{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", " \n", "___" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Regression Plots\n", "\n", "Seaborn has many built-in capabilities for regression plots, however we won't really discuss regression until the machine learning section of the course, so we will only cover the **lmplot()** function for now.\n", "\n", "**lmplot** allows you to display linear models, but it also conveniently allows you to split up those plots based off of features, as well as coloring the hue based off of features.\n", "\n", "Let's explore how this works:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tips = sns.load_dataset('tips')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", "
" ], "text/plain": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## lmplot()" ] }, { "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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7Xak30wq7Gmwgkcrwe9/4qCqjFzYrW3BnHt10rbnSRW642bmrU8wtLnc7bLao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\nEA76/wGGn2w36DQKOwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='total_bill',y='tip',data=tips)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kwamTCvWee1wr3sCdaS3psye+l6H0MAe7DvL7H46jBgvtzeRbs+/W2r7F5je3\nMzXS6a6nbvM9OVt56vFymgkJhmoQ00xJSFi5/wL4R7Zt37As61s0plv+U9u2s5ZlfRm4aVnWIPAV\n4F9ZlvU/27b9f25mg2FlAeky8JuWZf0ijYv6MjBuWdafBbBt+1c2sH2iwz1tGPN5hzgHEwPzvZ7m\n8Vqes5zFHy76+5NkMgvVCVZzTX1JeDj1iEK9ih9qGObjBUb7In3zPY/m8XIaGXNlzl3NPpYxt7PP\n5PDJEjP6VS5WHsGiGqe6YmD1WLyx/2MYzkI1gf6eGKPT5Zbj5ay0fU3NatpRc3Wb2+3qjc/3jJrH\ny57fcfBqJpqrSELC2n0A/LJlWQVgFPgS8OuWZZnABPBfAt9kYdjuXcuy/oNt21c2q8GwsoCk0ugh\n/bG548rcf5+lMVwsAekF9rRhzOcd4vzEwGsALfNDa3nOaq3kmu6NzZDqDti3B7LVGroRfeIf04lU\nI5lh8RzNYq4XcO1ukfNXc+SKrT2e/Xt0dhyZZMS/wUdOERaNTfQYPZxJD3Oi5wQRLUJPPE7eWeh1\nnJobnsvkq/T3xOaPV9s+AM/3wXeJmNqaq2m/ZjW2pVg8hwSNhATf8dAVHVMzSMV2sLd/BxmKTzud\neArbtt8FPr7k228tOf7ji75e+txNoYSLB6Y7V7j4E+xWtfST+Fb2ol6L67pkS1mKToVy3UXRzDWv\nRWtmzF28kaeyKGNOUeDwEY/I4CMe1m8/VtLnQOIAQ+lh9iX2t/QcelJx8rlnD4Ot1OJq2lHTJB5f\nv/maxQkJUT1KIp5AXTTntM1+v6R7t0JP7CFZlvXvbdv+ccuy7tHoCTUpQGDb9pENb514oXXSQuQg\nCJgtZCk6Jaqui+sr6PraCv40M+Yu3yrgLsqY0/WQAycKuKl7jDkTUFt4TUSNcKLnJGfSQ/SYPY+3\nD/jgxiQPxwvzvaG1LPNdHIRiEYN4en0KmUpCgliJpw3Z/Tdz/78IfJVGIArn/v+LG9wuITpiIXIY\nhuSKWUpuharjUK376GYEfQ1LyjPZxq6sN+4VCcOFm3ws4bLbmiIfucOYX2kZluuN9DGUHuJ4t/XU\nkj7X7s5y+d4MfhDOzxstl1G3nMULVhNRg+g6bekgCQlitZ72Z/V1y7JeAgaBl5e85uGGtkoINn8h\ncr6Yp+SWqXkupYqDZkbQzdVFojAMGZmscu5qjnujzeG0xmc7ozdD6uAYFX2KCQLwm48qHE4eZig9\nzEBscEXTqc+9AAAgAElEQVTBYWkG3ZMy6poW94TWc8GqW3dQQoWIZkpCgli1p/11/RTQC/wD4C8v\n+r4HTG5ko4SAzVuIXCqXyNcKBGpIodLIntPN1Q3PBUHI7Udlzl3JMrE4Y07xiQw+QN/9gECrU1r0\nmpgW41TqNKdTZ+haZUmf/p4YE4vSqJfLqAvCkMB1ME1l3YbjGhUSPAxVb1RISLzYFRLE83liQLJt\nu0BjDdKX2tccIRa0eyFytVYlV8kTaCFlp0bVCdANc1W15zy/WWOuNWNOMav0Hh6n3n0PH3dRiVPY\nGd3FUHqIo8ljaOrahrROHe4lFjda5pBgoWqCOb+5Xc9zB6Hmlg0RzSSuSYUEsX6kuKroWO1aiOw4\nDpPZKTzFww098rk6mhFBNeDK3dmWtOknJQrU6j4f3czzwfXFGXMhWvcsPYdGqUbGqSzKDVJQ2Bnd\nyZu7Ps3u2O7nvgYVePXELo7sbpRAcl0HRYOYuXzVhNVYnJAQ0UxSsR1rSvsWm8uyrM8Avwv8adu2\nv7no+5eA87Zt/9fLvOangBO2bf9cO9ooAUm8sHzfZ7Y4S0Ux8LWAfLHSyJ4zGjfbq3dn+fBOo1L2\nkxIFCmWXD641aszNZ8ypHubOMWJ7RnC0AotncxJ6gtOpIU6lThHX13dLbNdxCHyHiKHS29v1XJvb\ntSYkyJYNm+GLX/vWISAG3Pj2z38peNbzV+gG8KdpLIrFsqwzwLN+Edu2NkgCknjhNDPnyl4NPaJT\nrtXJZIvoRmv23NMSBaazdc5dzXHjXpFg7s9ViZSJDj5C3TFKoLiLk+UYjA0ylB7mUPLwuu675Hku\nKgERQ2N3X4qCufbN9RYnJCT0LhLphAzFbZIvfu1bfwn4C3OHP/ji17711W///Jf8p71mhT4CjluW\nlbRtuwj8JPAvgP2WZf0M8BM0AtQ08KcWv9CyrP+eRkmiAPiXtm3/wjq0p4UEJNHR1nstUqFUoOiU\n0CI6nusxO10m3dcz3ytabGnpnR3dUUYmq/zwSnZRxlyI2pMhuucRYVejWHLzo6yu6BzvsRhKDdEX\n3bHmNi/VLN2zdHM73dCB+tNfvEgYhrh1F0ORhIRO8sWvfSvBQjAC+CSNSgrvrdNb/BsageeXgY/R\n2KbiENBr2/bnASzL+g4wX6XYsqyTNOrevUkjTfR3LMv6bdu2b61TmwAJSC+EtW7RsPb3W58gEoQh\nv/gfrnPp7gymrmE/alS0Xsu8UjNhAQMCNSSXLeCFKroReeL8SjMxYCpXIfR0LtkVJppVtTUXvX8E\nc+ARoVFpGdPoNnoYSg9h9Zwgqj1e224tmqV7TFMjvcbSPdBaISGiR+lK7WipkCA6Qkjjc83if5j1\nGrILgf8P+IdzRQ++z1yxA8Cdq/5dBvYAi7vbZ4ADNPZNUoAUcAyQgCRWZ61bNKzVei1offfSOJfu\nzlB3fOpOY7RitWuRXNdltpTFUzwUXSVfKOF4oBvmM3/5Az8g8DTuP/DJFhtlE5RYEX3XA/Qd46D6\nLYFof2I/Q+lh9icOrM/C0iAg9F1MQ6EnZhJbw7bni3tBpmbQHemSCgkd7ts//6XKF7/2rV8A/gca\nN/+3aWwhsS5s275vWVZi7vw/BxwBuoEv2bb9ScuyYsAFaNkUywau2Lb9BQDLsr4KXFqvNjVJQHoB\nrHWLhqUW97Ss4iFOd51etqe1XgtaRzJlTF2bD0aO5694LVIYhszkZ6mFdXRDo1ioUHfCRpUFo3VT\nur3OAAfMI/Ob0tWcuV1ZmxlzSoCansLY9QC1u3XfIVM150v6pMzUmq5zseYOq6ahkogYJOKrT9Ne\nmpCwU3pBW863f/5Lv/LFr33rOzSSGh5+++e/tN6JBd8AftK27duWZR0BXKBsWdYfzD0+RqMoAgC2\nbV+yLOvtuccjwB/SqCK+rqS4ahttVsHI98bOzfeQAD6954019ZAWn0fXNT656+PLnuedj8bme0gA\nn3tlz5p6SM3zlCoujuczfLiPP/fHTz5z+K9QKlCoF9GjBuVyZa7KQrTl497iTfNUXeVU8jR7jeON\nXVlv5hsZc3odvX8EfddDFLN1biZt9s4Ny1kY6vPNuyzeYTUa0UnEV1/dwHNdersTlAvufLHSrZyQ\nIMVVX0zSQ3oBrNcWDSvtaa3XgtblzvO0YFStVclWcmAo+ATMzuRBNdCX2aNo8SZ0TjnKD22P74zf\nJwhBSeQw9j9E651AUReG7hUUDnUdYig9zGB8z3Pf8Js7rEYMlb6+5KrTtJ2ag4ZKRGsUK92/cycZ\nZXvcxMWLadMCkmVZO4HzwB+xbfvmZrXjRaAq6jN7RCtJRFi6Gd5AYjfvfDTGo0wJN/mAeLrKnq5G\nwFuPBa0rXRjb3BLCVTxCDfL5Ml7w9GrcvWYf98YLFEZ2UZtNgRKg9Y4S2fUQtSvf8tyoFuVkzynO\npIdIGsnnuibPdVBViK5hrVCjTI+LoRpENIPe5M4Vb44nxFawKQHJsiwd+Ic0NvoTHWAliQiLe1rW\n7kNk7/Tyux+OUk3co+reIVkzuBvf+KSJpqXzRIVCpZGwoJvoT5gyCcNGjbkPrySZmrbAqKHvuYm+\ncwTFcFqe2x/tZyg9zNHkMXR17X8q89t8GxqpVGIuPXtlfM8jcAMimklMj9GV7pf5ILFtbVYP6e8A\nX6eR4bFtLU23/uKOtzb0/M9K5w7CkD+4NM4Przdq437sxE4+9dIgqqIwkikThiHlqofj+bx/bYIQ\nGG3pMS30tPr7k/yD9y9QqrhU4zMoQYjjNYa3npY0sZaU8OWus1QuUagX0SI6xUKF3/idB2TLAf2p\nGD/6sX1oS87p+Qu7smYLDmoyi3n0AWp6CkVZmEdVUTnSfZSh9DC7orvWPCzn+z5h4M2tFYqtan2P\nW3NRUYloOgmjm4v38oxkcnM/r+froQnRydoekCzL+q+AKdu2f8eyrL/W7vdvp6Xp1slklKHk0Iad\nH57eM3n30jjffvc+xUqjJzA5W0WZGxbb25/gg5uZ+cceTpaYyt6nK248scdUrXsUKw5KuQslNkMY\nhIRAeTbGr3331rIBZy0p4Yuv88bUTWbzs7y69yXqgUdppsJ3L0xwd6JRRSFbbCQf/LGP7weaGXMF\nLt7IUa7X0frGiZx5gBovtbxHo6TPGU6lTq+5pE8zQy5iqnTFI0RjK0vTbg7FmaqJqRn0dafR50pG\nLE4Q2aw9oYRol83oIf05ILAs60dp7LP0K5Zl/Qnbtqee9qL+/q33yTA7MoOuL8wRPMyP8rnDb2zY\n+bPBzFN/TjNlBy8I5j/1e0HATNmhvz/Jn/zccS7enuHeeJ6IoVF3fbwgwJgb+2o+b7HedJxUMkKt\nfBAtqtPX7XPI3MPty0kUCtybKJBMRvnRjx9oaYOxaDxtufMud50KIU7NRdGhoOXxAg8jGqUvkWC2\n9KBlxcRssYaiG7x3McP5K7O4agl91wOiO0ZRdK/l3PuSe3lt96scT6+t0nYYhrhOnYihEY8aJBI7\nVtSr8lyP0AuI6hFiZoxkYvmK2av9eW3Fv5Mn2U7XIlam7QHJtu3PNL+2LOt3gb/0rGAEbMkU0LTa\nh+fZ88f7e/as63UsPX9a7Xvq+fsSJrqqEoaNm7KuqvQlzPnXvHK0b34BqO83hrHcuWG4xc+Dxs1i\nR5dJLKITi+hQP8qbqT2MZMp4Xo5mPcbrd2d4eVFB0r6EOX/O5c67VBiGaGWDarWGYuoEfoDmJCiW\nA5plcnqTUaZzjXaHgUK1pPN3f+kaJKfRDz0k0pNh8b1eUzSOd1sMpYfZEd1BTypOPre66UzPddBU\niEW0Rpq2quI4IY6z/Hl838d3fAy1sUA1ZsaIR2PgQ70K9Wpp2det5ue1zVKlt9W1dALLsg7QWMza\nXPQaAm/btv2/r+N7NO/pa0pU2+y07y2xCGqtlqZbv3XoE8xMr9+up6tN535zeIAQWuaQFqdkL06z\n3rMjDorSMoe03Pmaz28+591L40/dVG81KeHN9URDA6coe1WmarP0d+/kROpky/N+9GP7qFQCRidd\nXN+j2HMX4+BD1GhrcEgaSc6khjiZOrWmkj7NGnJRU31mckIQBHiOh65omKre2D21d/Xri9q9J5To\nHF/+xk/PV/v+5le+vl6lg67atv25dTrXupOFsW3U6Z/6vCDgl3/zBo+mSuzb2cVPfeEE+hMyup50\nLetRx65UKfF7D95l2pslbaY4EDmMbsZYepYwDLnzqMy5qznGSxn0nQ/RdoyhaK1FkffG9zGcHmZ/\n14Flkz6e1kNa2OpbIxF7cg25RokeBw0dU9OJaBES8URbM+I6/fdrNbbZtaw6M+bL3/jplmrfwFe/\n+ZWvP1e177ke0r+0bfuTS77/N4FPARrwd23b/jdzPZ2PaNSwKwHvAD8G9AB/lEbtu38ydzwI/D+2\nbf+jZg8JmAD+KY1dxwH+im3bV57Vxs3uIYk2WGmQ+OXfvMG5G43R0+Z22H/+x0+t6r2eZ1M9x3HI\nlnOcn/6QD3KX8f2Ae8oIblrhpLnQDs8PuX63yLlrM+TVUfRdD4kemm05l6EajZI+qSHSkfSq2uG5\nLhA0yvdEDWLx5V/v1usooYqpmo0tG3oW9gxa7yrl4sXx5W/89EZW+z5lWdbbLAzZ/RPgkG3bP2JZ\nVgR437Ks7849933btr9qWdZvAWXbtv+oZVm/BHwGeAT8mm3b/86yrAHg94B/tOh9/hrw3bkgdRT4\nReDTz2qcBKQXwEoz2x5NlZ56vFGCIGCmMIsTOoQqjBQn8P2F5ItmVYW64/PRzQIXbk7iJB+gHXxE\nJFJrOVfKTDdK+nSfwNRWnmrteQ4KIaaukuxevifU7AUZSmNhaire/8Qe03oVmBUvpI2s9t0yZGdZ\n1s8Cry0KUjpwcO7hi3P/zwHX5r7OAlFgEviqZVk/ARRprQwOMAR81rKsr8ydd0WfCiUgvQBWWux0\n386u+Z5R83gjNTbKy1F0y1y6l+Xe2Axu1yT1eI5aUCOmNapSJ8I+fv/CNJcePSTsu492YgJjSUmf\ng10HGUoPsye+d8XzNM0tHXTFpPcJa4WahUpN1SS6ikKl61VgVrx4vvmVr1e+/I2f3qhq30v/OG7Q\nSGz4by3LUoC/AdyZe+xp8zlfA96b6wG9BXxhyePXaWyL/i8ty+oH/vxKGicB6QWwtz/x1ESDpp/6\nwgmAljmkjbK4AOofXhrn3I1J/NQMjvOQGDqKDkotiTd5iHcqGdSdF9BOtJb0iagRTqVOczp1hm6z\ne0Xv6/t+Y0sHU6MnZhCLd9GbTjA7uxAwFu+c2mUkiXetPhlhz9y6LsfzMXWNPSusUi4EwDe/8vVf\n+fI3fnq+2vc3v/L19ZrsbzmPbdvftizrLcuyvg8kgF+3bbtkWVb4hNc0v/4N4Bcsy/rTQJ7GXkrm\nosf/JvBPLcv6S0AS+F9X0jhJamijzZqoXTqf8cmhXfzh+AUuTF4k7xTpiXTz2q6X+Pju1/jhxMVl\nKz8sPcef/NxxZmYaQ3pe4POr595mpDTOnq7dHIqcZmy60pIV1nxtf7fGySMxVFPBcVzy5Rq//9EU\nY7NVqqkb+JEsSrUHP7sT18ij9z9CMVtL+vSZOxjuHeZY9/EVlfRZSExQiUciRGOtGXapVIyp8dzc\nwlSdRLTruXdO/f6Ho3z7vQfzAemLbxzgR17e81znfJZ2/X61Y37sRU9qeFFJD2kLWevOr0sTDd4b\nO8d3HnyXfL1IEAZkqjNkqjPczT2YL/uztPLD0jmRZDI6v77oV8+9zQez5wGYmB7ho9wMKfcoN0dy\nhGHIvfo1Pnx0G6UWITqyh3K4i6N7uuYLoO5MJxidqeJld1D3kqg9M2j7L2KoCx+WFBQOJ48ynB5m\nd2z3M3ssIeA7dQxDoStiEE+nWl6zsHNqhG6tC7N3fbdrGJ2u0BU3aA6tj05vn7KNMj8mNooEpC1k\nvXZ+HSuP4/ouzd5xSIjru4yUxlo+6S6uSbd0DuT+RGE+II2UFp4XEOIaucZ2X8D5qQs8ci5SNwK0\nLp0wF3B/MsbRfb3oaiNjzvOhpI7jp+9jJlo/FUeUGEO9ZzidPkNCT8y9B1y9O0smX6W/J8apw72o\nLJTuMXSVmKmR6O5u2Z58oUZcY7uG5s6p3V1J6tX1/TS+0mHSrUjmx8RGkYDUIVYyDPK8O7823+NR\nRsXXVBRFIQxDFBQMzWBv12DLOQcTC4swl95gD+5emLPZ2zXA1GzjE7OKgu6mGhlpbomaNkG0y8St\nOoRhSBirsbu3m7rjc+7mGJezlwnSj1D2ui0pRWo1xW7tKF8cOoumtJb0uXZ3lg/vTAMwkinhujVe\nObaDeEQnkVroCS2sDdKIaia9yVTbtmvYzgtat3OwFZtLAlKHWMkwyNL9iBYHjNW8R8hO1MRx+nZO\noUbqT51Dalp6g/382f1kpou8e2kcvbifQSq4Rp69yd3s6j3Aw5kZBnb24SQqXMrmiEdMPD9ktz7A\ng8Iov3/xu9A9hdK/KO0nUNHKA0TL+9Dcbo4e2fFYMALI5KsEc8kJiqpQcxV29PY0ThEEuDUXUzWI\n6SZd3Qtrg9rpedZjdbrtHGzF5pKA1CFWMgzyvDu/Ns+poBAvH+a4+yp/5jPH5ntO/+raPfb27+En\nhl9/rHe29AarqkpLEIVBPnnyFGeOdRFqIYfKGnUnRDOHQNF5MD3DRKHGffMySrSCsiivQPFi7NWP\n87njr3PvYZWMvjAUt1gQhgSuQ39SZSwTopmNqtw7U1HcqkNEixDX43T1Ll+oVKyP7RxsxeaSgNQh\nVjIM8rSdX5815BeEAU7yPsXUfXS3h2j54Px7LPScQj7KXuSDss/Zg0efmTTRDHCOU8Gnxv2szyFH\no1Lz0cwIugn2+Dg/HLtPKfoApdtvWQQRdfohtwej3k8ehXtmlTNLglAIeE4d01CImwaJVA+7+nuI\nmCZT0zX29vXwmaGDJGJr2zJCCNE5JCB1iOcdBnnWkN/74xcYV68RTbu4XpZD+9O8OXx2/j0Baon7\nVLvuMFbVeGe0UUJocQBcHPROHOolVygwMTtBNKETMUISJtR8DUVXeP/+NS5nL+PFMpBYGJYLfRXD\n6+blAYvy6CCj9YWeYCZfnf968VbffX1JUBS8ugtOSEQz+MKrp587NXslpASQEO0jAalDPO8wyHJD\nfotvplPx22BAMt6Y1E+kqvM31mbvzDMaC0+b++8sTZpoBr16vcz3L90g1EHRA6rVCnv6+jhyOM1v\n3/oB9+vXCY1qY0lfkxPDDBN0dYVoqooT1ujviTG6qPp5b9LAc+tETZWeVGMxaugG6L5GVI8+NhS3\n1jT41ZAUZyHaRwLSNrHckN/im2k1oaHvdOcD0uKEiDeHBwjDkO/df0BBbdSNC3k8aeLWowmq7gx1\nQhw8/LqHYejEegJGzcv889vfATWYr2oVhhCr7+bVnS9jxupczV2h2Vfqi/Rh7eolDEMmZwrs7o3y\nsVM7MVQdFQUTg7gRJ9795KG4H4yf57dufR/XCzD0m4SEvDn4sRX/zJoBLTsyQ1rtWzagPSvQS69J\niPUjAWkLWu6GuNyQ3ze+d3v+NdHyQXrcOPtSAQOJXYRhyL++9RvzPQtFUVBy+4m4AbVqnmPRg/NJ\nE7V6jWw5R/9ug9szKrVcCZQQc0cRrW8cvyvP4rr4oaeT9g7z6f2vsq93R+N7hCiKwkx9hr5IH0cT\nR8F3eP14CtPox1B0oppJMt49v333s5y/f4dipbHgqeb4nL9/Z1UBqbmuS9e1+Y0Ol87RPSvQS69J\niPUjAWkLevfSON/7YIRy1eP9axPcfJTjp75goe4YYTr4kCk/5P13TcYKDnXiGLqG0VXiUPIQP3H0\n8/xg7DzfefBdHM8hJOT85EX8mQFKlV4qs7vw/Z1cGtX5Jf+3UaKz7Ej04ed2cWn6Ct6OWcy0jxKZ\nRTFaS/oElSRGfj8v7z7B2TMDLeuKQhSc6R3UZqP4vVG6elW6IgkimrGqILT0/ZY7Xi5gN39ui7+3\nknVdzwr0zcc2wuMln3bzg8sTT+2ZSe9NbGUSkLagkUyZctWjWGkEhEt3Z/jVc29z2z9HySnjBj5h\nEBLGooSxEBcFU48zrlZ5fzzFB1MfUnLK+GFAEAY8KDxCDbMUIwO4hb34noObvM8Pp8ZI9cS4lrtP\nraziG1Uw6ihKuJCkECoE2Z2Es4OE1S4CReFSKUsiEuHM4d65LLkaNx7McvH6FIYWY2oqZFeXwVuv\n7nqun8NrO15h8lYFz8ijuz28duwVYPl5H+Cx7w32P3td13Jze+1aGLr0Om4+yjEyN+f2pJ6Z9N7E\nViYBaQva25/g/WsT88emrjFSGsc1G8NX8wVz1UaatUJj3ZBCsxegtD4PUFQFJZrH85NoUdB6Kqi6\nSsWt4eNDwmlJ2Q5dk2B6L5HKXjxHxfUDmh/EPT9gYqbAib0xIorCju4ePiiWSZi75kv5jM8u7GO0\n1uSET700iKJ86rGe0ErWdI1kynxluDEkmQ0W5pBWol0LQ5e2+9FUCUVVnvj4ct+Tsj5iK5GAtAW9\nOTzAzUc5Lt2dwdQ1uuIGe7sGuO2PUPed+ZJABBrMzd00M+cGEwMMJHYxVZ2m4lZwA4+oGsFx6uh+\nCj0SEOhV1GgVojV8tXVfsKDUQ5Dfyf70LopuHMWEauABIa7r4bt1VE/lQHo3h3YMcDl/gyszN9D6\nYzDdM3+exb2Ktdboe1Jm4pN6MEu/11zXtdrK0u1aGLr0Ovbt7JrvITUff9ZrpKyP2EokIG1BqqLw\n5/74ySXzC6/yh+M9fDD1IUEY4lRMZms+htfDod3ddPXW2dO1UN1BQeVB9gH5SgFd0+nr38FYxOVW\n3y3c6FTLNl5hoOLP7kYv7aa/3+P0K33E4waXHz4gqCU4qe8n9HzuPCoRjezgzaEDfPrlPbw/fp4/\nGPtB4xwqHDp5CrN48LFexfPW6FvqaT2YrVTuZul1LDeH9KzXbIXrFKJJAtIWtdyn9Df3fIw39zw7\ny6xaq3I4tp990UEK1SIfzdicm/qQPLmWtUNBPUqQ2cexrpN8fHg3vd2NhajXc9f4YPIidd9BMxQG\n9u3ijxx767FyPYsDiwIkeqv8Zx8/9lh7nrdG31JP6sFstbmU5a7jWdcgZX3EViYBaQsIwoAfjJ/n\n/P07BJUkr+14hU+9NLjq7KliqUjJKeOEDqPFKd6+e4GJ8AGh4rU8zy/0okwfZHj3MV57M00itvBr\nUimXmMqNovkhakTBDT1ulG/zeT6DsmR35JUGmuet0SeE2B4kIG0B749f4LdufX9+zc3krQqK8qkV\nfRIOw5BCKU/JqVB0KtzJP+BS9ioj1ZHGE+ZiSOhr+NODmIVDfOzwPoZf6cE0GvNOTr1O6HikojGO\n7DuMmyjzHx9+j3KtMZ8xVc3w/viFx+Z9VhponlajTwjx4pCAtAWMlcdxvYXkAs/IPzN7ynEcCtUC\n5XqFbK3I5ewNrhauU3QLLc8LanG8yf2EswOcOtjL576wG0NTCIKAaqlMTNPZm+qlv69v/jWfGHiN\nS9nL1Nw6hmaQ0OPLzvtIoBFCrIYEpDYKwoD3xs6tOr15MDGAod+k6niEqoNn5HGS9wnCIy2vD8OQ\nYqlAxatRqBaZqM7w0exVbpdu44VLhuVy/XiT+wkKadA9DNMnUypy5abCqb3dpKJxju0/RDQaXdoc\nVEXlzf1nyVcWMtOed95HCCEkILXR7917f03pzZ8YeI2QkO/d/iE5d5Z4FMbVa7w/nuKNwbNUqhUq\nToWyU6VUr3Izf48r+WtM1Fp7LaGn40/vwZvcT38iRSmoUI/U8TyPoBpS96HSneKlo8eeuandW4c+\nQbFYe+55n42sLCBVC4TYWiQgtdHD/GjL8Vh5/ImLQr3A51+c+x525hGm18NnD3yCVNKkUgpRNAff\nU3jn2kd893t5gtDj0L4YfmqCG8UblL3W4byg0tXoDc3uJtlf4qU3DF4Z3Mtvv3MP+0EVrw6KHkVN\n9HDi8CDvXZl85k18vYbjNrKygFQteD7tqKYuxGISkNpof88erozb88eDiYEnLgr91XNvc2H6PH4Y\ngDbOv703QaQ3S7VeJgwCdCWKP5OkXhpB35khE0xDdqHyQrOkjze5H7Waxtw1CkPvUaPMxaxBlxHQ\nE9nJQK+O4+s4ns/uvjiEIW9/OAas7Cb+vDetjawsIFULns9aFywLsVYSkNpouWGuf3v737c8p5kc\nMFIaJ6ARYHzXxQ8nUco6iUQcDx/f0QlTk5gDrRUGQtfAy+zDn9pHQuviE6dSlJKXuZ69ghd4aKZG\nqIaMho947ejLTBZHaawuMvj4yV2rvok/701rIysLSNWC57PeC5aFeBYJSG203DDXk9bq7DL7eJi7\nQxj6KLqKHvRgxGr4ikvddwj1esu/XlDqxps8gD+7m97uKGdfT3NsXxQ9VLlT2smdWgQlaFS2UxQV\nTVWWXdX/7qXxVd3En/emtZGVBaRqwfNZ7wXLQjyLBKRN1kwGGC2Nk5tQufpBSObeh3z2xGkqfon7\n+QmUUCORDpgJp1i88VAYKPizA4207XKKwf4oH3srzb5+HUMxSUa7UBWFN7pfJ6/OcDFziZCQiGrw\nSv9L86v6m5P/3/jebfbsiPPWy4Ocu9HYwjykkRzwpGSA571pbWRlAala8HxkwbJoNwlImygIAkrl\nIkfjB5m6p3PvboYgmObWREiuXmLXriQZ/R6zziy1hekhQieCN7kfL7MXvAhH9iV4/VM97OzRialR\nkokefN8lqiuke7owDINjzmHuFO7j+i6GZrB4mmfp5P/eHQnKtUaa+O9eHEXhyfNIctPavmQdmWg3\nCUht5vs+xXKBuu/ihi56xMD1XUZmCniuQxj18LpHOB+OE0y6ra8tpPEmDxDkdqIpKmcOd/PqiSSp\nuE5CT9CVSOJ7DrrisrMviaZr8yWHJqtTqLpBKh5HAcbLk/PnXcs2BwsU/Mwe3EwKvz8BA5JWLYRY\nG5bgaoQAABwcSURBVAlIbeA4DqVaibpSJFMooJsGoRJQKdepl6v4AWipMnXtGl5suuW1oa/izwzi\nTR4grCYxDZWXTnXz0vEkXYZGV6SLWDTOB5kLTGcnOZjey6f3fQJVUXlv7Nx8yaFArc8N93WRjBst\nQ2tr2eagaaWp1bImSAjxLBKQNkAYhlSqFaputZGAoIQYERPFjFD3PPLlKo4XEmpwI3+dK9nL5L18\na6XtWgx/am5YzjfQTIfB4wV+/KUhTEUhGekiHuvC930uTp3jo8KHaKrKxOQ4hm7wxuDZlpJDSmCi\nBiYxbSef3nOyZWhtLdscNK00K0/WBAkhnqXtAcmyLB34Z8BBwAT+D9u2v93udqy3IAgolovU/Dpu\n4PL/t3fvwXFd92HHv/fuvfsCFlgQBPgWKepxBFEkradtWbIiux6/aifpeNI/6raW42bqSeNOk6ZT\nN2PP9I8mzbT1JG3idprUtdPUrRM7dhLXjuPYsiNLst4ywdchKYokQIJ4LoB932f/uLsAlgJAkCKB\ne+HfZ4ZD7O7dvecA5P3hnPO7v2PaKVJ2Csu2aTabzMzOU2s2qTlQcuYZnh3m1Jx+Y0mfuf7WtNwA\nYGBm6xT3XyTXP8VQzxBbsgW6ct0EQYDbrNPbnaFmlUmZJiFQqbk8eeIE/uQudgxsx7ZO0XB8DAyy\ntVt45+5HeHhnZyC4nm0O2taaWi33BAkhrmYjRkgfBaa01v9IKdUHvAokMiC5rkulXl5YD7IzaYyU\ngU0az/WYq5RpuD4hKcxUitcq53nu4otcqnVWbMC38CZ34U3sIWx0A2DbIflun92318jmTXZ2vYW3\n7XoYMHCbNbpzNsX+LRiGwc5ylOlWqbmUay5eJcv3Ry7y+Ft28b7bH+V7R09Qm8txe/4Abz+4/YZ+\nD9aaWn21wHUzpvRkmlCIZNmIgPQnwJ+2vjYBd5VjYyeqol3mmWOjjM3W2L29h/vVAGkjg+/7PP2T\nES5PV9nSk+eQ2o6Dy/HZYY7OHqXqVTo+K2x04V7eiz+1E4LoR7F/d57+vhRT5hk8Zik7PnNujlMz\nr/C9kecw6gV6Sg/i+RD2jZIv1sh3wWwzxHFMMuVbyVT3Uqm7fP/li+we6GbizD7cngu84P2Ak185\nwoeG3smjS/ZTWuuFu33cyGSFEAMjDNkz2L2mC/3bD27n1MgsIxMV9gx2LwTG9mc+d2Kc8Zk6YRjy\n4+MBp0ZmeeKDQ1f93NUqRVxtmrB97qmKw0ypRi5jrbk/Qogbb90Dkta6BqCUKhAFpt9Y7zZcK9d1\nKdfLNDyHgICfnCvxwtlpAEamqtRrNYb29fHK6SmOni9jGAYjtRHOGC8xFZ4nCBe3jghDCGa34o3v\nI5jvBwwwAqwt43Tvusyd+4Y4PzrLpHMaMgG+2SQMANuH0IB0lSn/RYJyH1b+ApXAwai7mEEGgjRh\n3aNSaiysHb1wcpKg7wLW4AUAqpT4xjEwjccWLs5rXd9pH1epuVTqLt05m9MX51Y8fqlnhy8zOlXF\nMA1Gp6o8O3yZRw/vXPjMmfkGtVaqeco0OHJ2mqePjF31c1erFHG1acL2uetNj9lyk0I+veb+CCFu\nvA1JalBK7QH+DPg9rfVX1vKegYHCzW3UFZrNJuV6hYbXxEv7FApZCkRbMZSOjRP6TYIgJMRgph7S\nU+zl3NQFKvYo9F0kzM5TXYxDGIGFM74bf3wvodPKXjA9rIGLWAMjWJZJEAacGRtluuph5Gy8sBpF\nMDPoaJuZnwe/9aMzA0JCMH0wIMyWCcIQw4BUyiAkxMx3lhfy0nNMV52F7+l01cG2Fm9MWvraUu3j\nvCBqjxcE2Ja54vHLvffKc7Sfz2WshYBkGAa5jLWmzy2NTmNZi5XJS8H0wnuG9vfz+uXF/Z+G9vd3\nfF773LMVH8Mwrqk/cZXUdi9nM/VFrM1GJDVsA74D/LLW+sm1vm9ysnz1g96EMAypVCs0/SZN3wET\nrLS9+HrFoVqr03RcDK+JF1oL9+pksx5ffvFbjPWeAqtzBtJ2i9RGduNN74CwdeG0G1iD58lunSQw\nPTzXxalZ9BS6SLkD0KgSZKei4w0fI0wRGoslGoJaD0GtgFkoQWBG7QhSBGFI2iti5dKUaw71pkfG\nTtGsFaBQWni/5fTS35Ve+J72d6U7NgBc+tpS7eMs0wR8LNPE9YIVj1/uvVeeo/18LmORTafwg5Cu\nrE02nVrT5/aZ/Xie7njcfs+hW/solxsLU5GHbu3r+Lz2uTN2inrDu6b+xNHAQCGR7V7OZuuLWJuN\nGCF9GigCn1FKfZaoOs37tdbN9W6I4zhUG5UoKSGIblI1bRPLXgxE9VqduuPgOAGGlSZlpjmkdpKy\nprlQGaWaO8/z7kg0Sml9N8PQgNntOGO3UK8Uae8Tnu1yMQZfxypOsMXeytbufdRnbBqhRaa/ydD2\nW/AubaVcncayUzTyF7BSDraRo+G4BHgYjV62VO7H9QLCWoZ8sUZXDppNEzsoUnO2Y+Si823bkuOB\nuwY5PbKFo3MWQWaePmsr7z7w9o7kg7UmJrSfX24N6WpWOsfS5x+/dxeEIRenamuuPbdapYirlQ5q\nf/5ya0hCiPVnhGF49aM2Xnijfltqb2bn+C6BEWBn0m84xnEcqrUGTTcA08JaslmdG7icnj/FcOkI\n083pzjd6GfyJ3Tjje8Bd3Gl1x0CWHfvKTHcdJfQDAj/gQPcBHtr+NjKZHC+dnODi+Ay37ujl3W/d\nz7PDl3lx8mWm7ZN05+2odM+uh69axuV6s8qu532b7TfYzdCXzdIP2HR9kQyZNdr0N8a2p+IaXoOm\n72DaJinbiv4sOc5zPaq1epSmHUajJGtxoMScM8fR2WFOzp6gGXQO5goMUBvdTWVsAMLFdZL9u/M8\ncKCPuWqd4eowTq2JV/fwMbgQzvLo3hzPD1/g+ZMTpDM5xudL5PPRYv/46RdxZhcbsJYq2tdbTFRu\nWhVCxMGmDEjtqTjH93ACFytjYaZNbDpHQ77nU6nVaLoBQQCWnSZlLX5LwjBkpHqB4dIw56vnOt6b\nMlL0unuZPruDidnFOWLThKFbCzx4oI/+YpqjZ2d45fQEdStFo6uJlQNMn3OTU7x07AJVxySTzS+8\nv50JtlwV7Zu1g6fctCqEiINNEZAWR0FNnGCxVA+WQfqKIBQGAdVajXrTx/ND7HQGMwXmkuFS02+i\n505ydHaYWWe24/1dqQL5yn4u6a1UnMURjG0ZHL6zl/uGihS6Fr+tYxNzBA2LbvsenEyNwLgMgFGY\n5EflH/DBXR/mzKUoEywkxCmc46unT7CjaxuP7Hw7Y7XLC8FnrZvhXesUnGxkJ4SIg8QGpI4qCe2E\nhLSJhb3s8bVanXrTwXVDUukMRiqFneo8ZqY5w9HSMHr+JG7QmS03aO8imNzL6OkCU+Hixb0rl+K+\noSKH7uwhm16y1uS4pLHZP7iHqZlJytUafjYkFVgYthO1KX2J1OBF3nXvbkYnqziFc4yZxzFmo4Dz\n6K6H+cgdH174zIuVMco1F9eL0pMvVpafxvvRkTH+8ulzOJ5P2koRAu9cw+K+bGQnhNhIiQpItXqN\nulOj6bv4BKSzaQzLJE1m2eMXkhMcfyFDzroihyEIA85VzjFcOsLF2mjHa7Zhs9O6nfKFXZwf6fxW\n9fXYPHB3kbtvK2ClFqfNfN/H8GBLbgvpdIZ77/Q4OzpBac4nE2zFT00S7doKWSvNWPUyHzn8EABf\nPX0CY8mA7Mp1o1opR7kWBcqG41Mr5VjO8yfGKdeioNd0fJ4/Mb5qQJKN7IQQcZCIgHR5apyxmVK0\nlfcyCQlLua4b3S/kBovJCek3jprqXp0Tc8c5WjpKxevM5inaRQbDO7mkt3JyuvOm1B1bMzx4Tx+3\n7+nCaE2DhYQcnTqGvnge09nCW7Y+xH3KxnPq9OYzbNvaz1wjRcosMlEtEXSPYxrg+C7Dl17DD/6c\nxmyembJB2Y4CjuMFMBXy5fOn2DMQpSLb5b3kKiU8ew7L7cW29674PQvDkCCM/i6Vm6vu+rqSuNaC\nu1lraUKIjZWIgNQMHezsG9Oz25auC/kLyQnLHzvZmGC4NMzp+VP4od/x2t6ufeSr+znzkxw/qfjA\nYjDavzvPgwf62DWYJTQMjr42jR6dJQwCuvonGA/P4mBAusQPzrmkwgd578N38MzwZS5OVajUXIo9\nGbbMP4Tf9SqlYAQImArH+fHIPIGbJlvZj+PsIsjMYzZ7eH2sh6n8FKdHo3I2ewa6OT1660Kb9tzZ\nvWwfH7prkPOXy9SdqAKB4/prKsNzpbhm3611LU0IkSyJCEgraa8LOW6Alc5ipFJYywyd/NDnbPk1\nhktHuFy/3PFaxsxwR/cQweQtHP+JR70Z0NrJDtOAu24t8OCBIlv7FqcFj52d4dljl6nM18FL05We\nwyyYhEEAhJCvMtcweWb4Mt9/5SLte70KuTT33t7PD6dOknLy+KkaYOAGHinS+PY8wdhdQDsU+jie\nD9iMTlb5++++Hbj6Ws8jh3fy/MkJRiYqpK0U3Xn7ujLn4pp9d+VU5lpS4oUQ8Ze4gLR0XYiUjZVK\nY68weKp6VY6VjnJ89hg1v9bxWn9mK7fnD1A6v5VXXqzhec7Ca7ZlcOjOXu6/ImOubWxinkY5JEUR\nwzbwq3mM7mkMwDBS2F4fuwe6Fi7ghmHQnbe5ZUeBRw/v5OxzO5icuRiVBMLDNi0CHyy3F2NJRG06\nUVICRJlva13rMQ2Dtw5to9pY3GvpWjLn2lNiE/kz1LtSZKv7MDBik323XEq8ECL5EhGQmg2H0mw5\nqpzAyutCEK2ZXK5fZrh0hLPl1wiWTLuZmOwv3Mbu1F2cPZ3mh+eqhOHib/35bIr7hno5rHo7Muba\nXNfDDi32D+ziwsUxKnUHz6mTnd3JvUM7mPOnCGoF7r/jXt5xaAdPHxlDj5So1j0cz6dacwnCkH/w\n4LvgBRipXCKbCdkz0EdjNo9t72X3nd0QhoxOVqk3PXJZa2EN6Vq8mcy59pRYaIM16NLr5nlg4L7Y\nZN+tVi5ICJFciQhI06UKPp2VE67kBd5CSZ+p5lTHa7lUnruLd1N0bmf4eJNvj9VZug1TX8HmgQNv\nzJhr830fPNiSLZLOZOm7O8T3mhw7N0MmW+Std2/n4YPbeP7yy1yqjmF1XQJ28I5DOzg1MsuRs9PY\nKZMjr00xNlmhr5Ahl9nLY4MHblqiwJvJnGtPgRlAIW+zpxjw6B0bv3bUZhqmrBkJsQklIiBhmFEJ\n1mXMO/Mcm42m5a4s6bMtt517eg/iz2zjpefKTMx03uS6fWuGhw70cdueLkxzmQ3pggDf8SlkCnT1\nRgkErtska8HPPnYXP//4YvB65tILyy6057M2W3qyVGou8xWHctUhuBjGeu8dmRITQmyEZASkK4Rh\nyGhtlKOlI5yrnIsqbbekjBS3F+5gqOceJkZzPPVSiblK54jp1l1RxtzubdmF1O0rP99runRZXRSK\nvQD4noeJy2BfgUz6jYtWKy20t6sgRMkJi5YmK8SNTImtLq7p8EIkXaICkuM76PmTDJeGmXVKHa91\nW93c03eQW7OKk2ccvvHULPXm4pbh7Yy5Bw4UGehb/kZaAKfhkE/l6O/dimEYUXByGhQLWQrdPSu+\nb6VRRXvd5bkT40zNNfD9kHLN6UhWWM1G3HMjU2Kri2s6vBBJl4iANNMs8fLMMU7OnXhDSZ9d+d0c\n7DvIFnbz8ol5/ujMOJ63OGJqZ8zdN9RLT9fKi1DtUj/berZjmmbruTpdWYvt27csO5JaaqVRRXst\n5x2HdnDk9RLHz05Rb3hr3ntH7rmJn7imwwuRdIkISF967f90PLYMG9WrONh3EK/azYuvljh5boSl\nWzstZMzd2Us2s1JdB/A8l5SfYkuun3RrKs5xGuRsg4GBIqnUyu9d6mqjCtMweM9b9/KW/VvW9Hlt\nN+OeG6l08OZIMVohbo5EBKS2XruXe/oOoXoUE5MBTz41y7lLnVN3xUJUY27otm5eq2henD1Gf6af\nu4pDGCyOcnzfJ3QDerI95LqjC4rnOqQMn/POKcbLk+xsdl6s1/tCHoQh1ZkcM5UmtmXSnbdvSIKB\njLreHClGK8TNkYiAtL97H3cXD7Irt4czIzW++uwk49NXZNT1Z3ioVWPONA1OzB7naGkYgLHaJQCG\nincvSVjoplCM1oQC34fAob+ni1dKwzwz/jzwxov1el/Inz4yxusnejG69tGw57gju++GJBhIpYM3\nR4rRCnFzJCIgfWDn+3j5dJXvHh9htty5hhRlzBXZvS3Xsc5z5fbi081p3IZDxszQ37tjScJCnd7u\nLD2FfgAuja58sV7vC/noZBUDg1w1ql+X7i7ekBGZpHULIeIoEQHp9796gVpjScUFA1SrxtxKGXP9\nmf6FkZHvevRRpL9rANuOEhs8p0E+k2L79v6OQLbaxXq9L+Q3a61C0rqFEHGUiIDUDka2ZXDwjh7u\nHyrS071K2QbgruIQvuczXZ1iz8AeHtj+EIZh4rkOdipgW39hITgttdrFer0v5DdrrULSuoUQcZSI\ngJTPmtx7V5HDqpfcKhlzbe0KCw/0P0jX7qjCgu/7ENTp7+kil8uu+N7VLtbrfSGXtQohxE+TRASk\nX/mFvXgrbsm3aLkKCwvrRF1Zenr6b3ZThRBCXKdEBKSUaeAFqx9zZYUFaN3YmrHesE4khBAifhIR\nkFbTrrAwWNi2cBOr6zbJpGDnNdzYKoQQYmMlNiD5nofpmx0VFtoFUAeK3WQzK9erE0IIET+JC0jt\nhIXeJRUW1loAVQghRHwlKiBF60R5eovFhedct0nOZk0FUIUQQsRXIgKS53rgda4TXW1/IiGEEMmS\niIA02DuI40VNlek5IYTYnBIRkDKZDI7n4zRrdOdsmZ4TQohNKBEByfccUqHHrsE+SeMWQohNKhEB\nad+ebczM1Da6GUIIIW6iRGwTKqMiIYTY/BIRkIQQQmx+EpCEEELEwrqvISmlDODzwGGgAXxCa312\nvdshhBAiXjZihPRzQEZr/TDwaeBzG9AGIYQQMbMRAekR4K8AtNbPAQ9sQBuEEELEzEakffcAc0se\ne0opU2u96o5HAwOFm9uqdbJZ+gHSlzjaLP2AzdUXsTYbEZDmgaX/0q4ajAAmJ8s3r0XrZGCgsCn6\nAdKXONos/YDN1xexNhsxZfc08AEApdTbgOENaIMQQoiY2YgR0teB9yilnm49fmID2iCEECJm1j0g\naa1D4JPrfV4hhBDxJjfGCiGEiAUJSEIIIWJBApIQQohYkIA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='total_bill',y='tip',data=tips,hue='sex')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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j3R4OWmchy1KocgwdXNfBMM5mtcieobjazpqsS/b3S8YXj+iFf7N83/+/gyD4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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='total_bill',y='tip',data=tips,hue='sex',palette='coolwarm')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Working with Markers\n", "\n", "lmplot kwargs get passed through to **regplot** which is a more general form of lmplot(). regplot has a scatter_kws parameter that gets passed to plt.scatter. So you want to set the s parameter in that dictionary, which corresponds (a bit confusingly) to the squared markersize. In other words you end up passing a dictionary with the base matplotlib arguments, in this case, s for size of a scatter plot. In general, you probably won't remember this off the top of your head, but instead reference the documentation." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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yFr+6+SVuPvoZFpvv74qRxmLNe41frn+WN2e/lWfea2x0ygXBycx1zAHzRacV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\n7j1TCMOQpClCtu1hueae3wwjqXOmdoMLG7cxdW9i4FrbaXs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# http://matplotlib.org/api/markers_api.html\n", "sns.lmplot(x='total_bill',y='tip',data=tips,hue='sex',palette='coolwarm',\n", " markers=['o','v'],scatter_kws={'s':100})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using a Grid\n", "\n", "We can add more variable separation through columns and rows with the use of a grid. Just indicate this with the col or row arguments:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bjPTXk6ZRy5zj7Xg4ES273CzBe6VsNsvsQpy84635pD41n+KDGxNcuRshm3PK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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='total_bill',y='tip',data=tips,col='sex')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9hONZ3rs6xcXrMxVXCF3AI/t2cGZ0iH2DnU19lVBBskgTmQ9FSOedhsxBWzQx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\nJiySiYiIiIg2YZFMRERERLQJi2QiIiIio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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", row=\"sex\", col=\"time\",data=tips)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AlXX4wqMxVn7UO/f0++EGUb5pFAe+BrNJnUVfrvuiGutpv46PwveTJ4akyH86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\nqzlavofwOVWXfsbEh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='total_bill',y='tip',data=tips,col='day',hue='sex',palette='coolwarm')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aspect and Size\n", "\n", "Seaborn figures can have their size and aspect ratio adjusted with the **size** and **aspect** parameters:" ] }, { "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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MjXmwvbdn97JkWUavH7tPjCRJN6kIYXe+94sQwp9HUfRlwD8BXg18AHhZCCEs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\nRq9+kP7BOxhV25f1Nda7XUalKsV6g1alSKt5eV9HkvaTwSDhifUzHD58A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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='total_bill',y='tip',data=tips,col='day',hue='sex',palette='coolwarm',\n", " aspect=0.6,size=8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You're probably wondering how to change the font size or control the aesthetics even more, check out the Style and Color Lecture and Notebook for more info on that!\n", "\n", "# 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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }