diff --git a/02_activities/assignments/assignment_1.ipynb b/02_activities/assignments/assignment_1.ipynb new file mode 100644 index 000000000..ae3c0eaf9 --- /dev/null +++ b/02_activities/assignments/assignment_1.ipynb @@ -0,0 +1,539 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "270859bc", + "metadata": {}, + "source": [ + "Visualization Session 1 01/15/2026" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "0758e0bf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b6bbda7a", + "metadata": {}, + "outputs": [], + "source": [ + "# random sample data for plotting\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "983a6e3c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# basic scatterplot\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3)) # width, height\n", + "ax.scatter(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8468d650", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modify graph - edit axis object\n", + "# axis is the area where we draw (figure)\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.bar(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "dfa00e8c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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2tjbo/+G/6WOhZGZmQn5+ftCLk+B8QYT9XvZzTO3ZZYtDRjIGO8x0fvr/vlAzJW3pScbiVjKUEzQQ2srIsNOt/mBXnGs8UOH/oR7Ox/tPmP4ZGH20qgEpFbKVe5e0YEdq3wi92aQOdq2trZCSEvxlsZzZ2+uvZ6D6EoPa6tWrgzK1DRs2wOzZs8ENULCTcUNyIygx/uOavaI/Y/f3OVrvD3blA3PU02OyqTGf/PCgyHKwPE72Chm/Y6ihnFCnqFgoY1Jmh/0YM8wZ4+8VfrzP3muI0WR2GWkiu0Nk9+y0ZXLPBLvLL79c9Oj+9re/waFDh2DFihVCnHLllVeKj2PtFsua999/P7z++uuwdetWuO6660SZ84orrgA3QJMAvFrG/OTQKfjvd/bAf7261dbvg2VLFFlgBa60IAtyM5Mvs8O5nw//Y494+2eXTYKywixp15Z2CLQWmo+JhvN6JUMzG+ywV2OGOeMGidcfcWZnO+Sx82Wkqgd1WcZy6p/TczORkf4TPvLII8I39+Mf/xjq6upEEPvhD38oTOTEXXfdBS0tLXDTTTdBfX09zJ07F1auXJnQHjstWA7wcmZHg5kPiaWMPZCZJkcmH6lfh/J47AsFMrvkOGSgDee/Xt0G7V29cP6YYrj6nGHCtyQroAemp6T1O6xhnwz7ZWg/KMzJsJDZmQt2544qgrSUAUK6juVUKq0ysdl6tAEqBvt0BxgKbDkZqdDZ489v5PXsuryb2eXl5Qkf3eHDh6GtrQ32798vsriMjMCTArO7++67T6gv29vb4R//+IewKbgFLAd4uWeHSkEExZGHTrTGwWOXHXTISJbM7vUtVfD+nuPCfPurK88Uz4vAQcr6tdXYFj6zkzE27LTFzA4PLmePKBRvc3ann//97Chc/scP4YG3dhreZZeTkQY5VMaUdFBvpgOVCzI7no1pAiwHOLEXKlGo1oyH2n+8OT6Gck2pJBnGhWH58L43doi3b714rDBYI74Meb+jdnFrKAGRirm+3Sml/DnQZLBDzh+jlDL3sUhFbw/70Xf93sV9dfqfdxTYcjICAhUZ9y6sTHi6Z+cFqGeXLBmGUbSzEPcbeNKZLZcGMrvkEags/fsuONnSCeOG5MIPLxqjvp9+xxapApVwmZ1iPzhpMbMzWcZE5ip9u4/3n+RZszp4b08d7D/eYvg5oM3ssiWqMXFgQVdPn2t6dhzsLKkxObPbF4fMrlwpuSWLQGX9gZPw0kb/XsSlV50pyph22FpCh0BrsbrX7lRrl6UyJjJteKH4fbH/h2pUJjpPvH+w30HGaM8uRy1jWr++tAHX5/D6Hj1wsDNBTpL1joxSo/Ts7C9jhs/s3NwrRU/df67wq1j/ZdaIfsZb+h1b41bGNBnsWjoslzExyJ9b4f/92W8XnW3HGmDdgZP9emV6oPtUTmaq1IM6/Qx4CE3RDC1IVDjYmcBH1gMP9uzau3pUJR6yv67FlhIUfk3ccBBWoNLZLW1FSbzZXdMEB463iIb+f3xlQsR+MJWeZJjKowlU8OCCf1OjnG6xntkhc7hvp4snPjggXs8YOdBwZkf3qZx07NmlSevZqf06F5QwEQ52JlDr3h7M7OoaO9ShsigdxydNtSbTkwWun8F+AH4PGiJLTyqMc24tIZOSdeSgnLBzVXMos5PYs8vP7n8zwiBFjyf1RvWCdhO60Vnp2SHnj/Wbyz85eEpkvUx/qurb4M0vqsXbi7/sV63jMGf8O+iBrqWcTDSVp0grY6rj6JRDaKLDwc4EPlUx584brhWqG9rUvWjU97FDpKLusSvMgjRl9iJOf6BqiVtLyHVN/sPCkLzwnlKfRFtLJFM5gjYHMpcbFangXFiagRiuH2iEiaX5IvDic2mLshuPCQa3rOAA51kVRUFbKvSWMlu1PbsMeWXygBLTHZtfONhZ6NnFc719ovXrMNsaOyTXtr6d2q8rDJiNhQ8tw92KTMrsSvIzo/eDJfbsIgUksyIV7agwq70a/P+zldFhH7IFIeyB5YUNR8TbN104WhwwqNStt5Spbj3IkKvGJEO5Gzx2CAc7E5CiKRn8XmY9dji+a4yykdqI58fMah8tbhepUGY3OEZmZ/VmhD3NaNYDK147q4bySH07npPZn5c+rRT7DUcP9sHFZwwJ+nvqPfBRFpetGRdmpk/r5lFhCAc7E6iKOZfecGV47LTBzs7MjmwHBPUH3JrZUc9zSIS1NrKmxKAHCvs6UTM7k6t+VEO5xX4dMUfp2+H+O6+O4AtHd08vPPWRf+3Tv84drWbRZOAmAZKhzC7dBjWmCwzlCAc7E3h56wEFu6EF2jKm+en5ekeFEW732uHC36jBTtLAAroR4s7M3AgeqFHq9gNzZUxZmR32DnHbAwqSUKjC+Pn7thqhSC72ZcBV5wzr9xww2rPL1kxQkVnG5MwuidFuPXCrBN4s1ZqeHZZWEBwojAsh7RwV1q+M2elygYqiMI3Us0O5uBVLR5MODxSVMTGLRgGE4Z6dpGCHvdi5YwPTVBh/Gfovit0AN8BnKRmZNlM3Wsb0CZ+dROtBjJ5wosGZnQnohtSNK+49JpeuUdSYuIkAewcktJBZysQbL8qto/Xs3FjGxOCFB4NoAhWfcjPCM1S7Tml5dEN5ZKWcf5vEAJFR0eMdr1FhkSwIPCfTD2a4XxxtEBaf784eGfRYUXDRI1Dp1Iz0yklPk7riB3uJCGd2HhCoeE2RiT0Eulljzw5RS5kSRSqo+MSDBN6IS0IyIDeXMbHXhb8XlhYHRdjwTT0VqyKcwMaDyKduVPbhUlzkiIG+HY0Kk5XZaYdCb69qDBpa4FWe+MA/Guyqc4b3u1byMvULVLT3p+yMVDVDxMzO6jAI7tl5APR94YnLa147XKaKzw8MQthHQFRFpsTM7qhy40UvH96QwwtUelwrTsGMCPfzhSNFIy230hOOZTsILWUa6dsF1Jjy/FW4X++Mkjzx9jqPlzIPHG+G1btqxds3zK3o93EjApXWLv91kJ46QIxno8wOsVI5QHiCitdEKi7MMKzaDtAQTX0gVZFZ12K7OEX2VoB4U6eIU/DGHo0cCaVaMpRHK2MG77VrMSFQif57mC5lenx7+csbj4oy9rwJQ9TKiRYjAhWqDuQo5XFt5cCqSIWDnQdFKl5UYhL0ZMTTqCwqwxjKCVIWujPYRRenEIHMricOmZ3P8EDoUzb07BBVpOJxc/meWv8GiIsn+H11oRgRqGg3HiB4SM2SNDJMOwjaDbBAxSTaocReNJQTlNmhVwub4XJX+0TO7NwoUKmj6SmxMjsJAT3aqLCwmZ3OYIcqwcDiVrljonADApatD51sVYeAe5FDJ/xZNi30DcWIQIXuTzma8iVld1YVmapAhdWYyQ1ND/eSsTygxAwEO1QV4skOFZSHTW69jrzaJ0xml5kMmV30YEe/o5XMrlFnZkemfb3BBX8mOtTI8tkRGJinDS/wtCoTRWBU2aBxbqGoE1R0BDvq++ZovJayqlL0HCTBTKLDmZ1JAqtY3HfTtZrZaRWS6JEao/jtZNkP9PXselw8PSXL9n2J0db7aKEsHX2SegQxVMJEgZa2/yOLOUop06vBrqrev+0DxSRlBf2vf+1hSJdAJaSMiQSM5eavLzzc0tfmzC7JUc2ZHurZ0RBj9GdpkTkjE0+2FFRDR4W5fVxYXYzpKYRPShkz8nofLbjYlQ5u9LhH47RSwsSsDg869gW7k54b2IAcVKojWF6ONAyAgoue5wBVnnI0wU7GfMygLeW84ie5oQvGS9aDcD07ZIzEsWH4PfDUmJGaAoPDeNHUMmZn8pYxZVxbent2GLCGFvoPL9X17XEfFRbK2SMKhYDiRHMH7LVhwHiiQ62AkYpwKBz5RoIdlTEzA4ce8tpZKWPS98YMNDON99klNXSa8Yr1AA2ogcwuJNhJHAhNJcxhA7PDnmzdaj3ALEVvGVMdNB4Hn53271ml9GT1ZnZ2gDfOmaOKPFvKPKiKU8L365BcpUeGf+NY2S8dmHxhMjtLwY6uL5coMRHu2ZlEbfJKmDHnBk62dIpeAsafUJ/Y2CFKz66u2XLpKSBOid6vcFsZE3tiNFouls8usPnAikCFfHaxb0bUG9KT2Z1slrvxIFYp02uQKnZUBCWm9gCDFZD2rl6d1oM09X0yRoapQ6BdosREONiZxGumcvLY4eii0OkfI4p8QjKOp0ha7mqWyggDoEOzHnySY3/PbSXMguz0oKG+4ZCxTVrPbEyCytK0hd7JzE67327DgZOu+hvLtB2MilLGxHsPtUupXG3MepBm2XqgHTTuFjjYmUT1QnmkZ1cToYRJdXuSSVudpBIrs9M2w9302MfaYxdW6Wsys9OzuFVLWSEFOz09uy7bM7tJZfniUIA+ri+ONYBXwMBOM0qjZXbYZ6UgQ143vaZyJDsjRVrPjg6fboCDnUnopusVNSZ57ELFKbL7dtFsB9TTwTl/buvbqUrMGOIUrZjArAgHT+y0skdfzy5bf2Znw1zMULBKcP6YYs9NU0HbAQ4Kx8Pj0BhTdvJ1eu3oQJgTxmfXZqFywD07D0EeIzeqAs1Ap/5Q24Fs+8GxGGVMt4pUapXMriSGOCXIVG4ys6OsDoOG9kQfM7PTo8ZstWcuZijne7Bvp8d2QKiZXYxg1xZlgkqrhMyOe3YeQFXMudDcbKVnFymzC2wtNx/suoTHLvKoMMKX4T6RijoEWk9mZ3FgAa33wRuiHi9cqXKAwZJYrB4QZXayR4WFMkfJ7DYdPu2Z6onar4tSwuw/HzNGz458dplhBCrcs2MMCVSUFRqe8dhFKK/ImKKCmQVW33A6RziPXf+RYT3u89jpyOysZq6NOg3l2seTbp6x+nbxEKjQXEjsD6OCdePhU+AFDp2MPhMz/Jqf6NcIqcVz0vtPULFyiKBrkzM7D6Aq5lx0w7UCeewi9uyUzA7LdXrGGEUTp6DHLlpG4sYpKscNCFSsmspVQ7mBmYWq/SBKsEOv5WllcavsjQeh4N+fFrp6pZRJmV2kmZhm1vyQWjwn054yJvvsPIDVUpObQHVfoGeXFbFhTjfyAyYnqQTEKdGf7G7s2ekdFYb41INUt+2GcmKo2reLLFLBQwwJXwptDnbI3HGKSMUj++1w2wNSEcV20G8YdIxrpDWqQKXH+sYDVmMmP4EpF8mf2TW2dav1fe0Q6FACi1zNlTJp2nt5BCWmW0eGiekpShkz2uPX79rq6hHZlF1DoLWQ8KgqSmZHo8LwNI+KQbuhzG7rsQZoUDLKpN52oNgORhro2cXqsZJX0xdmgoqVnp26y87ANeY0bD0wiXbkTrIPrK1ubFP7NNEM0WOUSSr7TPbtjGZ2bilj4s9JhyI91gMq0+Jl1d7dY8FQbiCzK4id2VG/bqDN/ToCDwYofMLHYd2B5C5l4ooltB1k6rAdaMuHejO7bE2wC8zGtGA94MzOe8EOyzodkpaWumm1TzjGWszsaNv5qBg9C7fttKOsDn9ubTkpEllpgQkZZgI6nfbzs41kdrGN5WQot1ucEk6VmexzMg9q+nWxbAd6BSrae5NP9rgwE6XypMzsjh07Bt/5zneguLgYsrOz4cwzz4SNGzeqH8dM6J577oGhQ4eKj8+fPx/27t0LbkJ700r2UmZNjH5d/+0HxoMdlutoyv24kjzbZ0cm6vQUBG92pJ4zI4Ay07MrK4xtLA8YyuMX7FS/XZL37WgmZrRtB0YFKtrMLTvcIGgJK3483bM7ffo0zJkzB9LT0+Gtt96CHTt2wO9+9zsYOHCg+jkPPvggLFu2DB577DHYsGED+Hw+WLBgAbS3W5urGE/QsIurSKyWA5LBYxfas8MnLnrmjIAT9/HQgNNRYqnR3FbGVD12OoOd1SkqpgQqmswuUlkeh4HbPSoslPNGF4vh4yh6ouswubcd6At2egQqdAjHe1Wmpscqw3pA1QNPjwv7zW9+A+Xl5fDUU0/BueeeCxUVFXDppZfCmDFjxMfxifTwww/Dz372M1i4cCFMnToVnn32WaiqqoJXX30V3ISs9fZIZ3cvPLvukCq/T8jMLkYZE2+YeGrE3gOdVPWyt7ZZfbKHDpp2exnzuAFxSr8pKiauLTKVmxGo4PdDQVJ0j138RAk4I/PM4YVJX8okj120AdBGBSqqEjMdy+ID+lkPsMRJ6loj4D1ctR54uYz5+uuvw4wZM+Cb3/wmDBkyBM4++2x44okn1I8fPHgQampqROmSKCgogFmzZsG6devCfs2Ojg5obGwMekko+4GEm+5b26rhnte2w3ef/MTSBmE7qI7hsSPwCWV2RubeuiZdJUzE57IJKuRR1FvGtHptmcns8LRfmJMeda8dqTHjJVDp17dL4lKmutpHh8cuaIJKlDJmSxiPXWgLxowiE/8PxUhPlzEPHDgAy5cvh3HjxsHbb78NP/rRj+C2226DZ555RnwcAx1SUlIS9P/w3/SxUJYuXSoCIr1g5pgI+CT4VQiSHWM540/v7gM3DYEON0nF6IxMyuzGKX2/ZPLZ6d1QrsVHWzVM9OwCu+yMZWCxBkKrPbs4ljG1++0+3ncyKZXPWtuBnlFhemdjUiALFUVlpaeoAigzLRg6ZOLX0DN7NWmDXW9vL5xzzjnw61//WmR1N910E9x4442iP2eWJUuWQENDg/pSWVkJiQDVvmWsmqFSF7J87X7YW+vPdBKBWIZyGTMy9yjBcbyOzM5t48L0bijXQqfxePXskLIYiszAEOj4BrvpIwcKXx+umdpvcmBBIoOWG7IdRBrHF0mN2dzZHdGLqWZ2IQFpwIABaimzvbPXvMdO5+zVpA12qLCcNGlS0PsmTpwIR44cEW+XlpaK17W1tUGfg/+mj4WSmZkJ+fn5QS+JAKkCZQhUjjd3qKcu3Ai+5H+3mjIUywafMHTzpIHB0QiUMfXflPC0vk8J7voyO3eNCzMyPaX/oHHz1gMjPbvgKSrtCaPGJF/YjJEDk3aaCvXr9NoOtFk7JrqRVJXhdtn1GxlmYravG0eF2RLsUIm5e/fuoPft2bMHRo4cKd5GwQoGtdWrV6sfxx4cqjJnz54NXhWonGjy30ju/PIZ4uLcePg0vPhpZcIsbcULW099XrUf1DXrLjnh1A7MjtNSBugq47htgkqgjKk/s1MXuBq8tvCARKOcjJjKg6eoJFbPTlvKTEaRip7t5KFgFojPl2gilXC77EKrUmbuXYHpKR4PdosXL4b169eLMua+ffvg+eefh8cffxxuvvlm8XFMexctWgT333+/ELNs3boVrrvuOigrK4MrrrgC3IRMgQpldtPKC+HOS88Qby99a6eaFSS67YDAJ2xGaoo4/VWeir0MFKGSrR4lptt6dni6pszYSM8ucJAy9jviAYDOGIYzO3WKSv9rDq0kZGCOd89OG+zW7T9pSkHoipmYOvt1dB+NJVIJt8tOhrHcjXMxbQl2M2fOhBUrVsALL7wAU6ZMgV/+8pfCanDttdeqn3PXXXfBrbfeKvp5+PnNzc2wcuVKyMrSf/JNtsyOenboxfre+aPgzGEF4iZ53xs7ICFW++gMdthbmVjmLzNvPlpvTJxSEruEqQ12WO7tMDFOK57QYQXL00bKPmaN8xRY0a9IPlCjmR1l8+FsB5hMGJnMIgt8PuDNHQPu9qoGSM4ypv5gp2eKSvTMLs10sHPjXEzbJqh8/etfFxkbmsR37twpBCqhp5L77rtPqC/xc/7xj3/A+PHjwW1QqclqsMMLjurgg3IzhAl06VVnihvLm19Uw7u76sBxJaaBEty04QXi9ZbKemO2gyGxxSmhQ20TXaSi3WNnpJlPNyij2WtAnJJuWDxAG8ur6tv6laBPK6PCcNsBXp/xBr8nGsyRD5OslBlY2qrPdkDkKiucIvWuW6P27FL8n2PCesA9O08Pg7ZWTjuhEadQaWDKsAL4wZwK8fbPXt3m2JQWOuXrUWIS0xQT8Bd6M7s6Y5ldWmqKmrUkeinT6Kgwq6bywMYD4yUmyt7RbEx76/r16xQvnhOQ3+693cfFEIZkAMvDNADdSBkTiVXGDLfLrv+aH/MCFao+uAXeemABdaSTxeyiTlPC1J7GF395PAwrzBYT0X+/ag8427OLrcQksO9Iq1nQQxRbianfdtBvNmCiBzuljGlkeoqVfYlNFoJdZlqqqCxQdheujFnsMxa0ZTJ3nL9v98nBUzD9/lWw6MXP4a2t1a4e13dMYzsoMWBNQagsHkmgEthSLlegQtUDyizdAgc7C1A5rc2EfDdcv25Qbma/3tT9V0wRbz/54UHYdqwhoT12xOhBPvFEbO/qhT1KIIuWOWLDWygxDfQs3CJSwc3tRudiWvn9Aut9zN2ISiN47QJKTOducGhrufWSseJ5gr/nq5ur4EfPfQZn37cKbnx2I/x101HX7b07qBkTptd20C+zi1TGjJKB5SjWAzMTVJo7/I+x59WYXoKavFYzOypjDg4JdsjFE4bAZVOHivE86L2LlSk5rcZE8El7JvXtYpQyKRii5cDIQlCfS0aGqR47A0rMYKWv0TKmtZmFqkglxH5wyiGPnRaseqBSecN/zoO//ttsuPGCChhRlCPKrqt21MK/v7IFLnhwDZxUnk9u4LBmtY9RYglUwu2yk6HGpGvS8z47LxEQqMjJ7CKd/u+9fJK4eWFZ8Jl1hyFe4IxOmnRvRKCiLWXG6tvtNWAmd+MUFfrbGpmeEmQqN13GNJeB0RSV0I3lgZ6dc8FOK1aZMaoI/uuySbD2J1+Cv992Adw+b5zoJ+KN/9NDpyGZbQf9BCoxgp0vjBozS0YZ0+s+Oy8hq2dHHrtIwQ5vlEu+OlG8/bt3doseXjzFFdhPoCHBRkUqmysbpM3EDC/Nt3bQeGT1Xrjl+c9s826ZFaj4qGpgVKDSZjGzo712EXp2TmZ2kbK9SWX5or996ST/BCYnyv1WV/vonYkZvowZoWenHJTCZnbp5m1TahnT6z47L6GWAixuKYjUs9NyzcxyMTIJL857Xt0Wl4G4WiWmURn7WUpmt6e2KWp2YmTbgeyddpgFPbx6r7B34M+ZSAIVdRRdR3wzu6EuyOwiMWWY39+5zUU+vMOaUWFGCaz5MZ7Z5Sj3LjMbVtTFrZzZeQdZE1TUnl2U03+K4r1Ds/DqXXXw1rbwGyJkQtPvjfTrCPw/mM1gxrS9KvxKJgzYRm0HMnfabThwSs3oaO6jTNDwThJ+o5md6rPr7DE0IzUgULHWswvdfKBmdopaMxFBuw5ldm7YjoC2g0qTtgM9ApWWKJldtoUWDJVNuWfnIXySJqjE6tkRmP386CL/Etyfv75d9VTZvrTVgO0gXN8ukrkclYp4c8YejNEnu5rZWeiXavejhfrKZEB/VxyfZrQMrFXQGakcUGaXbzGzq23oCAqyZCp3YlSYXiYOzRfX0onmTlUFm8igvw4PW+gZNWo70PbsIglUSHwSTo2ZTYOgTZUxObPztKnc7EkS/58a7KKUMYkfXzxWSPvRm/fgyl1gJyQ/N1qCCy1lbjnaELWEiSUc9HgZQYb1QDtUmNbXyCSSf1IPeDOi/2LEa2d2vY82I8fv29nTq4qTEkWNqWc7wlhl64Yb+nbqmLAi47aDIK9ppEHQHZF9djlWZmNqVvy4Ce7ZSRCo4AEY5c9mwFMS/d9oPTvtE/r+K/3eu+c2HIFNh0+B/ZmduWBHIpVImR3ZDsbrHBOmJdfk7EhtL03rAay3oYypilMM2g4QDI4+qhwY+B0DE1TMZXY4iJsOXVTKxBsiZZdObDwwU8pE5XKyjgnTU8bErFxd3hous8swpzfAyTV0v+Jg5yGoFGAlw6CsDuvf4Wrr4Th/zCD45vThYro9eu/sGp1EAhUzPTuEvHZHTrWqmYGWfao4xVi/ToZABafna7GnjGl8j53VKSpWMzutIrNK2X5AWS+WY7VzSRNZpOKGYdGBYGe8XxdLoKINYuG3HqSZyuy09zl6DroFzuwsgP0BK7VvI/26UP7zaxNFSQmzkyc+OACJmNkVZKeLkmskvx1lVrTdPJ4CFSph0ozNehvKmNQ3Muqx61+q7TEuULGwmWCoUramzO60ZnpKom+mxu0IrsnsFI+dkclBkeanhlpn6H6Ef66sMC2CbJP3LTpc4vNGzzquRMJdP21C9+1MBjtFiamnhKkFy0l3f93vvfvD6r3qKVEWOKmFZPNmM7tgkUpDfyWmIvc3MhOT8JncCkDf+6N9/sxu3oSSILWh0xvKrWR2eMNTJ9Jbyuyygg47gX6dc3MxjYhU8AaPBw2nd0Hq7dmZDnaav3GosVz12KWnhu0HZptUY7p1LibCwc4iVA83uzX7hMnMDrnirGFwwbhBooyJmxFkgkEYD4s4s3KQhZucuu4nJLPDjBZVZPg8NCO7tlLGPHyyVRjz0cZx6WR/sDtlQxkzsKHc3OOnTlHRmdlpb3hWgl2ZurG8PcRQnvg3OHzMqJoQyfISCg69XvK/X0g/ML7wyRH41d92hC3hW9l2QKCoi0bsNYUYywPrfcJfBzmqz85YC4Tuc1auL6fgYGcRn4UliHqmp0QDS0o4KBpPsrjjS+ZMQK0S04xSjJiqsR9oFavqTMxinxDdGMXKuDCyHJw9YiCUKf0pO8qYAYGKyTKmwcyOxCl4AzSqbg2X2dEUFTcYysOVMrdFUAGHsmz1Xnjhk0r49d93SvsZUCCC9qAnPjgI8x9aCys+Pxp0/WttB2Yzf62fMvTQRxlbuH6d9v2oujUyb1dd3Oqyfh3Cwc4iVA6wKlCh1SpGwe3G5KmSWYqrNTEAOhyThuaL7BBl7NoxZ2Q7MNOvszou7GOlhDlnzCB1P5sdpvLA4laTZUw1s+uOi6G8v7FcyexcYDsIay7XIVLBAIT78RB83dAmJ8M/0dKhqhbxsLD4pS1w3f98AkeUPp0qTjGx7UALBZ1QkUq0xa2I9oBpZIErbihBONh5EJ9FYzkaYM1mdoR6w5ZYiqMSltEB0OGeVNhHCe3bqbYDE/26oMzOoMcRT9wfK5ndnLHFYvM2giVVmRsl8GudbLEoUFEzu564GMoJEiShGhezj5Muy+wCk1RilzF31TSpqmPMct6WNJmI+p3Yi//JgjNEtv3B3hNw6cNr4c9r98P+44HKhhWobxfas6OKRyTFZGZaimghGK1KqZkdlzG9h2WBioWeHVGg3ITqJQY7WvFiVompZVp5/76dFduB9kmMfUUjXqGdNY3iUICBBMUzhRrVoqxTPR1iMAajYrfYZEZk1Dgvw3ZAmSjeCDHQ4Si7RB0CHQkcDI1gJSFcv0wLZXV04399S5WUn4FsG8MGZsPNF4+FtxddCLNHF4se2dK3dsEDb/kHQow06bEj8tQpKsHXLu3YjJTZDRgwwJT9gIZAu21UGMJlTIlTVMwQmJ5iPqjQDVtm34kyO/JcWWGqugHBH+wwE7NiO6DHnVTwRkQqZDk4t6JISKfTUlPUsp/MzJiUgFieNlum8hmsGlg1lBP4mNDUHBRvBBa3uiPYYWY7ShmsHMtv9+7uOvH6hrkV4jVm/TJUnGTboJVJKEJ5/sZZ8OA/TRWWHNxOLt4vK7MLeQ6o01Oi+CKzTRzUObPzMFbW/GBJjYZAD8rLsFzGlJnZkTiBnqxWoLFhOMIJswUU5WAWhTEAt0+bQTthxMhjT5aDOWMHqe+jm7jMnieJU8yOWgtS+sY5s9Nm9Ni3o7mYZjPURJ2kgoeDTYf9u++umz1KXKcYg/72RbXl718dZq4sXrP/PKMcVt95EVx19jAYM9gHF44fbOn75EUoY7bFUGNqvXaUBRrp2bnNUI5wZufgAle84dMJr9iCvJ/6TvVt8m7W1ZIEKggGNHyc8AS5r64Z9ilZHW6ZNqPENCtSQYvGJwdP9Qt29PjJFKlYFacgPnXzgd5g1yUx2NEUlTZ1gopbenbaYLc9St/uo70nxOFr9GAflBflwMKzysT7X9tsvZSJj1ukNgD28R761lmw+s4vqWpgs+RFEKjQNRMts8uxktlxsPMe2RYEKmQ7wMyM/DJmwLKIzMwOxRW1StPe6pMRwb4VjQ5DCwLtjjO6w86q1w7LqNjfwwzlDM33tiMzplLYYJPilOAVUj0G1ZjW/XDqXrt6zOzc1bPTO0mFSpgXnzFEvL5s6lBRbcDrhFSTlqcPKTYOu4hUxgxkdrHLmG2Genbss/MsRr1QRpe26kH2zTrIUG7xZ+s3FPpofWCHncl+ndmRYdSvmz2mOKiPRhmLVOuGyQ3l4cdB6fXZ0Y1IQrBTDjloEaHqg9E1RU4yWRGp4FzWhjDPC+wbr93jF6d86YzBqmoW584ir285Jr2MaQf0tw4VqAQyuzSpy6eb2XrgXQJeqB5blrY6UcYkJRn2mzArk4E6NgyDnUXbAeHLMJbZUbDTljCDg12X/CHQJqenmOkHN0osY1KvlqaQ4KHOSsk53uBzYvjA7IgilZ3VTeJAgn0rFCsR39CUMs2u7cLSKNkZyuzO7NQ1P8Z8dmbnY3Kw8zA5dMGYWG8vw3aAFEjO7FQlmcQnKgW7XdVNQv5vRYlpZlAyZn+kBkUzuRY7jOXUszOzlNNsP1iqQEXJ7NymxAw7SSVMsHtvj7+Eef6Y4qBpMwsml4rtDlh9QA+eGfB5jQEPD4pmPZZW1/zQ4ZsOTLJaMKzG9DAkktA75UKLkaWt0aDMRFqwUzK7UoklGMwUsCSKJTG8KQ+woMTsv9Mu9mOPwhT83uVF2TBCkaUThTaqMS1ldmrmasxULqWMGSKscJMSU4+5/L1dSglzgr9fp+1/XzxhsCWhSpVyWMQStqzKiNE1P3T4psN4OOhj7SbKmOTvcxOsxrQI3ZD0TrkI27OzWsaU7LOjJ6sM24FWdk1DoUmJqXd/nwyBilrCDMnq7Oh5oqWExEdWTvbqQcpgZpefbT2zw4MJ9myJga4Odg39VNCbjvgtB18KI/1feNYw8fqNLVXibxnv1VhGoO0D/TM7sgjo8dl16/5+nNl5mMB6exOZXbOczI6EAxhwZSxytevJSqVMGeIUowKVj5RlreeH9OvsEKjgeC0sY2H2anbmadDWg84eXTfdRmUCjAw1JmYkWo9gkYtsB6EilQMnWtSslw4++PcZo1gOQrlkwhBxbeEEls+UoGjKdiBByaw/swu/9YBKlTJM5XgNNiv3ObYeeBAZmZ3Vnh3e3GiaiAyRiszpKRGDnUVxSlDPLsZBA4VAO6sb1R5NKLIFKmQ7wNIfTiMxi09zo9KjmJPZswvt2boxs8PslA5sOzTrft7dFWw5CAWFOLT6ycz4MFJiyqyMGB8ErWR20Xx26casB1gaJc0Or/jxIFZ6dur0FIuZHcroyWsXTmZtdnqK9MxOU8aUkdkFypjRn6zrlKxuQmle2McaN3BTGdisAi+8odzqEO0U9RATK6DjfjQKiDJ6dqGyeTd57MJvQGgMYzkIH+yQb0zzqzJxmgo+tmYEXnbbDrRZPG5Y0FZ1ApmdDp9dl7F9iVjexkHSbsN9P3GCZnb+U4/+GyWWUUjpZjWzC+rbWRxmjE8YKq/KfrKiHHzq8ALxZMFdclbRK1ChLQfkoYqU2QnxjMlVTVrqFNm5FXGK0ZFosha3atEedtw0PUXLlDKapOLv2+2obhSHEWw/zKyIfA2iPQUzcyxJU7/XuMfO/sxO25PT9u0o2Pmi+uzSgj5X7xBoPGTitek2ONhJ6tlhnDOy9RfXv2AbBjUAMk7NqtfOYmaHk1Pwd0H5tR0KvL9cNwNev2Wu6e3MZgQqNA9z7rj+JUwqW2EWhdQrcyCtcKxe3vQZvSPRqIyF3ikccC0D7c3avZldftAkFdpyEGo5CAUfQ5yoYqaUSWrmePTssExOfjk68OChO9byViQ7I8VQGZOuMTf26xAOdhahC83oFBXq1xXnypEnk0jFqsiCzLA4E9PKUslI4NZuWsFiFT0rcLCkhFM08DE+tyJ8sJMtUiGBwjAZwU7n6VumoZzQ3qzdGuzIa4f74zAAvKeMCItWwgwtZeKOO73yfBy1Rz3bePTstH9zugawpEl6pqg+u3RjE3rcPCosLsHugQceECnvokWL1Pe1t7fDzTffDMXFxZCbmwtXX3011NbWghvBgBBQZPbEfVRYaBnTas8u2gDbREOPGpMGAWOPMNqJ1I5gJ8OUr24+iHFDsiPYlQX17Nznq6LDFbYJ8Oa/4cAp+OxIfdCIsGicM2KgOLCg+GyNImqJRW2Tv2KTnipv1J7R+Zjag5H2MB55XJi+ihQ9zzizC8Onn34Kf/7zn2Hq1KlB71+8eDG88cYb8Morr8DatWuhqqoKrrrqKnAr6sBeA5mdjA3ldowMi2e/wSo+HaZr7NEgtC09EiRSkRrsJPQ81b5KjJ5dQIkpLyhphxjT9eXm7G752v2iV46Te4YPzNF1kKXxYW9+UWVI3IW2DTsqI+GgvzmVMSkoYWk+WtUox6BtSi1jcmYXTHNzM1x77bXwxBNPwMCBgUZwQ0MDPPnkk/DQQw/BJZdcAtOnT4ennnoKPv74Y1i/fj242n5gYD6mrOkp/cuYXXKUmHHoN8QjsyPLwaQYwS6w5sfa44f9ErJuSOnZZRjr2eVrNq9bBXu2X586FL46pdSVE1SIKUrZnNY7XawjqyMuUkznXxyNvgTWycOiuuZHEZCQujLaEGiEZp3qF6hwZhcWLFNedtllMH/+/KD3b9q0Cbq6uoLeP2HCBBgxYgSsW7cu7Nfq6OiAxsbGoBe3bysPTE/JSKwyZhw9QrLEG/jkxhN7tGAXM7NTp6hYy+xQvYeKVhSrydgFqNdLKHOXHYHthz/+yzmw/DvTXam+IyYrmR2hp19H0LDyo6fbdD2/42k7iDQMmg5G0cQpiNH2C3197tlpePHFF+Gzzz6DpUuX9nvAampqICMjAwoLAwZjpKSkRHwsHPh1CgoK1Jfy8nJIJMwsQVQ3HkjK7Mj0a7WMGZiekviZnXZbcrhggCfRQ8pesolDo5vYZRnLqYSJcxFlqCJ9egUqbbTLzp3igXiUMem5OmOUftsLCnMoq8XFw3o3hti9xy68QKVb9y47bean22fHmV0wlZWVcPvtt8Nzzz0HWVly/uBLliwR5U96we+RSATGOhnP7GT17MhUbrUMp55M4/hkNQsaW2l+Y7gy325lu0JJfqZQvUZDlkAlIE6Rc1hQBSoxy5jyhkAnG1hSJDUpei2jWQ7CMa7EPwCBVlPp2hgSz8wuRKBC05xilTGzlWCI/lI9YwbJg0rzOMHrakwsU9bV1cE555wDaWlp4gVFKMuWLRNvYwbX2dkJ9fV+VRSBaszS0tKwXzMzMxPy8/ODXhIJoxulg+ZiShao4JBbs3R096jCGTdkdsJ0HaVvRyOiYvXrZApUZHrsEJ/aD44e7GiYAB16mODrZPpIfzb35Un6S5jEuCH+qsCeuqbE7NmFCFT0eOxClZp6SpluHgKNSP+p582bB1u3bg163/e//33Rl/uP//gPUYJMT0+H1atXC8sBsnv3bjhy5AjMnj0b3IhaDjBhPZBWxpTQc6ISJmZM9PUSHexXYIAPp8jcUd2kq18nU6Ai02MXbD2Ifm0dPd0al2WhbuW+hZPha2eWwsJp/o0GRhivZHb7dGV28W8DqAIVJbsPLG6NfnvPUCojmNm1dnVDAaTrLGO6Z4mvrcEuLy8PpkyZEvQ+n88nPHX0/htuuAHuuOMOKCoqElnarbfeKgLdeeedB16wHmAGRRmYtMwuOyNo8wFeyEap0mQlbhEkRJswotd2ELwTUFIZU9LJPldniRwFFIgeSb0XweBz5dnDTf3fsUpmhwtdo4HPO+rFx7MNEMlnFyuzo1ImKnkNZXYuLWM6ko/+/ve/h5SUFJHZodJywYIF8Kc//QncinYVix5OKqVCNJ7KKjthkxrbVyhKRJGKmSHENY3uMZTHGhmG6kzq2emZ2KJuK5elZpWV2emwteDUDsooyjnYSYd6dpWnW0VQiDRcWR21l2bPqD29AhU9u+yIHCXY6bl3qT07LmNG5r333gv6NwpXHn30UfGSDFDtW69ARTs9RVYGRZsP8GaN9gMzwY4yOxmSeae9dodOtohZpWisHVXs061mRWUajoYiD5LTAhXy2UW7tnDEGwZ3PDyhCpSRCz5PUeCCg9tx7BhtUog2fSielZF+1gPaeKCMA4t9mOrQpcikQdA8QcXDBNb89BizHUi+Mal9J5PZiRNKMqv4Igg4SJwyoTRf1+xR7HuQstOsSAXL03SQkafGjD0lpvJUoE8Yr6kdXgOnriB7apsSbvqQKlBRngM0EUVPZpdlwFhO1QX22XmYwALXbkfEKQSVRM32nQLT2t2T2UXaaafXTE7gSVydQmNSpEICH8wmZQl8SAwQLbMjcQr36+yDRCrR+nZOiFPCbStXMzsdPbscA8byQM/OnWpM3nrggKlctseunyLTpP0gsGHZPZldpJ12JE4xsmEhsCbJ3GHhmKaEKauMpadnR+KU8iL3/N3cBtkP9kbN7JzpeatlzI5uMa6OApcvhhozeBh0d8yqRaeyxNatPTsOdhIwugSRPHayp6JbvVm7yVAeS6ASmIkZfXKKliKLZWDqecqyHSA+9dqKltmxEtNuxunI7ALTU5zJ7Lp6+sR6H6ow6cnssnWWMbXLgX06gmgiwsFOAnoXbNrdswuUMY3frPE0SDf5ofnuyRDCmcpPNndAbaP/MT6j1EhmZ81YLnPbQajPDm9GvRHmf6JKEBk+0D1/N7dmdrgbMdJuu0DPO76HRV8Gbg73v61VVuL7Y5Gts4xJh0kUTMnYv+kEHOwkECgFOF3GpPmYxoMdPVHxd8nPTnOfGlOT+exUzOSjinMM9RfUkWEt1jJjWeIUxKe5YbVGuL6OqZkdBzu7GJSbIdoEaC2INCPTqZ4dipJy1XVX3bonqBjp2bl9vQ/Cwc6BFT+yF7eGZiZmyphaJZlbDOWRBCpGxSlEoToyrMvSqDCZZWAUu9BBmvxTWrqEx07p2bHHzjbwOUHZXbhgh9keWhOc8qnmakQqhkzl6UqZvEtnZudScQrCwU4CPh19FTsXt/YPdmYyO7lmaCcFKqo4xWCwszpFRfaoMHX+p6r27QmrAO1VjMzx2oztVcaWRLYfaJW49DyMJ1qvHVmgYo0LM5LZqet9ONh5Gz19FQIDIp2S7PLZmQp2GkOsmwjXszOb2QUEKp3mlrZKNpTr2XxQeUrp17HHznbGD4ksUqnSeFSdqIxop6ioZUwdPrtsnbs41bmYXMb0NtpyQXt39BPSiaZOVQVF0zFkQQtczWQmNOaq1EW2g3BqTJRIU5nJiO3A6rZ3nHVK5SPZBwZfFLUvKTGHcb/OdsaVRC5jOu1RzdUYy42VMVPF67auXp3rfbiM6Wmy0lJVNVSsvt3x5nZ1Q7nsE6BaxrQgUHHDhvJo48Jw5xhOcUdlqtGgQyPDzGR25LFDIYPZUWORiLbGiAzl5UU8ADpe9oPDYhRdj+MbysNldiiuwuvfeBmzO+rn0bXn1iHQCPfsZDyIKQMgR+d8zONKZid7eoq2jIknO8xwjBA4mbozs6NDhrZfZ/QwoQ6DNqHG1G6MiOdWjYDHzl1/NzeCz1k8RGEsOXC8JSFGhRHUS8Nh1ITerQdGfHZuHRWGcLCTRLZOY7nspa2hFzwp93AYtCcyO+Vxx+kOuGLFbL9Oe1jAvgduEkiUuaLqVo0wVYOAx44zO7vBw1NgbFhTQtgOQisctYrSOyM1BdJTU+SZyju4jMmEDoOOmdnZYzvQbj4wWsrEEgWtB3FfZpca9HsEgp3+ySmhPU8zG9+pjGlHz0ZPZlfOmV1cUHfbhSxyVTceONSzo2HQlNnpmZ6iLXVGMsoT7LNjDHvt7Jqe0l8+32U4K8HM0G0N6LTUFLFZnU6ftO3AqDiFvlY+9T4MZsZ2jAojfBE2O2Ami+t9EM7s4kOszM6pubKkkqxTrge94rdsvWVMl6/3QbiMGedh0HZNTyEKTIy8Csz0c1cJk6AnIN6AMEPFVT20ksUoZkUqdtkOgvqSIdcWHlJwogcGexTGMPEcCB3I7LCaQ5UA5zI76tl1BK2GknXfalYOWtyzYzQXjb4yph0CFW0pzkjPzmklmaxg8Omh0+I1BrrMtFRrOwFbEinY0b7E7rB77FCc4qapN8mgyMTlwCQCo6wOsymnTNf0fWlkoR5xSpD1IJbPzuXrfRDO7CThizLlImzPzu4yZluniekpWe4OdgdPmZqcEnZNkoHDAo7sol6JHY9hToRri20H8Qc3wWOpW6vI1CqZnTp0hJq99Qa7HM1cXxyMEMtnx+PCGF1+FbyY1J5drt1lTAOZnfJkLXXRtoNwI8O+ONpgul9nZYoKBjoxsis1BQb5MuMmfmLbgUMzMhVzOU1SoekpTk4fIoEKocdjp+3Z4fWL64EiwZkdE2akU0/U0xFdUHb17AqzjQtU1CeryzM7Wi5pxnbQr4xpqAxM02eyhCJWNnTjCt3GzhvKHRapKDMy6bDo5NLj0PKi0TJmrPmY3LNjVHw6hkFTCRPr67KnbBADlcn9DWbKmC7v2RETpZQxO03067JszVz79ezYUJ4Q9oNEWHpMKmKjwS4tNUVUJKJtPujp7VMFLNyzY3RJeE/YrMREyGd3ukVfZoKlVXUItEszOzKWI6X5WVCkKCrNUKj8X1rXYsRjZ9fGiJg9OzaUO2o/cHp6SvienX4hSXaMzQdafycPgmaiDusNnZ5ilzglaPOBTlM0llbpJuq2jQfhMjszZnKrAhU7VvvE6tmhEpBk5jwqzBn7waGTreLvkAhqZixHajeI683s9Kz5oX4dZoBmVc6JAKsx47CGJV4eu2Drgb7MhPoNmBEaOQ0mElTmsypOMStQsXMuZqSBBfQ98SZnJZNljFOSnyn8ZljeO3SiNdCzc7AygsIZbYnRiGoyO4ZtKhnW+yAc7CShx5xpt8dOaz3QK7BIBCWZ3MzOWrAzI1Cx02MXbrND0B479tg5tLXcX8r87MhpVZbvtE9VG+y0whPd8zG7eqKPCnOxxw7hYCf59B1NoEK+HLvKXVrrAfpmYs27QwKnUneKU0JPnFY8dlqBDwpUovmOwvXshtl0std6oTCbCJqJyat9HC1lfrD3uCoQcdqDpp1uop0Zq/f6ao9UxkyCIdAIBztJ+HT07LYcrRevpw4vALvQbj5o1NG3q06CzI6ehHhCHVnsk5IZ404wOrFHo6m9Sz352nWy195EaUJGwHbg3kNKMkxS+XDviYTI6kKDHW1hkbGxpZkyOy5jMkE9uwiZHQ5oRdUWBqIpw+wLdujzMlKKC0xPcf7JapaSfH+gnlZeENSkNwNaQrLS/WfA+hb9jx/2PO062ePsS/q1yH7AhnJnIWN5YFuI84fFoJ6dEYFKevQyZjIMgUY4s5NELEXTFmW6B5Y/7C53kEhFj1eMMjuU7LuVc0cVwaP/cg789p+mSfl6RkQqdtsOqEfkC7Ef8B67xLAfEImR2QWmqOhd8RNsPQh/UOeeHROEL8aKny2V9Wr2YTfUt9NjPwjM9XNvsMNs9rKpQ6X1rwoNBLuA7SArThvZgzM79tg5Ax4OtUOfE2HpsbbM6DPls+sN+3FWYzIRRQS9ioggXL9uWnmh7Y9cYKdd9Js1CjBIjenW6Sl2EBCpdDmuxAxnbUHhESl7uWfnDJhtj9Vkd4mw9Fjbs8sxVcbsjtqzc2qjgyy4jCkJrUeNRAQEBj81sxtuf7ALlDGj36zx4+1dvepcR0Z5/HL0T1Gx22NH+DQiAiqdYl+mUMnimfhD9oNEEXhpg5HefXZ6WjC0q497dowARQ203SNUpIK7r7CRjUKDM0qtTfiQWcYkcQWaku2a1elGjMzHjEfPTntDwmsr4LHL4T12DjJeEakkSrDTBiPK1vSQFcUjjFaqVTtrxdvxuHfZCWd2NogIWkP6drR6ZnJZPqQrQ1cToYyZDLYDOwgIVPRbN+zu2Wh7dgGPnfOlMy+DS4ITVaBCZW895NAC1zBqzL9uOioqQCOKcmDexBJwM+4uwiYY2OjFZm7oCWmzKk6xv4SJUGkrVhmzSh1g6/wTNZHQK1BBg3dNnKwbgWDXA3Vqv06OIIcxB1qIsFqDQyKMqB/tFqig/YY2GRhpwbSF3Lfw+n7yw4Pi7RvmVli29TiN9DRj6dKlMHPmTMjLy4MhQ4bAFVdcAbt37w76nPb2drj55puhuLgYcnNz4eqrr4baWn+q7GbI2xI6RYXEKWfFKdjR5oNYwY62Hbh1Q7nTAhVcxNvV0yduArjBOl7XFhvKE4NBuZmwctGF8NIPZ0MiQD07LHkb2ZieHeG+tWpHLRw+2SruJ9+cMRzcjvRgt3btWhHI1q9fD6tWrYKuri649NJLoaXFPyoLWbx4MbzxxhvwyiuviM+vqqqCq666CtxOuFUsnd29sL2qUbw9NQ7ilOD5mNEzE9qHxpmdOYEK9etQho57weJ1bfEeu8ShYpDP1sHuRqBtKkYHg2dTGTMks/vLBwfE62tnjXDtkHgt0n+DlStXBv376aefFhnepk2b4MILL4SGhgZ48skn4fnnn4dLLrlEfM5TTz0FEydOFAHyvPPOA7cSUDUFTkh7aptEwMPZeaOKc+JaxiQVVSS2Khmn1U0Bydqzi9XztHtpa9g1Px3dcEwdFcZlTCZYHXrfwsnq3E4ztikCB1xvPHwa0lMHwPfOHwXJgO3hGoMbUlRUJF5j0MNsb/78+ernTJgwAUaMGAHr1q0LG+w6OjrEC9HY6M+UEg2S+2qN5dp+nZHSghUKs+lmHTnY4Y0c93GJn83GWZ1uRO/miHh57LQ9uxPNneIFYUM5owXvL9fNHiVl8fRflKxu4VnDYIiLpytpsbX20tvbC4sWLYI5c+bAlClTxPtqamogIyMDCguDS3olJSXiY5H6gAUFBepLeXk5uKVnR/66ePXrkEJf7M0HNL4Ms00q2zH6Hz+txy4eZWC6trBSQP2Z/Gz3l5YY58kJEaigtWXlNv+9+F8vqIBkwdZgh727bdu2wYsvvmjp6yxZskRkiPRSWVkJiQidkLQ9O3VySpz6dXQjJOVUpFLmF3FWiLoJfPzSlMcvWnYcr1Fh2hvSgRPKmijeY8dIIpsmqCj3LVRg4hCoC8YNggmlydPisC3Y3XLLLfDmm2/Cu+++C8OHB5Q8paWl0NnZCfX1/pstgWpM/Fg4MjMzIT8/P+glEfGFrMpAG8Leumbx9tQ4zMTUljNiKTID64Y42IV7/KjvGU2koo5ai0sZ039Don12vMeOkUW2pmeH7Y2XN/qTiRsvGJ1UD7L0YIfzFjHQrVixAtasWQMVFcFp8PTp0yE9PR1Wr16tvg+tCUeOHIHZsxNDwmsWMnLSGpZtxxoA93+i4XhIXnzr3nSzDqfIxL/R5kp/GfOsOAZhN6HHmB+vUWFIqBqOZ2Iy8q6tVPXt//nokDisTyjNE5ldMpFmR+kSlZavvfaa8NpRHw57bdnZ2eL1DTfcAHfccYcQrWCWduutt4pA52YlJpKTHmw9CGw6iH/2FG0+JprJ0SOGpc7JZRzszIhUsL9BWV88BSoEKzEZ2WVM5KmP/Cbyf71gdNKNopMe7JYvXy5ef+lLXwp6P9oLvve974m3f//730NKSoowk6PKcsGCBfCnP/0J3A6Vmsh6EM9NB6GQ6KShrTNivw5PbzwT03hmrC1h4jxCtJXE69oiynlDOSNxRVZWeooYCo+763BAwjemlSXd4yv9WYolslhkZWXBo48+Kl6SiVBT+RalVDjVAWl/4GbdPzPZzP06y2VMrccuHidgX78yJnvsGLnZXbuyAeX680dBRlryjU1Ovt8oAWrfaD3AfWM4YQPvg2cOcyDYRfHaBewQXMKMZT841dIVNdjFa/pM6H4yVGMyjLzrK029znBiSjLCwc6WYNcDXyjZ09jBuUHTyONFYIpKcGaCar5tx/ymfLYdmJ+iskMZARePfl1ozw7LpqS2ZRiZisx/nlGetL5bDnY23JBwxY+T4hTtTrbTIZnJgePNwhKBgdnoWCEvEW2+6Pt7jsOz6w+Lty+Mk2INp+uTd5JtB4xsLp9aBuNLcuGmC5PLbqCFRzDYtGCTJpQ4NYqrgDKTkMyOxpdNKStw/coOJ3qeOF3ithc/F5aSb59bDl89c2hcfh7sC+L1hQICth0wsrl9/jjxksxwZmdD3RvLmE4qMaNZDwI/F/frojHQ17+MiaPDfvh/NonHFP+uP//GZIgnPuX6YnEKwxiHMzsbMjvyX+ECRafG7QTUhF1ht6Zzvy7W4xc8QQVVxv+5YivsqG6EYl8GLL/2HMhMS3VkaAFndgxjHM7sbDT+4uocpyS86rbytuDMZGe1Ik7hMWG6DguN7d3Q3dML/3f9Yfjfz44BVn4f+Zez4yZM0TLI599XNnpwbty/N8O4Hc7sbJSHx3PTQSgFSrBD7wwGOTSPY6DDzdq43JGzgxiPn0btuGZXHfzijR3i7Z9+dQKcP8aZMUr3XD4JNhw8BXPHJtcYJ4aJBxzsJCvm8OSvzOp1xEweuvkArQZYyiwtSA0oRIcXJN0oINng5nGU+GNmt+ilzdDd2weXnTnU0eG4U4YViBeGYYzDZUyJYADxaSZdONkXE5P7s4NLmdyvMydSQcERboF+8J+m8iGBYVwKBzubzJl5WWlQUewDJ6FSJolUaEwYi1P0QeZazJIf++70fj1ZhmHcAwc7ydANEQUgOGA1UeY74hLXA8f9iz9ZnKKP80YXidL0Q986C8awKIRhXA0fVW0SqTjZrwvntcPdekh5UbYQqDCxWfLVibBo3ng1W2cYxr1wZieZoQX+Ja2zRheD06hlzLYudXIKZ3XG4EDHMMkBZ3aS+fWVZ8K3z22I28xEvfMdDyolTCftEAzDME7BwU4yQ/KzYF6+P7tLlDJmQ2uXOiZsKpvJGYbxIFzGTGJoisqumiaobewQHsApw5wZX8YwDOMkHOw8IJ2n3XrjS/LUYdUMwzBegoOdBzI7mujC4hSGYbwKB7skpjA72GLAZnKGYbwKBzsPZHYE77BjGMarcLDzSLDLSk8RPTuGYRgvwsEuicnNTIM0ZWTZ5LICSE/lPzfDMN6E735JjNh8oGR3LE5hGMbLcLDziP2A+3UMw3gZDnZJzo0XVMD8iUNg/sQSp38UhmEYx2CHcZLzrZkjxAvDMIyX4cyOYRiGSXo42DEMwzBJDwc7hmEYJunhYMcwDMMkPRzsGIZhmKSHgx3DMAyT9HCwYxiGYZIeV/rs+vr8C9oaGxud/lEYhmEYB6E4QHEhqYJdU1OTeF1eXu70j8IwDMMkSFwoKCiI+PEBfbHCYQLS29sLVVVVkJeXJ4YdWzkRYMCsrKyE/Px8qT9jMsCPDz82fO3wcyvR7z0YwjDQlZWVQUpKSnJldvgLDR8+XNrXwweTgx0/PnztyIefW/z4xOP6iZbRESxQYRiGYZIeDnYMwzBM0uPpYJeZmQn33nuveM3w48PXDj+3+N6TvPdmVwpUGIZhGMYIns7sGIZhGG/AwY5hGIZJejjYMQzDMEkPBzuGYRgm6eFgxzAMwyQ9ng12jz76KIwaNQqysrJg1qxZ8Mknn4AXef/99+Hyyy8Xo3Zw9Nqrr74a9HEU695zzz0wdOhQyM7Ohvnz58PevXvBKyxduhRmzpwpRtMNGTIErrjiCti9e3fQ57S3t8PNN98MxcXFkJubC1dffTXU1taCF1i+fDlMnTpVnXQxe/ZseOutt9SPe/mxCeWBBx4Qz7FFixap7/Py4/Pzn/9cPB7alwkTJtj22Hgy2L300ktwxx13CB/HZ599BtOmTYMFCxZAXV0deI2Wlhbx+2PwD8eDDz4Iy5Ytg8ceeww2bNgAPp9PPFZ4IXqBtWvXiifc+vXrYdWqVdDV1QWXXnqpeNyIxYsXwxtvvAGvvPKK+Hyc23rVVVeBF8CxfXgT37RpE2zcuBEuueQSWLhwIWzfvh28/tho+fTTT+HPf/6zOBho8frjM3nyZKiurlZfPvzwQ/semz4Pcu655/bdfPPN6r97enr6ysrK+pYuXdrnZfByWLFihfrv3t7evtLS0r7f/va36vvq6+v7MjMz+1544YU+L1JXVycep7Vr16qPR3p6et8rr7yifs7OnTvF56xbt67PiwwcOLDvL3/5Cz82Ck1NTX3jxo3rW7VqVd9FF13Ud/vtt4v3e/3auffee/umTZsW9mN2PDaey+w6OzvFKRTLcdrB0vjvdevWOfqzJRoHDx6EmpqaoMcKB65i2derj1VDQ4N4XVRUJF7jtYTZnvYxwlLMiBEjPPcY9fT0wIsvviiyXixn8mPjBysDl112WdA1gvDjA6Ilgi2U0aNHw7XXXgtHjhyx7bFx5dYDK5w4cUI8KUtKSoLej//etWuXYz9XIoKBDgn3WNHHvASulsJ+y5w5c2DKlCniffg4ZGRkQGFhoWcfo61bt4rghqVt7K2sWLECJk2aBJs3b/b8Y4PBH1slWMYMxevXzqxZs+Dpp5+GM844Q5Qwf/GLX8AFF1wA27Zts+Wx8VywYxgrJ3R8Imr7CgyImxUGNsx6//rXv8L1118veixeB3ex3X777aLXi0I4JpivfvWr6tvYy8TgN3LkSHj55ZeFGE42nitjDho0CFJTU/upevDfpaWljv1ciQg9HvxYAdxyyy3w5ptvwrvvvhu0SxEfIyyN19fXe/Z6whP42LFjYfr06UK9ioKnP/zhD55/bLAUh6K3c845B9LS0sQLHgJQ8IVvY5bi9WtHC2Zx48ePh3379tly7Xgu2OETE5+Uq1evDipP4b+xFMMEqKioEBeW9rHCDcKoyvTKY4W6HQx0WJpbs2aNeEy04LWUnp4e9BihNQF7D155jELB51NHR4fnH5t58+aJEi9mvfQyY8YM0Zuit/naCdDc3Az79+8XNidbnld9HuTFF18UisKnn366b8eOHX033XRTX2FhYV9NTU2f10Cl2Oeffy5e8HJ46KGHxNuHDx8WH3/ggQfEY/Paa6/1ffHFF30LFy7sq6io6Gtra+vzAj/60Y/6CgoK+t57772+6upq9aW1tVX9nH/7t3/rGzFiRN+aNWv6Nm7c2Dd79mzx4gV++tOfCmXqwYMHxfWB/x4wYEDfO++80+f1xyYcWjWm1x+fO++8Uzyv8Nr56KOP+ubPn983aNAgoXi247HxZLBDHnnkEfFAZmRkCCvC+vXr+7zIu+++K4Jc6Mv111+v2g/uvvvuvpKSEnFAmDdvXt/u3bv7vEK4xwZfnnrqKfVzMPD/+Mc/FpL7nJycviuvvFIERC/wgx/8oG/kyJHieTR48GBxfVCg8/pjoyfYefnx+da3vtU3dOhQce0MGzZM/Hvfvn22PTa8z45hGIZJejzXs2MYhmG8Bwc7hmEYJunhYMcwDMMkPRzsGIZhmKSHgx3DMAyT9HCwYxiGYZIeDnYMwzBM0sPBjmEYhkl6ONgxDMMwSQ8HO4ZhGCbp4WDHMAzDQLLz/wF5ExI+OCgIdgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# line plot\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "f7e5ac2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modify to get histogram\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.hist(y)\n", + "\n", + "ax.hist(y, edgecolor='black')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "875b07f0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding axis labels and titles\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time')\n", + "ax.set_ylabel('Total growth')\n", + "ax.set_xlabel('Years since start')\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "f45541d6", + "metadata": {}, + "outputs": [], + "source": [ + "# We can modify our labels and titles’ appearance by using font dictionaries (‘fontdict’)\n", + "# First, make a dictionary with the properties we want for our labels\n", + "font1 = {'family':'sans-serif',\n", + "'color':'blue',\n", + "'size':20}\n", + "font2 = {'family':'monospace',\n", + "'color':'green',\n", + "'size':14}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7bcabf09", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modify font\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time', fontdict=font1)\n", + "ax.set_ylabel('Total growth', fontdict=font2)\n", + "ax.set_xlabel('Years since start', fontdict=font2)\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "03a3d4ea", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_3236/2747054893.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modify data points, add color + change markers\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,\n", + "y,\n", + "marker='*'\n", + ", # NEW ADDITIONS\n", + "color = \"indigo\") # NEW ADDITIONS\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "1a6322f2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_3236/2598701368.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adjust style and width connecting points\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y,\n", + "marker='*',\n", + "color = 'indigo',\n", + "linestyle = '--', # NEW ADDITIONS\n", + "linewidth = 2) # NEW ADDITIONS\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "17658df2", + "metadata": {}, + "source": [ + "Modifying data points: Colour\n", + "We can modify colour using named colors\n", + "https://matplotlib.org/stable/gallery/color/named_colors.html#sphx-glr-gallery-color-named-colors-py\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "af9a04e5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/v9/4cvkskbx7kvcyw9bpgv20pfc0000gn/T/ipykernel_3236/1361132522.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "# color being the new addition\n", + "ax.plot(x,y,marker='*', \n", + " color = '#7425b9',\n", + " linestyle = '--', linewidth = 2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "477dcc77", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "ax.plot(x,y,marker='*',\n", + "markersize = 12, # NEW ADDITIONS\n", + "color = '#7425b9',linestyle = '--',\n", + "linewidth = 2,\n", + "markeredgecolor = '#fa9359', # NEW ADDITIONS\n", + "markerfacecolor = '#000000' ) # NEW ADDITIONS\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "91c46816", + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid character '‘' (U+2018) (3729670131.py, line 4)", + "output_type": "error", + "traceback": [ + " \u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[52]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[31m \u001b[39m\u001b[31max.grid(axis = ‘y’, color = \"blue\", linewidth = 2, linestyle = '-.')\u001b[39m\n ^\n\u001b[31mSyntaxError\u001b[39m\u001b[31m:\u001b[39m invalid character '‘' (U+2018)\n" + ] + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "ax.grid(axis = 'y')\n", + "ax.grid(axis = ‘y’, color = \"blue\", linewidth = 2, linestyle = '-.')" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "adb5dc29", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Activity\n", + "\n", + "# Libraries\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.stats import gaussian_kde\n", + "\n", + "# Create data: 200 points\n", + "data = np.random.multivariate_normal([0, 0], [[1, 0.5], [0.5, 3]], 200)\n", + "x, y = data.T\n", + " \n", + "# Create a figure with 6 plot areas\n", + "fig, axes = plt.subplots(ncols=7, nrows=1, figsize=(25, 5))\n", + " \n", + "# Everything starts with a Scatterplot\n", + "axes[0].set_title('Scatterplot')\n", + "axes[0].plot(x, y, 'ko')\n", + "# As you can see there is a lot of overlapping here!\n", + "\n", + "# Everything starts with a Scatterplot\n", + "axes[1].set_title('Scatterplot')\n", + "axes[1].scatter(x, y, color='green', edgecolor='black')\n", + " \n", + "# Thus we can cut the plotting window in several hexbins\n", + "nbins = 20\n", + "axes[2].set_title('Hexbin')\n", + "axes[2].hexbin(x, y, gridsize=nbins, cmap=plt.cm.BuGn_r)\n", + " \n", + "# 2D Histogram\n", + "axes[3].set_title('2D Histogram')\n", + "axes[3].hist2d(x, y, bins=nbins, cmap=plt.cm.BuGn_r)\n", + " \n", + "# Evaluate a gaussian kde on a regular grid of nbins x nbins over data extents\n", + "k = gaussian_kde(data.T)\n", + "xi, yi = np.mgrid[x.min():x.max():nbins*1j, y.min():y.max():nbins*1j]\n", + "zi = k(np.vstack([xi.flatten(), yi.flatten()]))\n", + " \n", + "# plot a density\n", + "axes[4].set_title('Calculate Gaussian KDE')\n", + "axes[4].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='auto', cmap=plt.cm.BuGn_r)\n", + " \n", + "# add shading\n", + "axes[5].set_title('2D Density with shading')\n", + "axes[5].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='gouraud', cmap=plt.cm.BuGn_r)\n", + " \n", + "# contour\n", + "axes[6].set_title('Contour')\n", + "axes[6].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='gouraud', cmap=plt.cm.BuGn_r)\n", + "axes[6].contour(xi, yi, zi.reshape(xi.shape) )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f800a2c1", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/assignment_2.md b/02_activities/assignments/assignment_2.md index 22cf8bdea..2cd8df4f8 100644 --- a/02_activities/assignments/assignment_2.md +++ b/02_activities/assignments/assignment_2.md @@ -1,67 +1,77 @@ +--- +editor_options: + markdown: + wrap: sentence +--- + # Data Visualization ## Assignment 2: Good and Bad Data Visualization ### Requirements: -- 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! -- 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... - - - +- 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 or , or anywhere else you like! +- 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. +- How could this data visualization have been improved? +BAD: +The bad chart doesn’t explain what you’re looking at, there’s no clear title, no y-axis label, and no units, so the bars don’t have meaning. +The legend is also unnecessary since there’s only one dataset, and the rainbow of pastel colors adds confusion by implying each month is a different category. +On top of that, the low-contrast styling makes it harder to read quickly, and a bar chart isn’t the best choice for showing a month-to-month trend where the overall shape and direction matter. - ``` - - How could this data visualization have been improved? - ``` - Your answer... +The bad chart can be improved by adding a descriptive title and labeling the y-axis with the proper unit so the values are instantly understandable. +Remove the legend, simplify the design, and use one consistent bar color (only highlighting a specific month if there’s a reason). +If the goal is to show changes over time a line chart may show a clearer trend or adding data labels to the bars can reduce visual clutter so the main takeaway stands out immediately. +GOOD: +This Tableau dashboard works well because it cleanly communicates the topic (“Understanding PCOS”) and then breaks information into small, digestible sections that guide the viewer through what PCOS is, common symptoms, and key impacts. +The layout uses strong visual hierarchy (big headline → short context → charts), and the visuals feel intentional. +It uses simple bar charts for comparisons, clear labels, and a cohesive color palette that supports the topic instead of distracting from it. +Overall, it’s a good example of “data storytelling,” where the design helps people understand a health concept quickly. +Even though it’s strong, it could be improved by increasing readability. +Some text areas look dense, so using bullet points would make scanning easier, and boosting contrast (especially for smaller fonts) would help accessibility. +It would also benefit from adding a visible data/source note (where the numbers come from, year, sample size). - - - - ``` -- Word count should not exceed (as a maximum) 500 words for each visualization (i.e. -300 words for your good example and 500 for your bad example) +- Word count should not exceed (as a maximum) 500 words for each visualization (i.e. 300 words for your good example and 500 for your bad example) ### Why am I doing this assignment?: -- This assignment ensures active participation in the course, and assesses the learning outcomes -* Apply general design principles to create accessible and equitable data visualizations -* Use data visualization to tell a story +- This assignment ensures active participation in the course, and assesses the learning outcomes +- Apply general design principles to create accessible and equitable data visualizations +- Use data visualization to tell a story ### Rubric: -| Component | Scoring | Requirement | -|-------------------------|-----------|-------------------------------------------------------------| -| Data viz classification and justification | Complete/Incomplete | - Data viz are clearly classified as good or bad
- At least three reasons for each classification are provided
- Reasoning is supported by course content or scholarly sources | -| Suggested improvements | Complete/Incomplete | - At least two suggestions for improvement
- Suggestions are supported by course content or scholarly sources | +| Component | Scoring | Requirement | +|----------------|---------------|-----------------------------------------| +| Data viz classification and justification | Complete/Incomplete | \- Data viz are clearly classified as good or bad
- At least three reasons for each classification are provided
- Reasoning is supported by course content or scholarly sources | +| Suggested improvements | Complete/Incomplete | \- At least two suggestions for improvement
- Suggestions are supported by course content or scholarly sources | ## 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. +🚨 **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 - 10/26/2025` -* The branch name for your repo should be: `assignment-2` -* What to submit for this assignment: - * This markdown file (assignment_2.md) should be populated and should be the only change in your pull request. -* 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-2`. + +- Submission Due Date: `23:59 - 10/26/2025` +- The branch name for your repo should be: `assignment-2` +- What to submit for this assignment: + - This markdown file (assignment_2.md) should be populated and should be the only change in your pull request. +- 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-2`. - [ ] 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. +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.