From e9743b6f248b738385fd7fea61fc1620c06fad1e Mon Sep 17 00:00:00 2001 From: Shailesh Thapa Date: Fri, 4 Jul 2025 11:14:31 -0400 Subject: [PATCH 1/2] Assignment 1 (Class 1 and 2) --- .../assignments/assignment_1_class1-2.ipynb | 626 ++++++++++++++++++ 1 file changed, 626 insertions(+) create mode 100644 02_activities/assignments/assignment_1_class1-2.ipynb diff --git a/02_activities/assignments/assignment_1_class1-2.ipynb b/02_activities/assignments/assignment_1_class1-2.ipynb new file mode 100644 index 000000000..099e1ac7b --- /dev/null +++ b/02_activities/assignments/assignment_1_class1-2.ipynb @@ -0,0 +1,626 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "f7a3a323", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8db7565c", + "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": [ + "# Using Scatter diagram to view the plot ratio\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0,100,50)\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea9444ae", + "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": [ + "# Using Bar diagram to view the plot\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0,100,50)\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.bar(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "269ce2f6", + "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": [ + "# using barh diagram to view the plot\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0,100,50)\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.barh(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3800cded", + "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": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Using histogram graph to view the chart\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0,100,50)\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.hist(y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7896acdd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Years since start')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding title and lable names\n", + "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')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9e6f9e15", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Years since start')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding color combination to the chart\n", + "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", + "\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)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b37f25bf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Years since start')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding color combination with font size\n", + "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", + "\n", + "ax.set_title('Total growth over time', fontdict = font1, loc='left')\n", + "ax.set_ylabel('Total growth', fontdict=font2)\n", + "ax.set_xlabel('Years since start', fontdict=font2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d6d608f0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Different style of scatter plot\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,\n", + " y,\n", + " marker = '+',\n", + " color = 'indigo')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d3903973", + "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": [ + "#adding color and visual\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,\n", + " y,\n", + " marker = '*',\n", + " color = 'indigo')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "276a4ae6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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iJgl1ztB1Rw4NJ1DXHlWY+/3aI/zZ+Wnd/FfC25BuJ4SInwQrgG1LauiB6pWpOqvoev0uSGe0qolS1dxihRwHKPR221KXrdWRqu021Xq5NTD7CLzPA8drdjD3jJaB4YjnxAtTv/lF+e/SA4HaR+AdtgyfCtJUYkEaGM7k2/qEngo6pS4A+wi857+jEQLXnT9IA8OZfFsPERdfArCPwHv+PSohMN35gzQwPEg1Zlx7uE5Q9hF4z/9HJwR6KjG/CkKNGZ2PSb3r4ds7/Az7CDpC2AVM0KYS8ztqA8GdeOG2OzqeI5d9BB2hN2ZA0NPRXQyAD/7EC+wj6Axh53PswPHBAPjgTrzAPoKuIOx8SvepxPyCA6W/hTo/xXpP4btDVxB2PqX7VGJeI+SCj30E3cEW4lOddednYLQZA+Dh3pAXN/Yh9kt/o2YXQEGcSswvqA3ArX2I/dLf+CYCiIHRZgyAR7D2IfZLf2OPDzCnB0bTDAPTuDG5ABMW+BNhpwGnBkYzbyRM5cbkAkxY4C+EnUZ6O00SzTAwnRtTjUX/zf/d/0Gv/ya6j7DTiFPTJNEMA1O5MdVY6G9eP2SA/fPpRWXsTx4g7DSdN1B1p09Qt3fuBZphYAo39qHov/n94tn2c04ivcHQgwCL18Bo5o2ErtzYh2L9TRVsse66zlAF9xF2ARTvaZKYNxK6cWMf6u7fjBV6OQsn9LpVBu0RdgEUr4HRTKkFXbmxD/X0b9JyEh+EnWaT4zqBkIPu3NiHevo3aTmJD8IOYcwiD8QPJ5XxRdghjHkjAfcRct4g7BC35lHAZLSceIuwA4A4oOXEW5Q4XGXK5NKmrCd6jjtueItSh6tMmVzalPUEgoqwg6tMmVzalPUEgoqwQ1zEc3JpL5sUmUQb8CfCDnEVj8ml/dCkyCTagL8QdtDmvmF+bFJ0cz3dQEcbykBXhB20uW+YH5sU47GeTvJDrdhrlIGeCDtoce89vzUperGeutWKvUIZ6Mn1sCsqKrJ38Pz8/PBr6iBTWFgoGRkZ0r9/f8nJyZGamhq3FwUeinXwj+eYo3g0KfphPXWpFXuNMtCLq3tgdXW1bNmyRSZOnBjxenFxsZSUlEhpaan9mfT0dMnNzZWmpiY3FwceT5Hk9cHfzSZFL9YzHteWgtzRxqnyCXIZ4CrX9sRPPvlEFi5cKM8995wMHjw4/LraQDZs2CCrVq2SefPmyfjx42Xbtm1y/vx52b59u1uLA4+nSPJDyLnZpOjFesbz2lLQOtq4UT5BLANc5doeuXTpUpkzZ47Mnj074vXa2lqpq6uTvLy88GvJycmSnZ0tVVVVHf6t5uZmaWxsjHggGLycIimeTYperGc8ry0FraONG+UTxDKAyxNB79ixQw4dOmQ3UUZTQaekpaVFvK6enzx5MuZ1vzVr1rixqNCQabPLRzezvbS60rH11uF2NL0tHx3KAC6E3enTp2XZsmVSXl4u1113XczPRTchqebNWM1KBQUFsnz58vBzVbPLzMx0cKmhE1Nnl491UM9ZOKHbTbY6HuC7Wz46loHJHA+7gwcPSn19vUyZMiX82uXLl2XPnj12h5Tjx4+Ha3hDh15tBlD/Jrq217aZUz2ArjD9vnzR15ZuHnOTjJ6W0aV/a0Kt+FrlY0IZmMjxsJs1a5YcPXo04rXvf//7MnbsWHnsscdk5MiRdu/LiooKmTx5sv1+S0uLVFZWyvr1651eHMA4oRqJurakDtbdubZkQq34WuVjQhmYyPGwS0lJsXtYtjVw4EC58cYbw6+rMXdr166VUaNG2Q/1+4ABA2TBggVOLw5gDCea3XSuFXe1fHQuA5N5cqfylStXyoULF2TJkiVy9uxZycrKsq/xqaAE0D1cW+oc5YO4hd3u3bsjnquLwWoGFfUA0DNcW+oc5YO2EqwATgOgemOmpqZKQ0ODDBo0yOvFATwbR3Zs3/tcW4qB8jFDYxfzwJNmTAC9x7WlzlE+aIvTHQCA9gg7AID2CDsAgPYIOwCA9gg7AID2CDsAgPYIOwCA9gg7AID2CDsAgPYIOwCA9gg7AID2CDsAgPYIOwCA9gg7AID2CDsAgPYIOwCA9gg7AID2CDsAgPYIO5d92nxJjux+Ty5favV6UQDAWISdy/658x15YuYL8tCYjbLrxSOEHgB4gLCLQ81O+aj2Y3n6e/9F6DmEGjOA7iDs4sSyrvwk9JxBjRlAdxB2Pgk9K/QGuoQaM4DuIOw8Esq2uhNXDtbvHjjj9SIFEjVmAF1B2Hkk4bOSTx95vax44V4ZNXWo14sUaNSYAXSmb6fvwpWQs1pF0oZfLwvXZMud942XPn0553CrxnzzmJtk9LQMrxcLCNxlgmP73pdxM27R5vhE2MUJIRffclY1ZlXO1JiB7lMdwNbNfyW8H+lwvCLsXJaUfKWICTl3cTKBeNCxxtOVDmAvra4M/H5F2Lks61ujZe2u72m/c3iFkEM86Vjj6c618CCHXrCWNqA1u4k5wwO3YQSpxqw6+Dx7fKnMXDSRcoarTB3yYmnQAYwjg2F0mXkkVGMm5GDykJd4789WgIdMcYQwjC4zj1Bjhh94XeOJ9/6cEOAhUxwpDGNqMwygY40nXvtzwmdJEX3ZICEhQYwNu6KiIpk2bZqkpKTIkCFDZO7cuXL8+PGIz6iznsLCQsnIyJD+/ftLTk6O1NTUOL0oCEAzDKADr2s8bu3PCTFCLogtKo4vcWVlpSxdulT2798vFRUVcunSJcnLy5Nz586FP1NcXCwlJSVSWloq1dXVkp6eLrm5udLU1OT04sDnzTBAkPmtxuPU/pykYQcwx4cevP766xHPt27datfwDh48KHfeeadd6Bs2bJBVq1bJvHnz7M9s27ZN0tLSZPv27fLQQw85vUjoAmYeAfQZ8tLb/TlLwyFTro+za2hosH/ecMMN9s/a2lqpq6uza3shycnJkp2dLVVVVR2GXXNzs/0IaWxsdHuxjcPMI4A+k0T0dn9O+qwDmE5cDTtVi1u+fLnMmDFDxo8fb7+mgk5RNbm21POTJ0/GvA64Zs0aNxfVWH4/QwX8xO81HvZnj8LukUcekSNHjsjevXvbvRfdpq2CMVY7d0FBgR2abWt2mZmZLiyxOdgpgO7za42H/dnDsHv00Udl586dsmfPHhk2bFj4ddUZJVTDGzr0atW6vr6+XW2vbTOnesCcZhgA18b+7GHYqRqaCrqysjLZvXu3jBgxIuJ99VwFnuqpOXnyZPu1lpYWuxfn+vXrnV4cBKwZBkDXsT93neOlo4YdvPjii3bPSjXWTtXg1OPChQv2+6qpMj8/X9auXWsH4ltvvSUPPPCADBgwQBYsWOD04iAKM4/0nC5TrUEfPd2fPzVwW3a8Zrdp0yb7pxooHj0EQYWasnLlSjv8lixZImfPnpWsrCwpLy+3wxHwK9NmvIe+/mngtpxgBXD0sOqgkpqaag9rGDRokNeLA0OowblqzJLqR6X2GpMOFNDLLo225a7mQbDWCvABplqDLiyDtmXCDughplqDLiwDtmXCDvDxjPcmdiSAd6wA36/uWgg7wMcz3uty/0EEQ0KA71fn+dyYgK7iMWtF9P3KXlpdGdiOBPCvBANmYCHsgAAcGKKvqRB6cEKCASEXQtgBUTWpY/ve73BGCj9MzRQr9HIWTgjUXaPhrSQfbMvxRtgBXRxs66epmbj/IHojy0fbcryYsZYuo8ecPqKvkbXtGOKnqdZ07kgA9yX5aFuOF3PW1EX0mNOPXwfbhkJONT+pkHv2+FKZuWgiTZjANRB2LtcGEGx+GWwbK+RMOjMHeoM9xYDaAII72LZtRwJCDug5Oqi4gB5z+nbRDnVcidc1MhM7EgBuIOxcRI+54PN6HFKoIwGA3iHsNKwNIPghB8BZhJ0LOFAGl4mDbQETEHYOIuSCj2tkgJ4IOwdQG9AH18gAPRF2DqA2AAD+Rtg5gNoAAPgb1RDNME8nALRH2GmGeToBoD3CTjPM0wkA7RF2mmKeTgC4irDTnF9m7QcALxF2hvBq1n4A8AOGHhiCeToBmIyw0xxTmAEAYactQg4AriLsNMM8nQDQHmGnGebpBID2CDvNME8nALTHqT8AQHuEHQBAe4FsxgzN/tHY2Oj1ogAAPBTKgWvNChXIsGtqarJ/ZmZmer0oAACf5EJqamrM9xOsAE6S2NraKh9++KGkpKRIQkJCr84IVGCePn1aBg0a5Ogy6oDy6Rzl0znKp3OUjzNloyJMBV1GRoYkJibqVbNTKzRs2DDH/p4qTDa22CifzlE+naN8Okf59L5sOqvRhdBBBQCgPcIOAKA9o8MuOTlZVq9ebf9Ee5RP5yifzlE+naN84ls2geygAgBAdxhdswMAmIGwAwBoj7ADAGiPsAMAaI+wAwBoz9iwe+aZZ2TEiBFy3XXXyZQpU+Qf//iHmGrPnj1yzz332NPtqOnX/vrXv0a8rzrsFhYW2u/3799fcnJypKamRkxQVFQk06ZNs6emGzJkiMydO1eOHz8e8RmTy2fTpk0yceLE8EwXX/va1+S1114Lv29y2XS0Lan9Kz8/P/ya6eVTWFhol0nbR3p6uivlY2TYvfzyy/YGt2rVKjl8+LB8/etfl7vuuktOnTolJjp37pxMmjRJSktLO3y/uLhYSkpK7Perq6vtjTE3Nzc8IbfOKisrZenSpbJ//36pqKiQS5cuSV5enl1mISaXj5q2b926dXLgwAH78Y1vfEPuvffe8AHJ5LJpS637li1b7BODtigfkXHjxsmZM2fCj6NHj7pTPpaBvvKVr1gPP/xwxGtjx461Hn/8cct0apMoKysLP29tbbXS09OtdevWhV+7ePGilZqaam3evNkyTX19vV1GlZWV9nPKp73Bgwdbf/zjHymbzzQ1NVmjRo2yKioqrOzsbGvZsmX265SPZa1evdqaNGlSh+85XT7G1exaWlrk4MGD9tl5W+p5VVWVZ8vlV7W1tVJXVxdRXmpWg+zsbCPLq6Ghwf55ww032D8pn6suX74sO3bssGu9qjmTsrlCtQzMmTNHZs+eHfE65XPFu+++azdTqstK9913n5w4ccKV8gnkXQ964z//+Y+9U6alpUW8rp6rgkWkUJl0VF4nT54Uk6iK7/Lly2XGjBkyfvx4+zXKR+xmJxVuFy9elM997nNSVlYmt912W/iAZHLZqPA/dOiQ3QQXjW1HJCsrS55//nkZPXq0fPTRR/KrX/1Kpk+fbjeDO10+xoVdSPR98NSBrDf3xtMd5SXyyCOPyJEjR2Tv3r3t3jO5fMaMGSNvvvmmfPzxx/LKK6/I4sWL7WudppeNuhfbsmXLpLy83O4IF4up5aOovhIhEyZMsE+avvCFL8i2bdvkq1/9qqPlY1wz5k033SR9+vRpV4urr69vdwYBCfeMMr28Hn30Udm5c6fs2rUr4l6KlI9Iv3795Itf/KJMnTrV7nGoOjv97ne/M75s1OUSta6qt3ffvn3thzoJ+P3vf2//HioDU8unIwMHDrRDTzVtOr39GBd2asdUG5/qWdeWeq6qz4ik2tHVRte2vNR1T7XTmlBe6ixS1eheffVV+fvf/26XR1uml0+sMmtubja+bGbNmmU38apab+ihTggWLlxo/z5y5Eijy6cjars5duyYDB061PntxzLQjh07rKSkJOtPf/qT9fbbb1v5+fnWwIEDrffee88ykeotdvjwYfuhNomSkhL795MnT9rvq95QqgfUq6++ah09etS6//77raFDh1qNjY2W7n70ox/Z6757927rzJkz4cf58+fDnzG5fAoKCqw9e/ZYtbW11pEjR6wnnnjCSkxMtMrLyy3Ty6YjbXtjKqaXz4oVK+x968SJE9b+/futu+++20pJSQkfi50sHyPDTtm4caN16623Wv369bNuv/32cFdyE+3atcsOuejH4sWLw12AVRdh1Q04OTnZuvPOO+0NzwQdlYt6bN26NfwZk8vnwQcfDO9Hn//8561Zs2aFg870sulK2JlePt/97nft8FKVj4yMDGvevHlWTU2NK+XD/ewAANoz7podAMA8hB0AQHuEHQBAe4QdAEB7hB0AQHuEHQBAe4QdAEB7hB0AQHuEHQBAe4QdAEB7hB0AQHT3/8dzauIod7CyAAAAAElFTkSuQmCC", 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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,y, marker = '*',\n", + " color = '#7425B9',\n", + " linestyle = '--',\n", + " linewidth = 2,\n", + " markersize =12,\n", + " markeredgecolor = '#FA9359',\n", + " markerfacecolor = '#000000')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "6754e152", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y, marker = '*',\n", + " color = '#7425B9',\n", + " linestyle = '--',\n", + " linewidth = 2,\n", + " markersize =12,\n", + " markeredgecolor = '#FA9359',\n", + " markerfacecolor = '#000000')\n", + "ax.grid(axis='x')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "82788333", + "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", + " color = '#7425B9',\n", + " linestyle = '--',\n", + " linewidth = 2,\n", + " markersize =12,\n", + " markeredgecolor = '#FA9359',\n", + " markerfacecolor = '#000000')\n", + "ax.grid(axis='x', color='red')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "81c473f0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "MovieWriter ffmpeg unavailable; using Pillow instead.\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# libraries\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.animation import FuncAnimation\n", + "\n", + "# initiate figure\n", + "fig, ax = plt.subplots(figsize=(10, 8), dpi=120)\n", + "\n", + "def update(frame):\n", + " ax.clear()\n", + " ax.scatter(\n", + " 1+frame, 10+frame*10,\n", + " s=600, alpha=0.5,\n", + " edgecolors=\"black\"\n", + " )\n", + " ax.set_xlim(0, 10)\n", + " ax.set_ylim(0, 100)\n", + " return fig, ax\n", + "\n", + "ani = FuncAnimation(fig, update, frames=range(10))\n", + "ani.save(\"my_animation.gif\", fps=5)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c78ef6a5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create time series data\n", + "dates = pd.date_range(start=\"2025-01-01\", periods=100, freq='D')\n", + "values = np.cumsum(np.random.randn(100)) # cumulative sum to simulate trend\n", + "\n", + "# Plot\n", + "fig, ax = plt.subplots(figsize=(9, 4))\n", + "ax.plot(dates, values)\n", + "\n", + "# Customize\n", + "ax.set_title(\"Sample Time Series\")\n", + "ax.set_xlabel(\"Date\")\n", + "ax.set_ylabel(\"Value\")\n", + "ax.grid(True)\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dsi_participant", + "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": "3.9.21" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 239b59f035cfd181383996387d1b78bc18a22c5a Mon Sep 17 00:00:00 2001 From: Shailesh Thapa Date: Mon, 7 Jul 2025 14:14:34 -0400 Subject: [PATCH 2/2] Assignment 2 complete --- 02_activities/assignments/assignment_2.md | 40 ++++++++++++++++++----- 1 file changed, 32 insertions(+), 8 deletions(-) diff --git a/02_activities/assignments/assignment_2.md b/02_activities/assignments/assignment_2.md index 6ad41b224..625817da2 100644 --- a/02_activities/assignments/assignment_2.md +++ b/02_activities/assignments/assignment_2.md @@ -10,18 +10,42 @@ - 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... - - - - - - + Good Data Visualization Exmaple + 1. "Gender pay gap by industry" - from Tableu Public (https://public.tableau.com/app/profile/payscale/viz/3-Industry/Dashboard3) + Why This Is a Good Data Visualization + The visualization presents the gender pay gap across industries through horizontal bar charts that display data in order of pay gap magnitude. The visualization demonstrates strong qualities because of the following reasons: + + 2. Clarity and Simplicity + The visualization avoids unnecessary embellishments. The visualization shows median salary differences between men and women through basic bar length measurements. According to Knaflic (2015), simplicity helps viewers focus on the message without distractions. + + 3. Use of Color with Purpose + The designer employs two easily distinguishable yet easy-to-understand colors (blue and orange) to distinguish between genders. The color selection supports accessibility (Ware, 2012) and follows universal design principles especially colorblind-friendliness. + + 4. Effective Use of Sorting and Labels + The industries appear in descending order of pay gap so viewers can easily identify which industries show the largest gaps. The placement of data labels beside bars helps users understand the information without mental strain. + + + Bad Data Visualization + Title: "Causes of Death in the US (2020)- https://imgur.com/oc-pie-chart-us-causes-of-death-2020-xx8EaVL + + 1. Poor Comparability: the many slices make it nearly impossible to perceive differences accurately for smaller categories + 2. Excessive clutter and Categories:Too many categorie and cluttered lablel overlapping text. + 3. Over use of colors: Variety of colros, this not only distract visually but also complicate interpretation. + 4. No Context or Hierachy: No indication of total deaths, not data sources and no narrative. ``` - How could this data visualization have been improved? ``` - Your answer... + 1. Improve " "Gender pay gap by industry" + - The addition of interactive features or tooltip functionality would enable users to view additional data points including sample sizes and job positions. + - The addition of contextual annotations that highlight government interventions and policy changes would enhance the storytelling capabilities of the visualization. + + 2. Improve ""Causes of Death in the US (2020)" + - use sorted bar chart to easy comparisions + - reduce categories + - simplify color scheme + - Enhance labels and context + - Add Annotation for emphasis