From b48847766b3af31a4197d3c2295c0e2565033413 Mon Sep 17 00:00:00 2001 From: mohiitt22 <131586633+mohiitt22@users.noreply.github.com> Date: Fri, 2 Jun 2023 23:48:17 +0530 Subject: [PATCH] Add files via upload --- Exercise 1.ipynb | 463 +++++++++++++++++++++ Exercise 2.ipynb | 1036 ++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 1499 insertions(+) create mode 100644 Exercise 1.ipynb create mode 100644 Exercise 2.ipynb diff --git a/Exercise 1.ipynb b/Exercise 1.ipynb new file mode 100644 index 0000000..58987cd --- /dev/null +++ b/Exercise 1.ipynb @@ -0,0 +1,463 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** * NOTE: ALL THE COMMANDS FOR PLOTTING A FIGURE SHOULD ALL GO IN THE SAME CELL. SEPARATING THEM OUT INTO MULTIPLE CELLS MAY CAUSE NOTHING TO SHOW UP. * **\n", + "\n", + "# Exercises\n", + "\n", + "Follow the instructions to recreate the plots using this data:\n", + "\n", + "## Data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "x = np.arange(0,100)\n", + "y = x*2\n", + "z = x**2" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Import matplotlib.pyplot as plt and set %matplotlib inline if you are using the jupyter notebook. What command do you use if you aren't using the jupyter notebook?**" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 1\n", + "\n", + "** Follow along with these steps: **\n", + "* ** Create a figure object called fig using plt.figure() **\n", + "* ** Use add_axes to add an axis to the figure canvas at [0,0,1,1]. Call this new axis ax. **\n", + "* ** Plot (x,y) on that axes and set the labels and titles to match the plot below:**" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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JJ56YhQsXtr82d+7cvPnmmxk9enT7c0OGDMmIESMye/bsNX7NpUuXZvHixR0+AICesXx5aXMtD6GeVfWQvf/+++df//Vfc9ddd+XCCy/MnDlz8ulPfzpLly5NkrS2tmajjTbKFlts0eHzBg0alNbW1jV+3UmTJqV///7tH0OHDu3W7wMAKGltTUaPLjXY8hDqWVW/u8jhhx/e/p9HjBiRnXfeOcOGDcuvf/3rHHLIIWv8vKIo0tTUtMbXzznnnJx55pntjxcvXmzQBoBudtddpbfnW5mHXHVVcvTRlT4VdI+q3mR3Nnjw4AwbNixPPvlkkqSlpSXLli3LokWLOly3cOHCDBo0aI1fp7m5Of369evwAQB0j5V5yD77dMxDDNjUs5oasl966aXMnz8/gwcPTpKMHDkyffr0yYwZM9qvWbBgQf70pz9lt912q9QxAYD/IQ+hUVU0F3nttdfy3//93+2P582bl0cffTQDBgzIgAEDMmHChBx66KEZPHhwnnrqqXzzm9/MwIED84//+I9Jkv79++f444/PWWedlS233DIDBgzI2Wefne2337793UYAgMqQh9DIKjpkP/TQQ9lrr73aH6/spMeOHZspU6bk8ccfz09+8pO88sorGTx4cPbaa6/cdNNN6du3b/vnXHzxxendu3cOO+ywLFmyJHvvvXeuu+669OrVq8e/HwCglId897tvv/f1iBHJLbfYXtNYmoqiKCp9iEpbvHhx+vfvn7a2Nn02AGyA1tbSW/HddVfp8QknJJdemmy6aWXPBZ119/xX1e8uAgDUDnkIvK2mfvARAKg+3j0EVmeTDQCst855yPHHJ5ddJg8BQzYAsF7kIbBmchEAYJ3IQ+Dd2WQDAGvtr38t5SG//33psTwEumbIBgDWyl13lQbs1tbSUH3VVckxx1T6VFCd5CIAwDtaNQ9pbX07DzFgw5rZZAMAayQPgfVjyAYAunT33aV3D5GHwLqTiwAAHSxfnnznO/IQ2BA22QBAO3kIlIchGwBIIg+BcpKLAECDk4dA+dlkA0ADk4dA9zBkA0CD6pyHTJmSHHtspU8F9UEuAgANpnMe8pGPlPIQAzaUj002ADQQeQj0DEM2ADQIeQj0HLkIANQ5eQj0PJtsAKhjnfOQL30pufxyeQh0N0M2ANQpeQhUjlwEAOqMPAQqzyYbAOqIPASqgyEbAOqEPASqh1wEAGrc8uXJ//k/HfOQOXMM2FBJNtkAUMP++tfk6KOTO+8sPZaHQHUwZANAjZKHQPWSiwBAjemch3z4w/IQqDY22QBQQzrnIV/8YikP2Wyzyp4L6MiQDQA14p57kiOPlIdALZCLAECVW5mH7L23PARqhU02AFQxeQjUJkM2AFSpznnIlVcmY8dW+lTA2pCLAECVWb48+e53V89DDNhQO2yyAaCKyEOgPhiyAaBKyEOgfshFAKDC5CFQf2yyAaCCFi4s5SEzZpQey0OgPhiyAaBC7rknOeqoZMECeQjUG7kIAPSwVfOQBQvkIVCPbLIBoAd1zkOOOy6ZPFkeAvXGkA0APUQeAo1DLgIA3UweAo3HJhsAupE8BBqTIRsAusmqecgmm5TykOOOq/SpgJ4gFwGAMluxous8xIANjcMmGwDKSB4CJIZsACgbeQiwklwEADaQPATozCYbADZA5zxk7NjkiivkIdDoDNkAsJ5mzkyOPFIeAqxOLgIA62hlHvLpT8tDgK7ZZAPAOpCHAGvDkA0Aa0keAqwtuQgAvIsVK5Lvfe/tPORDH5KHAO/MJhsA3oE8BFgfhmwAWAN5CLC+5CIA0Ik8BNhQNtkAsIqFC5NjjkmmTy89PvbY0gZbHgKsC0M2APwPeQhQLnIRABqePAQoN5tsABqaPAToDoZsABrWvfeW8pDnn5eHAOUlFwGg4azMQ/baqzRgy0OAcrPJBqChyEOAnmDIBqBhyEOAniIXAaDurViRTJz4dh6y3XbJgw8asIHuY5MNQF3rKg+54orkve+t7LmA+mbIBqBuyUOASpGLAFB35CFApdlkA1BXXnghOfrot/OQY44pbbDlIUBPMmQDUDc65yFXXFHaXjc1VfpkQKORiwBQ89aUh3zxiwZsoDJssgGoafIQoBoZsgGoWfIQoFrJRQCoOfIQoNrZZANQU+QhQC0wZANQM+QhQK2QiwBQ9VasSCZNkocAtcMmG4Cq9sILpSTkd78rPT766GTKFHkIUN0M2QBUrc55yOTJttdAbZCLAFB11pSHfOlLBmygNthkA1BV5CFAPTBkA1A1/vCH5IgjStvrjTcuvXuIPASoRXIRACpuZR4yapQ8BKgPNtkAVJQ8BKhHhmwAKkYeAtQruQgAPc67hwD1ziYbgB4lDwEagSEbgB4jDwEahVwEgG4nDwEajU02AN3qhReSY49Nfvvb0mN5CNAIDNkAdBt5CNCo5CIAlJ08BGh0NtkAlJU8BMCQDUAZ/eEPyZFHJs89V8pDJk+2vQYak1wEgA22ah7y3HNv5yHHH2/ABhqTTTYAG0QeArA6QzYA623WrNK7h8hDADqSiwCwzlasSL7//WTUqNKA/fd/Lw8BWJVNNgDrRB4C8O4M2QCsNXkIwNqRiwDwruQhAOvGJhuAd/Tii8kxx7ydh3zhC8lVV8lDAN6JIRuANZKHAKwfuQgAq5GHAGwYm2wAOpCHAGw4QzYA7eQhAOVR0Vzk3nvvzYEHHpghQ4akqakpt912W4fXi6LIhAkTMmTIkGyyySYZNWpUnnjiiQ7XLF26NKeddloGDhyYzTbbLAcddFCeffbZHvwuAGpf5zzkgx9MHnhAHgKwvtZ5yD7uuONy7733luUPf/3117PDDjtk8uTJXb5+wQUX5KKLLsrkyZMzZ86ctLS0ZN99982rr77afs348eMzbdq0TJ06NbNmzcprr72WMWPGZPny5WU5I0C9e/HF5IADknPOSZYvL+UhDz2UfPSjlT4ZQO1qKoqiWJdPOPTQQ/PrX/86Q4cOzRe/+MWMHTs2f/M3f7PhB2lqyrRp03LwwQcnKW2xhwwZkvHjx+frX/96ktLWetCgQTn//PNz0kknpa2tLVtttVVuuOGGHH744UmS559/PkOHDs0dd9yR/fbbb63+7MWLF6d///5pa2tLv379Nvh7AagV8hCgUXX3/LfOm+yf//znee655zJu3Ljccsstef/735/9998/P/vZz/Lmm2+W7WDz5s1La2trRo8e3f5cc3Nz9txzz8yePTtJMnfu3Lz55psdrhkyZEhGjBjRfk1Xli5dmsWLF3f4AGgkK1Yk558vDwHoLuvVZG+55ZY5/fTT88gjj+TBBx/M3/3d3+WYY47JkCFDcsYZZ+TJJ5/c4IO1trYmSQYNGtTh+UGDBrW/1tramo022ihbbLHFGq/pyqRJk9K/f//2j6FDh27weQFqxYsvJmPGJN/4RikPOeooeQhAuW3QDz4uWLAg06dPz/Tp09OrV6989rOfzRNPPJEPf/jDufjii8tywKZOK5WiKFZ7rrN3u+acc85JW1tb+8f8+fPLclaAajdrVvKxjyW/+U0pD7nmmuTGG5O+fSt9MoD6ss5D9ptvvpmf//znGTNmTIYNG5ZbbrklZ5xxRhYsWJDrr78+06dPzw033JDvfOc7G3SwlpaWJFltI71w4cL27XZLS0uWLVuWRYsWrfGarjQ3N6dfv34dPgDq2ZrykBNOkIcAdId1HrIHDx6cE088McOGDcuDDz6Yhx56KCeffHL6rrIG2W+//bL55ptv0MGGDx+elpaWzJgxo/25ZcuWZebMmdltt92SJCNHjkyfPn06XLNgwYL86U9/ar8GoNHJQwB63jr/MpqLL744n//857Pxxhuv8Zotttgi8+bNe9ev9dprr+W///u/2x/Pmzcvjz76aAYMGJBtttkm48ePz8SJE7Pttttm2223zcSJE7PpppvmqKOOSpL0798/xx9/fM4666xsueWWGTBgQM4+++xsv/322Weffdb1WwOoO53fPeTyy/1wI0BPWOch+5hjjinbH/7QQw9lr732an985plnJknGjh2b6667Ll/72teyZMmSnHLKKVm0aFF23XXXTJ8+vcPW/OKLL07v3r1z2GGHZcmSJdl7771z3XXXpVevXmU7J0CtWbEi+cEPknPPLW2vP/jB5JZbbK8Beso6v092PfI+2UA9efHF5NhjSz/cmJTykKuu8sONAKvq7vlvnTfZAFSvP/4xOfxweQhApW3QW/gBUB1WvnvInnt69xCAamCTDVDj5CEA1ceQDVDD5CEA1UkuAlCDVqxILrhAHgJQrWyyAWpM5zzkyCOTH/5QHgJQTQzZADWkcx5y2WW21wDVSC4CUAPWlIeceKIBG6Aa2WQDVLkXX0zGjk3uuKP0WB4CUP0M2QBV7I9/TI44Inn22aS5ufTuIfIQgOonFwGoQqvmIc8+Kw8BqDU22QBVRh4CUPsM2QBVRB4CUB/kIgBVQB4CUF9ssgEqTB4CUH8M2QAVJA8BqE9yEYAKkIcA1DebbIAe9tJLpTzk178uPZaHANQfQzZAD5o9Ozn8cHkIQL2TiwD0gJV5yKc+JQ8BaAQ22QDdTB4C0HgM2QDdqHMectllttcAjUAuAtANVqxIfvCD1fOQL3/ZgA3QCGyyAcpMHgKAIRugjOQhACRyEYCy6JyHbLutPASgkdlkA2ygznnIEUckV18tDwFoZIZsgA0gDwGgK3IRgPUgDwHgndhkA6wjeQgA78aQDbAOZs8uDdXz58tDAFgzuQjAWlg1D5k/v5SH3H+/PASArtlkA7wLeQgA68qQDfAO7ruv9O4h8hAA1oVcBKAL8hAANoRNNkAnXeUhP/xh0q9fZc8FQO0wZAOsQh4CQDnIRQBSykP+5V/kIQCUh0020PBeeik57rjkV78qPT788NK7h8hDAFhfhmygoXXOQy691PYagA0nFwEa0prykJNOMmADsOFssoGGIw8BoLsZsoGGIg8BoCfIRYCGIA8BoCfZZAN1Tx4CQE8zZAN1TR4CQCXIRYC6VBTJhRe+nYf83d/JQwDoOTbZQN2RhwBQaYZsoK50zkMuucT2GoCeJxcB6sKa8pCTTzZgA9DzbLKBmvfyy6U85Je/LD2WhwBQaTbZQE27775kxx1LA3ZzczJlSvJv/2bABqCyDNlATVo1D3nmmVIect998hAAqoNcBKg58hAAqp0hG6gp999fGqqfeca7hwBQveQiQE1YmYd88pPyEACqn002UPU65yGHHZZcc408BIDqZZMNVLX773/73UM22ii58spk6lQDNgDVzZANVKWu8pD770++8hV5CADVTy4CVB15CAC1ziYbqCryEADqgSEbqAqd85C//Vt5CAC1Sy4CVFznPOTzn09+9CPbawBql002UFFd5SE33WTABqC2GbKBiiiK5KKL5CEA1Ce5CNDj5CEA1DubbKBHyUMAaASGbKBHdJWH3HefPASA+iQXAbrdyy8nX/xicvvtpcfyEADqnU020K1W5iG33y4PAaBxGLKBbiEPAaCRyUWAsusqD7nmmqR//8qeCwB6ik02UFYPPJDstNPbecgVV5TyEAM2AI3EkA2Uxco8ZI89kqeffjsPOeUUeQgAjUcuAmwweQgAdGSTDWwQeQgArM6QDayXokguvlgeAgBdkYsA60weAgDvzCYbWCfyEAB4d4ZsYK10zkM+8AF5CACsiVwEeFeLFiXHHfd2HvK5zyU/+pHtNQCsiU028I4eeCDZcce385DJk5ObbzZgA8A7MWQDXVpTHnLqqfIQAHg3chFgNfIQANgwNtlAB/IQANhwhmwgSSkPueSS5JOffDsPmT1bHgIA60MuAmTRotIvl/nFL0qP5SEAsGFssqHBrcxDfvELeQgAlIshGxqUPAQAuo9cBBqQPAQAupdNNjSYBx+UhwBAdzNkQ4NYmYes+stl5CEA0D3kItAAOuchhx6aXHut7TUAdBebbKhzXeUht9xiwAaA7mTIhjolDwGAypGLQB1atCj50peS224rPZaHAEDPssmGOrMyD7nttlIecvnl8hAA6GmGbKgTa8pDxo2ThwBAT5OLQB2QhwBAdbHJhhr34IPJTjvJQwCgmhiyoUatmoc89VQyfHjyxz/KQwCgGshFoAZ1lYf86EfJ5ptX8lQAwEo22VBj1pSHGLABoHrYZEONKIrkssuSr341efPNUh5y883JzjtX+mQAQGeGbKgB8hAAqC1yEahy8hAAqD022VCl5CEAULsM2VCF5CEAUNvkIlBlVs1D+vSRhwBALarqIXvChAlpamrq8NHS0tL+elEUmTBhQoYMGZJNNtkko0aNyhNPPFHBE8P6K4rk0ks7/nKZ2bP9chkAqEVVPWQnyUc+8pEsWLCg/ePxxx9vf+2CCy7IRRddlMmTJ2fOnDlpaWnJvvvum1dffbWCJ4Z1t2hRcsghyfjxpf760EOThx/WXwNArar6Ibt3795paWlp/9hqq62SlLbYl1xySc4999wccsghGTFiRK6//vq88cYb+elPf1rhU8PamzNHHgIA9abqh+wnn3wyQ4YMyfDhw3PEEUfkL3/5S5Jk3rx5aW1tzejRo9uvbW5uzp577pnZs2e/49dcunRpFi9e3OEDetrKPGT33eUhAFBvqnrI3nXXXfOTn/wkv/vd73LNNdektbU1u+22W1566aW0trYmSQYNGtThcwYNGtT+2ppMmjQp/fv3b/8YOnRot30P0JXOecghh8hDAKCeVPWQvf/+++fQQw/N9ttvn3322Se//vWvkyTXX399+zVNnVZ+RVGs9lxn55xzTtra2to/5s+fX/7Dwxp0lYf87GfyEACoJ1U9ZHe22WabZfvtt8+TTz7Z/i4jnbfWCxcuXG273Vlzc3P69evX4QO628pfLiMPAYD6V1ND9tKlS/Mf//EfGTx4cIYPH56WlpbMmDGj/fVly5Zl5syZ2W233Sp4SljdK6+U3jHk9NPlIQDQCKr6Nz6effbZOfDAA7PNNttk4cKF+e53v5vFixdn7NixaWpqyvjx4zNx4sRsu+222XbbbTNx4sRsuummOeqooyp9dGg3Z05y+OHJvHmlPOTCC22vAaDeVfWQ/eyzz+bII4/Miy++mK222iqf+MQncv/992fYsGFJkq997WtZsmRJTjnllCxatCi77rprpk+fnr59+1b45FDKQy6/PDn77NL2evjw5Kabkl12qfTJAIDu1lQURVHpQ1Ta4sWL079//7S1temzKYtXXkm+9KVk2rTS40MOSa691g83AkC16O75r6aabKgFK989ZNq0Uh5y2WXePQQAGk1V5yJQS+QhAMBKhmwoA3kIALAquQhsIHkIANCZTTasp6JIJk9OzjpLHgIAdGTIhvXwyivJ8ccnt95aevyP/5j83/9rew0AlMhFYB2tzENuvbWUh1x6afLznxuwAYC32WTDWpKHAABry5ANa0EeAgCsC7kIvIuHHpKHAADrxiYb1qBzHvL+9yc33ywPAQDenSEbuiAPAQA2hFwEOpGHAAAbyiYb/oc8BAAoF0M2RB4CAJSXXISGJw8BAMrNJpuGJQ8BALqLIZuG1NZWykN+/vPSY3kIAFBOchEazso85Oc/l4cAAN3DJpuGIQ8BAHqKIZuGIA8BAHqSXIS6N3duxzzkkkvkIQBA97LJpm4VRXLFFaU8ZNkyeQgA0HMM2dQleQgAUElyEeqOPAQAqDSbbOpGV3nITTclH/94pU8GADQaQzZ1oXMecvDBpTxkiy0qeiwAoEHJRah5XeUht95qwAYAKscmm5olDwEAqpUhm5okDwEAqplchJojDwEAqp1NNjVDHgIA1ApDNjVBHgIA1BK5CFVPHgIA1BqbbKpWUSRXXpmceaY8BACoLYZsqlJbW3LCCcnPflZ6LA8BAGqJXISqszIP+dnP5CEAQG2yyaZqdM5Dhg1Lbr5ZHgIA1B5DNlWhcx7yv/5X8uMf214DALVJLkLFdc5DLr44mTbNgA0A1C6bbCpGHgIA1CtDNhUhDwEA6plchB738MNv5yG9e8tDAID6Y5NNj+kqD7nppmTXXSt9MgCA8jJk0yPkIQBAI5GL0O3kIQBAo7HJptsURTJlSnLGGfIQAKCxGLLpFm1tyYknJrfcUnosDwEAGolchLJ7+OFk5MjSgC0PAQAakU02ZSMPAQAoMWRTFp3zkIMOKuUhAwZU9lwAAJUgF2GDdc5DLrooue02AzYA0Lhssllv8hAAgK4Zslkv8hAAgDWTi7DO5CEAAO/MJpu1Jg8BAFg7hmzWijwEAGDtyUV4V/IQAIB1Y5PNGnXOQ7bZJrn5ZnkIAMC7MWTTpcWLS3nIzTeXHstDAADWnlyE1TzySLLTTqUBWx4CALDubLJpJw8BACgPQzZJ5CEAAOUkF0EeAgBQZjbZDawokquuSsaPl4cAAJSTIbtByUMAALqPXKQBdc5DLrxQHgIAUE422Q2kqzzkppuST3yi0icDAKgvhuwGIQ8BAOg5cpEG8MgjyciR8hAAgJ5ik13H5CEAAJVhyK5TnfOQAw9MrrvO9hoAoCfIRepQV3nIL35hwAYA6Ck22XVkZR5yxhnJ0qXyEACASjFk1wl5CABA9ZCL1AF5CABAdbHJrmFFkfzwh6V3D5GHAABUD0N2jVq8OPnyl0tDdSIPAQCoJnKRGrQyD7npJnkIAEA1ssmuIZ3zkKFDS4P2P/xDpU8GAMCqDNk1Qh4CAFA75CI1QB4CAFBbbLKrmDwEAKA2GbKrVOc8ZMyY5Prrba8BAGqBXKQKPfpoxzzkX/4luf12AzYAQK2wya4i8hAAgPpgyK4S8hAAgPohF6kC8hAAgPpik11BRZFcfXVy+unyEACAemLIrhB5CABA/ZKLVIA8BACgvtlk9yB5CABAYzBk95DFi5OTTkqmTi09HjMmue66ZMstK3osAAC6gVykBzz6aLLzzqUBe9U8xIANAFCfbLK7kTwEAKAxGbK7Sec85IADSu8eYnsNAFD/5CLdoHMe8oMfyEMAABqJTXYZyUMAAEgM2WUjDwEAYCW5SBmsmof06iUPAQBodDbZG6CrPGTq1GS33Sp9MgAAKsmQvZ5efbWUh/zbv5Uey0MAAFhJLrIeHnssGTmyNGDLQwAA6Mwmex3IQwAAWBuG7LUkDwEAYG3JRdaCPAQAgHVhk/0OiiK55prkn/5JHgIAwNozZK+BPAQAgPUlF+mCPAQAgA1RN0P2lVdemeHDh2fjjTfOyJEj84c//GGdv8bKdw/ZddfkySdLeci99yZnn528p27+mwIAoLvVxeh40003Zfz48Tn33HPzyCOP5JOf/GT233//PPPMM+v0dU44oZSILF1aykMeeUR/DQDAumsqiqKo9CE21K677pqddtopU6ZMaX/uQx/6UA4++OBMmjTpXT9/8eLF6d+/f5K29OrVL5MmJWedZXsNAFCvVs5/bW1t6devX9m/fs3/4OOyZcsyd+7cfOMb3+jw/OjRozN79uwuP2fp0qVZunRp++O2trYkSUvL4vzkJ6Vc5LXXuu/MAABU1uLFi5Mk3bVvrvkh+8UXX8zy5cszaNCgDs8PGjQora2tXX7OpEmTct555632fGvr0Iwe3S3HBACgCr300kv/UzSUV80P2Ss1NTV1eFwUxWrPrXTOOefkzDPPbH/8yiuvZNiwYXnmmWe65b9kqtvixYszdOjQzJ8/v1v+7yKqm/vf2Nz/xub+N7a2trZss802GTBgQLd8/ZofsgcOHJhevXqttrVeuHDhatvtlZqbm9Pc3Lza8/379/cPWQPr16+f+9/A3P/G5v43Nve/sb2nm34Ir+Z/tG+jjTbKyJEjM2PGjA7Pz5gxI7t5axAAACqg5jfZSXLmmWfmmGOOyc4775x/+Id/yNVXX51nnnkmJ598cqWPBgBAA6qLIfvwww/PSy+9lO985ztZsGBBRowYkTvuuCPDhg1bq89vbm7Ot7/97S4TEuqf+9/Y3P/G5v43Nve/sXX3/a+L98kGAIBqUvNNNgAAVBtDNgAAlJkhGwAAysyQDQAAZWbITnLllVdm+PDh2XjjjTNy5Mj84Q9/qPSRKLNJkyZll112Sd++fbP11lvn4IMPzn/+5392uKYoikyYMCFDhgzJJptsklGjRuWJJ56o0InpTpMmTUpTU1PGjx/f/pz7X9+ee+65HH300dlyyy2z6aab5mMf+1jmzp3b/rr7X7/eeuut/PM//3OGDx+eTTbZJB/4wAfyne98JytWrGi/xv2vH/fee28OPPDADBkyJE1NTbnttts6vL4293rp0qU57bTTMnDgwGy22WY56KCD8uyzz67zWRp+yL7pppsyfvz4nHvuuXnkkUfyyU9+Mvvvv3+eeeaZSh+NMpo5c2ZOPfXU3H///ZkxY0beeuutjB49Oq+//nr7NRdccEEuuuiiTJ48OXPmzElLS0v23XffvPrqqxU8OeU2Z86cXH311fnoRz/a4Xn3v34tWrQou+++e/r06ZPf/OY3+fOf/5wLL7wwm2++efs17n/9Ov/883PVVVdl8uTJ+Y//+I9ccMEF+cEPfpDLL7+8/Rr3v368/vrr2WGHHTJ58uQuX1+bez1+/PhMmzYtU6dOzaxZs/Laa69lzJgxWb58+bodpmhwH//4x4uTTz65w3Pbbbdd8Y1vfKNCJ6InLFy4sEhSzJw5syiKolixYkXR0tJSfP/732+/5v/9v/9X9O/fv7jqqqsqdUzK7NVXXy223XbbYsaMGcWee+5ZnH766UVRuP/17utf/3qxxx57rPF197++HXDAAcWXvvSlDs8dcsghxdFHH10Uhftfz5IU06ZNa3+8Nvf6lVdeKfr06VNMnTq1/ZrnnnuueM973lP89re/Xac/v6E32cuWLcvcuXMzevToDs+PHj06s2fPrtCp6AltbW1JkgEDBiRJ5s2bl9bW1g5/F5qbm7Pnnnv6u1BHTj311BxwwAHZZ599Ojzv/te322+/PTvvvHM+//nPZ+utt86OO+6Ya665pv1197++7bHHHvn973+f//qv/0qSPPbYY5k1a1Y++9nPJnH/G8na3Ou5c+fmzTff7HDNkCFDMmLEiHX++1AXv/Fxfb344otZvnx5Bg0a1OH5QYMGpbW1tUKnorsVRZEzzzwze+yxR0aMGJEk7fe7q78LTz/9dI+fkfKbOnVq5s6dm4ceemi119z/+vaXv/wlU6ZMyZlnnplvfvObefDBB/NP//RPaW5uzrHHHuv+17mvf/3raWtry3bbbZdevXpl+fLl+d73vpcjjzwyiX/+G8na3OvW1tZstNFG2WKLLVa7Zl1nw4Yesldqamrq8LgoitWeo36MGzcu//7v/55Zs2at9pq/C/Vp/vz5Of300zN9+vRsvPHGa7zO/a9PK1asyM4775yJEycmSXbcccc88cQTmTJlSo499tj269z/+nTTTTflxhtvzE9/+tN85CMfyaOPPprx48dnyJAhGTt2bPt17n/jWJ97vT5/Hxo6Fxk4cGB69eq12r+ZLFy4cLV/y6E+nHbaabn99ttz9913533ve1/78y0tLUni70Kdmjt3bhYuXJiRI0emd+/e6d27d2bOnJnLLrssvXv3br/H7n99Gjx4cD784Q93eO5DH/pQ+w+4++e/vn31q1/NN77xjRxxxBHZfvvtc8wxx+SMM87IpEmTkrj/jWRt7nVLS0uWLVuWRYsWrfGatdXQQ/ZGG22UkSNHZsaMGR2enzFjRnbbbbcKnYruUBRFxo0bl1tvvTV33XVXhg8f3uH14cOHp6WlpcPfhWXLlmXmzJn+LtSBvffeO48//ngeffTR9o+dd945X/jCF/Loo4/mAx/4gPtfx3bffffV3rLzv/7rvzJs2LAk/vmvd2+88Ube856O406vXr3a38LP/W8ca3OvR44cmT59+nS4ZsGCBfnTn/607n8f1uvHNevI1KlTiz59+hTXXntt8ec//7kYP358sdlmmxVPPfVUpY9GGX3lK18p+vfvX9xzzz3FggUL2j/eeOON9mu+//3vF/379y9uvfXW4vHHHy+OPPLIYvDgwcXixYsreHK6y6rvLlIU7n89e/DBB4vevXsX3/ve94onn3yy+Nd//ddi0003LW688cb2a9z/+jV27Njib/7mb4pf/epXxbx584pbb721GDhwYPG1r32t/Rr3v368+uqrxSOPPFI88sgjRZLioosuKh555JHi6aefLopi7e71ySefXLzvfe8r7rzzzuLhhx8uPv3pTxc77LBD8dZbb63TWRp+yC6KorjiiiuKYcOGFRtttFGx0047tb+tG/UjSZcfP/7xj9uvWbFiRfHtb3+7aGlpKZqbm4tPfepTxeOPP165Q9OtOg/Z7n99++Uvf1mMGDGiaG5uLrbbbrvi6quv7vC6+1+/Fi9eXJx++unFNttsU2y88cbFBz7wgeLcc88tli5d2n6N+18/7r777i7/937s2LFFUazdvV6yZEkxbty4YsCAAcUmm2xSjBkzpnjmmWfW+SxNRVEU6713BwAAVtPQTTYAAHQHQzYAAJSZIRsAAMrMkA0AAGVmyAYAgDIzZAMAQJkZsgEAoMwM2QAAUGaGbAAAKDNDNgAAlJkhGwAAysyQDdBgXnjhhbS0tGTixIntzz3wwAPZaKONMn369AqeDKB+NBVFUVT6EAD0rDvuuCMHH3xwZs+ene222y477rhjDjjggFxyySWVPhpAXTBkAzSoU089NXfeeWd22WWXPPbYY5kzZ0423njjSh8LoC4YsgEa1JIlSzJixIjMnz8/Dz30UD760Y9W+kgAdUOTDdCg/vKXv+T555/PihUr8vTTT1f6OAB1xSYboAEtW7YsH//4x/Oxj30s2223XS666KI8/vjjGTRoUKWPBlAXDNkADeirX/1qfvazn+Wxxx7Le9/73uy1117p27dvfvWrX1X6aAB1QS4C0GDuueeeXHLJJbnhhhvSr1+/vOc978kNN9yQWbNmZcqUKZU+HkBdsMkGAIAys8kGAIAyM2QDAECZGbIBAKDMDNkAAFBmhmwAACgzQzYAAJSZIRsAAMrMkA0AAGVmyAYAgDIzZAMAQJkZsgEAoMz+P41ZpTqLSNK/AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_axes([0,0,1,1])\n", + "ax.axis('tight')\n", + "ax.set_title(\"title\")\n", + "ax.set_xlabel(\"x\")\n", + "ax.set_ylabel(\"y\")\n", + "ax.set_xticks([0,20,40,60,80,100])\n", + "ax.set_yticks([0,50,100,150,200])\n", + "ax.plot(x,y,'b')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 2\n", + "** Create a figure object and put two axes on it, ax1 and ax2. Located at [0,0,1,1] and [0.2,0.5,.2,.2] respectively.**" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax1 = fig.add_axes([0,0,1,1])\n", + "ax2 = fig.add_axes([0.2,0.5,0.2,0.2])\n", + "ax1.set_xticks([0.0,0.2,0.4,0.6,0.8,1.0])\n", + "ax1.set_yticks([0.0,0.2,0.4,0.6,0.8,1.0])\n", + "ax2.set_xticks([0.0,0.2,0.4,0.6,0.8,1.0])\n", + "ax2.set_yticks([0.0,0.2,0.4,0.6,0.8,1.0])\n", + "ax.plot()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Now plot (x,y) on both axes. And call your figure object to show it.**" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax1 = fig.add_axes([0,0,1,1])\n", + "ax2 = fig.add_axes([0.2,0.5,0.2,0.2])\n", + "ax1.set_xticks([0,20,40,60,80,100])\n", + "ax1.set_yticks([0,50,100,150,200])\n", + "ax2.set_xticks([0,20,40,60,80,100])\n", + "ax2.set_yticks([0,50,100,150,200])\n", + "ax1.set_xlabel('x')\n", + "ax1.set_ylabel('y')\n", + "ax2.set_xlabel('x')\n", + "ax2.set_ylabel('y')\n", + "ax1.axis('tight')\n", + "ax2.axis('tight')\n", + "ax1.plot(x,y,'r')\n", + "ax2.plot(x,y,'r')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 3\n", + "\n", + "** Create the plot below by adding two axes to a figure object at [0,0,1,1] and [0.2,0.5,.4,.4]**" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax1 = fig.add_axes([0,0,1,1])\n", + "ax2 = fig.add_axes([0.2,0.5,0.4,0.4])\n", + "ax1.set_xticks([0.0,0.2,0.4,0.6,0.8,1.0])\n", + "ax1.set_yticks([0.0,0.2,0.4,0.6,0.8,1.0])\n", + "ax2.set_xticks([0.0,0.2,0.4,0.6,0.8,1.0])\n", + "ax2.set_yticks([0.0,0.2,0.4,0.6,0.8,1.0])\n", + "ax.plot()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Now use x,y, and z arrays to recreate the plot below. Notice the xlimits and y limits on the inserted plot:**" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax1 = fig.add_axes([0,0,1,1])\n", + "ax2 = fig.add_axes([0.2,0.5,0.4,0.4])\n", + "ax1.set_xticks([0,20,40,60,80,100])\n", + "ax1.set_yticks([0,2000,4000,6000,8000,10000])\n", + "ax1.set_xlabel(\"X\")\n", + "ax1.set_ylabel(\"Z\")\n", + "ax1.axis('tight')\n", + "ax1.plot(x,z,'b')\n", + "ax2.set_xlim([20.0,22.0])\n", + "ax2.set_ylim([40,45])\n", + "ax2.set_xticks([20.0,20.5,21.0,21.5,22.0])\n", + "ax2.set_yticks([30,35,40,45,50])\n", + "ax2.set_xlabel(\"X\")\n", + "ax2.set_ylabel(\"Y\")\n", + "ax2.set_title(\"zoom\")\n", + "ax2.plot(x,y,'b')\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 4\n", + "\n", + "** Use plt.subplots(nrows=1, ncols=2) to create the plot below.**" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,axes = plt.subplots(1,2)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Now plot (x,y) and (x,z) on the axes. Play around with the linewidth and style**" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,axes = plt.subplots(nrows=1, ncols=2)\n", + "axes[0].set_xticks([0,20,40,60,80,100])\n", + "axes[0].set_yticks([0,50,100,150,200])\n", + "axes[0].set_xlim([0,100])\n", + "axes[0].set_ylim([0,200])\n", + "axes[0].axis('tight')\n", + "axes[0].plot(x,y,'b--',lw = 2.0)\n", + "\n", + "axes[1].set_xticks([0,20,40,60,80,100])\n", + "axes[1].set_yticks([0,2000,4000,6000,8000,10000])\n", + "axes[1].set_xlim([0,100])\n", + "axes[1].set_ylim([0,10000])\n", + "axes[1].axis('tight')\n", + "axes[1].plot(x,z,'r',lw = 2.0)\n", + "fig.tight_layout()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** See if you can resize the plot by adding the figsize() argument in plt.subplots() are copying and pasting your previous code.**" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,axes = plt.subplots(1,2, figsize=(12, 3))\n", + "axes[0].set_xticks([0,20,40,60,80,100])\n", + "axes[0].set_yticks([0,50,100,150,200])\n", + "axes[0].set_xlim([0,100])\n", + "axes[0].set_ylim([0,200])\n", + "axes[0].axis('tight')\n", + "axes[0].plot(x,y,'b--',lw = 2.0)\n", + "\n", + "axes[1].set_xticks([0,20,40,60,80,100])\n", + "axes[1].set_yticks([0,2000,4000,6000,8000,10000])\n", + "axes[1].set_xlim([0,100])\n", + "axes[1].set_ylim([0,10000])\n", + "axes[1].axis('tight')\n", + "axes[1].plot(x,z,'r',lw = 2.0)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Great Job!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/Exercise 2.ipynb b/Exercise 2.ipynb new file mode 100644 index 0000000..570a2f5 --- /dev/null +++ b/Exercise 2.ipynb @@ -0,0 +1,1036 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Seaborn Exercises\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The Data\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "sns.set_style('whitegrid')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "titanic = sns.load_dataset('titanic')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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................................................
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891 rows × 15 columns

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" + ], + "text/plain": [ + " survived pclass sex age sibsp parch fare embarked class \\\n", + "0 0 3 male 22.0 1 0 7.2500 S Third \n", + "1 1 1 female 38.0 1 0 71.2833 C First \n", + "2 1 3 female 26.0 0 0 7.9250 S Third \n", + "3 1 1 female 35.0 1 0 53.1000 S First \n", + "4 0 3 male 35.0 0 0 8.0500 S Third \n", + ".. ... ... ... ... ... ... ... ... ... \n", + "886 0 2 male 27.0 0 0 13.0000 S Second \n", + "887 1 1 female 19.0 0 0 30.0000 S First \n", + "888 0 3 female NaN 1 2 23.4500 S Third \n", + "889 1 1 male 26.0 0 0 30.0000 C First \n", + "890 0 3 male 32.0 0 0 7.7500 Q Third \n", + "\n", + " who adult_male deck embark_town alive alone \n", + "0 man True NaN Southampton no False \n", + "1 woman False C Cherbourg yes False \n", + "2 woman False NaN Southampton yes True \n", + "3 woman False C Southampton yes False \n", + "4 man True NaN Southampton no True \n", + ".. ... ... ... ... ... ... \n", + "886 man True NaN Southampton no True \n", + "887 woman False B Southampton yes True \n", + "888 woman False NaN Southampton no False \n", + "889 man True C Cherbourg yes True \n", + "890 man True NaN Queenstown no True \n", + "\n", + "[891 rows x 15 columns]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exercises\n", + "\n", + "** Recreate the plots below using the titanic dataframe. There are very few hints since most of the plots can be done with just one or two lines of code and a hint would basically give away the solution. Keep careful attention to the x and y labels for hints.**\n", + "\n", + "** *Note! In order to not lose the plot image, make sure you don't code in the cell that is directly above the plot, there is an extra cell above that one which won't overwrite that plot!* **" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "([,\n", + " ,\n", + " ,\n", + " ,\n", + " ],\n", + " [])" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "plot = sns.jointplot(x='fare',y='age',data=titanic,kind='scatter',xlim=[-100,600],marginal_kws=dict(bins=60))\n", + "plt.yticks([0,20,40,60,80])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "plot = sns.distplot(titanic['fare'],kde=False,bins=28,color='red')\n", + "plt.xticks([0,100,200,300,400,500,600])\n", + "plt.yticks([0,100,200,300,400,500])\n", + "plot" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "sns.boxplot(x=\"class\", y=\"age\", data=titanic,palette='rainbow')" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "sns.swarmplot(x=\"class\", y=\"age\", data=titanic)\n", + "plt.yticks([0,20,40,60,80])" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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KiIjQvn37tHbtWrlcLtntdmVnZ2vOnDk9x5aVlWnz5s06evSoxo4dq5UrVyopKcnXZQAAAANd0K97/7W2tjadOnVKycnJ/Qqb1tZWPfbYY1q9erVmzpyp5uZmPfzww3r55Zc1f/58LViwQIsXL9bcuXNVU1OjRYsWKTY2VgkJCaqurtaaNWtUUFCghIQEFRUVKTs7W7t27ZLNZvN1KQAAwDA+h81//ud/9vra6/WqoKBAx48f79fxUVFR+uCDDzR8+HB5vV4dP35cn3/+uaKiolRZWanIyEhlZmZKklJSUjR9+nQVFRUpISFBJSUlmjZtmpKTkyVJWVlZ2r59uyoqKjR79mxflwIAAAzzlf8YTUhIiB5++GFNnjxZy5Yt69cxw4cPlyTdfvvtampq0vjx45Wenq6NGzcqJiam174Oh0OlpaWSJJfL1SdgHA6H6uvrfZ63x+Px+Zj+slqD/3v8wEDlz2svELi+gXPz5/Xd33NflL+y98c//vGCfiuqsrJSbW1tWrp0qRYvXqxRo0b1eUspIiJCJ0+elCR1dHScd9wXdXV1Ph/THzabTXFxcX45N2CChoYGnTp1KtjTuCBc38D5DYTr2+ewmTdvXq+Icbvdamho0IwZM3x+8YiICEVERCgnJ0dz5szRvHnzdOLEiV77dHZ2atiwYZK++KbS2dnZZ9xut/v82vHx8fzLCwiC2NjYYE8BgJ/48/r2eDz9uinhc9jccsstvb62WCzKysrSXXfd1a/jf/Ob3+iZZ57Rm2++qbCwMElSV1eXhgwZIofDod27d/fa3+VyKTo6WpIUHR2txsbGPuOTJ0/2dRmyWq2EDRAEXHeAuQbC9e1z2Pz1XxduaWnRpZde6tPnRsXGxqqzs1PPPfecvv/97+vo0aN69tlnlZGRoXvuuUfPPfecnE6nMjMztXfvXpWXl2vz5s2SpIyMDC1atEjf+ta3lJycrKKiIrW0tCg1NdXXZQAAAAP5HDZut1s/+tGPVFJSos7OToWFhWnGjBlauXJlzx2Y8xk2bJi2bt2qdevW6dZbb9Ull1yi6dOna9GiRQoLC1NhYaHy8vK0adMmRUVFKTc3VxMnTpT0xW9JrVq1SqtXr1ZTU5McDocKCgoUGRnp88IBAIB5fA6bzZs3q7q6Whs3btTVV1+tAwcOaMOGDdq4cWO/fyvK4XCosLDwrGPx8fEqLi4+57FpaWlKS0vzddoAAOBrwOewKS8v16uvvqoxY8ZIkq677jpdd911yszM7HfYAAAA+IPF1wPa2tp05ZVX9tp25ZVX9vltJQAAgEDzOWxiY2P7vFVUXFzc5w/rAQAABJrPb0U9+eSTeuihh/Tmm29qzJgxOnDggFwul1555RV/zA8AAKDffA6b8ePHa8WKFdq3b59CQ0M1ZcoU3X///brpppv8MT8AAIB+u6BP9y4rK9Orr76qa6+9Vu+8847WrVuntrY2PfLII/6YIwAAQL/4/IxNaWmpfvrTn+raa6+VJN1555169dVXVVRUdLHnBgAA4BOfw6a9vf2svxV1IR9ECQAAcDH5HDbXX3+9Xn755V7bCgsLNW7cuIs2KQAAgAvh8zM2Tz31lB566CHt2LFDo0eP1meffabTp09r69at/pgfAABAv/kcNtdff70qKyu1a9cuHTlyRFdeeaXuuOMOXXLJJf6YHwAAQL/5HDaSdOmll2rmzJkXeSoAAABfjc/P2AAAAAxUhA0AADAGYQMAAIxB2AAAAGMQNgAAwBiEDQAAMAZhAwAAjEHYAAAAYxA2AADAGIQNAAAwBmEDAACMQdgAAABjEDYAAMAYhA0AADAGYQMAAIxB2AAAAGMQNgAAwBiEDQAAMAZhAwAAjEHYAAAAYxA2AADAGIQNAAAwBmEDAACMQdgAAABjEDYAAMAYhA0AADAGYQMAAIxB2AAAAGMQNgAAwBiEDQAAMAZhAwAAjEHYAAAAYxA2AADAGIQNAAAwBmEDAACMQdgAAABjEDYAAMAYhA0AADAGYQMAAIwRlLCpr6/Xgw8+qAkTJujWW2/VsmXL1NraKknat2+f5syZo6SkJE2dOlUlJSW9ji0rK1NqaqoSExOVnp6u2traYCwBAAAMQAEPm87OTj3yyCNKSkrS+++/r1/84hc6fvy4nnnmGbW1tWnBggWaOXOmampqlJeXp/Xr1+vjjz+WJFVXV2vNmjXKz89XTU2NZsyYoezsbJ06dSrQywAAAANQwMPm8OHDGjdunBYtWqSwsDDZ7XbNnTtXNTU1qqysVGRkpDIzMxUaGqqUlBRNnz5dRUVFkqSSkhJNmzZNycnJGjJkiLKysmS321VRURHoZQAAgAEoNNAvOHbsWG3durXXtrffflvXX3+9GhsbFRMT02vM4XCotLRUkuRyuTR79uw+4/X19T7Pw+Px+HxMf1mtVr+dGxjs/HntBQLXN3Bu/ry++3vugIfNX/N6vdq4caN27dql119/XT/96U9ls9l67RMREaGTJ09Kkjo6Os477ou6uroLn/h52Gw2xcXF+eXcgAkaGhoG7dvHXN/A+Q2E6ztoYdPe3q6nn35an3zyiV5//XXFxsbKZrPpxIkTvfbr7OzUsGHDJH3xTaWzs7PPuN1u9/n14+Pj+ZcXEASxsbHBngIAP/Hn9e3xePp1UyIoYXPgwAE9+uijuuqqq1RaWqqoqChJUkxMjHbv3t1rX5fLpejoaElSdHS0Ghsb+4xPnjzZ5zlYrVbCBggCrjvAXAPh+g74w8NtbW2aP3++brrpJr3yyis9USNJqampam5ultPplNvtVlVVlcrLy3ueq8nIyFB5ebmqqqrkdrvldDrV0tKi1NTUQC8DAAAMQAG/Y7Nz504dPnxY//Ef/6G33nqr11htba0KCwuVl5enTZs2KSoqSrm5uZo4caIkKSUlRatWrdLq1avV1NQkh8OhgoICRUZGBnoZAABgAAp42Dz44IN68MEHzzkeHx+v4uLic46npaUpLS3NH1MDAACDHB+pAAAAjEHYAAAAYxA2AADAGIQNAAAwBmEDAACMQdgAAABjEDYAAMAYhA0AADAGYQMAAIxB2AAAAGMQNgAAwBiEDQAAMAZhAwAAjEHYAAAAYxA2AADAGIQNAAAwBmEDAACMQdgAAABjEDYAAMAYhA0AADAGYQMAAIxB2AAAAGMQNgAAwBiEDQAAMAZhAwAAjEHYAAAAYxA2AADAGIQNAAAwBmEDAACMQdgAAABjEDYAAMAYhA0AADAGYQMAAIxB2AAAAGMQNgAAwBiEDQAAMAZhAwAAjEHYAAAAYxA2AADAGIQNAAAwBmEDAACMQdgAAABjEDYAAMAYhA0AADAGYQMAAIxB2AAAAGMQNgAAwBiEDQAAMAZhAwAAjEHYAAAAYxA2AADAGEENm9bWVqWmpqq6urpn2759+zRnzhwlJSVp6tSpKikp6XVMWVmZUlNTlZiYqPT0dNXW1gZ62gAAYIAKWtjs3btXc+fO1YEDB3q2tbW1acGCBZo5c6ZqamqUl5en9evX6+OPP5YkVVdXa82aNcrPz1dNTY1mzJih7OxsnTp1KljLAAAAA0hQwqasrExLly7Vd7/73V7bKysrFRkZqczMTIWGhiolJUXTp09XUVGRJKmkpETTpk1TcnKyhgwZoqysLNntdlVUVARjGQAAYIAJDcaLTpo0SdOnT1doaGivuGlsbFRMTEyvfR0Oh0pLSyVJLpdLs2fP7jNeX1/v8xw8Hs8FzLx/rFar384NDHb+vPYCgesbODd/Xt/9PXdQwubyyy8/6/aOjg7ZbLZe2yIiInTy5Ml+jfuirq7O52P6w2azKS4uzi/nBkzQ0NAwaN8+5voGzm8gXN9BCZtzsdlsOnHiRK9tnZ2dGjZsWM94Z2dnn3G73e7za8XHx/MvLyAIYmNjgz0FAH7iz+vb4/H066bEgAqbmJgY7d69u9c2l8ul6OhoSVJ0dLQaGxv7jE+ePNnn17JarYQNEARcd4C5BsL1PaD+jk1qaqqam5vldDrldrtVVVWl8vLynudqMjIyVF5erqqqKrndbjmdTrW0tCg1NTXIMwcAAAPBgLpjY7fbVVhYqLy8PG3atElRUVHKzc3VxIkTJUkpKSlatWqVVq9eraamJjkcDhUUFCgyMjK4EwcAAANC0MOmoaGh19fx8fEqLi4+5/5paWlKS0vz97QAAMAgNKDeigIAAPgqCBsAAGAMwgYAABiDsAEAAMYgbAAAgDEIGwAAYAzCBgAAGIOwAQAAxiBsAACAMQgbAABgDMIGAAAYg7ABAADGIGwAAIAxCBsAAGAMwgYAABiDsAEAAMYgbAAAgDEIGwAAYAzCBgAAGIOwAQAAxiBsAACAMQgbAABgDMIGAAAYg7ABAADGIGwAAIAxCBsAAGAMwgYAABiDsAEAAMYgbAAAgDEIGwAAYAzCBgAAGIOwAQAAxiBsAACAMQgbAABgDMIGAAAYg7ABAADGIGwAAIAxCBsAAGAMwgYAABiDsAEAAMYgbAAAgDEIGwAAYAzCBgAAGIOwAQAAxiBsAACAMQgbAABgDMIGAAAYg7ABAADGIGwAAIAxCBsAAGAMwgYAABhjUIZNS0uLFi5cqPHjx+uWW25RXl6eTp8+HexpAQCAIBuUYfPkk09q6NCheu+991RaWqoPP/xQTqcz2NMCAABBNujC5k9/+pP++7//Wzk5ObLZbBozZowWLlyooqKiYE8NAAAEWWiwJ+CrxsZGRUZGatSoUT3brrvuOh0+fFh/+ctfNGLEiPMe7/V6JUldXV2yWq1+maPValX06EsVZg3xy/mBweiay0fI4/HI4/EEeypfidVqlfXyGHVbwoI9FWDAsF52rd+v7zPnPvNz/FwGXdh0dHTIZrP12nbm65MnT35p2HR3d0uSfve73/lngv9revRQKXqoX18DGGw++uijYE/h4vjGLOkbwZ4EMLB8GqDr+8zP8XMZdGEzdOhQnTp1qte2M18PGzbsS48PDQ1VfHy8LBaLQkK4owIAwGDg9XrV3d2t0NDzp8ugC5vo6GgdP35czc3NGjlypCRp//79Gj16tC655JIvPd5isSgsjFvIAACYaNA9PHzttdcqOTlZ69atU3t7uz799FNt3rxZGRkZwZ4aAAAIshDvlz2FMwA1Nzfrhz/8oaqrq2WxWDRz5kwtXbrUbw8DAwCAwWFQhg0AAMDZDLq3ogAAAM6FsAEAAMYgbAAAgDEIGwAAYAzCBl87U6dO1c6dO4M9DeBrqaKiQikpKUpOTtauXbsC8poHDx5UbGysDh48GJDXQ3ARNgCAgCkpKdG0adO0d+9eTZkyJdjTgYEIGwwKZ/7F9fOf/1xTpkxRYmKinn76ae3Zs0czZsxQUlKS5s+fr9bWVrW3tys3N1d33323EhMTddttt+lf//Vfz3rerq4uPf/887rzzjs1YcIEPfroo/rTn/4U4NUBXw8ZGRmqqqpScXGx7rrrLh04cEDf+c53dMstt2jKlCnasGGDurq6JEk7d+7UAw88oGeffVYTJkzQxIkT9dprr2nHjh2aMmWKkpOT9YMf/KDn3Pv379djjz2mO+64QwkJCfr2t799zjtCzc3NWrp0qW699VZNmjRJP/jBD9Te3h6Q/w/gf4QNBpVf//rXqqio0I4dO/TGG29ozZo1Kigo0DvvvKM///nP2rZtm3784x/r4MGDKi0tVW1trXJzc7Vhw4azBsuGDRv07rvvyul06r333tONN96ohx56SJ9//nkQVgeYrbS0VOPHj9djjz2mN998U1lZWYqOjtZ//dd/adu2bfrggw/0wgsv9Oy/d+9ejRo1SlVVVVq8eLHWr1+v6upqVVRUyOl0qrS0VDU1NZKkJ554QjExMfrlL3+pPXv2aNKkSVq9enWfOXR3d2vhwoWyWCx6++23VV5eriNHjvSKJAxuhA0GlYceekg2m00xMTG6/PLLNWvWLI0aNUpRUVFKTEzUoUOH9MQTT2jjxo0aPny4PvvsM4WHh0uSjhw50utcXq9XxcXF+t73vqcxY8YoPDxcixYtktvt1rvvvhuE1QFfH++++666urr0ve99T+Hh4bryyiu1ZMkSFRUV9ewzdOhQzZ8/XxaLRZMmTZLH49HDDz8sm82m+Ph4XXHFFTp06JAkacuWLXriiSfk9Xp16NAhjRgxQk1NTX1e97e//a0++eQTrVq1SsOHD5fdbtfy5cv17//+7zp27FjA1g//GXQfgomvt8jIyJ7/bbVaNWLEiJ6vLRaLvF6vWlpalJeXp9/97ne6+uqrdcMNN0jq+1H3ra2tOnnypJYsWSKL5f83vtvt7vlmCcA/Dh06pNbWVt18880927xer9xut1paWiR9cb2HhIRIUs81+n+v+TPXdX19vRYuXKijR4/quuuuU1RUlM72h/UPHjwoj8ej22+/vdf2sLAwffrpp7Lb7Rd3oQg4wgaDyplvcuezZMkSTZ06Va+88opCQ0N17Ngx7dixo89+drtd4eHhKiwsVGJiYs/2P/zhDxo1atTFnDaA/2P06NH6xje+obfeeqtnW3t7u1paWhQVFSWpf9e7JDU1NWnJkiV68cUXNXXqVEnS22+/rcrKyrO+bkREhKqrq3s+X7Crq0uffvqprrnmmq+6LAwAvBUF45w4cUIRERGyWq1qbW3V2rVrJX1xJ+avWSwWZWRk6LnnntNnn32m7u5ulZWV6b777uMBYsDPpkyZoo6ODm3dulVdXV36y1/+ouXLl+u73/1uv4PmjI6ODnk8HtlsNkmSy+XSv/zLv0hSz8PIZyQkJOiaa65Rfn6+Ojo61NnZqXXr1ikrK0sej+fiLA5BRdjAOOvXr1dFRYVuuukmpaena9SoUYqLi9Pvf//7PvsuX75cN954ox544AGNHz9eTqdTmzZtUlxcXBBmDnx9DB8+XE6nU9XV1Zo8ebLuuusuWSwWvfTSSz6fa+zYsVq2bJlycnKUnJysJUuWaPbs2RoyZEif6z40NFRbtmxRc3Oz7r77bk2aNEkHDhzQq6++2vM8HgY3Pt0bAAAYgzs2AADAGIQNAAAwBmEDAACMQdgAAABjEDYAAMAYhA0AADAGYQMAAIxB2AAAAGMQNgAAwBiEDQAAMAZhA2BQeOGFF3T77bdrwoQJmj17tt555x1J0ieffKJ58+bp5ptv1t133y2n0ymv1yuv16tHH31Uf//3f9/z4YbPPvus7rnnHrW3twdzKQD8iLABMOBVVVVp+/btKikpUXV1tebMmaMVK1bo0KFDmj9/vu6991598MEH2rx5s7Zt26bt27crJCRE+fn5OnjwoAoLC/Xee+/pZz/7mZ5//nkNHz482EsC4Cd8CCaAAa+2tlb/9E//pMcee0xTpkzRuHHjZLFYtHXrVv3qV7/S9u3be/bdvn27Xn/9dZWXl0uSdu/erUWLFmno0KF68skndf/99wdrGQACgLABMCi8++67eu2117R3715FRERo3rx5Onr0qEpLSxUREdGzX3d3t6xWq2pqaiRJXq9XM2bM0OHDh7Vr1y6NGDEiWEsAEACEDYAB7/Dhw2ppaVF8fLy6urr04Ycf6vHHH9fChQu1Z88evfLKKz37Hjt2TB0dHbr66qslSS+//LJ27Nihv/mbv5HdbtfGjRuDtAoAgcAzNgAGvLq6Oj3yyCOqr69XWFiYLrvsMklScnKyPvroI7355ps6ffq0jhw5ou985zvKz8/vOe6FF15Qfn6+8vPz9f7776u0tDSYSwHgZ9yxATAobNmyRcXFxTp27Jguu+wyPfLII/qHf/gH1dbW6sc//rEaGxtltVp1xx13aMWKFQoJCdGsWbN05513avny5ZKksrIy/fCHP9TOnTv1zW9+M8grAuAPhA0AADAGb0UBAABjEDYAAMAYhA0AADAGYQMAAIxB2AAAAGMQNgAAwBiEDQAAMAZhAwAAjEHYAAAAYxA2AADAGIQNAAAwxv8DbuJZdF4U4OEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "sns.countplot(x='sex',data=titanic)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "ax = sns.heatmap(titanic.corr(),cmap='coolwarm',xticklabels='auto')\n", + "plt.xticks(rotation=0)\n", + "cbar = ax.collections[0].colorbar\n", + "cbar.set_ticks([-0.8,-0.4,0.0,0.4,0.8])\n", + "plt.title(\"titanic.corr()\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "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": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "g = sns.FacetGrid(titanic, col='sex')\n", + "plt.xticks([0,10,20,30,40,50,60,70,80])\n", + "g.map(plt.hist, 'age')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Great Job!\n", + "\n", + "### That is it for now! We'll see a lot more of seaborn practice problems in the machine learning section!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}