotQ7azwqlwbkGIqlUJf1zCe/cFhPPPdQ+jvGRFZ0MzpZ1r/gUcPLumEA/4QxkamRdWO5bjCIjfKKgqXjGoJVvz1X//KshiHBaZGkEpNIpWagppG6nMxkEr5oVeXA65dayfMqCDGyKRLc8T2IqkPa2wzmX46PVKpWaSSE9Ab6pCMX4beUAtFZ1t7KnexsSHb4dDUkqoqYKmslCjXXFqipZjZ72swauQcfJ7u1b3a6JyOlQTx6vn/uSiiSx/zgugu8/+1pmRcwXHLSzGALDJ0bBH23KWj4rnIjpOi9r/K5+4t0DmbALMbqn8MqYl2KBYnlLAXir0Q+rqbkWh7WZyvzlMLxVMNdapHjs3QdAcSHYeW3s1gP9RLX4NKJqIFWYKs8zIXIWeduxt2ntLMV4y2MSnnRc5HJvqde87XFcBaDqXmSQ3Ys4oxvazzVEivb7LnLAyNe2VBk5oalHqw4siX1qPU1BASHSdgbD4omYPUZD90zmIBeL3X2IL1mMZVfA33ezn62vTrav5W6Lb9Z6SY7ej7fvparscWj5Hr205osltgjFgQC4SRjMYx2z+OmY5h2ErcMNotiInQiwJ7iVscdWB4Cq66UjjKCiRyXqsV1xbCXeKS9K2QYKxbCpNR7qJS3yLTGLOuDZo/4A/hR0+9he998xW0X+pH0B+6Qm0tw8S1lE1NzOKZ7x3Cd7/xiqSWaxsr8Pt//mVU1iwErWastLQEY2MTmJiYQDgcmnM97BzYvXunOGrtIDkvENxHRScVejKryZjRSl43yAkrUIo2aStGgxn6jY9q7Tj5DRIlZVb2aiqEZGJAQvRkclDb8aTG1KLoSKS9Sl1C6B6NIkfIXl6SYzCqNZUUw+jxSK9vRqJQnmcEHK7XBEZHIdKNy9VE3i+mMcmsih6lsaaWWc2FvNAV1ENNRKSuqcQjSI1fhmK0SOpfMdslSlYNZsl48D1JXy+5C3GosTQb0fvW0un29NMVjQAeZjVyMNaJzfs+gPiltxF9+18QPfJt7XWrE5YHf06ctGnXQ4hfOoLYsacQe/f72oLE4oDl3s9LW1Li8jtIXD4q6erU1ADCL/2lOGjjrgdgIMI6mwxkHUYN7NbWS3jmhy+ht28QwUBwQW9wdXUlPvO5n8CePdvF6Y2OjuPNQ+/gnXdOYHRkXNqU6htq8MQTD2Lzlo1SW8sY9biJOH36qRfQfrlLUokFRR7s378Hd955EDW1VQv2ZXh4FIfeeAeH3zyK6ekZFBTk4667bpHvrRRJE1SlchG58WegWouh9vwLwMzL+9w0xj5tjoqHohh5t02cr69/HI5SD+JhzdHZS/KRjCYQmpiFk45jndMaa8h8XK2RX5q80yv8EhQQSa1cE8DUd7/5Cp76zmvCkkWFpLUaRR6KS/IxM+1DNBrD9NQsejoHUVDkgtW2EIXNsf/UU8/g2WefF+Y4dg9ki+9s3bpZWu40I1DNDWWRtjKj4/VepHVcHQWKqwaKmb3AKSh5mhKFrny3FhHPpX15A6WQjHdIekJVfekdt0PB6is61mwrv/RF6PPy0i1IeZo8IfWBLZYfy2jh/Wy66r3iZEUZKxnXnC8XHh6N1UxxUA/aBMVdCT3pSdUklPzqNfXW/lsyJa8Qxh2kcbyy91RftVnakhjdqpGQtqC05slChudLX9Yk5zdZ2iN1YiFhsjqE6IOf1blLoa/bBV1ZE4yb75BtKUYzdK5i5ievunZ77twF/M3f/LM44527tiIei+Ptt4/j8uVObNzYiP37d6O4WGs3I4Pc1//+2zhx/KxQCRYVFQgS+vy5NrRf7sbnf/oTuHn/brhcTpnAzp65gL/+q38Sx11TUyE8017vrDj8rs5e/NRnP4aGBk2kIBgI4anvP48Xnn9NUnp1dTXyGy+++Dr6+4fg860MxmOdH+6tWvnAWiYqSpg4pvHSv0+NEXB4fAahsRlEpnwa/zzV29wO6Fj7jeqQiMQQmpiRlkqySYXGZ2AtdMJg0eZNVY4veoUjuF4mwCMio1PLS0pyTmdwdS3KKYdeOYkXn3kbl1p7BYzFWq7L7RAKSnJCnz/VjskJDQ2+nNntVlRUlUjk23l5QDSGL7b0oGlTzZJO+Hvfe0oUwKiJTX71jNEhc9E5b3HJ8qopgu/mjYGmYmgAVgsul7B1LZEUUlamaSvnXnMu5OhUQKShWVLSOn2JoHp1OqtEwOw9W83ofAsefugKjufljHJn6vTZNFBDJ+Abpf4Tq/L/LtgG2wwmj0ubgVLzUa1u+u/E9KXzTDFiy7AJsV4MW7ql59/xQkhnc0JXf2U7GI0pZUas4GMpM1mgL2+Sx1KmL6mXx/UwOsSTJ86JU/3yL/00Hn7kXuHcLa8oxXe+/RRqa6tw3wN3oqREA/688foRPP/cq6hvqMUTH3gQDQ01iMXiOH++DV/9s7/F97/3nDhsOnO2FD333Ct45+3j+NLPfw43798FR54Dw0OjeO7ZV3Do0DvwFOTjl7/yM7Lt8y0X8dJLbwjY5aM/8QR27twq2twnjp/BmTMXEAzloH1LNiyWVEjGYSuHSirJiaNAoEfDB7znRvyBGXDUQynYC8VaDGuRG3qzCQabGSW7GpGMxmApYCnNgEQ4ikQ4plE52qhrzMwhxRnmU50q/Egk28UJ6yhXqND5WdJEG9fBAacmkEz1LNuepB2mVRDUV/Vbqio13OefOoJLF3rEAecXOLFtZyP23bIVdQ0VcLod+P9+959WdcI8Z55Cl+gP0wnTLrX24M6ZvUKFufh3+/sH8cUvfkFERpaqG89/NgQ1NZ1Ggs9/TlOjulE14VyNih36IqQUqmJwkBCZxkggt59ccx2XiEU25we6gWCflkKtekxDw+Zq4VGker8FTJ2GUv5QTgQO/2ZtvSxB/2Hva2PKl87SYjbh4UfuQXl5idS79t28S1LCjD7Z55txws8+87I4xgcfuguPP/HAXFSwbfsmnDp5FkfeOo577r1N0tI93X14682jaGyqwxd+9ieF4pL38fbtmoxnd1cvfvTsK/jCz/ykpPeOvnNSIu1HHr0PH/rwoxKBcELcsWMzXnn5TUmT52Qsh7E2XPUYFIo9DDwDdTwtRRkaAeKk0L3RjteSXhhUAPZaKIX7oJQchMnRgKLK+TnJXuaZYxMUnvl0jVOEDlRV3l9cbye/czx5QTKNel0Z9EqZaAfTKVOwXhGHnMk2rudeTUOs6HBULxKpdiST3RIFLm06IfbQK1cHyk0mU2g914XWc52iI0wKyl17N+LTP/MYbr179xy6+e+/9nRO22P0XF03T77U2zUsbICLjdtsbKwXog5KbjKrM1cDXgYprigsvc5H1ESF3zh0dI6m0zmg0904Ygal8hFhxVGnzyB1+S9zI3v/D/sP+3dmZDcjqxJTcHTIpKDk5Of3BYRSkOk3RgLSp6+quHypExWVZdLrm52W0+v02LdvN15/7QiGh8eEfWhqyoux8UncctvNsp1sx1FWXiJ1ZNZ/R0bGJOIe6B8S2ksuBDIpQH7HZDLJZ/v61lbjlUjQXgGl+eegVj4EdfQQMPyKxrIV86XbAzkJXwcNazpdIu6lfTBPiDkk8i27G+DfZZi6Fgcb2QjplcFuPIagpnyETihKHnRKodbPqxRJhKwFPGwX0mdxQ2fa7tLbnQO/ZoCk7HuNkwwCSXUIiWQHUiq1nJeP8hTYoVNKoCguYSjL7XxZoSyiZE0mknj7jTPigGm1DeW4/7GDuPP+hURAuRqdeEnpPOJ5bGRKWpto7A0mFSuN90JdXS1efPEVTE1NS5sSxyCNY57/Z5yyYJl0Tqiqku6N1ran1/P4He+zSPhGG/tZqQ1KntnrEsEqac1Rbpv0heE0Bd57cwo5QSZTGoE5ASxMKWabBuXX3stYgtzXJC/J3ICcNJbQAJXvU0qNjEDpbfCRoZhbtfWEk6H05F6765BMpOaa9DNG1iHeHNc9MOexZCQOlzCeF+4XOXr5nHU+o0mvab/msnPp80ptY627IN2bLDqLafCbjLOsHmvtC+keZtO8yo98j33d6e9lCCjYgqUYUVFRhm3bNuGZp1/EX//lP+FLP/9ZUbB58YXXMTo2IVFthlyD55sgGYtVI8VfYIoCpytPJily7oaCYak38zywDrz4sC1ms0TGyVQSszM+GV+Munn9soEwGSPYy7BCNLKaKY5aKI2fAWo/AtXXBZVShKOva/3m0jrI85NB7mfOq5zUxVua/5tpb1uMpNeZNCauwpvkoRTshkJWrkVjRoh2hJ/52g9YpkOTfKBH+w1wEZQ/l66mgwQjONZuJY2aTqWSHAc8FxGk1IDoCqdSY0hhNC1puBpqUYFOVw6DrlFr3Rx9a/GeLdQNkOd6KEU3A9Z53Woa57ML5zqlfkvbsr0Be27WsijrMQo6ZBN5MNXNUgrt+99/Gr/+67819x7HMbEO//iP31ywjcLCQpw9+y7y8jJzWWbuiyCVGEFCMgTaOTIYNgE6x79jJ3zNbJkbxFKo1ZiZ4k4EkHr741A2fhlK2f14L2xywov29h5MTU6jsakWzZsaF0x8U+PTklasq59Ho5546yRqaytRUVU6P7Fz1b7EMTNKOnPqAianvNi2fSPq66sxOTEtwhZlZavUfgp2QXf307kp3uRop19tw9N/fQhtJzjJaPbLf/YJ7L6zGXbX9eac1Wt1vWUsHIii7Xg3vvEHL2B6dBY1m8rw+E/fjt13NS9LSL/QVCA2C7X9W0BwSCONKNoDxeKG2vOcdnlqn4ASmYAa6AeCo1oPs2crlLxNUBu/JK8pBduhFG4HQmNIDb2hIVUbPwzFmeZ3NzpgU8y4/Y4DGBudwO/9rz/Dj557BTa7DVVVFfjIRx/HY4/fP6dAw4iYMnHhYEgYsRbssarCOz2DeCIhpAd2h114ptkOMuOduaK7kKhpRtuiN+xhd4QiaT9G4dHFLHdpBDcXAVdtXGi6N0FxNgKNn4bC3nR/F9QZslt1ab3soVGAdJOZfnVyAsh3zRqxi+hNp6NcLvJtFVDsVRr9paMaCvvteR/R6WYkDZeoz6rqWNoRrh28szYjzI00k2PpKDYrAs5eVKQ/O/8389Ai4lxMp1TAoCNRRQEQ7gTa/jz7Xajk+WbAYi7UuhFYNizaD8VRfYUTVlMqxka9iLHNku1VpR6UVy38zFrMkKbwzFg0Gp9bxH/sYx/G3XffOffeYrGsjHG8cvG42FIpH+KJNuh0jIBNSKWm17+f6/lSqvMfgNmLUKo/CKXogPba6d+E6j0PXdPnoFQ+BjUZhTp1AmrrH0F305/KylSNTmspotE3oIb6tVRJXj2Umg8Bnl1QjM75C0IquJbfhUL1FPd2qARbTLwNlVSP1hKRKFNqf2Jd6jUScbBJv+fbUGdaNZS3e5N2Uy0T8Qj5P29CaVexCHsPRcMVEjm8BzY4MQF/1IId++9AXp4dh4+2IRSKoKi4ACUlhRifiCMUSKC83oWO9l6pA/b1TiNhyEf/+AAi4ah8Nh4fwfjYJErLitDQWD234qNiDh3wXXcdwHPPvQ6dTi+f83hcEqX0dPdjZHgCZrMR+27eCUfefD1E4URER3INLaEbRSDiwKx/HtQXQz5UcyEUy7UTU1+PTQ7P4AdfO4SOM/2IRRPwjvtRWlOA4ioPapqXEARZZEKvOd0KWDzSsy0TJAUAWM+sfhCKxQO1+ymoHOvWUihlt2lRxzA1kUuheHZAqf0A1LF3qaIOlB6EjlzLsx3AVCtQsAMKs0TpqZfOs6OjGwcO3oRf+dWfRZ4zDzarFYVFHuTnuxZEatt3bMHZMy0YHBwRp0j0Mo1RAxHVJiOj61I4nQ4UFXkkdX3ypEaEr9fb57Img4PDaG/vRnl5qXyek1t1TaVsg+/5/QEZe0JPGIuhs7NHXrtqk5SuUXOOqhUwuqCaPVBIW5mMQKHD5XxAUp0MTWU29aLQnGb67TXmNJkj6KDJUCeO2gQVQagi+cdIk5kobo+/nREq8COl+qFHKVR/P9Qp9tCrUPIqhGVQne4EiJ4n21xoQpNDtXrk/ZS3S8aAkt8IxZaLAEPGMtH99VEB0illoiGs11VpkpP2Kij7/mTufbX/WSg8r8wMOMgSFtPoPSeOL9tT6/cFZWwxi2S1XZ1qkpYMnPeshqzMFLM1mRII09FMRe/bt3cBYUcikZC09Xe/+wO43S5RHaMqWMaYUdAbKpBM9AtQSwNm8ZzrbkAknAxBDfSJbqfwsCZjGhAi0K0ph2T6Q3nCyUqjt0GNTEHt+keok0eh6G1Q3Nu0AR/oQar1/4PS8FNA6Z0awEJ+Iwp4L2jOfPyoxmhEhKE9TYV4VcLuw0i1/E8gNAQlr1FjRGKzP/loQznSSL7HJpKLiQS6u/phNhnR0dGL/Qd2o693EBaLWeYRtowwAmk5fwm792zB2MgELrZ2wmazSBM6nSwdamFhvjju7LQg64NTk15cutSF6qoyePJdGBoclZ47RjS9vUMSwdD5Sur7PbZUchZqYkRI1Ylg1BsboehdkjJKJcah6OzQGSsFuJKMtUuqTdE508j9KFJxRthG6E118tlkvBdqchaK3gOdPh9qktFdQCNtN1RAZyibI58JByLoPM+FDSdeIERi/QEvvBP+nJywTEj2CmDkLZnYlcIdUMm+FhqBklcjzlklRaIpD4orD3DWAMFhWdQqAv4pA5z1wOg7UGcuQyGrHWug5nxgpv0KilfWvdiOtHv3duzesz2dPl46A/ThDz8qgKofPv2ijLdNmzcgFo3hxImzeOftE7j3vtulrYnpvMametz/wJ34m7/+Bv7g9/8Cd955QCav3t5BPPfsyxJNf/JTH54bZ3fccQCH33wHb755FB5PPvbdvFt+4+0jx8TpM3V9TS3NSCYdE2sBbK5ipLOljJ/WaxaR9K4GjnKmEcUpqdUqCIu2uBqehhqdha6gGamJC1A8TVKrVkNjGs2tMICROz8I1dspTl+NeCUzgjU54etletEbNug2Qa+rkHtqToM7f+vcp9Te7wliXSm7SzpNeJ4YdKUGfgRlmb57g4E1bA2gxrrr1aTuuWjMpLZpVvu8VGKmxKZ9Lo5/+Zfv4+jR43IvbNmyCQcO7JO58y//8m/ESc/MzKKnpw/33nuXtDHpFAcMxo3QUepWGdG6fpS0ROoabX1O2FKq9eiFBrVVPOkcOQCJBGRhPjyiDfLwMGCvkVQNdUDV0VehMJVT82HA0aCtPP2dUC/+MdSBH0KxlgLF8xRkwtU8fUaLekvuECcsvMZMGXH767hAatwHdeyQOFyFUXvZA1qKKTIGdfgVYOqEFvGuajqo/g6o/T8AIsMa0MC1VVuUCPf1FOA9A5WE7hQXN3kAvmevgZKKIzX6urZKpNA8eWjJTcz38zZoHMXkS/Zd0kAlTJMpRij52wH3NplEmM4LR6IY6B+WwTQ9PQu/zy8RLJ2vzxfAyMg4Jsan5P9AICQ1YU5y5GNlnY/pRtZIysqLUViUL445Yxz8nFjz850oLS2WwcvUNyMcTqJ0wCRUqK6tkBsnY9QhjoS0dB6J5o0mw41RSkkFkUqMUbwZis4hjpZOmP18dJyg1FrKB715s7ynM9aknagKNTmJVGIIemOTnOdkvAdqik7aCqQovj6aPilsF7EjFe+VG26OAY7nahG9IP835kg5KOfH5EbK16f1ATtrRUOXXOPq8Jua83VUaFFSOhJTpV7MSV+U07VxxG3FZqDOdgKRaQ2du4SZLWZZfJ0504I/+L2vpkXQ9ZJSrqurxq7d21BTQ8UfSA/wx37iCbx1+Bie/eFL0rLESWl2NoBbbt2HD3/kMdTUap9lmeLBh+7GxMQUzpw+j56uPqk3c/xx+48+fj8eevieuf3Y2NyIxx9/UNqann3mJRw/fkb2i9H2jp1b0NpyCT8+xgVDmplO/hqFvIL9vFptP13vp3Fe05sARznQ/xbUmfT8GQtICUfhe4pem1vplDMc73M94hZBRSdTzCaury1mfUYhhwLoddXykIWFskKkSkcbmdQELYjTkSh/VAvSlqIaVYC8PJsoQcVjCcnWhUJR2O2WdbNujQxOzP1fUOiCeQnGMEbL58+3zGV5Tp06MwfWev31N/Ebv/Fr8Hq9oi1cWVkhTlgThOH9bxLhBs4z2mLkBjlhxVqikeHTeZDT2HtGc6BMJzP/zzQaFUrCo1Bcm7WV/sir2nsld2jtPxlkXP42KOzNHX4ZKlPcBXuz6m+qpN2U8gehFN+aFmO/Sot5oY69KY5WqfogFM/OdKqKSG5F4xym+MCqJ4G5k7RMGR17fEYcpt61SVLW6tgbwEyLtmDgDRUaEjpHpeGzWs1o6BmJ8ulUQXYpck772qBs/GWNeGDmvKTzRbItoy7kvyRZBPZCcpDYbVbU1VXJSo4Olyu3qupycZycoBnd0nlu3tIkq8Lq6nKp8WlgGJOkEJn+ISvMYrBVntOB7Ts2YcdODRgxPTUj6UqmH5kupDNn0zuj4gydHP/2XBzGmUOXBDS15+5NqGgovsJBXR9jHUmFzlACnaESMd/3oSSnoOjyJJKVa5sKpME4ceiNddAZiiUKVlI+iYi1lgMVqXgfdKYm6A1VSMY6kIpfgs5Ylo6AqxAPvpTuE0yfK7cNO2/fgLefO4dwMIb84jzUb61AUUVuEoky2U6dg+JqBEiCE/NBJZ+1ZyvUyTNANAWl9BZNG5cLRoMVCutpJfsBe6mmLsRJIb9ZIiqiTlWmn1mnpPPmpJ42RpjdXX1Sj+U1vHDhklY7VkjkEZfSBtPDX/jCT8JkNkkk+6EPPyY1Y6aZ2VJEwNSu3dtx1923orm5cY4xi4uz5uYm/NyXPoOXX3wdXR2XEIkmUVNVhO07NuPm/TehuopCBVoK2Gox4aGH70S+xyl9y7OzfrjcLhw4sEe2efp0C5qalu+XDvUOIuadhZ6seWYTwn1DSIbCUEwGmAryYassh9HjnkMcC5iRi9S+IUQnppCKxKBQVtDjhq2mEkY39XN1mD3XBjWVgq26AqYCN5KRKLwnzsl3Xbu2wFxUADWeQHhoFOGBYeTftB06LpoQT0/EdMiGNItUflqPl+IMDhljcu0457DHuYDzjqqVuazpKFeUv3TadaHjJYOdrRCwaosqnZIHg26rRNqavKA/PR6j1wH5zcjUlkZfe6DXVUKvq+PVXn1xTb51byvUrn+GygCNcyUlJV0btSzNItMpCiqqitHfOyJOmLiXseFJ1Ddpi7y1GK/1xJgXF85RA1mzmvoyOBxLB1gcu7fffgu2bt2C118/JGIkVVWVkr1h9MuA5NSps5icZGaDUXpU+KMN+gJpxU2kZtMYGFkK34hIuESLbmfboDDynT6tRbw80ay1hkc01Ro64QoSbui0/l0TNYjL5x1w2hjhMVIWhZK4D4q+aL4Oyzotv3MtHDCNdSBKoRFMwdS3qASlU4KcuFi7oAj3asZVrSEPSuXjUBz1UMdeR6r19zWZNZNHi+xZ5278GYmC1ekTSJ37b1AK90PNa0qvDl0SiSt5DVC955A6+mko5Y+IMpJKYvrwEFD+iFZ3jk4j1fLfgfydsuApKSkW9iIOtmgkBq/Xh737dohjXXxzEFQlqN10ywORqTRG08sZ63t8ZMxT4Ma9990qz3u6BwTMU1tbgc6OPqnh0JiGPfnqRXz9d59FflEePMVOlFR7cnLCqVhM2KXIHkQaUp1lPdc7ATXlh5qc0GhShRSGzjcGRe+GzkRAGs8Bb8TMPukl5aww4o22aM6c301Rs5Uk7cxWaCtciXwVY7piOJ+C95Q48chnb5W0vG8yKA543/1bUFSZo04xaT4nz0Ip3Q/YSqBOnJUJSynYAsWzZa7OtOC6mpxQnJwM502puEt7QoyDSF4uvM/odEmk8b3vPisybT/7xU/LAoz3GR3w2bMX8PRTzwuL1Yc//BhKSrX7kFSSjGCzo9jljIu7+voqfPGnHwGSd8+3w7AuK9rL3YC5FGpkSMQxivNtePzRW/HE4/fN34tpo5NfyWZOtcB78jwMToc4XV9rOxI+Zo0oNlaAojsPwHNgtzhXOlXKnE4fP4fpt08gPDQm+uKKQQ9zcQHyb9qBwtv2yWfHXnkLiUAAZY/cA6PHhfjMLLq/9k+ITUxjw2/+PAoO7kXCH8TU2ycx/upbcG7bCKOlMOt+mr9OeiUDjMyqM7ucUFCt/VebPqdp5PSS2b1F7zELY9DXQq/WIKVOIaWOCgCLTE5AON1iRIdA5HMyq/0oG3yVMWVRBE+ny3FjlFo6a9pay1M5dDq2P+WexlfK70tnc17T5jvOsRYPdBu/pM3ri0yn12PrzkacO92OgD+M7o5BXGzpRk19+RxYMFdjcEFyjnOnLs+9tnVH45Kyh7yvKivLJcLl4+TJM+jq6sbg4FC6S0SVliXp45Y6M1mzvEgk+tMsYUR2j6WzAp4b44QlEqYjZqRGsv7ps1CqHofi2oSUtwVKaAgqHVx0Ul7TWiZiWqRMMMNiY6qCE4ZodWZHoVqa7pq2AYk2bUADDi2mXOQgIRoyR1MK9kFxNGqRBgFC6WPWdE5TWg2bCxOarVrOhTrTMv8a3yfbD4EeTFPTmQf7oBBJyFT/+JtSU5+7ZbgQYZ9jWiQ8E70yvXjn3QdklbfU6nRxv+FKzjcXq64pR0FhPiYnp/GBJ0ngoDm0sf5pjPRQx3ftNeLE1ASiPZ1Qw0GYauphaUj3mK8hlU2+8lS0FUnWrBjpGsuRjHVDTdAp83JrLVmSZs5cezWMVGIYqfig9HKS29xg3oJk5KJEwXTQemO9qKdkHLfG+DY/Jpl233xzvTzWZYyIqh+AOnwYGD8BuDdCKdyZ1RazxkzCnJzlQmNa+NKlTunnJd0ka7Cc3Dix0EHzVJ87e0GiY4KiMk54zcbs2PRbgK0OiLA0lQfF6IEaHQICl6GUfQQItEIVNLEFiq0e4GMdFhmfRKytQ6LWkgfvgKmoAIH2Hoy9eAhjrxwWB11wy16k4gl5vecvvynRLV+z1VUiNj0D77tn0Pt/vy3c84V37IelpBABfwCxKS9UlnB8AUTHp2Bw2CSCjs/6kaCmuXcWJrcLJk8ui61VxvFK9K9Lvqfd03qlCHoUzQvNEwAGr9ZqxOhYCDfomDmvxtPKPxmHLLUMGfNa1M7xb4eiuNNtTWxvYq1z7cIRsoesBzd/EWj4lDYn8neYIRWw2xKKUXodbjq4VYQbGMWSZvKt189g7/7NKCrOz6nljw6TbXXH32nFKz96V7aDtO7w7ps3CYvWUuZyuXDmzDmMjY2jre0S2touY2pqSnZzdHRMMkTMOGqOmOCxIaSSQ5IVpOl09CfLt3yuZOvzbhl5N9amSA9HhPHmX9FSywYr1NCAVjOmw2NKgo6ND9HnXIJKjheINQLRfr1GEe9yxoFAx86V2WKRA+5Drs3mNKaQFq3e0z+So/xeRkEoY5kbg7U+HZTqj0LZ+luL5O4yTfdY4FSJWr5RRufPQclHto32TWK4d30CF8lZL1IBZkEMiA8NwFK/Yc01f65KDeZ94ji1oa3AwDLJXIpOc2YGO9vKMhznDuhNzel6sBYJyPfsJVnXY2GEY7Tde004cud3XK85XteG6yppyFaLggK3ALO+/a2nJd1cVFggYLve3gE8/6NXceZ0Cw4c3Iu6+isjldyNDsIENTqhIYAt6VRkuF8rq8y8CxicgKUcCA9ooEiJlNdujGatlWWo/ZlPwLlZowHN370V8ekZ+FouIdQ/JA6XTnPgX55BKhFHzWc/AveurRIF8xK7tjaj/Q++hsHvPAPn1g0wlxQh2NkrTpjp7VD/MCxlxbCUFonjjc/6kCTGIhSGtSoH4N0NM0auHugZjSnZc89aFsVXRvPrNspFcmyzLCKtkCubXq8TesrmrbUYGZqA3xfCa8+/K2Pol37zkyhbRDe5lNEBv/jDt/Gtrz+PU++2yWsmsxEH79wpFJZEXF/5u3r84i9+CV/96tfw7W9/V9LSX/zi5zEyMip62F/84i/KHFtSUiI99FykmEw7kTLUQqfLZgm7YQIOadi/OR8qndnUSUl7sAWJaVjKvrEWyvouHbViYp1D0VLOY4fFaSsEG2TVqYh+lgOwVUIxauH9dTMuEijizXQxe9iYlmYNmnU51mb9HWuQpFqcPko/J+Kazt7fno5si4BgD9SZc9DVfXIemZkGXimuLXPIch33TVL7lRr95uQ7UEru1kBqBMDxnApwbH4fbwjwKfsol/m90d4pjHTPAyHWYgZPIRITY4iPj8JUQWGINR4Ta22s/UpKiJORvJgGxSzWkl7ISgQ104Iy9+qihc7ifVGuw/nMRL3Xd/H04EP3SPr5hRdex2//P38oQD6dohMMQGVlGX7mi5/Cww/fuyJt3+o/ZAYK74KSAY5JOp/OuExbdMrCVQeEuqDyNT7WOYZ1BoOkkx1NRLXPXzNGu1QrSgbDc87ad/4y8jY3SupapE7Tv8lo2bVrK4a//wKiY5MwMX3N2GBqRqsh9w/BXlcNS0UxYtOziM/4ZLvJUAj2LTeOFXBt9+V7Ty2bav1jKVHq6j+eI9gV4og/9ukHRQv4xDsXMD3twws/PILzZzokIm7aVD0HtpK677gXrz5/TNSSOtsHcO7kZfT1jGBqclbe5/ZKSj34uV/+CAqK3MtmCrdu3YTf+73/F9FoFDabTTAJxNEw0t2woQkzMzPYvn0rNmxoTEfDFknPS8n0Km39eV6TBwrrwpPHANY4mXJSDFDpPCZPAOExKPnb5upSStUHxMmogz9CijUrAqK4KmYv8fgRQT9rn1/Hzc8bmyttRtlE4wn8PSk1Zg0AYdUmBm7bXAhd1WNIDfwQavvXgMrHAFuVhlDOCIRfzQREM+ZBqf0EMHkUKuvEvKXZelL9E4BzkwbBp5MmAnr4eaS6v67Vqut+EnA2QTHkARWPSp1Z7ftXpPr+VYsoDHYoTV/UUOIr3GPjLb2Ybh+CxW1H2d4mmF3Xrh1jOWM9eGxgWnpk172wMxB9rEMqEl57FKx3a9qec3yuWd9fbVtLvv/eT2LX2jh5VFWV44MffBg33bRTUs6caDJUkcQTMAXNXsirWdhpPfV5i0RAeA9w4Z3FgWytS0tdr59shYAsg8MugggL9iF9D7MWLBSc8TgSPr/UfHXp+t4CR17okc/GfQHY62tEJjXu8yMyNolw/zDsjbWwVpRImpvpaEbIyVDkhkTCxDTEAs9K+5zBsrRoSMaS8T4ko5dgsOyBoi/I+Tomom1ah4BpI/TGhXKT6zYK4rDstwLbXLZl9nX77iZ85CfvkzbJ08fb4JsNItjWi4nRaRx5wy70kxmGLSot/fH/+CfBNPj9IcxM+0X4QWP6U1BdV4rPfPED2LS9XjgNlvtdEs2Uly+8luwEYZ/wbbcdRDKZgNPplM9p39FY0/g7A91jKCrNh9VuvsFOmOg2pqRDLwMVD2vRJCdSeyVUpmnZnpTXMH+g+duhq/sE1JHXpFVJHT+svUHnQwfMtqWsz6/FSLihjr4myDupyTI9TgfX+kdQmQYhIIwI69I7NMCYZw+UDV8QwYdU1zc0kAvr1YxQicKW6H4l+koLlOavaDJqGbPVQGn4vBYFS6/nAUl7MzVPx05iD0FCSyqcjiqlEbsX3yYLFmlR4vusB+v0UKgGw8mJNWemzvnL3EdmG1ZYfVEGbfCdNnS/dBoFzZXIb6q47k6YA3Gwcxzj/dOCalyPpYIBId2w7dgLJatVKleTutU6a1f/nozOljzOfFx3WyUyyybnWfdP6PXiRJe1zEKAUbJBDzWRIeTI/ojmpLWFLtHSLhjdeYiw42BwFOHhURQ/cAes5cUYeTaB6OgEkhEyUqmwVmpSrtfCiN4nsJCpeZ0+O/WaRCreLa13qxk/I/3wa1zYqEmv4CLYAXDNjKUglizZ4SIkNLlZntOO2+7eI5kbShe++9Z56felctIC9SQV8M0GcLHlSlIX1oA3bavHEx+9Ew88fhB2h3XNC8uJiUn8679+H//pP/3yktSqGevvHpVAi4pPZOhaztlfUycsck4UeS8hGlMHFB+cT7Gyz7XqcSAyCqXoloXRYfkD2oWh5GBkXHMmZL/i5yQCzHIWRCrXfkxbUZtWAT4If6t5rvagMKWbbYyEMylm/jUXSKsQ09IKSUfEIVYLcQd7eFW2VS3XzM8LqTdDV/2RhS8TcFDxyML9L9wPBfuXOYkpaUXiOVxyaEjfcTPgal5TTBYY9WKybQCTF/thtJuRjF47bVVOOpFgFLPTQfi9Ifi92l/fdBCd5wakPSljkVAMx15qleh4NXR0WV0RquxB5FsSUJMJduzntD8Cus2ijpwY9go4bGbCj1g4LgsCroZNViMcLhsKylwory9CXr5tdf7rRZaIJTA+6MWp19ukF3o1a9pVg8YdlbA51hfl8bxdPtWLiUECWhRBXDftrJLjyJzfyWEvRvumMTPpRzQUk+PlRMNeSLvLCk+pCxUNPF77mtGli6/77FRACEjIDsbrHg3HJVLRqJdzqzlaHRZUbSjBtoONV7w3O+5Dz5kBjPWsUs5QgKLqAmzIBsGtMrnynOhMRqkdR0bHkQiGJerNpK+Zqg72DkJnscCU74Ihzy5tS3TCbINi6tleXwWjyynvcRvJcBQGmw3mrA6CqzWSyqQSo9AR07DACeduOn2BPN4XRgDq7GVhJkQes3dZ97VnJxTL8vtZUubB3Q/sk97e6tpStJ7vQk/HkHSBkEd+OXO67KIhvHlbPW65cxduv2e3pKEXG6NcppoJyOL4JiAr02qZsc7Obrz55mF85Su/sKIT5vdHBqbgnfKjtKJAHteftlL1QTXGoCu9CUrpQW1HBBYfBuyFUOrooDjAF01WJheUktvlsZqxH1LZ9Ms57Q8p6ISGLkcT9Q4SvDs+s/T7ZQTe/Hiat3MYoYnrI93Gwd95bhCnD13CxJAXE0Mz8ndyaEZYozKtT5n09Mvfejen7R54eBsee6IBzrIk4sP90HsKYa5etJBawtjUzxuHiOyOc/24eKwHHWf7MdI7heBsSBis6HzsTs0hVW8sxZb99di4u0aYrJg+ylatWcnIZ9tzcQh/9zs/lIXHavbRX7oPZbUF63bCgx1j+OFfv4mzh9vF8dz/8ZtRWO6GxWbG5MgMus4NoPVYNzrODAgYLjATEkes0yuw5VngKXGJwyNiu3mPdrw8D7keb/Z1HGgfxaVTfbh8ug99bSOyMAj6I4iGY2tCwnP/7/nYviWd8OSAF4e/dQwnnzu34jbob3fcvwUl9UVrWpzqLRYU3nYTxl46LIAtvcUsDjXFNOalLmlvcm5ulNYmndEoNWX+VrC7Tz5nJp2hToG1rATBvkGkIhFJUeutV8dbrtEqJsT5skUulZiAaigRHV+2CulMmXOl9bkz3az1u1M4IR+KgXVJEnuEkEp6oaYYKeqgNxJXoXVLEE+iJsY0ljhqvEtPa0owFDp9EZRFHSuyTyrJb0ag8Df0REhryloLGD1XiyxNLmlXxWzbFZTAzJhiBSdMc3vyRMJwy45GnDp2UWrEA32jmPEGpC2TpRTuE/vWSQrEaLeiugQ79mzATQe2oLahYtnFJ/WDh4dHcNddtwvnwtNPPyvby/780NCIEM9kU18uZS6PAwM949Ln7MizARU3JB1NKPwMUgJ3J1eqIryZwtEqg4dsViaoqg965WpQlv9GjdF4pk/5Gpu3YwSh8evjhFlreffFFnznj1++5tvWmc3QOzXeXZ3VtqieuLSZTAaJfI88cxZvfO8khpcAhSWQlKhteswn0fqh75/C7js34iNfvheb9tWJw8olTSUMYkaDODIuRuj8U5kHKfaWcUapRFJE2432edQ/22WkqpGO+PldIm0NVoLLlpg0VK39i1mIkd5JOdbXvnNcSgBLGY+XtfmulkE53l13bMSHfv5ubLulUSLkXI6X+8SJruWdTvzga2/g4rtdCAWi8+fCpIfJbJBjT8STSx6/JI2MejlvzIY4PXY538stqKx5ZtjdtvnzKg9NoWq1iXA109utKH30HnG4E6+9LWlm1nhZ3/W1dcr1KPvAAzDma10G0nak6BAZGoV791ZxwFI7rCzF7IXL4ryJlr7ivGXtZ87pz1QYycgZJCJnJR2dSgxCYXuczg6zqTazNaQSAzJO6ByJp9EZymHM+4Ao95C2NRk9j0TklJDRmF2fhs5YN6fEFQ8fQSreL0xxJKMhIxypV02OB9nQm30EGrtctA2JyEmpQet1W7T++JQqSmHxSBxWZ7p3Pn2Ico2EalKF0UJgJMG7BVDKluktzwEtTaNTLCx244HHDsojHIpiaGAcUxMzCATCIn9IxLPT5UBldbGkr7MZ/JYz9gCTkINOmDwHX/3qX4mGNslpMkbyGAIXVxt6HP+8V1xuOyxW0xwnw3V2wuzX0iSykqkO8hTBoNucplFLpSn1CE+/euTYv0kz5kG36w+v+WZ5E3i7RxCavH4i5pxUyYa12HgT0jFlT8aceNnbt5pxFcv2JJ29Fpa6RkQ6LuXEPEOxhO//n9fxzo/OI+QjUxSjA5JqcFk4z5IkDffpVBP/nnytTVKqn/udJ0SFSdGvfsPwxqYgw8FHd2BqZAaBmTD8MyGJQOUxG14gs5ix6LQPs5d6UXIbgYjaMYVGpqAzGWAt0QTd6aTH3jmP4v3bYHIuXQYZHZjG5MiskKG8+u1j8nuSZtUvc7zki05fijNvXoZ/JohP/+ajOPDQtlWPV0QUonFcOtGLP/+V72Csb3puYjEYdZJWpkAFHWrQF5FsSGA2JIuT7OvPybistlATs6jMR1WTFpkvZc6iPGy5YyMsDjMC3hBC6fMa9Ibhm/QjNLtEayPrwUbjHAjrilox38twBRsMsJSVoOlXvoCRH76C6WNnMP7aERjsVji3bkTNT30Izm0cC3o5ViKomZomPsNWXzN3XpjSNtisSJmMsJRq4i0LFghyDxABzhXISsLwGeINfs4JU97j4kzV5Dj0pk0wWHZkXY+0BrKqQG/eCZPzY0jFehCZ/jMYrDdDMdVCbyyTh85QinjwjSuvaSqc5j2vhinvSeFFj0z9AZLxzTBIS1/mcxEkIucRD70Jc96HoDPVzvUJ8/rOjvnQfboPm+/YINfawHs3mZLrEwvH5FG7s1qY+pTSdMbzGnLLW21maTXi42rsnnvulEfmGjQ1NeB3fue3sHPn9rnPtLS04td+7TdXLF3x0Ab7xjVhlCk/JsdnUF5deCOccCpNl8bBwRW+HskUhQ9S0OmKhE0kpc7CqJs/oP+w628zvWMIDE8jQSGB62C8AX7iK/fjiZ+544r3jr14AT/6+hFcOkkeXMBdlIfP/NfHsOee5gVyYksZIyp9YBqpkT4Eh/qhd2k0k6vZ9776GsYHphH2h8Uh1G4qw+67m1HbXAaH24ZELInxwWmJ5s691SHRcMY6W4bEeTNty3rrasbIj07kM//10blVPxmy+HeoawL//Icv4uSrrQtS8rRUIoHYTADRqVmERiZh9rgQGBiFmSt2ixm+7kEEB8cRHveicA+JbZY21mL/+Q9fwNTILIK+sBCE1GwsxZ57Nslxs87NSZKlgQvvdonj5Wcz1tM6jKPPnxcqzQ27Vs5O8Rgmh2fx57/6L/K7GSfTsL0S939iP/Y/vA12p5ZB4Ht0llzYvPrt4wukJsma9tn/53Fsv6UReqNOJubl8AHuEif2ProdOx/YokVU6agq7I/gzW++i2f/5JUrvlPywO0ouuvAnKPNttJH7kbxfbdeAfJjv2/1Zz6Myk88oQlbMGIzGqBnzS8FRGZ80JuMMBbko/KTH0TJBx4UJGwqlkAsGIajuRHN/+2XZFtMaWdMTSQQ9wWF8S0yPi3bddRVSO3YmGdDPBCCzmiQ97m/xmXoE1cynbEeehMXMeSSdkIxFGipabYv5jDnM/LVm1m206W/T3nBqMYKlwaGJaNnRczE7P6COPQ53eH0PZBXQDIPBdPDM2h/p0vwFq4SJ/TpbAczGle2JWfkERfszfumA0Gn0+Nzn/v0Fehoq9WChob6FZ0wfW3TpiqcOHJRjt9sWYi8v25OWKdQQ5GcqNk6lRq1mkaTZkgzrcxfQK7MT//V8xh655JMYgUbKrDvVz4As/NKlqdYIIKxc904+RfPzb2WX1+Kpkf3oeJA85L7NHCkFV0vnoK3axRWjwObf+J2lO/bCMMipFoyFkdw1Ivxlj7M9IzCPzSFyEwA8XR9i583OSxwlHmQ31CG4h11cFYVXbGdpSw4NoPX//PX5TcMFhO2f/ZeVN+2VSaTeCCC8Qu9GD3dBV//BMLegKS0dEY9LG4HnNXFKN5Wi7I9jTDaKUKw/IWMh6PwD07J/tPp8hj8w1MIjs6II84YAVqv/frfy74sZwaLEXX37pRzuxqKmvtEZ7dUSpFOL3uCZUSa57YKpSPrmKtZLDCBWDIJQ34BzI3NObUodV8YlFRQ/bZK3PWhPdj3wFa4Chyw2EwyGdB3EES1++5NuHC0C8/+7WFcPtWXbuVIiqPadFNdTk5YiwLpRK4kk2FUbLJQQ3aJL3If/EH0/+htVD10ECaXHYE+KjslEZsNIDI+I8536NXjK/4+97e7RTte1nfveHIPDj6yHa5ChzhkQ/p4mS7cdVez0GY+/VeHcPG45hTpoLkY2bindlUnPDsZkLID0/tcyNCa99biwU8fxK2P7YCzwLGgdkbu7Duf3KOl6pNJtJ9mRgyy6BnsHJOadFHhyuBKZkxMVhNMi04vIy2zfenxy3rscjXZpd7Tok49DNSHXTTUeT0mTrdrC6xkCnqzUcoG8WAEtpJ8jJ5sR3hiBlV370ZebSl0WY6fn/eeJ8d4Eo66cmm1C3QPYratWxZgpnwnYjM+cbzGPLt8Jq+xWpzyWkwQz0p68SNzLx/Z0ourbcAkrHHa4inTC59FKpSRX9TlSXpcsd0JXRafA8cWne9k/5SURoLeEPIKi2WMRPxRlDUWY7x3UhZxPDvq9HmofU9pMrTZTIiWYuh2/BYUz/sjSONcdfvtt16hG1xRUYFf+7UvCxXrSuabCQoyuqahDFW1rNHfCNpKxSwUZ+n/0n8zFzIsaWoNCbeQFCE2G8J0xzCis6w5xBEYmhInvNhi/hAmWvsxdmaefDswMo2ibTXLOmE6n+Hj7eLg8ioKxPFknwzN8fZi9GwXZrrHpG4amQ0g5g8jEYnLTSi9ZXod9CSAd1hhyXcg77UClO3bgOrbtohTXskS0ThGz3ZLepHbqb13J6K+EGb7xqVlaOxsFwKjM/Iao1UNoanIvvI8DL5zEYWbqtH02D4UbKyEcRnnRQfc8dxxDB1tk/2PBcKI+SNIRDUpvYzR8U+1rSzNaLCZUdhcKbWV99L0+QUwMpoYGUTgyGswVdXC0rwVOpPW+rZc7ZPgo7s/shd3fXgviis9VyxeuGCgo2LkRgfWe3FEAEUZcpHhnkmEApF1A6hyMUY+jvJCiXhT8XyJevW+oMyfXLCFhsa11plVjMdb3lAkDvi+j98sad4rFmtUOiyww+GmQ0yh+8KQBqBSIejmoa5xAVstV5ulEe1+9vBlQYTL/usUqSffdO8m5Bdf2VbECJeZj60HGmT7GSfMSZsay9tvacqdR3udppIbIHBZa+szOqGGh6CYi6HYanIui9EpBgaGtTJqimWCOCweJ6yFLkxf7IMpzwYdF+OLxyPr+0YDggNjMDjYXxxEdMYnjtropOpWQpwvUdkUgzAXLt2uIzwLxNkIReqSn7gqcghlle+zBq03NQnzXCJ8BMnoOcC8LS2AotXtXcV52HbPJilLJXZWSQ1fWIkTSdjz7bC5KBeo/YY68oa0ilK+UPX3Qqm4D5g4Jpz5i3nN32ujgtLiiJeRcH396gDRuqZyYeXquNgv7HM33aqJ3uRqV3EmlmMRyhB/LxJpUBTYSz3i2OiE2c/qG5hAQXPVFZuK+sOC8s22yLQfoQmfRKzGRelNOrPwpB/haY283WA1wV1XuqAeOTswiZ5Xz6D/cCsi3oV9ZQTDcFDx5uJgigej8mBky0XDTN+Y7HPzkwclKs7FUomU7O/Qu5cwcLgVfW+2zKGWdQad1Ki4GGWEI47UH5aI1ts5Ik5100duRcnOeknzLOXsGb1HZjQlH4PVLA9OGlqErU2eXM0zK7DSipsLAEv+lSpKN9ySCUnpKUYT9E63PE+FgkJjychiKaNz2HPPZux/cBtKqpcHuXHs0UnQkdRuLhOAFiNDRsnTo7PS0nS9nDBTkZ7tjbCVFEh9mHXKvLpyIas3uR3QM0uhqvDsaJJruJLxeHfevhEHH92OsrrCFY+XICimgRnld5wbEIfI4/WO+SRCXckJ00l3twzNlfLY4lS9oRSFq6hCEYFO5Dlr/Jl+8aHuCTm/q5lKkhxKfurXnqYVS0WgBrtFuzz9gqZmlgxq5DerGNuV8qqLtfo6CWOSSYlwzR4nLIVuFO1slPvIUkClpYUTFh2brZKcyDqYXHnQ8360WeTBsUvFJaa8/R1U5zLCWla0JABPpy8VlHQi2opUckacosF6IKfDp/51Kj4sfOeU5iSoShcfgM60QSLbnIzBFVPWxjoBiAl3Ol8zbZL0NRdbDo9DnO38sWsliYzZ3FmpDDL8Oao1rnz9u1AaPwMU7IXaS/Kh9S36Y9G4iDOEw9F0i5wqwD/2vxMYRWe41rmMWdq/+7t/xIMP3o/6+lpRTFqLRSIxWeBzDrGtQ3bxmi9HslPQi81Rlg9rQR5me8ckEpztn1gSgBPzheDtokg2JDVMx5uMJQRwFJ7ywVi5cAKiwwx7/ZI60huNsBY4xflkr1gJYKHDo+Oik7YXu2ErcsHsssGUZ4XRqrWrMCrmZ7hA4IP7OdM1KpEs933rJ+7U6kg5pBwmWnox1daP0TPdEvF4NlbCWVEAs9suzo/k8JHZEALDU5JG5/7TGfe+ehb2Ypfso6tGA39km63Qiepbt8BVvfA9OvHe189J1C+fK3Kh/r5dsBYujF4Encuo32SUdDgXQvolwFY30pIBP9RoBMaKKhiLy5D0cRKSpNay32Gqm46movHKc7TYeGM6nFY076mV+mim15D1TN9UEOV16xQrWMUItDKl1Y44odOsxfPObK7tI4eWj0y0Wb2xLKfjJYBq07569F0aFSdMI5CKfcWVy5wzAWVF4pgana8nuwsdWrlhFdQp+5NZDrDlmTE7lZiLqsPBKNRkAEjMCqkBnYvo6xrc4jzledIPNT4F2EhSo9Ud12Zp8RXKpZKLmtGWHFBu5DG89y0FLpgpA7qAbE37J7+5WgOdLXGd+F3W+pl2zv5O9rUVOngGCGx3KnAteXw6YwX0aiDtSKeyWjz1UsslGnr+Ry3Qm3cIKxancQ14NSMgKq2tiXX1Gan5Ak7oTYuJkAjy2gzFQC5kE3QGjv8kdHqXOGM6f030QQcViQUz9BXHv9K1YvsTyZvkc3qg6Gakzv8elNg8PmMl42JuxuvH0MAYxkemhcZyenIWQWb/0sxYRoLkrGbpKWZauKgkH+UVRSgsccOSVbdfzlhC+cY3vo1t27airk4D4a3FxoamMD7iRU1jGWob186gdkNzAo5yD6webVUmkXD/5Jwueca4AhUn2D8hg5sOYurSoESHjCRZA3UucsLB8RlEGRXygtjNcFWz923haii/oRyVt2yW1DDrvaU761G4uRruuhJYPHlzNV9GwvydgSMXcfmpdzDZNoiE1GAn0ff6OWx4fL847Vxs6JgmSk4HX7q7AQ0P3YTK/RthK3FLhMubOjztx8ipDrQ//a7UtVlXihOG/+5lFGysgpPHsmiQO0rz5bHYWG8eb+mZc8Jc9Gx88iA8TfM3r0TLY1PyO7ayAlntc4GAZBIxX3CO/i8Zi8k5JLCEr+ltZonerpspOuicLhgKS+a4pFezxh1Vgrpl5LWA/ShNICFRTda54+corZidISHCOpOefi9M9i9Hf8OotrTaI0C2XIxOkylrgqKyJzX2Ey9nPHcsTWScNo1oeKKic7FMbRfQsjSMEAQ1HptAKtwO6GxQRTEtDF3ebqjRYc0RJ/1IRbqhN5UDJkaza3TCpKc1FQGhHk1ghjS2zMjlEAVn20pYjNV6rJd0Tll05QRqrfzbXJzvvpKaUtHD5Hh4wUs6vRNm5wfn/jeYNwF8LGM6261XRO8mx0Nz/zMNzcf8B0wwidDJVRi1r9NMioIXGn5FYwxMH9Nq0ensTAB93SMiR/jO4fM4f6odE2PTSKxQumE7U/OWOhGC2LN/Mxo3VqOoWOOMXm6xIJkjp1NS0usynQ5RliIHp+DKd0hEfAPQ0eszOg46PBojTEaavOuz+6pYxwyOeSUiZBsHQUN0ikQmMr3rH56+YrusF0dnQ3ORs6v2Sko+Rry1d25H0ZZqeBrKpE635GqUKZcyj6SDTXYzzn39VaklMxJnPZfp4uIdtUu2RSw2OjoiLUv3NOKmLz+Owk1VVwKdCp2ou2cnPI3lGlBscEoWAkyDT3cOz6Epr5VFvT5MnLyEZDiCops2S4o0MuWDvaIIcaI/q7VzF+gdlfoXQUT2qhJ4ttRDx0b062SpUECUlKS1xGKDoWB1J8wUKUFBi40ZD/YyshVHQ2xqrVIS7ZCgI+uyJ+OJOfDR9TKtbSglNypBHgQ1STsXU2lruLaMXgmKytV4vFbHQvF1OTfpVPGCSC09GWnYJd3cPtIYcSTi2v6uNLnwfemZzHLyZqtRULWM1GShZduIlPdlDTOSDEFNTEPR5wHmSih0xqbidaJm0/zxTHMyBV1wOxRb7hwF3HeeG44Fpjnn+16180jwjqC7TQY5nlxa7zLbZMtVJrfP+cVsM8ljPcY6fSQYk5JUxix5Flko5bpPPLZENCHXSmsr47VNM9DpiGLXaSBEbnPRQnYtppRpLUCyKMprQOrUb2gZgZoPag56hX2c8QbwxkvH8a/feBnH327JucuJLUJHxs/g7UNnUN9UiQ/+xD346KfuF+cs+7SMgAOj4IGBQZSWlqKwcF4TWACmeXnLnwNiLYan5C9blKYnfaioKXr/OmEtTZwntRUOIiJ66XCykZahSV86Ta2l1Iq312LwaBuCE7NaJJwm715M1ciaLY2kCEs5YZrF44CF9YwcT1DV7dvQ9+YFjF/o0/o5I3FxlASI5SrxSv7mhof2omDj8qtg1oeYOt74gQPi9DPANR4vH1wUXCuzFLmRV1eGRCgqaTF/7yjcm2thLy/E2NELSISYHgR8XYOyD7aKInHEzvoKqW9eL9Pb85D0ehHtvCxkHbk44cIKt/SVLjZe3p5zpECcRGFlPqq3VkgLjKYpvPDaayLduK7GyJK6pm+8fAJ3P7gPpeWFmBz3SoN/dV3u6SvSbtpXqOUuZTKJZv0vh5p1vJFQVKujpcE0NEayBRVu4QKnTQ56pa96NSfMNDbpLZmCzpi7ME+rt6sJiXpTIpDClKcOqcA5qAkvFKag+X58GoiNAiaekzVO/ETfRkehlH9Qk0VcI4CJjqn/whDajnSg80SfoHwD0wFZsFgcFjgLHajdXoVNtzUJZWZ+2erSocwm9J0fxP/+2F+JM6aVbyjBvT99O27/xM1Yj3Wd6sNLf/0mzr96ce61D/3GI7j5g7vgKV+dn5mLjKkhLy683oZLR7sw3jOF2Qm/LFqNZoP0a5c2Fssx7rx/M/LL3KvSzi5rRZljVKA4G6FUPwrEQ4CjakXd9kgkhn/6v8/gB996DYP9ZPpa+0/zO90dQ/i7v3gKbS3d+J9//otwOpcrcyioqCjDH//xV5Gf70Z1ddUcItrhyMN//++/NSfcsMRXpUXp6KEWiaRZkrkh6OicjNzIPBNZqkha5JcHW5FT0sp0aoz8nDVFcwAk1nwlQlYUSS3TAbkbyiQlzdRtYMQrjju7RYCRcCTthBkJu2uXrndp6aHcT5DRRtCSQ1DKrNcyVU5kc86jQlHg2ViB8n0ER6zUa6YIIrt4Zx30WalGpqUZ4V9LJyygE6Ykp2cRSZN6CICErRtWk0TA4ogV0nrnC69uXm3ZqqChpYxnKTQdRP/bl1HYWApHiQvTPePwj86g6Z5tCz+s0wlvNB96T25MYqSdvGKCoEB9LIGwL4KSOo4rnTiauePHjTdGUBQTz9wS1Ekd6B2TWlRxqQe93SPoutSP8qpiNBA34Fo62mWrFyOxa2F0Ct5xH9769nFUbSpD495aQb5yLBJZveXmekwMkKQDCAdjaD/Th8376lC3ZfnFJOlDT76qabhmp9AF0KUjiX8FdHk3LWprZK8uW294D1Cj3LG+qyRSlEx5fl/oERXPLYB19dYzttr0twzh0DeOovNEj5C+xEJxGUOSCVBVhGYjmBnzYbRrAmdfbkXZhhLpad794LYVnTHLH3SMZY0l6G8dkuhz+PIYBtuGheaVNfu1GFt/xnsm0Xm8V7jRaTanFZWby5FX6Fh1kTHYNoJ3nzqNMy+1ygIjyog6xnIBGc+00+6fCgp/96UjnTj8z+9i90NbcdPjO1HZvPZap9SAo16oVLNjDVjq8yxNzADu5vnU9CL79tdfwIvPvIPhwYm5vnv6DpfbIZzQVTWlyPfkCW8B0+oEafGeYt2Yqkpc4HLxJJznM34cPXwOf/q/vokv/crH5H5bbHQJDocdDz54r/QMG41aBoBGWcPVEOm8J+//wH6hybWvMRUt38dVmJpKsrhLuC49Fu9sqPEwEAsBUR/URBS6oibA4pQD4c4RJGQvydeccCKBmd5RqRVnnHBo0i/1YDol6c+1mOCuKYbJaRO0csTrl79sQ1oYCYckomSrz7VyWpKaIXQ9PdFLeolpoBx9sDXfAVdVkWQAVv0tvQ6OEnK5zjsV1moJSruWJvWPpipJMRvzrEIaYXI55PddG2qQjMTkptSAWwZpnWF/IxGf6zGm9HkMzHxwsDJlRvT7YksGfJKSFic6PTVHpLAibaXFeAU3rCYyEYOjwI6imgIhCmH6cFWTkDg1N5lfS8tQXmY2S2o7vsZImEjPY2+dh81uRVf7IIrLPMs6YUYqVyPEkG0kGqFTYNsTI92qzfO4AbYhsR/4nefOIRrRwC90rrY8K+7/5H4hB8meaDjBD3SM4Y3vnRJCkIyxVYqIdHJoK0Y7oM+DYnBe2daYQS4Jh/E6z73BAcVzQFTZ1ChVyVYfr4wALxy6hDe/8S4GL44gILiSKz/HklAmhUtmqOBMCDMjsxjrnsSdn9qP8g3Zwu6LygFOi0SUElmnEep05gMXh7Fh39LsYcsZe3SH28fgm/LPbX/D/np4yl0rRqtcULS8fglHv38K7e92wzs6uzTNanoBKylvfxT+qQAC3iAm+704+JE92Hwbg4ncr486dgTq4POAvzstopPVsrrlV65wwqlkCj1dQ6IP3Ns5JLVfZmnqGsrx4BO3YufejfAUOOVeoVKRaF6zwySZEqcbDkXgnfbj0oVuHHrlJM6cuCTqSwR2Pf/UEdx+zx7ss2/V+J2zjBnXhx66f8laM39juVoxM1xMQR955Sw8RS7ZB7YrUdbwxqWjI7NIDp3VHKyzHKkpnmwTFJMdasgLNTAOxCPQVe6GaiJnrQ62QhfsJe65Np6ZnjGU3bQBRpilhspImE6VTtjdUCr1UIKTMv3EBG3NDmi9wDQCtiJTfqkxm0gkUey+ooVpsbEGwu0QTcx0Lx04I106CjpZRtp0RNy/kRPt8wxUMk+TljM344LDWkQ2GX1uEzVTIFkXTxXe3Gtfr6Tjzfwm8uwLXs+0GyxuPVhPXYjfMJg1jWAhnDfo0+diiVq82SJZk6RvFjrrwht22e1zu0t8jk43Goxisn8aZY1FsCxqwl/K1LgfqrcLiqueOy1jVdpmuNBkNkfARDENACQpVTOULCKDlYw3N1fnY6PTGBueksh4anIG3ikfitIrc05ABHWsBA6R1os1CjAseawk9SACenBGuKRFgSkLiGVzmIXE5L5P3Iw3vntKGLrITHbkmTOi3ESykIJSlyyqOGEzoiYCmwIPpLDMRIEUayBRh6SjCZJSOdaWkzdc/3GpCS76x6DGiDFJAoFOwFyqyYIuY3SkLa+34Y1/PIruU71zaHlmAyo2lqK4thAOj13S9LFQDL6JAAbahqXEwfM13DEmUTQxBQ996W54KtxL1mS5UKTgxJHvnBCHJjXEnkl0n+pfsxMeaR+VaJbzEo0Ocfs9m+ZYrJY8N6oqC43D3z4m0S2Pm99j5Fy7owpFVfmwuWxynBwD/skARjrH0d8yKP9PDXhx7pVWuTxmu1kyJrmaOvaWFgFTtIe6wtm2BG9+IpnE0cPn0dc9LClpjqEduzdITXf/7dtRUaURYaw0FzFy3ri5RsQbiko8ePGZtxEJRzE+Oo1jR1rQsKHqCifM7dXWrh0VLah4iwkFxW4UlbgFMFlUmrtk47WJhKMBqCOtUI0WKBE/1PHLUArqSDAMxDjgklDDXqjxIBQjUXI62Aqcc8heOjs6YTpfGlPKRDoTnEUHRnIMDmxxwmlEMlHQs73jqNzfPB8F+zVpMjJP5VVQb3fpixQLRuAfmMBU+5Bswzc4KU6YDlmccCSGZJSKJnTAGqqTbUQ5e91FxoUDST9yNQ3Nu+AMX5eC5UqDOPu9qxF2p3HPI76w9C6HMo+ZUPp5EFaXbW5lrRiM0iNMB2wsq1x/NEriBL1OJktOIqwZOwtzQMjGAlDHTgOJEBSDFarJATXq54DTxjMVYQJDUEysLeuguOoAG9OnudXLWJndsKlG6yNUVQGKWK1m2O1W7Nq3SSYKpsqopXojjA7daDFIvzCj4Uz6bS59XurC41+4A9FQXJjF6GiHuydFSIKOm0440w/MPmAqSxHoQ1API+nddzXjgZ88gOKqDKHIMoxi18qY6iRhB5V6Vslm8L7uON6Dd39wWlLQjAo5Zqq3VWDbXc1o2FODkjo6YYccD53u7LgfAxeH0PZWh9RSp4dmMDXoxYlnzkkd9d7P3war07rgPMq5NOrFqZc1FUvkzcUhI9q+lkGhW7Xm2GnBqGvg4giGLo/OtVyyTt24r27FbYx0jOHd75/GpSMdCM6EhX2sorkMO+/djPrdNSis8cj15AKZCzPfZADD7aNynOdeuSj7zNdaD12G3WVDaX2RLE5ystCoSNTqmj5LMoPVjzGZEhAWs0M0Shje98h+PPyBW2HPEY/C88/76La7d8k1ZU355NFWee/08TY8+PgtqFkDDiOXtseG5gpZjPL32C51Y2vCHOx0wI4Sraczvwa6Ai2SYAShuMoBK5vb53/GWuCQ/lfemJoTHtX6Vrk6HZmea69hyxBba7hCsxe5BVXN9CgdNduMMsbUNWunNGG4WkLLUThop/wYP9+D/kMt6D/SKnVkDRnKCNQo9VCSW7D9SJC06Ud40idAqbVItmWM22NE/36x2JTGaau32zSu3CxLsSVJb0AyrKWKDY5r4AwYcYVikpKW3w9GxQGZ2fsdjMDq4o2ZHrBM/efliaYriTqu5jczUY1GKq+lU1e9MZiKToSgzvZCJciHkwZLKxGCk1Qi/qDOdLPPjoMYitkF1ZKf7mVe2YiALikvwCNP3jb3WnZtqqq2RFbwV4NEXYvxJ8j5W9pQhJ6zg/OiF4vauRq2VeLJL90lvb1MR9PZcqIU8Qov1WW4z5x49EJZ6ci3obgiHxv31uKRz94iDGbrBvWs5XgMNqjWKo2jgIhokwcwLh+RsL57+oUL6DimOWA6ysIqD+793K3YTV5s90IqXTqdgsp81O+uRt2OaokITz3fAl/aQR36p6No2lePht3aewv2TVEkGt50a6OkkieCUUQCUYx1T0h9uCHHyFJzjmPiwGlGi0mcKPeLZYqlUdAqjv/wHNqP94gDZuaiYkMp7vnsLTj4kb3aPLdovLGGXb2lHBv3N0jEffaVi5KW5u+2vnkZm29vws77c5SNtZVJxkiNz0JhBmkVliw1lUJXx6DUeGlbdzbi4B07c3bA2ca+4U1b63DPg/vmnHBv1zACfmJ6klBjs0B0KkvRSdVKGnqrZMUQ96WzX2yfi2qRuyl/yewXxUsGesYQCkaxeVedRMM3LB2tGK3QlWyCru7gnIqL3OGM3krI/7tEesZhlSiX/MiciOlE2f4jRPCjXuE/lh2zmpDfWK61rFATlu1NbjtivrBEs1zNcuLwDUzKduad8JUpKEbW/W9eQOu3D2GCSOdMq4DLJnzJ3HZeuUeidKPDAhN7Yi0mcc4aPeQlrRa8RuN+X9fe2hxNemfjCcyeOie6qrbGOsCTLyAoTU5PQWRoGEZPPiJDIxL92xrqNPAbWcTSDlquLWu1JFwwGIXsYyWTbHepC0VPziNB3ZUFqNq7mDgAMORrikKR9osIXzgLS9PS9KSrGQc/nULt9koMXhqVaC8nM1ihuBsBixuqfxCIeMXxKu56DiCooQkoeZVaBGz1QDXYoAia5epNgHk5KDldSxM+80gCvgmf1Ck1asv5xUqmFEFEdv2WCnSeHZDJhkxcnmKnLBrokJmCI5FHaXUBGndWCZkInXfmuG7cASWA2LRWe4yMaE54GUd86e1O9J0fEHEIGhcPBz60B/uf3J3ucV7eGC0f/OheSeueePaczEN06ke/dxJF1R4U2pYm8Gc99dSPWoR3maeWkfXFtzpQv6cmp3PVe25Q42VOt41R9nH3Q9uWVDST05FSRX3q9AstErXT8sucIpBx68f2rVjb5bxF537nTx3EeN8U2t/VkPHTIzM49vQZ7Lh385KkJSodVkCbX8XouHydQO9TUIsPLIyGbZUaTiDL5Lx4A3MUupXVJahrXKM4b5YVFrnFEWfMP8tsTUJzrN7zUCfe0Ryrs0kbO3nNUPPqgNmLUKdPQzHlQ415NYectwFKya2AdVEUrULakpxuO4wM5siQlm73ujFO2F4Aff2tS7yRQT8u9SVFnB8jVkE8T/mlrkvwA/uDmY5m9Eh2qrwsgFVeeYHUk8n5zHYlRqd0uv6hSSHToEk6unxh7YGDh9SR7T88OueAGeE6qwqx7dP3oPr2rVKjzkZbZxu/M3KiY11O+H1jdG7Dwwj39otzTUWjCLS1IzY+AUslsw0GTL72JvJ2bEUyFEZ8yovYxBTMxUVCtxfq6IapuAg6swkJv1+TdKuqgC2bXWaJy62RZuS2i/GRIcREQckNz8c/d1WAozAjjd4pqe/leXJjX1IY3dbPkxfMwUXlu9kAon8bJj3TeWbUbK9E34V5ispsI3L2G7//PN764VmJggnIeuinDuKRz90myPT3i8mCgVGwyQ2196+B4vugsDd1qc8BuPDGJQFH0Xh5CWy69/O3yiS67PbTJrJ3N9VhoHUYF99qR2A6JEjzE8+dw22fuFlqw0znL7aabZUori0QlDRRybPjPrS93YFHvnzPqmAn/n7XyV5xwpl9ZrS+4/7NS0bBNJZi6IBnxmbnHHfVlgqJ9HMFV7H+W1JfhN5zA5KSZymp61SvLNrE+S/ezEwbUi9kKawRHc0A4AoFJUB391NA+TJaw8SP6BUBYK2HBjI7m+Nw2uR60LFzT7QWvRQQn5HIV7fx56ASR9D1D0DCn17MzQDBAWH6Ujy7AM9OqBf/RFLrVzhhBWjeUSuypj3tw4hTlGeNuI33JFcqTriyUJwwLTDsFXrG4IRPgFlMCbvrFyIOWeslsQUtQyVZuqdBwFVMeQpPMhV00mQgGWM7zuA7bVqvLy++ySC15rt//zPi2A1cua6kFymN7Ncm4nnPTMTIK2CtrYa1tgp6ux2JWb9Et6HuPhTeczss1ZXiWKMjY6IyQ+c8c/w0koEQTMUFiI6NQWc0wVRcKO9R6i3bjARdZfWa8sZnv+hiab9ld5HpcUVBYnoS8dEhmKvr1nmoirTyMOVHNGumlWMdW8K/ZSPoL+KPCNCHbS6WRUpFBB0d+sFpHHupVXp/C8vcuOsje/HQZ24RdPf7yqKjUGdOAYxazCWA/zJgKSdH5BUf9Y76MNE/jUggHQUXEKBUrdU5l7nkbCUbGRkVIgcC5+jE6JwIbLrwxmX5THhWO5esmbJGfIUpkPpt/4VhQUbTkRE42Ht+UPrYV0rbM+rmdxhx08jdzLo1Ob2Xc6iM+NqOdEqnAI3Omil3Kh3lbAqkw4DHM9GnRfBcQPS1DMg5uyIKdzVD9+ix3LZtr1ry3i0ocmF8bFoIYnjeRZFpnVki7m8ikZqLrPPZCZLJ3pFjfAE6W1Q7NGCfiGgQkGnQonmKgmhbXPJ3GGF3XhoQzW5qCa/V3hsn7LRLJJox/whRyj5pP2J9l6olixWLtEg444SjIl7PvlqmrwmoYnsPCS8WIxRn+saFFCQTLbNtqPHhveL06bhXRtql5sBaP84miEIDhRD0EvUmZmYRGRmba8tRTEbpB47PzCIVj0Nvs86JJhgLmbZOwlRYiFQ8JkQrepslncaeNwKg2E6QMYJ0hrrHc1ZnSvp9SAYDUtaIDw/CXEn1m7X1dWcWTSSWsLut8I7MijNely343X+7DtnhscHmtEkUmH0vsDXpxCut8E9reAhPmVMoMNdKyXdDzOiB4toBNdAFBNrT4Kylndrw5RHBCmSCW0aUhXUe9PX3o7W1FeXl5cjPz8fo6CjC4YhozIZCITz77HP4wAeeQFNTE2w2q5C/sA8944Ql43ZpFM0HG5d0whJB76vHhdcviUPlfB6cDQvpRnlT8YpOmLVr1mQzqGhmeLbcvmFZhixppYwlhSgk0+LIRQa/t5Y+c+4zVZGy2b14PxNVX71FKzn4uodlXsmrLoFCjmhGizltXId4gCxqGsESjREkwYukqswINbDP11OwOjHKUhYKhjExOs+wWL+hEnkZ1T6NHiyzM0Bek5ae9p6R8pN0QWjsPivPQSow0j+JTdvrJCVtzxFo9547YYvLtoD/mWCs2f5xQSnzhjc7rcivX+iE6WCtdLJGvThq0keSvIOIZ6aybcUu+cxiE8pLrnrTNx1rvsXb68SZrDaZMPXN9iVu/8fC5HCUReDq+X13bNoAQ14e1HgcOpNprt2F4CLXru0w5DmgplPQeqsVrr27pO5Lx0ygFnuGRfRhCfaYwnK31NYyFgnFcOr1SyK5x5s420EvZWTJouNPznjl+XrQ0VL7TpE6MYGS2kL5XfZp/oct05futgsamMAxpu2zjaCemcnAHHXl9KhPJAprN5WjtLZA0tFLAXveC1MI/iH1ZSoKpeAWIKhpKC9VnJvom0Ysq/eetJ6slU5PTyMYDKG19aL0htIZ19XVwuFwSJ2P5yGbX9iRb0d++cL5ZnJgeq7OvJQxHV3WVAK7u0uiW2Yizr/ahrt+6qAAupY7l0x7z6ajYAJVCyryhdFqOaOzJlUma8JzIEVfBKeeO4/RznlQay7GdiUuZue2nVRlYcYAhUZZzsi0T7SxqQrGrGJweFIkIOlcyUdPvgMKmRCXwjIiWyFZcpzpGJDFvGdrPcxUFDPocetdu6SVSEQb+sfR2zm8bidMlrqWMx1z/990cCsKityaoIRrCxRH5hwqgHszFFm8ZXituTpwivYxRSyUyseuiN7Z5992vhcjg5OIxeLi4KsbSucd/fvZCROcRUINOlS2J9HZsVVJ+J/Zj+a0i7BCtrH3l0xbrAMTiOXtHhU94gyyOqM6tNi4/WxksxBwkFosh/0cO9etoah/TIwDOzs9JbKM6bQbzVI2n+I3utMDO33j2+rSPLtZE4GttirnXmECeBgpsd2BK3xGwgPtY3jmbw5j772bUdFQjLx8m4CmeCNzpcvWGKY9CezJd9phrmsS9SSDe/k2s9WMkyV7OtnbKcjoNEfz+8FZvJ+MUQfbVcoalk5PMjKr3lCCzrP9muTjmA/HX24VBSYuuEiCsjgSE21so174ol0eh4hlUOGKadNrRTKyrMnlJetahFIBy4AUyAgVkLGZMSPFKewG9PZq5Sqv1yuMSeQLDgaD4oQ9nnyhMaTjydwPXOCxvzbbAtNBafNZzshbXrm5TFDppJ9kexf7jYc7xoUaczGfNH+PqObuM/2i9kVjW1LlpjLkr0BRSccbZMtYFic6W6O4HT6uxnj80VB07jzQwWa0l70X+2Q+TsXiiE7NinxnIhxBdCagZdBMRsk+En/DRWAiGNGCofTY4Biho9y2u0m4o9su9ODdIy1opJCNO3fOdJpvNojzZzrw9qGzst2a+nLsv3WbMNcxylVs8+Q0Mjcw7VyYvzymybPzit8Q8imrGW6PA9MTPnHGLIXVrKI7f82dMAcK9Ue5aqZwuoaYNMKZpTm5lLOgMyWTFKNgShRS3pCrJBJWED19RVTL1EihS5z3ZGu/UFuSY5rN8jSSdCwVCROFnU2WwcHCVih1S82yjliQ2sNTgqhmL/GPi7EvOVt/mCIYMz3jKN1NabNFdoUw+fIKI7kY05TUkm3YXomWI51aSiyRxMvfOiZsStUbS6V/lNyqnCSIxg1RrGM2jM0312uOOgcB7dVMbh9FweTgjNT91lQDW8ZIVjGcJmnQSO+1B0UN+Hd80CskFdnQgf72URx9oQX5RXky/gwGEuNrYhKsnTtcVnhKXHCtQjf4Xhkd6S2P7UT/pVG0n+0XsBuvIx/LGZ0wa48k+ygodcs137SvTigwqzaUSBvTdTMCsyhfOHMaqsmtdWssMXZ5DTNpXRoXEpw4bbCJiLvL5UJengPxeBwzM7PigK1WJxoatKgpg3HgNV2sZsVtr1Z+qd5SITSTXafJR699h5Eua8mLnTABXz1n+qUfmfgGGmu0jTfVrijWQDwGaTHXTXCwkqlapJ3ZNIMaW0k+rEVuccJSunI75DMsL/KDdNR0xMxkuhoqYC31yFgxufM0Zr70nMV2t/LKIjz65O3wzWhO9PWXjqO4NB97bt6MsopCmMymFYFPZM0iMcf50x144YdH0Nk+gLKKInz4k/di4+Za2GwrZMbWyDdOP7dhazUmx2YwMx2QejPnt7XaVTthruY6WwbgnfTD4bLJpEpN0brNFbJDS6Io2UZiM8NdWyKIaNaDpeg/G5rr9V0KrUwny9rw+LkeQVUT2MV6rXBSM129SDeX5ih1CxCMn+GKjY5p+Fg7Snc1yCJA+oEzbRmsAdM5TPrQ+fwJDB1tQ8QbmGPVe78bj4fHOpdhmPIJMrziQLNwdmen4DOpW940wnhmuPrU4pb99ULmQHal8QGvRvVHyry3O+WxnHHiJi/x1ZrGOmZA1eYyiXichfYrej7XY6N9U3j6Lw9hfHBaJk1yxMrfkPaXCwpKImbbsRdbcPr1tjnFHIKZ5Dn/Wo3S9nPwke3YecdGvN9M+n/1OtRtLseW/Q0Y6ZsSJ7zq93h/hePymJkIoKtlEO++2IIDD2/Hg586IO1LPP7rY3QMccBEnoA0LH+JdDSdw+LsTr7HjR23b5nLmPCRSbfSMfD1j370IwvYmqSvepEjpNNcDYhIEpDK5lIhSWGKmPdI6xuXcdOjO6TOnMlkZXSdz7x4YQ7XwMVbBhC2komaFZWysnaFfeGMonMm2ljGrHkWuEqcc4sAs5vzCvWOjbCVeSToIf6GgjBUZyOmxpRnh9FmgdnlgMGuYQokI2k2Ck0uuepFX13UxlTpDR4ZmhRWOcoY0qk++NhBYc1i2xF7gFlCyZwraZdLJCW7NjoyidPH2vDmK6dw6WIP8vLsQnd55303wecLSp05V/4j+i868BVNBQK+EKbGZwWUtdZU9DVxwrzhTh++jA//3D04+nILhrrGZcVLp1xeU4jm3Us3o4sTri/B0LHLEgmzTYnMV/kNpQtAW9lGR0uN3ExEO3y8HYlIFKY8m7Q0mZaAs9Npu6o17mmybdGpdj53XNDZtXfvEFUloWgkmChda7709Dvoe+283IjmPJsmd/ceas7majynJDiZvNgvQhc83v7DLRIhb3zyAGxF7jQPNp2vKjdIzB+Sm8Ne5IJylcQKjOzueHK3TBY/+D+vwzvu1yLHNMpxfvWsTWZsQ2CqSFR8VkCor8UYjUYCMbhLnSiq8lz1pEObnQzg1BttmBj05r4fqqZVzAeJLZaKrpk1eL8ZrxNrpqN90zj0g5M48WorfFOBLEnI5QlFNC1njSSCToDbovM+9P1T0jLDcsSGXTXXacdjQHQcSvG9wPS76RazK81kW5hGpxPkvi2mQ8wej0tRJUomJC0Jmb3tpdqTso3p79KGYmkXuny0SxYuPWf7RdmIaepMnzLHD50vOZ9ZsqGR+a28qURQziuZRJnWhS1EpOG841MHcODJRVrFazRt26Y5ZLQnqw/XVlqQlsfUFj9z1LdpOcjFVrR744J+Y352dHgSg/3jwp9eWVMqBBv9PSP4v3/+fXlQgay0ogBuIp3NRi14C8fg94cwPDCGqcnZuXIDI2a2KFEY5V/+8UX5TDRKbvzcMD7sUf713/nsKicEKK0slLHOfuGpCR/qNlTc4JpwmiZQe6qtcGqby0V8vP1c/7JOmKo87rpSWagyAtbUibRojsINyzrhNCMW651TlwZkEBNJzR7hJU2noPr2bVJD7ntDI5ensz/xZz9Eyz+9JmISVF4ibzR7lMMTPhGWUBMp1N6zA87qYky09GLk5HyB//1stffsxNTlISE+kXTXbAgX//UwLv3gbaH+1FtN4oAJbuMqlCvXXT/7EDY8tk+IS67WCsrc0ku65+5NePvZc2g91oX+y6PwTvgRiyTEQTNdyawJAT6VTSW46b4tIkt4LYw3nt1twfnXR6UdpPlAg8jH/YflZsxknXztIr7+/z4jaXZGd3QczXtrsYl9o9UFgoRfPKXS8RKo4psKYqR3EueOdGBqZEZKDxLtHesWgYfr5oQp2GApgzr8FGDgwnoJZ0hlsDzLglY6OtP1IOhZb6Xa0uKaby488YxmmVKmE9b2ISXCCgRtMS2dqeES3UyCjEz6vGprubQzrWZc2JLKMlvEkteRC6i8NehRL2urJZauKHXltp1wKIqPPfjrEgHTqZFzfXF6f2xkSiJjrWyb3oD0ImuZmOwsB7dBcNfX//LpdGJkbelMRtC52NY99cKUxc3r18HtftVOmCtGV4Edx15tldQ0a10M4/n6SqkZLRLO6gVOf5QR7XKRMBmsqEdMR81+4gzgitEu09hLGVdZ1P9t/tAtMhAH376oaQPHEhpvtDcgaSVui46dQB4iEDc+eRCbPnqbfIeqTT8uxkh404dvkeMYePuipgDDNBkjUhKOzKXetRWrpOkpZXYtAT9WE8rrCvHQZw5KbynTatIsn8bLiEC6XiftElzNkv2HROgr2fZbm6TGyBRwxoqrPJLWuwI4EoxJJEBZNkY5mTQj2wdu/+BuSYtmxiZr2avVZZtvqsUf/PAXFwB6rtaYknauMCHW1zjxyYfLcaehB5GxCTT80udQd9dmONJo79iUF95TLZh66xgiI+Oo/emPw7ltEwzpdg+axWaSlDdr9RmUM8tDyx0vr9PpN9rwz3/4gqTg6RwIrPrIL94rakgasE4D/y2earQASEsL8pz7vEH83W8/jQtHuzXMyIQffW0j8I75kE9t52ttehsU53bA0QSER7Q+0CUidqF5zEqJM8r0pqkg12JscyLhRrYx+8JzvpqR0IOMbpY8iyCkM21IFGPIOGGip8moNVe/ViBKV9lqV8sZFwJMPbM0wxStANKmgwhMBdekgrSccp7q8yLWfhLGpt3QuxdiLhZnDJbKmsTbT0Jf1gBd3kKuAY4fqh7RGS/7++lsy5qY4RZlLHK1zD2zOtudHldDjHjVTpgT7v77tslqlxExJzemowla2HnLhmW/x3oAGbEYiWktRKo4Znuha3mHSpYft9ZjTCecMUbHfH0543bL9jQKCUjpzjqMnOoUAYfITECcLE8g26KYrvVsKEfJjnqpGbOXmBEjkdc/LsbaSumeJknR8zhGz3RKr3RkOiDpZ55D4cgmfajHIcdIetBsQBeNCxJSWPb//bfQ8Ks/B6MzBxGE7NosVbAonLD23vUljWMqJ2APf9tilMiMK38+MsYIiHgFPjIWbTmCZO8gEpsOwFA6H6VFjj4Hxe6EsX47bA63KAet1RLBEGIT09Li5WhaW83bWV6A5iduQ+XGMnT/xddR21iIPLd1Lt1J/m/n5iYYbFZ0/enfIhmOCKVoSp2FqvqFR1nRueFwAw43MwGM2lj353VeOvVPMNnpQ5cF1Z5pbXns87dh3wNbBBGdK8KZEx8/f/MD20T0gU6Y8wNpLyeGZ665E1YjI1Bnz82FVmqwG7ri+5bUq63cVCptSRkLzYSlDWetRt7oif4093DamGa2uVcfo0KcUe1Bw65qtB5ul9dI9MH2qfrd2gKS6GbSaxKnQmMKmhmd1XSD59R97GZNx/iCpoYU9oWl1YgI7qsq0TDNbHVADfkYwiPpm0RqelSeK3YX1GgIhsqNSI70aBrh0aBwwes4EFMpJL1jSI71QOcpAxY5YYVa1k4b4mmw7XttZOy6EXbVTpi1orKawgUSeBkTCbNljA6biOZ9X/mARGj8vsFkRNHWmiscQrYxhb3js/fBNzSPWqazYZ/wSkYuaFdDuaSfS3bWS1tUjClZindTM9dqFtF5oq/pmJiiZmqdNdS6+3bJ9vmZwk2VEikvZVwI3PwrH5BUNhMk7IV21+WGzuVvcZHA1DDr4zR+P5Oaz5xf1iW5OmZfJ1NrXERwtcuIMHPuuR8lO+uk7l2yq36uV9o7MiOpRKq90FnzGJlZcNWVQL+Y/k5NIeHzY/qtY6j7hc/jaiw+4xO6SzoOkyf/yvd9fvktndkMc9GVAhxrMek2sBol0uC5EbDLCsCs5OQgEn1tMNZsXvC6rqAMitnGAb7ufYlNTsN/sR06i3nNTlhvtcBWTUpRvdbTvegY9BYzrJVlMLqc8tn51BzHDh0x5SA52bLH0wCoMSgKnd/yi6mhznF0twxKxM9shdPjwK7bN4pi0lpajKSGqlckis4Wrud2NdTuNTZFD4XsWIa0c0mGtV7QJYw9tnRog5dGJGPCflqSZ7C/V9LsOYD4GGiQ7YoaxBkTcYTmUukfXnV3CQYrdWHz7RvmnHDIF8bQ5RF4R+olop4YmBKRh0zQV7ejStLYuQhiCH+62YCmm+sw1jMhTpiLqrHeSfScG5De8PWaSHyKIl4aFDU1AjUcEJW8RP8lUUJL2pxIekegBmaEn548BOKoCcYqqUVypGtBzT6V8iOVGISi+vCzP+9BLFYtSGU15SOfLAymjVB0LqhqCMnoRaRSM8JopejzoTfWQKdnRpWZzEEk4xTloAqTmn6/Hjq9tgiNh49C0TmhqhGoKeI7TPJ9vXGJ7hEufIqvnKuuh12zPuH1IFDpBLZ+4s41fYcyiBkpxJWM6dbpIa+sHFnT8o35EPQGUVBdgKpb51VA4qwFTwfFsTqLrlyhcxJkFM3HakYA1PZPL8eHurJJe4fdgs0fvW3p41FVEV/vOT80x2LDB9Np7CFcnJZlTx55tLO5tE++3Co12NK6axSe5mihvgHExiZgralc0glHBoYRGR6Fuaz4GjhhRaJFIlCvxkwb9qz7u8loDOH+IXiPn4H/YgcMzjwhOqG5926HMd8lhCmRsUmEegaQDEWkO8JaVQ5rdYXQhq7bRECFCzJGTEzFz6Rvc0YXtgV1wsXGNkP2A2cWyZ5SJ/I8tnUrISUW9ehrUm/XnppAoVCDa4dwAYtZq5gquPJzVDSymkS5qL91WGT+CEJjJNx2pEPSwbkwSrFliHSTmUiY9y57d4l8XtxmtJwxGm3YWyPofY3BS5XFwHjPhGRsBi4MC/I+c964z8U1ud8bTEXvuHcTzr3cKqltXgcSdZChizzWTFevOx0d8kMNzCIV8GoRMV/jYpXa8Z4yxC8cgb6sXovi4xEWy5lagxqNipO+okyQIv92N5TUBD78iYNIJceg6DzpMcus2hboTRsRj7wLNWVLI+GJco9Bp8+HwXoQikIAbTuSsVqmRqDyu2ocir4AJtv9rDgj7L0EnaFCXoMahZpk54sOZsfdgGICIhNCVakYnKL+dKNsTXeEmuTKhBHi1bcZCIw+mpB6DFmd7G67xhNq0EmkxvTV7OgsXCUuYX5hEzyBD3yP32U6iClTNrnzf6Zf+OA2A9MBed76aiuqt1fBU+XB1OA0pvqmhMTBWeIUrVDWZPgb/gk/7IwsnTbRuaVj5nZsbptsn83pTA9x6JjsJrgpVbVEbUVE4INDGu8o5a8oiZXSZLAUF5GAelmlq/5eID6rCcZTRstWBsW6fMTMcyEUd2+2Y3pkFvU7KNumyOp5vH8KyXgKpbWFwvGrCbTHhYbQ4dZkGRk9c/K7fKxHavZrc8IKomMTIuggzFl5DnGUwq5FJGw0Jg40GQxJuklvs8FU6IHB7RT1pcjgCGaOn0HcO4tEICSfp2awvbFWc0RDo5g5eRbRsUlYpyupwADFZIJjo6a0xM9EJ6aQmPEhxbSW0Sjb54PZA26XohN8LxWJynOugu0bGoT1K/s6aRNIAMnxPqiJOBSzFaqfK+L5FjU1OINkenWvcxdDz4jYZJnPRsSjSE4OyeTDzzNaZl1M55qfILnP4cERBC51IdQ7qDnhtDPicdEJR4bHMHOqBcHufiQjrIGpMLZ1oui+2+BorFtVoWp5s0JRCJzKg4oAk5/p17VIlhma5Rwxo6XFde9MrXcti+xM+1vfxWFBgdP4ddZL3cXXoR7M+ShrTlKkTWl5oxxf54leYbgSDd0JP974p3fmuJXpwJY7XqZzW15vw6V3Oud4yel49z2xU7IuK/XvZhsXA+z5ZbvR5aOdAvSiVCFVizh39ZwdmPtsfqlT2u6W5KRexrhwarq5HjU7qjA76Ze0O9PRpNlkn/KO+zYLJiGX/WVNlQsFniuHywwj9eGtdq6ytBR0OCDP9WWN0JfVIdb2LkyFlVLzTXnHAZMFOmseUunUtS6PUpNLOTk9TPb7EZ79G+h0DuiNVUgmRpBMDkKnliMWeh1Gy0HojQSn6ZCItiIZ74De1ATFUCNRrt7EeUMnmZ9E7IJEzrDdJ1tXU6TJNMNg3g2dvhDJ6AXEgs8jlZyGTlegMa1R5tBeB8WWW+eCzAmxKeEp1xi3rjMwKxlth85QChg4ifPicWJJpjeT0hrm06sUzTKv8U7WalL8n8hFwvunBqZx+unTSKkpVG6ukDoeyckrtlYIWvnsj85h+wPb0HboEnyTPhRWFaByW6VMvmefOwsjNVGbSiWtTEdb3FCCwKQf7W93oH5vHdreaJMot2Z3jaANA1MBeIemJbqt2FSOxv2NGGodgn8iINs12YK4fPiyfIeC28X1RShvLpf97DnZIxN6UW0Rbvrw3qVXzPEg1N4fQA2PQknFoVKJIzIBpfgglJ2/CZUpsunzUHu+C5USX5TUspVDV34v1LoPy0Sy1M3PiZFRcPvJPkm18ljoaBkBX3q3R1RgOLlePt4jDjc4GxL0cVVzGWxOM44+c04miAzrTs7GXdEB3ndOIDw4jPj0LCyVZSi44wDy9+2SiTbY0Y2J194SZ6uSnq64AO6bd6PgtpuR8Acx/sLr4oTpaIIdPTDk2SXaq/2FzyMRCGLi1cPwHj2FhD+AQHsXZo6dFnGIpt/4sgzo8MAwpo8cR6CtQxwsU9p52zeh9NH75Ln/4mVJ+XIRwEd4aFSAZk3/+RdhrS6f1zClY4iEELt4FJEjT0GNx6AvLIca9EFhvUoGeAKJoS5E3nkGsbbjsNx0P6x3fQz6oso5nu3EYDsix1+Umpcaj0LnKoJpywFYbn5YUtdSD3fYUXTXQfk7dfgYHBvrUfrovXOnlVHxzMkW+C5ckteZAaCOc9ef/B3MpUWyyFlvRkAnKefM5XMBigtJdVBW/prx3lx64rXaTXMZFYJSOJbYZsZ09HJqPUsCYaIJTA55cezlVkyPzc5hR7idohWYnm6UMWoVfd+OMQy1DQs6uvVQO9xFh0W+jxGnyWaUjEqmZ5j3INPXF99sx9v/ckLaimg8L2wbuunxHTmlorON5aTdD21F9+k+ccLe4VkRSuAioO+CJm5DIx91fpk7ZwefrWN88MN7JCNIhi6WZ3jMT//hizKHbL2rWdjqOJcxE5hRoRUGLCKT40lxwLOjPvScG5TgZs8j21G1uQLWuz5+pVxamuzC/tgX598rb9TcBFu+VGKE0ujMK+Y5PXR6MuXxHmLwwEU2dXkp3xhAKjkLNTmJRPQkEjHW/zXT6Yuhytgm+LQfiXiHRMK0VHKSekwLSB609HSRYCMUHWk2HYDKiLhYi4YDlzWkvbUCKtveElzIIo24N2hyjakIRaw12UzOvGOHoLi3QbWWa8pLwjt93SLhaSQTY1AMRbLq4GpDTXihcGWS8kFnbpD/1RSZUngxg9AZSX0YlRPEA9aZaqEYCsUhXjp0CY5CB/Ir8tH5TicKawpkAHa83YG8ojxZzbW+1iro5fJN5ZjsnUT7kQ7U7qkRWa0nv/JBQQJO9EyIM/WN+yW6pSpMaXMpihuKsfvxXfK351QvIr4wyprL4KkqwPN/9Dyqd1SjZleNOFi+lyiwC1qxYks5qrdX461/PIIwyUdKXajdXSM3JaP1VaOCgeeA7f8Zup3/VQTHmYqRVFlsFurJ3wI2/zx0O35DLpja8y9I9X4PuvytgGf7kpvjzVTVXIrNB+olkqjbXgFXYZ4cZ3hnFL0XNEJ4Cn97Sl3Yc99mDF4exbEfnRNHfODxHSiuLsAP/+L1nFWNtAuoOQy9w476X/oZmWCH/+VpTLx8CI4NDbIY6vk/f4/KT3wIzs9+XMhAxl86hKnX34attlrqoHW/8DkMfvP7SIZC4pxdO+ZLAUxN13zhJ2H0uBEbn4Jr73bk37RL++l0v+HID34k6k71X/kZodr0X+5E1x99DY6meuRt0VoIgp29MOY5UPmZj8FSXiIO3eCgQPf8pMWj5io8+NRXYX/kCzDtvBOp4CxCP/pbbbUuaU0TTM03ycP/jd+FwjRa1vcRjyHwgz+H9dYnYX/4pyVCjp56BZF3fwRD1QYYqppzWglz/8IjY5g8cgKz59sWvJfJGFxtWj7b9EplThoUbC8rqfJISxknYsqzvfTNd+D4+btR0Viy6qFpiYK4ALv+6je/j8uneoWalFZWW4hNN9Vd4cwzWAftT3psZg1RSWleMWbZi6y1Ps1Z1r5pbFnLl8jYubH/g7uF0OX5/ilNcSuWwJv//C7aj3dj1wNb0XywAUXVnI+Msqgd6RzD6edbRJmI0XDGPOVufOg3HpZacy7tSYudMOUIn/2TV6QmnRGBoFoSHXLGtty5URbR67Gd92/BWM+kZPKG0teV6fRv/sYPUNZUjI0HGiXKJgEHrw0XAxFfRFqjWE/uOz+E8b5JWYAwat96d/MapWsZeK3+OUUuWPb5472bcaAZx62HxfU56PRl8z3IYimoqVlEA/9/e1fa3GZ5Rc+rXbJsLZYt2/K+xluIcZyEkIAJ6yS06TRAZ2D4wDe+9EN/Qv9E25l+YmgLhZkObWGamcIkrFkJiSEhJk5i4yx4iSV5lWRLb+fcR1Js4zixk2AKz5nR2GNtftfznHvPvfcdOL0HYHN2yHvnE59iIXFi2fdQ6Cw+B7OdmPi/OQJ5L4HJCObUAMzht1UVScU+mN46mGOfAjeOi3gySh+R6Bq+fQtm9DSM4m1AoGvFCVGrYY0JGnY5aYVpziGTGoRh9cPi7kR69ojajY5qmJlpIV/DwjBxUpRIeuaEELCZjsJMB0VJS//gRApFpUVCvB1PdSBYFcDIhRFcOHIBoZoQ2p5oR9/BPrhoInI5UNtdq0LVNCYxNJM9nsHKIL49M4zhL4dR3lyGTb3ZE2XZMecFxbC3zWFVNWUrnBJcbXK8GVU2nyyuCWEuPiskTtJuf6LttitSzqA0Ap1sJ6O+gfkFhqpnr8Cc/Ab44vcwSco88AszgLNEnrsVCa8FbB1KNcP/keHF+VQaTo9TQmYM9RvrMGL4e7okpMpIAAmRCpcjEG2+Qsl9Dv35L8ocJJ6YBBzFAaTGxoE1mpGWIzURlbBu7MRpUdskfYbE6bZMjIyioFm1EnSGQ3BXV4qKFHd0YXbfLvmwBDKxMZhzM7C3bofhoaHJK+EzquLbgk5QOjuvD2LmX3/A7H9fk2NrphIwPIXI3PgOqLqzukI57wwDwe1dqP/tK0tC5hyOkduXPzTqOyulheipD/tFBRHvv3lcHM49T7ahbVu9pD1YqsQ2nKIO51LSzGRkOIrBr6/h3PHLOHf0ouSXpTxG6mcd2Ly7Cbv3qwXWYjAn23/kktTJSvex2aTc8Ol1YOqIRq7FAwR43+3/7CL+9Orrkk/NeSPyjwKnhG058J452luBgz12Pr9VjsPBPx6WvCkxenkch177DJ/8/biUnqgJd0oZJmfnZZFB8H3VnRE882ovWnY2rJmACV6jXEw3bqsVJU4ipsLOOeB5XpAcOfOZPpD1YtdveuBw2XD49aPSBjMHbivJ/sS/qUKXKmEucFRDku/X6v7QMGCT3C9DyAuJL8Qgq/K6s2Kyov9BqWGWXLI0zY7MApW/qsNeF2aGYEZPwah+Qe7P5tDfYJCYFyYBby2Mir0yNtPgAqCwEUbVfqCoddHYw/tFwgwt80uY7yRMNuseFAebrE5Tl2GmYxJ3N8AEuoFM6ioMC3MZGXG4ifynRcTvRm1XDc5+cE5Ubag2BIstBKfXBbvDLhenv9yHpp2N+PrQeczElKmKOVqeLIs72khdXGmhEDXfRxIlQtUhnP/wPGLX40jO8GBxMXWz+83U+BTGL48JwfLClbqw7GeLw1O20ZSVMkMy8XAcE8NRady+msEFDh+7kSxrGCBNV9XowI7fwShaVL5lcwMFa+uexHwwc259h7+RMWf9J9WwbRJVriMVG+eX1Qbx0VsnEK4pxtxkYk0hLYGsIThzmY5XulDVKcNG7WI2ypiIvPhruCNleeITl3PpPVByLJNJZxDaswuBnT03lY1hwBkukZGLue/j7/nxiispIMlTZve/QznfpWSHhpI73Sdp9X7Pky/DWsmRbdkWhnYHrCy5WNZ7lvuLzWLm4yoylAONV8xpM3Q+O3RFyJhIjo6r8/N+Dzu4BfwhL7r3bJL+0IfePilKgx2vzh27hCsDo3j/jWNCdIxQ5ZQIrxneqKl4SZgsQ5qOz+XVLAn7see24umXdsC/Qk6TeVXmZz9+41j2xq8UrnqQDEgCS+s1+T8xf0rHNs9nVYqW+90CPyNXD1SuSsJiPKvw46HnuuXa/+TN4ypku5ARMpxbesiWgK9v292E7b/qQvNDDfkuV+syETps2LynFYNnrsj3qsWAOq+oTPkcTVx3U99LAn9w72b4wz6cfLdPzFnxMTVhKb2QBG4K+1uiIOAR5bx82tYPA0N4w+Hdj3TyLJLT/1ApT8MGq70WdvcuWCx+UcCpuY9hJI6qSC1UyHldEMKdhkGB5CyGSbFkdcMIPQzEz8Ic/RhGYAtQtEn5EWyMvHEBYLm/JGx1tsCwFgEWD6wcHZbLBdsr8mED01YKg7F1wwlrLncszy9kTV3qQqQ6i7RHJD8rTd8DBRJetdWXwP6LLflmDuFG2ssNaTbh9rnFLMWTt42KdBER210OCWthLcgmAAAHQUlEQVT7yopkJcnVXMujLWK0ovrlzY2rPBqyqLy3Pd8Df7lfDExU1byQaM4qrgqKOufr2/a0Saib7ei2v9AjF8yFIwOo2FS+OpnJgVjeNcYGuIoBdxgGFzGFTP6Xw+TsyoVZGAyFrAJ+X0tPndQQStkHB25XBfDAY3QNzktdJutoOU6QyqOqtUzmhwZKC6URBlf+keZ1OKMzJqb7B8RMRNCgRSVK1Wl1OmEPBiQXzFwxw8vM26aTSVipRnObbreJISuTXLkIn2YrKtwMa10XgYqWoWpuLEtxPDWV8jrOPbb7eYxuKobbpghsdlgKfDAcTiwM90v9L3O6DEVTHd8WLFfz+mEp4gU5D2soAmsgDDM5h0xiRmqKl4MK3VVRhtipL6VMi2VF4X2PwxUOwbelXYxrzBnHTvZJ2NVitSL0xC4U1FeLoSv2eZ804pifmsbowcOY+vI8fF0d8DbXyedNHD2F1HgUqWgMYx98Ijl33+ZWeFubYC9a+82H5FrbVoF9r+ySaMqR9/qk09ncTFIeI2sYwMOGPW076rH18VbpnsZGK4s7VeXA9MhsfHaJ2r0tTNUBKqfWV8J84va1pry/FFcG0b23E6GqAAY+H8Lw2WviIiZJJaeTaiCNyyaLfzFuNYWF4Ou6qsXExXvW3YDXdevuJnz412OSu+XCI7eCYVUHFT3D1nfT/5zv9ZUUSoid05f4c/DMML67OIax4QlMR2ck+sD9KVUaLrtsFx3UxZV+aXnJGmiWYPnug7HOoKHK2Z7dbBvs7kdhsRbDsBQARmvWT2SHzd4CwyhQ6U7+zaBCpovapuYRuB9FJk3HOreD5z/vDzxHxFIrJG6x3xQ7hrUUds/jMFjilIzCjPUB8a/U/bhoEwx3BJnrB1Uq0UWRYQWSjKZdVTOHvdlIn7sC5sTn2b81wHCu3lb0rkjYYldlH6Jyrbw5Ls7VLJ5yYHwvWb/kuezJRxNW444GWfXmbqQMJxWyyUMWJGs6nGmOUG0x1ftzapegw3pqbBKFJV5E2lRbN76utK4EmeribMPwpSdxw3blvlWOw5XLWbhIYI44PhqXE5M3DAkLred64H5wFsPS8CLM+AVg4HWYdq9ySJOYq3/JfnO3fDv3V3nD0naeJZVBeayEEOshIwFRKyTjfOP5tVzMXAgx5Dx8TULQNA+lbkygoKEWrjLl5i595jHMDg6rOmC3W01RKQki8PC2/PZwJGLyu1HEjp5C8toIHCXFCPL5LNyVFfIdJKPUREwIN9S7E1aPC8GdWzFzcQjj738kOWHJEdIg91QvbAV3HgI0rDZYAmE4HuhF8vQhIWLD5UFm8gYs2dyvmUoidf4YMtMxLFy/BEtsDAm7A7bKJqkjJtG6duwTd3Ti039K0wIeP7pAnd1P8iAt+U5HKAD/gx3Zz56HhREFLt44EayuSnLok+cuCKFyZc9FB5tvqPp0myhmKv6KA3vld4ap+RlcEDAiIaVMGRPl+5+W59TzzrtSTVzItfbUoijoQVVjKS6xlOfyGCZGp+RmTTJW/cAzslDmgpfOezbAoMmHjVBKIn7JAbd016D5wRpRwLeqM6ayZs6TC917BS5S77SchwsD3gPaezdJP2cSMEuP2G1NJi6lMyISeF8KlvtQUhtCSU1QSOpejMfkR5Dce1/egfZHmvODIwhOd2rcWpPv03y3YCqvpjOCSEtYyqPYHIS9A1h5wYgEw85Cwpxy53XBG/QgEPZJlzGGxe+0/GqtMCxuWC03ydHmbM3/biUR51/ImmFGoFaG1V4tj5Vhgd21tOzQYvXJQ/W6jgGuMEx0wuBYQ1cYcIZE9UrZUmETTSzihDa8jTIOkeYtUemhh4DECOtCl+W173D7zbU21PwRYmRgBNGrUVGwNHDdS9ARODIwipg0unCJCvaV+1YcOGDOzwDXD8NMjMCIPA2jILLCdIEbyAy/B8T7lfOObrrgZhh1L6iwxo9k7i3JlO0SR945KOU+c0Mk2mm4a6rg7+6UHCwJcT4+Ke5l5oapZEkSzNUyhEyFS5BkokdOipOapxtVc8WBZ5c064ifOCNOZ0Xixah86YA8x++Mn/4K0+cHsBCfEhJzlIZQRuLxeOQz54auiivbt6Vj9W2aTyE9MoTE8f+I+rUGw4DdAUuBX5Sx4QshcfRdZKIjkj8W9esuhDVcDUfHw1IDyQYEyTMfIX1tAGZiRkotSNKuHc/m3dE/BeTaA169OIbBc9ekjSVriOmw51AK6TRnt8iQe96cCzkTurRQFn5VTWFU1JcoD8JPZH9o/BxhZrXjIkc3y0+FtLmYXsQBJiMvy/72cyJhDQ0NDQ2N/0dsjANEQ0NDQ0NDQ5OwhoaGhobGRkErYQ0NDQ0NjQ2CJmENDQ0NDY0NgiZhDQ0NDQ2NDYImYQ0NDQ0NjQ2CJmENDQ0NDY0NgiZhDQ0NDQ2NDYImYQ0NDQ0NjQ2CJmENDQ0NDY0NgiZhDQ0NDQ0NbAz+B7zRnNCohkYDAAAAAElFTkSuQmCC", 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" ] @@ -1997,7 +1178,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -2035,22 +1216,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 15, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\dtolg\\Desktop\\data_science_certificate_for_uoft_students\\visualization\\.venv_visualization\\Lib\\site-packages\\matplotlib_venn\\_util.py:32: UserWarning:\n", - "\n", - "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", - "\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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+ + \ No newline at end of file From 7e2752499afb42cd4ca25b3b275c6ea44766f7b2 Mon Sep 17 00:00:00 2001 From: Doga Tolgay <56132931+dtolgay@users.noreply.github.com> Date: Tue, 3 Feb 2026 17:48:12 -0500 Subject: [PATCH 10/10] Assignment 3 visuals are done. --- ...14-009crime_severity_index_csv_2008-12.csv | 47 ++ ...4-009crime_severity_index_csv_2008-12.xlsx | Bin 0 -> 18625 bytes .../assignments/assignment_3/assignment_3.md | 69 +++ .../assignment_3/assignment_3_excel.md | 78 ++++ .../assignment_3/assignment_3_python.md | 79 ++++ .../assignment_3/excel_visualization.md | 7 + .../assignment_3/excel_visualization.png | Bin 0 -> 26927 bytes .../assignments/assignment_3/python_code.md | 34 ++ .../assignment_3/python_visual_and_code.md | 40 ++ .../assignment_3/python_visualization.png | Bin 0 -> 61760 bytes .../assignments/assignment_3/visual1.ipynb | 419 ++++++++++++++++++ ...4-009crime_severity_index_csv_2008-12.xlsx | Bin 0 -> 165 bytes 12 files changed, 773 insertions(+) create mode 100644 02_activities/assignments/assignment_3/1314-009crime_severity_index_csv_2008-12.csv create mode 100644 02_activities/assignments/assignment_3/1314-009crime_severity_index_csv_2008-12.xlsx create mode 100644 02_activities/assignments/assignment_3/assignment_3.md create mode 100644 02_activities/assignments/assignment_3/assignment_3_excel.md create mode 100644 02_activities/assignments/assignment_3/assignment_3_python.md create mode 100644 02_activities/assignments/assignment_3/excel_visualization.md create mode 100644 02_activities/assignments/assignment_3/excel_visualization.png create mode 100644 02_activities/assignments/assignment_3/python_code.md create mode 100644 02_activities/assignments/assignment_3/python_visual_and_code.md create mode 100644 02_activities/assignments/assignment_3/python_visualization.png create mode 100644 02_activities/assignments/assignment_3/visual1.ipynb create mode 100644 02_activities/assignments/assignment_3/~$1314-009crime_severity_index_csv_2008-12.xlsx diff --git a/02_activities/assignments/assignment_3/1314-009crime_severity_index_csv_2008-12.csv b/02_activities/assignments/assignment_3/1314-009crime_severity_index_csv_2008-12.csv new file mode 100644 index 000000000..4ccce2d95 --- /dev/null +++ b/02_activities/assignments/assignment_3/1314-009crime_severity_index_csv_2008-12.csv @@ -0,0 +1,47 @@ +,Crime Severity Index � Baseline 2006 = 100,,,, +Geography (Footnotes in parentheses�see bottom of spreadsheet),2008,2009,2010,2011,2012 +Canada (34),90.39,87.53,82.67,77.43,75 +Newfoundland and Labrador,71.82,72.54,80.22,73.56,69.62 +Prince Edward Island,68.29,65.82,65.72,66.47,72.62 +Nova Scotia,84.02,83.79,83.36,79.14,76.48 +New Brunswick,71.76,70.69,69.18,66.25,68.41 +Quebec (34),83.17,81.67,76.26,74.19,70.71 +Ontario (7),70.68,68.93,65.15,60.7,58.4 +"Ottawa-Gatineau, Ontario/Quebec (6)",70.19,68.75,62.8,59.88,59.24 +"Ottawa-Gatineau, Ontario part (6)",68.48,67.01,60.66,58.28,57.04 +"Kingston, Ontario (8)",68.02,64.78,62.56,59.75,58.29 +"Peterborough, Ontario (8)",66.83,66.54,68.03,63.78,63.4 +"Toronto, Ontario (25)",66.71,63.85,59.7,55.39,52.13 +"Hamilton, Ontario (25)",77.08,73.76,70.82,63.94,60.06 +"St.Catharines-Niagara, Ontario",80.07,75.92,69.95,61.09,63.85 +"Kitchener-Cambridge-Waterloo, Ontario",68.81,73.94,68.01,63.32,58.34 +"Brantford, Ontario (8)",104.34,105.87,99.59,91.62,92.23 +"Guelph, Ontario (8)",57.55,59.77,50.61,47.84,50.52 +"London, Ontario",84.31,87.56,82.61,78.8,74.49 +"Windsor, Ontario",75.38,71.31,65.85,62.31,66.53 +"Barrie, Ontario (8)",63.7,64.42,60,53.81,51.32 +"Sudbury, Ontario",73.45,81.14,84.7,79.46,71.66 +"Thunder Bay, Ontario",106.71,112.53,111.73,105.49,87.95 +Manitoba,129.04,136.4,125.8,114.34,112.41 +Saskatchewan (11),153.11,150.29,149.17,144.76,139 +Alberta,112.13,105.8,98.43,87.79,85.59 +British Columbia (32),120.86,110.63,102.68,95.15,93.35 +Yukon,182.76,180.81,170.85,154.78,156.69 +Northwest Territories (15),340.27,322.56,343.47,336.61,340.98 +Nunavut (15),329.44,337.15,348.68,321.18,325.57 +Footnotes:,,,,, +1,"The crime severity index is calculated using Incident-based Uniform Crime Reporting Survey (UCR2) data. For the period from 1998 to 2008 Incident-based UCR2 data are not available for all respondents. In order to report this level of detail for police services still reporting to the Aggregate Uniform Crime Reporting Survey (UCR) over this time, a process of imputation was applied to derive counts for violations that do not exist on their own in the aggregate survey. For approximately 80% of the aggregate offence codes, there is a 1:1 mapping with a new incident-based violation code. For violations where this was not the case, such as the aggregate other Criminal Code category, it was necessary to estimate (impute) this figure using the distribution of other Criminal Code offences from existing Incident-based UCR2 respondents.",,,, +2,"During the production of each year's crime statistics, data from the previous year are revised to reflect any updates or changes that have been received from the police services.",,,, +3,"The methodology for calculating census metropolitan area (CMA) populations was modified in 2003. Starting in 1996, the populations for CMAs have been adjusted to reflect the actual policing boundaries within the CMA and do not reflect the official Statistics Canada population for these CMAs. CMA data are included within province-level data.",,,, +35,"Police reported statistics may be affected by differences in the way police services deal with minor offences. In some instances, police or municipalities might chose to deal with some minor offences using municipal by-laws or provincial provisions rather than Criminal Code provisions. Counts are based on the most serious violation in the incident.",,,, +34,"In 2012, it was discovered that the Montreal Police Service had been incorrectly applying the agreed upon definition for reporting child pornography incidents to the Uniform Crime Reporting Survey (UCR2). As such, the number of violations has been revised for the years 2008 to 2011.",,,, +16,"The crime severity index includes all Criminal Code violations including traffic, as well as drug violations and all Federal Statutes.",,,, +20,"The Police Reported Crime Severity Index (PRCSI) measures changes in the level of severity of crime in Canada from year to year. In the index, all crimes are assigned a weight based on their seriousness. The level of seriousness is based on actual sentences handed down by the courts in all provinces and territories. More serious crimes are assigned higher weights, less serious offences lower weights. As a result, more serious offences have a greater impact on changes in the index. The PRCSI is standardized to 100 in base year 2006.",,,, +21,"The Crime Severity Index is not available for police services or detachments with populations less than 1,000. Data for police services or detachments with populations less than 5,000 should be used with caution.",,,, +7,"During the revision of 2001 data for the province of Ontario, a discrepancy in methodology applied by the forces in the province using the Ontario Municipal and Provincial Police Automated Co-operative (OMPPAC) system was detected. These forces report approximately one-third of the total criminal incidents for the province and include the Ontario Provincial Police and about 60 small and mid-sized municipal forces. This discrepancy resulted in an over-count of less serious criminal incidents. During 2003 and 2004, the Canadian Centre for Justice Statistics (CCJS) consulted with affected police services and analyzed both historical Aggregate Uniform Crime Reporting Survey (UCR) data and more recent Incident-based Uniform Crime Reporting Survey (UCR2) microdata to determine the impact of this over-reporting. The effect at the Canada level was, on average, 1% per year from 1977 to 2000. This over-counting peaked in 1991, where it was estimated that the total crime rate for the country was over-estimated by approximately 1.8%. However, the overall historical trend changed very little. The impact in Ontario is more noticeable, but the overall trend is still very similar. On average, the effect was 2% to 3% per year, with the biggest change occurring in 1991, where the Ontario crime rate is 5% lower as a result of the adjustment. For further information, refer to the report: Summary of Historical Adjustments to Crime Data for Ontario 1977-2000.",,,, +6,The census metropolitan area (CMA) of Ottawa-Gatineau was formerly known as Ottawa-Hull.,,,, +8,"Abbotsford-Mission, British Columbia and Kingston, Ontario became new census metropolitan areas (CMAs) as of the 2001 Census. Moncton, New Brunswick, Peterborough, Ontario, Brantford, Ontario, Guelph, Ontario, Barrie, Ontario, and Kelowna, British Columbia became new CMAs as of the 2006 Census",,,, +25,"In 2009, slight changes were made to the respondent-to-CMA mapping for this census metropolitan area (CMA) which have resulted in minor revisions to previously published data.",,,, +11,"Prior to 1999, a number of Royal Canadian Mounted Police (RCMP) detachments in Saskatchewan were double counting the number of actual offences of impaired driving. This over-counting was corrected in 1999, therefore, comparisons with previous years should be made with caution. It is recommended that the analysis of impaired driving be based on persons charged data rather than actual offences.",,,, +32,"Youth crime in British Columbia may be somewhat undercounted due to the Crown charge-approval system in place whereby, even for minor offences, there must be approval by the Crown before charges are laid after police have made an arrest. This approval is based on the substantial likelihood of conviction.",,,, +15,"1998 data in this table for Northwest Territories also includes Nunavut. In 1999, Nunavut, which comprises the eastern part of the old Northwest Territories, officially became a Canadian territory. Starting in 1999, data are displayed separately for the Northwest Territories and Nunavut.",,,, diff --git a/02_activities/assignments/assignment_3/1314-009crime_severity_index_csv_2008-12.xlsx b/02_activities/assignments/assignment_3/1314-009crime_severity_index_csv_2008-12.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..42729ca196e1c10dfce4ee72d3afd0b55d688465 GIT binary patch literal 18625 zcmeHv^M7X9vUhAd9ox2T+eyc^)v?{NZM);7W21~fIJug05Sjskd~0GjgzsBlb*7>ow1`1 zt(&zKejW%Ac@6;3$M^s5`d_>P6^Wy=z4Qno58^LEyEKxkb^H)4Xa0jolnT7vi}9po zhFZ7}cMsC54T2@iK_pRO4e!6M*MkJm zOPX2Yn`-g1V(RHdnP`Eh$T#$4BocfBpHN7WhaRf{7GeszYlOHxJXnQnL2%q`4(P#2 zo(G{PfQSc{<)o9iw8A=x+@o3KH_Fw3Z|M!4m=U z>Og^-ruJhN3aK3z$S>b8+_8gsu*~n#gSfmvp4Pi}?i`>Mihx7)%K@KdJyFgGlfMUe zz-LkBy8>@Ca(R){%}0T*uWM&LsFnm!4IA>~hODPJ?dNa0pFUnq>Mx|6A6pgU?o6y^ z&CT!dVK9QRf*+xT9)CHm%xBhw_u=b*Mq3arjt=Y&fr67cSFdMBDD~9UW}Uh<1wDpH zAAIk5ga!b3e+LGT{||L;RG}xj{g6@V4{e41P-i^{V=G5G+CM)3PmTW<>+auJulOn> 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zj_`Xt@(aO+^X~|TzoL`hA%6GOe?cU2{R#1hNd0R}_AeRx&2#@9@OSt37hpX1pMd|f zx_`m_eU1OC-u&)T{sN5U`8$(;!Tsi7{{G+nr$hD&3IHIR7XaWN?%D6;|7i^WPHrIZ dH}Zd(MtLdF56%9=^Fsvi`pAIM3IFli{{!4b5~ctE literal 0 HcmV?d00001 diff --git a/02_activities/assignments/assignment_3/assignment_3.md b/02_activities/assignments/assignment_3/assignment_3.md new file mode 100644 index 000000000..91b64a4d2 --- /dev/null +++ b/02_activities/assignments/assignment_3/assignment_3.md @@ -0,0 +1,69 @@ +# Data Visualization + +## Assignment 3: Final Project + +### Requirements: +- We will finish this class by giving you the chance to use what you have learned in a practical context, by creating data visualizations from raw data. +- Choose a dataset of interest from the [City of Toronto’s Open Data Portal](https://www.toronto.ca/city-government/data-research-maps/open-data/) or [Ontario’s Open Data Catalogue](https://data.ontario.ca/). +- Using Python and one other data visualization software (Excel or free alternative, Tableau Public, any other tool you prefer), create two distinct visualizations from your dataset of choice. +- For each visualization, describe and justify: + > What software did you use to create your data visualization? + + > Who is your intended audience? + + > What information or message are you trying to convey with your visualization? + + > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots? + + > How did you ensure that your data visualizations are reproducible? If the tool you used to make your data visualization is not reproducible, how will this impact your data visualization? + + > How did you ensure that your data visualization is accessible? + + > Who are the individuals and communities who might be impacted by your visualization? + + > How did you choose which features of your chosen dataset to include or exclude from your visualization? + + > What ‘underwater labour’ contributed to your final data visualization product? + +- This assignment is intentionally open-ended - you are free to create static or dynamic data visualizations, maps, or whatever form of data visualization you think best communicates your information to your audience of choice! +- Total word count should not exceed **(as a maximum) 1000 words** + +### Why am I doing this assignment?: +- This ongoing assignment ensures active participation in the course, and assesses the learning outcomes: +* Create and customize data visualizations from start to finish in Python +* Apply general design principles to create accessible and equitable data visualizations +* Use data visualization to tell a story +- This would be a great project to include in your GitHub Portfolio – put in the effort to make it something worthy of showing prospective employers! + +### Rubric: + +| Component | Scoring | Requirement | +|-------------------|----------|-----------------------------------------------------------------------------| +| Data Visualizations | Complete/Incomplete | - Data visualizations are distinct from each other
- Data visualizations are clearly identified
- Different sources/rationales (text with two images of data, if visualizations are labeled)
- High-quality visuals (high resolution and clear data)
- Data visualizations follow best practices of accessibility | +| Written Explanations | Complete/Incomplete | - All questions from assignment description are answered for each visualization
- Explanations are supported by course content or scholarly sources, where needed | +| Code | Complete/Incomplete | - All code is included as an appendix with your final submissions
- Code is clearly commented and reproducible | + +## Submission Information + +🚨 **Please review our [Assignment Submission Guide](https://github.com/UofT-DSI/onboarding/blob/main/onboarding_documents/submissions.md)** 🚨 for detailed instructions on how to format, branch, and submit your work. Following these guidelines is crucial for your submissions to be evaluated correctly. + +### Submission Parameters: +* Submission Due Date: `23:59 - 02/02/2026` +* The branch name for your repo should be: `assignment-3` +* What to submit for this assignment: + * A folder/directory containing: + * This file (assignment_3.md) + * Two data visualizations + * Two markdown files for each both visualizations with their written descriptions. + * Link to your dataset of choice. + * Complete and commented code as an appendix (for your visualization made with Python, and for the other, if relevant) +* What the pull request link should look like for this assignment: `https://github.com//visualization/pull/` + * Open a private window in your browser. Copy and paste the link to your pull request into the address bar. Make sure you can see your pull request properly. This helps the technical facilitator and learning support staff review your submission easily. + +Checklist: +- [ ] Create a branch called `assignment-3`. +- [ ] Ensure that the repository is public. +- [ ] Review [the PR description guidelines](https://github.com/UofT-DSI/onboarding/blob/main/onboarding_documents/submissions.md#guidelines-for-pull-request-descriptions) and adhere to them. +- [ ] Verify that the link is accessible in a private browser window. + +If you encounter any difficulties or have questions, please don't hesitate to reach out to our team via our Slack. Our Technical Facilitators and Learning Support staff are here to help you navigate any challenges. diff --git a/02_activities/assignments/assignment_3/assignment_3_excel.md b/02_activities/assignments/assignment_3/assignment_3_excel.md new file mode 100644 index 000000000..126c96f6e --- /dev/null +++ b/02_activities/assignments/assignment_3/assignment_3_excel.md @@ -0,0 +1,78 @@ +# Data Visualization + +## Assignment 3: Final Project + +### Requirements: +- We will finish this class by giving you the chance to use what you have learned in a practical context, by creating data visualizations from raw data. +- Choose a dataset of interest from the [City of Toronto’s Open Data Portal](https://www.toronto.ca/city-government/data-research-maps/open-data/) or [Ontario’s Open Data Catalogue](https://data.ontario.ca/). +- Using Python and one other data visualization software (Excel or free alternative, Tableau Public, any other tool you prefer), create two distinct visualizations from your dataset of choice. +- For each visualization, describe and justify: + > What software did you use to create your data visualization? + Excel + + > Who is your intended audience? + Police department in Toronto + + > What information or message are you trying to convey with your visualization? + I am trying to convey the decrease in crime severity index value with years in the city of Toronto. + + > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots? + I think the simpler the plot is, it is easier to convey the message. Therefore wherever possible I look for the low cognitive load plot. Police officers are not like scientists, and they are not looking to plots everyday. Therefore, I reduced the cognitive load to make it easily understandable. Furthermore, I put the values on the datapoints to make it even easier to understand. + + > How did you ensure that your data visualizations are reproducible? If the tool you used to make your data visualization is not reproducible, how will this impact your data visualization? + The data is available as an excel file in `1314-009crime_severity_index_csv_2008-12.csv`. It can be reproduced easily with the plotting ability of excel. + + > How did you ensure that your data visualization is accessible? + I selected one color while plotting. Furthermore I put the values on top of the scatter plot to make visualization easier and more accesible. + + > Who are the individuals and communities who might be impacted by your visualization? + There is no individuals or communities are expected to be affected from the visualization. + + > How did you choose which features of your chosen dataset to include or exclude from your visualization? + I deliberately omitted all other cities and provinces in the dataset. This is required to reduce the cognitive load of the plot. The omitted information was unnecessary to be plotted to convey the message. + + > What ‘underwater labour’ contributed to your final data visualization product? + The data is converted from csv file to excel file using 'https://convertio.co'. The information about how the data is collected is limited. + +- This assignment is intentionally open-ended - you are free to create static or dynamic data visualizations, maps, or whatever form of data visualization you think best communicates your information to your audience of choice! +- Total word count should not exceed **(as a maximum) 1000 words** + +### Why am I doing this assignment?: +- This ongoing assignment ensures active participation in the course, and assesses the learning outcomes: +* Create and customize data visualizations from start to finish in Python +* Apply general design principles to create accessible and equitable data visualizations +* Use data visualization to tell a story +- This would be a great project to include in your GitHub Portfolio – put in the effort to make it something worthy of showing prospective employers! + +### Rubric: + +| Component | Scoring | Requirement | +|-------------------|----------|-----------------------------------------------------------------------------| +| Data Visualizations | Complete/Incomplete | - Data visualizations are distinct from each other
- Data visualizations are clearly identified
- Different sources/rationales (text with two images of data, if visualizations are labeled)
- High-quality visuals (high resolution and clear data)
- Data visualizations follow best practices of accessibility | +| Written Explanations | Complete/Incomplete | - All questions from assignment description are answered for each visualization
- Explanations are supported by course content or scholarly sources, where needed | +| Code | Complete/Incomplete | - All code is included as an appendix with your final submissions
- Code is clearly commented and reproducible | + +## Submission Information + +🚨 **Please review our [Assignment Submission Guide](https://github.com/UofT-DSI/onboarding/blob/main/onboarding_documents/submissions.md)** 🚨 for detailed instructions on how to format, branch, and submit your work. Following these guidelines is crucial for your submissions to be evaluated correctly. + +### Submission Parameters: +* Submission Due Date: `23:59 - 02/02/2026` +* The branch name for your repo should be: `assignment-3` +* What to submit for this assignment: + * A folder/directory containing: + * This file (assignment_3.md) + * Two data visualizations + * Two markdown files for each both visualizations with their written descriptions. + * Link to your dataset of choice. + * Complete and commented code as an appendix (for your visualization made with Python, and for the other, if relevant) +* What the pull request link should look like for this assignment: `https://github.com//visualization/pull/` + * Open a private window in your browser. Copy and paste the link to your pull request into the address bar. Make sure you can see your pull request properly. This helps the technical facilitator and learning support staff review your submission easily. + +Checklist: +- [ ] Create a branch called `assignment-3`. +- [ ] Ensure that the repository is public. +- [ ] Review [the PR description guidelines](https://github.com/UofT-DSI/onboarding/blob/main/onboarding_documents/submissions.md#guidelines-for-pull-request-descriptions) and adhere to them. +- [ ] Verify that the link is accessible in a private browser window. + +If you encounter any difficulties or have questions, please don't hesitate to reach out to our team via our Slack. Our Technical Facilitators and Learning Support staff are here to help you navigate any challenges. diff --git a/02_activities/assignments/assignment_3/assignment_3_python.md b/02_activities/assignments/assignment_3/assignment_3_python.md new file mode 100644 index 000000000..577613686 --- /dev/null +++ b/02_activities/assignments/assignment_3/assignment_3_python.md @@ -0,0 +1,79 @@ +# Data Visualization + +## Assignment 3: Final Project + +### Requirements: +- We will finish this class by giving you the chance to use what you have learned in a practical context, by creating data visualizations from raw data. +- Choose a dataset of interest from the [City of Toronto’s Open Data Portal](https://www.toronto.ca/city-government/data-research-maps/open-data/) or [Ontario’s Open Data Catalogue](https://data.ontario.ca/). +- Using Python and one other data visualization software (Excel or free alternative, Tableau Public, any other tool you prefer), create two distinct visualizations from your dataset of choice. +- For each visualization, describe and justify: + > What software did you use to create your data visualization? + Python. + + > Who is your intended audience? + Tourists intending to visit Canada. + + > What information or message are you trying to convey with your visualization? + Tourist can find information about the crime severity index for available cities and plan their travel accordingly. + + > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots? + I followed gestalt principles. The original data contains information about both the provinces and Canada total. Plotting all of this data would violate gelstalt principles because the plot would contain information from unsimilar objects. Therefore I masked the data first. I filtered out everything but cities. I plotted these cities. + Furthermore, I tried to increase the readibility. The x label contains long strings. I rotated the x labels by 20 degrees to improve readibility. + + > How did you ensure that your data visualizations are reproducible? If the tool you used to make your data visualization is not reproducible, how will this impact your data visualization? + It is reporoducible. I used the data that everybody can reach. With the code provided, it can be reproduced. + + > How did you ensure that your data visualization is accessible? + I used a single color. Therefore, plot is accesible by color-blind society. Plot includes explanatory x and y labels that clearly describe what each axes refer to. + + > Who are the individuals and communities who might be impacted by your visualization? + The data does not contain any explicit information about the specific individuals and communities. + + > How did you choose which features of your chosen dataset to include or exclude from your visualization? + I tried to keep the plot as clean as possible. I excluded the data that is not in the same category. The plot contains information about the cities. I deliberately excluded the provinces and conuntries. + + > What ‘underwater labour’ contributed to your final data visualization product? + The information about the collection of data is limited. Collected data is then seperated into different groups. These groups are citites, provinces and country. Only the information about the cities are plotted. + +- This assignment is intentionally open-ended - you are free to create static or dynamic data visualizations, maps, or whatever form of data visualization you think best communicates your information to your audience of choice! +- Total word count should not exceed **(as a maximum) 1000 words** + +### Why am I doing this assignment?: +- This ongoing assignment ensures active participation in the course, and assesses the learning outcomes: +* Create and customize data visualizations from start to finish in Python +* Apply general design principles to create accessible and equitable data visualizations +* Use data visualization to tell a story +- This would be a great project to include in your GitHub Portfolio – put in the effort to make it something worthy of showing prospective employers! + +### Rubric: + +| Component | Scoring | Requirement | +|-------------------|----------|-----------------------------------------------------------------------------| +| Data Visualizations | Complete/Incomplete | - Data visualizations are distinct from each other
- Data visualizations are clearly identified
- Different sources/rationales (text with two images of data, if visualizations are labeled)
- High-quality visuals (high resolution and clear data)
- Data visualizations follow best practices of accessibility | +| Written Explanations | Complete/Incomplete | - All questions from assignment description are answered for each visualization
- Explanations are supported by course content or scholarly sources, where needed | +| Code | Complete/Incomplete | - All code is included as an appendix with your final submissions
- Code is clearly commented and reproducible | + +## Submission Information + +🚨 **Please review our [Assignment Submission Guide](https://github.com/UofT-DSI/onboarding/blob/main/onboarding_documents/submissions.md)** 🚨 for detailed instructions on how to format, branch, and submit your work. Following these guidelines is crucial for your submissions to be evaluated correctly. + +### Submission Parameters: +* Submission Due Date: `23:59 - 02/02/2026` +* The branch name for your repo should be: `assignment-3` +* What to submit for this assignment: + * A folder/directory containing: + * This file (assignment_3.md) + * Two data visualizations + * Two markdown files for each both visualizations with their written descriptions. + * Link to your dataset of choice. + * Complete and commented code as an appendix (for your visualization made with Python, and for the other, if relevant) +* What the pull request link should look like for this assignment: `https://github.com//visualization/pull/` + * Open a private window in your browser. Copy and paste the link to your pull request into the address bar. Make sure you can see your pull request properly. This helps the technical facilitator and learning support staff review your submission easily. + +Checklist: +- [ ] Create a branch called `assignment-3`. +- [ ] Ensure that the repository is public. +- [ ] Review [the PR description guidelines](https://github.com/UofT-DSI/onboarding/blob/main/onboarding_documents/submissions.md#guidelines-for-pull-request-descriptions) and adhere to them. +- [ ] Verify that the link is accessible in a private browser window. + +If you encounter any difficulties or have questions, please don't hesitate to reach out to our team via our Slack. Our Technical Facilitators and Learning Support staff are here to help you navigate any challenges. diff --git a/02_activities/assignments/assignment_3/excel_visualization.md b/02_activities/assignments/assignment_3/excel_visualization.md new file mode 100644 index 000000000..002523f6c --- /dev/null +++ b/02_activities/assignments/assignment_3/excel_visualization.md @@ -0,0 +1,7 @@ +Visual: +![excel visualization](excel_visualization.png) + +Explenation: +This figure shows the change in crime severity index with years from 2008 to 2012 in Toronto. + +No code present. \ No newline at end of file diff --git a/02_activities/assignments/assignment_3/excel_visualization.png b/02_activities/assignments/assignment_3/excel_visualization.png new file mode 100644 index 0000000000000000000000000000000000000000..fbb6c72503c77d399fa6b1349c98854ad8656e37 GIT binary patch literal 26927 zcmdpecT`hN*KZJ|3WyCwDT0E66s1XMBE3UGkuFjKp$Q@MCW;6MNQXc`I-yJNRZvZ~`Y;0`I&dw?;D`#hC*Vfj4 z`}S>WY6_3XM@B}Ll$2CdRLIH6d3t(cFqluDK3Q2=sjI8U#l=CPP(MGvmX?;HqN3NY zU$?fl;&3<>6%{QlEo*D*-rnB&`ugLYou#&xk*Lo-PL9o*YCo*Z@j-zL4fTiXYpdAa z4l|QhUFb|CxeIPWE?mvwm;S33SprZg8%;awsfxEFo@x zX{pQ3X14U}H^Y}x8EJz7e#<|;Z;p;MYpV9TIJIbNcDyoP?d@)XYGPfHV@Zi)jSZu< zH3NwW{gDx!NJNLVWm8kraBmN;s7J>o97|8bg?#MwaBF{M{Q2|ekdTlsU%nU_8NGl1zTelI z5b_cC{w>zkrQOu1%hsk<2Lb>C5aMmWV+jC8H7*c!sN(ebtA%|4D*tbN+~Z4-*i2v& zly4OE5g^dh=0CqA4=oJFK_JT?O0v@0?k1~~hkon|XVd$|v9~~n_b37w6fay<+W2gh zJ5VktV`C+Vij+4P?{s*5y!_4S7x$2|flUSbs&B*P_(79FVp3a8^0V;SiO!=QA5K3L zW*q_yIl~%Uv_xjo$71FGLWJT3 zLH@0|cnk?hQyfAL`bmc&1#JZ3Nk9iOL=foY9kIsF~&epWEuM z?8;|+eZ_F0ECNqr@==aH@!j~kB9nwm#axu543>e>=`>(gID7C0PTYlJRTJXNK} zK&4g0jFE84-466w<*t>jtJ7Cv-RbWKdu}GbtJasA&Mi+riFj+YXJTol>?C}&=XO?m z-`cVvxnSn)lJ^7^7O=IWKX`fZ*+{bGl`+Eufz$oz{=S!8_?ng^V@1DL9wOd#&)?%Q zs8wwywn}ry*h-8@&Cu}lGJKRz)1q&xBkAPW)Il%~>Q-Fv4HNBGc8%MSII*++qUJOB zM%iev25GPB)#n+ETl+h_+^$Y<_uBL-Mr>EhcSm)8H&6XYnm8U#bdT=R3x;y;TNOVy zy~;RmK*(9D-dqTDzK6_f7yRr;!y3i7Xg zW7XMcO{CT^RFZBW_`T(^6BUsRjTJ>^XBL_mD~0F%=Ly=~r6L>jdN?>^8Qi$Ey=0bM zx6=`7`>MNcQ~wiwlh~2U&=rWsM6tsb@$l|kFqR3DWm7)&3o*wVNK5t zCO_1-4x|p>*9e8&LvqRPa}z%iRm(>ms&q8o9TiFDFeORN5M1jd6xA&TF>bJg;8jeEEaSl^^H%vOP^c)@+Ck*>k7pDv*g4e3D zO_arssU_f5iwJc(gJU z_dz1Q=8dIX@a=|M!<`>i^FR5V&y#2Frh_wgAB?-4V+j|9#E|LJi>^=EWwMjfD$|-u z@7R)K@wfMeRCAhl1W*=kXqzDK5q4A5I|1Y##8KMk+i2?g*_=jg((w(jRB``ej+{p% zm|#YBGCmzHfKM#YAE$2OQ^=w55fLRMgb@>)MpHu2yA~JoexxJUs&el9*thwJ-^IC9 zu5NwnUwFzyA6{y>ETAEkhrB$gcl-EkwE+o6y)5H`d1l(eN^8THMc`7?FHX|S*%gQ* ze7wH4UPs5$B9t!$EKvyg5K2kAaQ!tm}_fpsJi94S>c@?fD zVS?Z1ENC68Z=H#R8x+P(6{1ls)5+sc3vIlXQsIcK@WZe@y`d_@nP8D^Eji2Munvbj zCZ1hV`9`5@vIE>kLrt&TTrQuM1T_lgcoW~_?iN-ss#J8i3a)w(ofD4Zr3M^iOw*3H zQNL}pOfuCi?=Cjw4@ivQO-m%%ckwm0=95No$mEaZagsUq3D=U(>Li545*#N(H<``C zzlAv<%cS9ZZwnT^auH8gBKs`W_YygTPc4iQUcVco8_&H{b7>kh=JoRX;4>P%PFdlV z=Dt7kf+w{f^cV$2mK+U#go&#_U^|8aqSt)b!0*D_#Ny0Y_WI-J<5bX>%FNv_@i%(o zI?rx8H=T64;yyICPAmv@;?nCC(OvwUMFV;P8BIU!a37Cl@xjEWcRHti%7aDc9{3&9 z_7{Ls{TvLMv*FIm0MW%%N(XH4G=_HjO{(2&J+^JdfO9Yu^75hB);bb1D-Bh=`M zy))knM_CUO!_5>!n@pIO+A7`Vjt71?B zwnm%y$;%dbD&T@oXuQ-m|B89vY@E-YLJZln+^tQ%oXzQ%>|11d_N^|=Gw`s_HsD_@ zmYV&D{qXsax{^;o3?S$m#llB*KLr9O+K#|!=-0ox&t5c@UCUvCfb}2}^Yt*$PY$oB zxuyO?kI-aef~VCf6sq<~e+{qHqy~Kw)&@QQ)^q#Gi377=viUU1Lw?uTgglNg%QkaT zqEKIcZv{V4+y~A9IO>GRU5=O9bjUCR13IElR$4+}pSgKy2fYGXH^y^qph zZgEc9|K{%TGr1qpr&kG$v=L>ePZ zN}UPGA7Ty|2M-pWh8b@v5$qhNc1L_Tz0SkSUXEm1H*}>H3Sse`mG`a4Y#l68C;P?Z z78W-hc?u$n>=$9ouI-QZ4LTai%?j|HA|S5XE_zd1#K{)t)E`QGOrrmxp;IJ(+NZvVg$|#<(jDN zziILBwN>^lIp`8Cq+%2+O^63t!xQ#KMAfaortfJF#&&14b(0~Puh&tK1F1Tm(mjI5 z5QN)Eyk~UgH~TEX*bk&^$ZoysWV8FdO+tD$YmaZzjZ)6`p5SM8gY&b)i@>9>PF3P3 zKU=4^s8cO{V7_~zlfBAJr`+9PJVJaAJ?Z|=w<8M+_zPQrQ^-DjEZq0sA$M46x<6h+ zu%TAIl^n}323W>e2-#6p5(aQ|JOfN2kAL$0zdUWfw;#qSAeXYN zV2r48!U+7MoQeFT!ty3O$dgM8D%*F$l$d-5%oaa)Qf3YXCH}5)p}TmhquW$+ptAa3 zmf9T25n;npF#LNrJvAmDC2R_hcrLiXL) zyHZ3{U6=}5Ddpyz98o)H2`5OjTRfu1#?Ol|MuV3)ifxq&dBL5CCEixgJH|>OO%37y zWu_Ice13G?l&^NJsSvVfFY$Zf9|^YFqrg#OZGDC2Qg+A5YxBxXb(J?=-vootM1Ao> zZb=W39sev*T7VjG7?k$WsjgQ>IY?Iy>w!Wv}+?1_xt zgG%QN0VV)1*{k1`L;m7(CKI1O|L_O$XGqv-$tt2YDHd#1@OiQ%9xd|Ye@9HH;sZ#0}1#ikN8iPcVBv5&aAo(B)SI<(NZP5HkI!w3_7_8&!X zZ-$MBea!d2*!jNlgln~fpHq3emeYe54LPl~d8L95`M#FqXIlh0bww~_v^|0`a?r{n z)f=6O2{}EwsXgoW9VG4^5B2a51sd4PNa?$cP~ZK}*s2Z&Hz*O}9ot!dIb3F9w)P)i zBsQVDv)5?)>uTFZ(wAAjXQrrWYa`;K!0&I-KUhZ8Sgc4=H%2);cm*P7D;-{`q#Abo zLxs-;w{oqeHAbnJMu z?H(m9*0>~fJ#Q*-few%S)q{CWH@=rmznt?qEkpE0I?dsqynA~y+Ek@HQ!5!fJB5*6c5<^ik*o;RA z{(vez2P^x1vC4`lVzwQrkM;cV1^tz!@^o-w1s^;my;XzS|BMR4|G{9=E)`Si@WDTh z1VqFXL9h-Sf@gdk8>9UG=KX@ezmOckj|wczo>}d{8q58nSl+%)*xSW+YMEnn4dDd| z4`!oSo(&+{7tZaV!_|M81D`j-~#t(e_tDi8vGOE#mqWK=dbk4!5GH)SwQKCEZ+c27H|I5qdVRWKICcDkpVKS?WduR)=w{KhC``@7nf(dOZ_r-1n$U_f9tJ1aqGyMp$2=L$U^ zGK?gUt-A8NwQcK^5|j61z-r;1wpOb>2jnQ_M6Z7A2%XseV6rpjnh2G08BT%9r zB7gu%viR#iL~uy5)ZORq zvu{5RXUQ@$7dgIBD_QLHk0FC~8j&cvxGC(CcL6#O#fpS?57`LBA}iHSugTkqwjcr* z&b^_-KmJI-xHd8Qr+{r$phUO)?knA*NN`2i&i5fxx}ZTA>ivfXA%O_vc~l?F3~lUFHNoxTV`Bb~_U&&`c30P3$ZD}7+GT3U*L2wD3pPcb zO(oQ*ei`pAOf1sP&}Fl<=iE1k=xY3;7GPW5^(L6DAQG3+#0xR;eTojTN; 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+countries = 'Canada' +provinces = ['Newfoundland and Labrador', 'Prince Edward Island', 'Nova Scotia', 'New Brunswick', + 'Quebec', 'Ontario', 'Manitoba', 'Saskatchewan', 'Alberta', 'British Columbia', + 'Yukon', 'Northwest Territories', 'Nunavut'] + +provinces_crime_data = crime_data[crime_data['Geography'].isin(provinces)] +cities_crime_data = crime_data[~crime_data['Geography'].isin(provinces + [countries])] + +## Order the data by 2012 crime severity index +cities_crime_data = cities_crime_data.sort_values(by='2012', ascending=False) + +fig, ax = plt.subplots(figsize=(10,6)) +ax.bar(cities_crime_data['Geography'], cities_crime_data['2012'], color='tomato') +ax.set_ylabel('Crime Severity Index (2012) in Canadian Cities') +plt.xticks(rotation=45, ha='right') + +plt.tight_layout() + +# save figure +plt.savefig('python_visualization.png') + +plt.show() \ No newline at end of file diff --git a/02_activities/assignments/assignment_3/python_visual_and_code.md b/02_activities/assignments/assignment_3/python_visual_and_code.md new file mode 100644 index 000000000..d8546347f --- /dev/null +++ b/02_activities/assignments/assignment_3/python_visual_and_code.md @@ -0,0 +1,40 @@ +Visual: +![python visualization](./python_visualization.png) + +Information about the visual: +This plot shows the Crime Severity Index in Canadian Cities in 2012. + +Code: +The code can also be found in `02_activities\assignments\assignment_3\visual1.ipynb` + +import pandas as pd +import matplotlib.pyplot as plt + +# Read the data +crime_data = pd.read_csv('1314-009crime_severity_index_csv_2008-12.csv', skiprows=2, nrows=25, encoding='latin1', names=['Geography', '2008', '2009', '2010', '2011', '2012']) + +# Delete the numbers inside the parantheses in the Geography column +crime_data['Geography'] = crime_data['Geography'].str.replace(r'\s*\(.*\)', '', regex=True) + +countries = 'Canada' +provinces = ['Newfoundland and Labrador', 'Prince Edward Island', 'Nova Scotia', 'New Brunswick', + 'Quebec', 'Ontario', 'Manitoba', 'Saskatchewan', 'Alberta', 'British Columbia', + 'Yukon', 'Northwest Territories', 'Nunavut'] + +provinces_crime_data = crime_data[crime_data['Geography'].isin(provinces)] +cities_crime_data = crime_data[~crime_data['Geography'].isin(provinces + [countries])] + +## Order the data by 2012 crime severity index +cities_crime_data = cities_crime_data.sort_values(by='2012', ascending=False) + +fig, ax = plt.subplots(figsize=(10,6)) +ax.bar(cities_crime_data['Geography'], cities_crime_data['2012'], color='tomato') +ax.set_ylabel('Crime Severity Index (2012) in Canadian Cities') +plt.xticks(rotation=45, ha='right') + +plt.tight_layout() + +# save figure +plt.savefig('python_visualization.png') + +plt.show() \ No newline at end of file diff --git a/02_activities/assignments/assignment_3/python_visualization.png b/02_activities/assignments/assignment_3/python_visualization.png new file mode 100644 index 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Geography20082009201020112012
0Canada90.3987.5382.6777.4375.00
1Newfoundland and Labrador71.8272.5480.2273.5669.62
2Prince Edward Island68.2965.8265.7266.4772.62
3Nova Scotia84.0283.7983.3679.1476.48
4New Brunswick71.7670.6969.1866.2568.41
5Quebec83.1781.6776.2674.1970.71
6Ontario70.6868.9365.1560.7058.40
7Ottawa-Gatineau, Ontario/Quebec70.1968.7562.8059.8859.24
8Ottawa-Gatineau, Ontario part68.4867.0160.6658.2857.04
9Kingston, Ontario68.0264.7862.5659.7558.29
10Peterborough, Ontario66.8366.5468.0363.7863.40
11Toronto, Ontario66.7163.8559.7055.3952.13
12Hamilton, Ontario77.0873.7670.8263.9460.06
13St.Catharines-Niagara, Ontario80.0775.9269.9561.0963.85
14Kitchener-Cambridge-Waterloo, Ontario68.8173.9468.0163.3258.34
15Brantford, Ontario104.34105.8799.5991.6292.23
16Guelph, Ontario57.5559.7750.6147.8450.52
17London, Ontario84.3187.5682.6178.8074.49
18Windsor, Ontario75.3871.3165.8562.3166.53
19Barrie, Ontario63.7064.4260.0053.8151.32
20Sudbury, Ontario73.4581.1484.7079.4671.66
21Thunder Bay, Ontario106.71112.53111.73105.4987.95
22Manitoba129.04136.40125.80114.34112.41
23Saskatchewan153.11150.29149.17144.76139.00
24Alberta112.13105.8098.4387.7985.59
\n", + "" + ], + "text/plain": [ + " Geography 2008 2009 2010 2011 \\\n", + "0 Canada 90.39 87.53 82.67 77.43 \n", + "1 Newfoundland and Labrador 71.82 72.54 80.22 73.56 \n", + "2 Prince Edward Island 68.29 65.82 65.72 66.47 \n", + "3 Nova Scotia 84.02 83.79 83.36 79.14 \n", + "4 New Brunswick 71.76 70.69 69.18 66.25 \n", + "5 Quebec 83.17 81.67 76.26 74.19 \n", + "6 Ontario 70.68 68.93 65.15 60.70 \n", + "7 Ottawa-Gatineau, Ontario/Quebec 70.19 68.75 62.80 59.88 \n", + "8 Ottawa-Gatineau, Ontario part 68.48 67.01 60.66 58.28 \n", + "9 Kingston, Ontario 68.02 64.78 62.56 59.75 \n", + "10 Peterborough, Ontario 66.83 66.54 68.03 63.78 \n", + "11 Toronto, Ontario 66.71 63.85 59.70 55.39 \n", + "12 Hamilton, Ontario 77.08 73.76 70.82 63.94 \n", + "13 St.Catharines-Niagara, Ontario 80.07 75.92 69.95 61.09 \n", + "14 Kitchener-Cambridge-Waterloo, Ontario 68.81 73.94 68.01 63.32 \n", + "15 Brantford, Ontario 104.34 105.87 99.59 91.62 \n", + "16 Guelph, Ontario 57.55 59.77 50.61 47.84 \n", + "17 London, Ontario 84.31 87.56 82.61 78.80 \n", + "18 Windsor, Ontario 75.38 71.31 65.85 62.31 \n", + "19 Barrie, Ontario 63.70 64.42 60.00 53.81 \n", + "20 Sudbury, Ontario 73.45 81.14 84.70 79.46 \n", + "21 Thunder Bay, Ontario 106.71 112.53 111.73 105.49 \n", + "22 Manitoba 129.04 136.40 125.80 114.34 \n", + "23 Saskatchewan 153.11 150.29 149.17 144.76 \n", + "24 Alberta 112.13 105.80 98.43 87.79 \n", + "\n", + " 2012 \n", + "0 75.00 \n", + "1 69.62 \n", + "2 72.62 \n", + "3 76.48 \n", + "4 68.41 \n", + "5 70.71 \n", + "6 58.40 \n", + "7 59.24 \n", + "8 57.04 \n", + "9 58.29 \n", + "10 63.40 \n", + "11 52.13 \n", + "12 60.06 \n", + "13 63.85 \n", + "14 58.34 \n", + "15 92.23 \n", + "16 50.52 \n", + "17 74.49 \n", + "18 66.53 \n", + "19 51.32 \n", + "20 71.66 \n", + "21 87.95 \n", + "22 112.41 \n", + "23 139.00 \n", + "24 85.59 " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the data \n", + "crime_data = pd.read_csv('1314-009crime_severity_index_csv_2008-12.csv', skiprows=2, nrows=25, encoding='latin1', names=['Geography', '2008', '2009', '2010', '2011', '2012'])\n", + "\n", + "# Delete the numbers inside the parantheses in the Geography column\n", + "crime_data['Geography'] = crime_data['Geography'].str.replace(r'\\s*\\(.*\\)', '', regex=True)\n", + "\n", + "\n", + "crime_data" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "countries = 'Canada'\n", + "provinces = ['Newfoundland and Labrador', 'Prince Edward Island', 'Nova Scotia', 'New Brunswick',\n", + " 'Quebec', 'Ontario', 'Manitoba', 'Saskatchewan', 'Alberta', 'British Columbia',\n", + " 'Yukon', 'Northwest Territories', 'Nunavut']\n", + "\n", + "provinces_crime_data = crime_data[crime_data['Geography'].isin(provinces)]\n", + "cities_crime_data = crime_data[~crime_data['Geography'].isin(provinces + [countries])]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "## Order the data by 2012 crime severity index\n", + "cities_crime_data = cities_crime_data.sort_values(by='2012', ascending=False)\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,6))\n", + "ax.bar(cities_crime_data['Geography'], cities_crime_data['2012'], color='tomato')\n", + "ax.set_ylabel('Crime Severity Index (2012) in Canadian Cities')\n", + "plt.xticks(rotation=45, ha='right')\n", + "\n", + "plt.tight_layout()\n", + "\n", + "# save figure \n", + "plt.savefig('python_visualization.png')\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv_visualization", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/02_activities/assignments/assignment_3/~$1314-009crime_severity_index_csv_2008-12.xlsx b/02_activities/assignments/assignment_3/~$1314-009crime_severity_index_csv_2008-12.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..e0f27252bdebac7f6ad144c72854f1b708dcac7c GIT binary patch literal 165 scmd;1$xlyID9O)BPpniR9&j_HFyu3&GbA!7Fq8mUIbe1rkVgv$01S5%Z2$lO literal 0 HcmV?d00001