{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#
Python统计可视化库Seaborn
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
易红发 yihongfa@yeah.net
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "  大家都知道Python中有一个强大的可视化库matplotlib,其中matplotlib.pyplot也是针对统计可视化,可问题在于matplotlib太过繁复,这里推荐另一个统计可视化库Seaborn,只需简单的几行代码,就可以画出相当漂亮的统计图。 \n", "  另外,如果需要制作交互式图表,Python中我推荐[bokeh库](http://nbviewer.jupyter.org/github/bokeh/bokeh-notebooks/blob/master/quickstart/quickstart.ipynb) \n", "  注:本分享可直接下载,然后用IPython notebook(现在叫jupyter)运行。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#可视化连续数据集" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy import stats, integrate\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import seaborn as sns\n", "sns.set(color_codes=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "np.random.seed(sum(map(ord, \"distributions\")))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0AQDuvbVA4UroZni5FdHUGNCUVLocIlo6R3HrIjtyeWOMuJXD89BEU2JAU1L5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\ndqCmpgbbtm1DR0fHdY/xeDy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uuW7QAusrs9A77ENrtwsd/S50fOjCf/6xHUV2Iwoy1Ni8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\nADiIgAYAwEEENAAADiKgAQBw0AtEaCjoRaSK8QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.random.normal(size=100)\n", "sns.distplot(x)#默认增加趋势线" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(x, kde=False, rug=True)#删除趋势线,增加地毯图" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "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": [ "sns.distplot(x, bins=20, kde=False, rug=True)#将箱数设置为20" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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jMKDJqw2vu/3AgqkyV0JjNSMuFAODDjS29cldCpFHYUCT1+q1DOJsuQnR4QGY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\ntQyiuqkbF6504kJNOzp6BgAAQQFaPLI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(x, hist=False, rug=True)#要趋势线,不要直方图" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6Ap5Jr1y5EqWlpSgoKAAAbN26FUVFRXA6nZg3bx727NmDxYsX4zvf+Q4AYOPG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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(x, shade=True)#也可以直接使用线图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "一个新的参数 bw(banwidth)类似于直方图里面的箱数" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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go7EWuCFLQrm00I6iQCBo/AAilbIQ2U9CWeSlQDQAkBpPTkquKfYnrqcjGB8Z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\nteWe/9/enYc3WacLH/9mT5qlTVfsDqW0yFagiKA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(x)\n", "sns.kdeplot(x, bw=.2, label=\"bw:0.2\")\n", "sns.kdeplot(x, bw=2, label=\"bw:2\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1WHvxp48KkXXiMvy8XPFkciwDm+gb117+xbt/kaMwtGlImi3d+N93c3GypB5h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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(x, shade=True, cut=0)#删除极端值\n", "sns.rugplot(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
  • 可视化双变量" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mean, cov = [0, 1], [(1, .5), (.5, 1)]\n", "data = np.random.multivariate_normal(mean, cov, 200)\n", "df = pd.DataFrame(data, columns=[\"x\", \"y\"])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x=\"x\", y=\"y\", data=df)#默认散点图" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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OzwK16yTeTll2MNgpTs/yLAftOHK3c4aJ5/m2zvSs1L0mzgwkSMSy0NPTg3A4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\nhGmaEEURS0tLqFardp9xHIfLly9jcXFxpFaKTb6YZJi1m+XgcrJL0b9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juJE6H47j0Gg0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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x, y = np.random.multivariate_normal(mean, cov, 1000).T\n", "with sns.axes_style(\"white\"):\n", " sns.jointplot(x=x, y=y, kind=\"hex\", color=\"k\")#六边分图" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZFixYIEcJRFGPAaVuaYN6Oqei8maZKxGHLiDjbFpdXR0WL16M9957D1ar9ZSf\n09jqlrgqInEoNQzys5xylxCVEuIsQX/u199UwmoxnfTxv6zajua2bqz6wzwYDdpa32aU+oRr165F\ndXU1brzxRlitVuh0Ouj12vpLJVKTotImxQXUiUGutPqk1trmRlen56SPpyXGoqaxEzv2VWJwarwM\nlUXG5Yo77Z9Jngpz587Ft99+i6uuugo33HAD7rvvPpjNZqnLIJKUUrumXkqor6i0qe/tdH9Gx8tI\nsgEAisq0N7QneedktVrxl7/8RerTEtEA5Oyggg0eJXZ5cspw2QEAB0ubMHNSlszVCIvjaUQiU9NP\n/FJ3KOGcT01/n2Jz2s2IizVh36FG+P3auhmX4UREJ5EiABgykdPpdBicGo8Ot1dzm8AynIhEpOYL\nsFhdFOePhDU4tWdRwTclDTJXIiyGE5FItHIB7m+hQjjHEaom6pHTG06HtBVOki+IICL16g2FUBYl\nMEjEFWsxIiUhBkVlzejo8iDWevL9UGrEcCISgdYvyFr/+tRmWJYT1Y2V2FFYh7PHpMldjiAYTkQC\nE2WepmzgY+Zncol1tCrIcmLD7kpsO1DLcCKikwkZTMEE0qk+nyEVfRLjrXA5rNjzXT063V7EWNR/\naeeCCCKBCDbZX9YUcjAJ+XpSp4LsBPj8AewsqpO7FEEwnIgEIEQwCR0qWg4p7hJxsoLsnr+TL/ZW\nyVyJMBhORBESKpjEouWQou8NirciI8mGb0oaUNPUKXc5EWM4EYVJkHt/JAwOBpT2jc9PQgDA+p0V\ncpcSMYYTURiU3i31d061hxSH9E6vINsJq9mA9bsq4PX55S4nIgwnohAItcuB3AEh9/lJHEaDHqNz\nE9HW6cH2g7VylxMRhhNREIQMJaUEg5JqIeGMz08CALz/1RHI+KDziDGciE5DqD3l+o6n0CBQal2n\nwiG9gSXGWzEs04FDVa2q3gxW/XdqEQlErC151HDx5w282jJ1dCoOljXjrU0lGJWbCJ1OJ3dJIWM4\nUdSQYz84NQTTsYrKmhhQGpCSEIv8jHgUlbdg/+FGjBicKHdJIWM4kSqobaNRtYXSsZTaRXFILzRT\nR6WhqLwFb246xHAiEpLaAglQdyidiF2UuqUNikVuWhwOljZhd3E9xuYNkrukkDCcSHHUGEqAcMFU\nXN4c9OfmZTgEOefpMKDU7fzxGThUtR+rPinEyMEJMBrUswaO4USKocZQkiOQTvc6sYJKqcN8NDCX\nMwbj8pKcuiwOAAAgAElEQVSws6gO63aUY9akLLlLCpp6YpQ0S8jl2lIR4h6h4vLmvjchCHWc05Fz\nyJLzTeE7Z0wqLCY93txQgrZOj9zlBI3hRLKK5lASg5jHBrQ1pxYtYq0mTBudhg63F2s3fCd3OUHj\nsB7JQi2hJPewXSTnE3OYj0N86jJx6PdDe2ePSUNuWrzcJQ2InRNJTunB1NsdCRFMYncyA51bLOyg\n1MVg0GP25CwEAsC/3vtWFZvCsnMiSSkxmMS40MoVSCcSu4MCuFBCLXJS4jA2bxB2F9fjgy1HMH/q\nYLlL6hfDiSSjhGAS8yd+pQQS0emcPz4dxeXNeHNjCSYVJCMlMVbukk6Lw3okCbm2DjrxTWhCr7gT\ng5ZX8VForGYjZk7KgtcXwL/+ux9+Be9azs6JRCdVMEl1kVRyEJ2OmMN7ABdJqMmwTAfyMxw4WNqE\nddvLceEZmXKXdEoMJxKV2MGk5kAqLB34mEOzhAsUsQOK1EGn02H25CyU1bbhtXVFGJWbiFQFDu8x\nnEh11BhIwQTRQK8TMqjEwO5JPewxJsyZnIU3Nx3Cc2/vwz1LJ8KgV9YsD8OJRCN01yR2KAndHYUb\nSAMdL5KQYvdEvQqyEzCirBnfHm7Ee18ewQ+mDZa7pOMwnEgUQgaTWlbYCR1G/Z1HqV0Uuyd1mTUp\nE6U1bXhzYwnGDhmEnNQ4uUvqo6w+jugEQgfTsavrIg2mwtLm496kFMn51Ligg8RhNRtx0VnZ8PsD\nePadffB4fXKX1IedEwlOiK5JjFCKlNQBNBAld1BCKypt4uavIslNi8f4/J7tjd7YUILFM/LlLgmA\nDOHk8Xhw7733oqKiAt3d3bjppptwwQUXSF0GKZiS9rNTWiCdKNyA4twTHev8Cek4VNWCD746gvH5\nSRimgB8EJB/We/vtt5GYmIiXXnoJzz33HB5++GGpSyARRdo1KWE/O7mG6rSCN+Wqj9lowPwpOYAO\n+Oe7++Duln94T/LOae7cuZgzZw4AwO/3w2AwSF0CaVSkgSSEysrKsF+blpYW1uuiaXiPxJPhsmPy\n8GRs+bYGqz8rwlWzC2StR/Jwio3tudmrra0NN998M2699VapSyCRyNU1hRtKkQZSJEE00PFCDapw\nAopDe3Sic8ak4buKFny6vRwThrkwanCibLXIsiCisrISv/rVr3DllVdi/vz5cpRACiNlMIUbSkKH\n0UDnCreTIu2Js1tgtZgkOdePZxXgf1/fjRf+ux9P3XEBbDHSnPdEkodTXV0drr/+ejzwwAOYMmWK\n1KcnkcixsWuowRROKEkZSKc7d7AhxeE97Wptc6NLokes20x6TB2Zgk17q/D3V7fjJ/NHinYul+v0\n91VJviDi6aefRmtrK5566iksXboUS5cuhdvtlroMUpBwuqZQginUxQ2VlZV9b0qglDooekwZlYqU\nhBhs2lOFnYV1stSgCwQUvGc6gMZWBpcaRNI5hRpOoQZTsIQKgebqwuPed6QMFeS4wXZQoXRPYs05\nibFLhNbuc0qIswT9uZ9+dQgmg7S9RF1zJ/79/gHYrEYs++kU2EUY3uuvc+JNuBQxtQdTOKF0YgCF\n87mhhpZa5qG4fZE2JDlicM6YNHy+qwKvrSvC9fNGSHp+hhOpRrDBJEYohRJGoR4zlJAKJqA490RC\nmTw8GfsON2Dj7kqcPToVBdkJkp2be+tRRJTw6PVjBRNMwc4nNVcX9r2JSYpznA732aP+6PU6zD0z\nGwDwwvv74fH6pTu3ZGciOkEoQ3rBXESDDaaByBUWwZ5TyQskOKSnPWmDbJg4zIXqhk689+Vhyc7L\ncKKwKa1rGshAF3U5O5hQaxjoa+HWSySkc8emwR5jwjubD6Gyvl2Sc3LOicIiZTAJ0TUFE0yhaKoq\nCunznamh7fTcXF0o2Co/qbBr0i6LyYALz8jEmxtL8Nq6Itx82TjRz8nOiWQh5OagUgVTU1VR31uo\nwnntQHUpeXiPtGdYpgNZLht2FdVj36EG0c/HcKKQKa1r6k9/F/BghtAiCaSBjik2KYf22DVpn06n\nw4yJmQCAVZ8Uwu8X9xZZhhOFRGkPEuzvAjxQMPVHigAJ5vhq6J4YTNEjNTEWo3MTUVbbjk17xP3e\nYzhR0KReADFQ1xRuZxBMMElFiIAiktK5Y9NgNOiw5vPvRH3uE8OJgiJUMEn1ILpwOwopg0nOcwqF\nXVP0iYs1Y/LwFLR0dOOzneWinYfhRANS4o7jYgznhbZYoXjAt1AMdO7+6u7v6xVz3knKYNLavnpq\nN3m4C2ajHu99eRjdHnG6J4YT9UvIYJL78d2RBlOowRNqSKmpg2LHFN2sZiMmDnOhtcOD9bsqRDkH\nw4lOS65gEqtrOp1ggylcoYRUf7Vw7omUZFKBC0ZDT/ckxrZGDCc6JbXt/jCQ013YBx5OC32Irr9j\niUXKVXvsmggAYq0mTBiahKa2blFW7jGc6CRCB5OSu6b+iBEmwRyT3dPxON+kXJOHJ0Ov1+HDr0sh\n9KMBGU50HCUHU7jC7ZrEImYHdSpCLopg10THsseYMDzLiaqGDnx7uFHQYzOcqI+cwRQMtXdNoRw/\nnOBUwg25QmPXpHwTh7kAAJ9sKxP0uAwnAiB/MCmpa5K6swmVXEN77JroVNIGxSIlIQY7i+pQ19wp\n2HEZTqSKYJKya5KK0kNQbuya1EGn02HiMBcCAeCzHcItK2c4RTmhl4tLHUz9CafDUFJgKOm+J3ZN\n1J8ROQmwmAzYtKdSsA1hGU5RTAs32Ip1X5NUlBSGSsKuSV2MBj2G5zjR3N4t2OM0GE5RSgnBJGbX\nJKWm6iI0VUsbeFpeUs5gUqfRuYMAAJv2VglyPD4JNwopYRNXsZ9uK8WQ3omB1Pu+MyW0p94SaUH6\noFgkxFmw/WAtOt1exFgiixd2TlFGqOcxiR1MYhFqSK+/TknILirUetW6OKQXuyb10ul0GDU4ER6v\nH1v310R8vAHDaffu3RGfhJRBCQ8KDDaYpO6a5MR5px4MJvUbOTgBALDl2+qIjzVg3/WnP/0JjY2N\nWLhwIS6++GK4XK6IT0rSkzuYQumW1DDPFE2kWKnHYNIGp92ClIQYfHu4EW2dHthjTGEfa8DOaeXK\nlXjmmWfgdrtx/fXX48Ybb8T7778Pj8cT9klJWpEGk5TDeMEEk9xDV1IvfhCCkgOfwaQtw7MT4A8A\nOw7WRnScoOacMjIysHDhQixYsAAHDx7EypUrsWDBAnz44YcRnZzEJ0QwRULqYAr3mU2hDK1xwYNw\nGEzaU5Dd82/6dYTzTgMO67322mt46623UFNTg4ULF+KVV15BamoqqqursXDhQsyePTuiAkg8Wgsm\n0hYGkzb1Du3tO9yI9i4PbNbwhvYGDKetW7fi17/+Nc4880zodLq+j6ekpOCBBx4I66QkvkiCScpQ\nCkUkXRMRSWdYlhPVjZXY8109poxMDesYAw7rPfroozjrrLOOC6Zec+fODeukJC61BZMa5plIWOya\ntG1IejwAYHdxfdjH4H1OGhOtwTRQ1yT0lkX9zTtpbU5Krq2pSL2SnTGwx5iwu7g+7L32GE4aosVg\nUrJThVA4weRIyROiHNVg16R9Op0Oeenx6OjyorgivP/nDCeNEPqxF6EQM5iE6JrE1BtGzpR8zXVM\nRJEYku4AEP7QHsNJA+RclSd3MCmBmKHkTGXgkTplp9ih0wEHjoR3fWE4qZxWgylYwXRNSnpEhhLJ\nudchaZfFZECyMwYllS3weH0hv17WcNq1axeWLl0qZwmqprZgCoXSh/OIaGCZLjt8/gAOVbWG/FrZ\nwunZZ5/Fb3/7W26DpELhBpPWhvPk5EgZKncJRAPKcNkAAIVloV8zZAunnJwcPPnkkwgEhHmkb7SR\ne/eHUMkxnKcGalmpx+XkFI6MpN5wCv37R7aHDc6ePRtlZWVynV7Von04LxTRNt+UlpYmdwkDKipt\n4nLyEMXZLbBawt/hWy5OZyzsMSZU1HfA5YoL6bV8Eq7KyLlkPFxquJ/JkZKnuOcqcaUe9Wptc6Or\nU51TIAlxFpTVtKGsogkWk+G4P+svsLhaj4KmlK5JK0N6RNEgMc6CAIC6ps6QXid7OJ1qzz46Nbkf\nGEjCUst8kxjUOAJA4bEdfeBgS0donZ+s4ZSZmYlVq1bJWQKR6si1Uo8/2FA4Yi09s0ct7d0hvU72\nzomCo9afNNUw30TyUOv3NIXGaOiJGa/PH9LrGE6kCEq4t0lJw2xcDEHRjuGkAvwJM3y8yCsbv7e1\nz3/0Xla9PrT1BQwnIhmI0aX1d4/T0CyH4OcjCkZ7V89CiHibOaTXMZwoaHkZ2r/AKWlo71S0uG0R\nuydtazt6f5YjluFEdBy1De2prV6i/tQ2dkGvA5ITYkJ6HcOJSGJK786IhOL3B1DT1IH0JBvMJ+wO\nMRCGU5TJz4xsT7NQh/aCnesIZU+4cIa2QulG1BgeathTrz8c2tOmyoYOeH2BvqfihoLhRFFD7QGl\nxfkm0rbe3cjH5yeF/FqGUxSSunsSg1ov1AOFnhjzTVypR3IIBAI4WNoEs1GPkYMTQn49w0kF+HgB\n4ai9exKDEn7YIO05VNWKprZuTBqeHPJ8E8BwilpSdk9izDsB4XdPWgsotc83kTZtP1gLALjwjMyw\nXs9wUgkxuqdIA0oJpAgooUQypKeEYUwtfL+QNGoaO1Bc0YIhafHITYsP6xgMpygXyQVHjOGgcLoA\nR8pQUVfwCdE9ydWBcb6J5LBhd89emQvPzQ37GAwnFRFr7kmKn4iluEiK2V0odXgv0iE9pcw3cV5V\nO8pq21Bc0YKhmQ6Myk0M+zgMJ5VRWkAppXvqFWpASTH/FMzrOKRHWuD3B/DR1lIAwOIZ+RE9TJbh\npEJKC6hghdI9RRpQoVzQxQwoOTuugf6+2TWR0LYX1qK2qQvnjk2L+PuL4aRSSgoosS5ykQ5ZiRlQ\nA4VOMJ8TzLn7+xqkWqXHromC0dDahfW7KhFrNeLS8yP/oYzhpGJqDKhQ556UGlA9x8477Zvc1LIQ\ngl2TNvj9Abz7xWF4fX5cPacA8SHuQH4qDCeVi4b/3EoOqEjJtQN5sD9MiNk1RcP3brT46ttqVNZ3\n4KwRyThzRIogx2Q4aYBS7oESq3sChAmoYENKKY+skHtIT6xgys9yMpg0pLqhA5v2VMJhM+PK2QWC\nHZfhpBFKCSgxpaWlSdZFSRFQYp1DyQshGEra4vX58e6Xh+EPAD+ZPwL2GJNgx2Y4aYgSAkrM7qlX\npCGlhKXZAwWT1romdkvatGF3JeqauzBjQgZGDxkk6LEZThqjpgtApJP2YgeUWJ1NJME0ECG6JiGD\niaGkXaU1bfh6fw1czhgsniH8/xWGkwYJfTEQq3sChAmocEMq2IASMqQiPVYkgSzlcB5DSdvcHh/e\n/fIwdDrgpz8YCYs59F3HB8Jw0ig1XRiEWPYsxHxUf4QIqGCOIWbXFAwhuiY1fe9ReNbtKEdLezfm\nTclBvkg/9DCcNEzIi4SY3RMg3H05Yj52I5KAEiLcxO6aIg0mdkvRobi8GbuL65GVbMfF54S/setA\nGE4ap6aLhVoCKpSgCeXzI1kEIedNtwyl6OH2+PDB16Uw6HX46YKRMBrEixCGE4kmnDkOIQMqlJAK\nZ8PY/kIn1BBT6yIIhlJ02bCrAm2dHsyfmoPMZLuo52I4RQGhLiBS3fckZBcgZkAB34fQiW+hGOi8\nYi8dZzBRMMrr2rG9sA6pibGYP3Ww6OdjOJGowl0hppa94SIVaTDJdcMtgym6+Hx+fLDlCADg2ouG\nw2QUPzoYTlFCjRcTOeagpLxBVwk3A4fTNanxe4ki8/X+GtQ1d+H88ekYJtG/P8OJRBfJT+9DsxyC\nLTUPlhShEcw5lNg1MZiiT3uXB1/sq0ZcrAmXCfAojGAxnEgVtBRQSgmmULsmBlN0+vKbani8fvzw\n7FzEWoXbO28gDCeShBA/xUs9DyV0QAW7M7oUy8YZTBSMpjY3dhTVIclhxfTx6ZKem+FEqiL1fnxC\nBFQoj+sQYmWe0MN5DKbotWF3Jfz+AC6ZPkTUe5pOxSjp2QD4/X78/ve/x8GDB2EymfCHP/wB2dnZ\nUpcRdYpKm+QuAXkZDhSXN0d8nN6AKiyN/FjB6A2W5urCsF4XrGCCSWkbu5J21TR24tvDjchOtgv2\nAMFQSN45ffzxx/B4PFi1ahVuv/12PPLII1KXQBoRbhcVyUaxAwVO7+fIEUxiYNcUvbZ8Ww0A+NF5\nQ6DX6SQ/v+Sd0/bt23HuuecCAMaNG4e9e/dKXQKFqags8u5LqO4pUmlpaaisrAzrtULPRQkVTEJ3\nTQym6NXa0Y39RxqRNigWY/OEfU5TsCTvnNra2mC3f7/thcFggN/vl7qMqKKEIT2xqPlm3WC3WBIq\nmIiCtaOwDv4AMHtyFnQydE2ADJ2T3W5He3t73/t+vx96PddlRBOhu6ehWY6w5p8i6Z4iFezQopDh\ny65JveLsFlgt0izj7vb4sKu4HvE2M35w/lBYTMI/qykYkofTxIkTsW7dOlx00UXYuXMnCgoKpC6B\nwiDEkJ6Ywg0oqYUy3xVsMHE4T/ta29zo6vRIcq4dhXXodHsx84zBaGnqEPVcLlfcaf9M8nCaNWsW\nNm3ahCVLlgAAli9fLnUJUUWpQ3pamHsK9TyhEDKYiIIVCASw9UANDAYdLpiYIWstkoeTTqfDgw8+\nKPVpKQJidU3RMrwnRrcEBB9M7JooWN9VtKCx1Y2zR6fCYbfIWgsnezRMiK5J6cN5J5J6eflAx1RT\nMBF9faAGADBrcpbMlcjQOREdSynDe4BwHZRYQ3i9+BgMEkNNYyeOVLdheI4T2SmnnwuSCjsnkp3Q\nF9tIVriF20H1dklKCiYO51Eoth7tmmZPVsaOPeycNEptQ3pKmX8Cvg+ogbqoSIYCxe6WOJxHoWhp\n78a+w41ITZTvptsTMZxIMZQ0xAeI93h0pQUTuyb6+kAN/P4A5k3JkWWrolPhsB6dklwLIfIyHIIN\n8ylt94hwHpzIjonE1uH2YldRPZx2M6aMkn6D19NhOGmQUu9tCoWWAircUJIimNg10faDtfD6/Ljo\nrBzJH4vRH+VUQnQCLQSUFKEEsGOi8Lg9Pmw/WAub1Yjzxkn7MMGBMJxI0YQa5pM6oKQYwusVbjCx\na6Kv9lWjq9uHOWdmw2KWZw+902E4kSqoJaCkGsLrxWCicLW0d2PrgRo47WZF3HR7IoYTqYYQXZSY\nASVlKAEcyqPIbNxTCa8vgEvOy5Nt5/H+cCk5nVJ+plOxWxdFuuRc6Me8hxN4coYSuyaqbuzA3pIG\nZLpsmDY6Ve5yTonhRKrUe3GPNKTCDahwO7BIOz8GE0UqEAhg3fZyAMDiC/Kh1yvjvqYTMZzotJTc\nPfUSqovq1V9YRTIkKHcoAQwm6rHnuwYcqWnD2LxBGJ2rjN0gToXhRKonRBfVS4w5KSXMKzGYCABa\nOzxYt6MMFpMBV89R9oNeuSCC+qWmSXelPXgv0lV4DCYSUiAQwEdbS+H2+LH4gnwkxlvlLqlfDCca\nkNoCSgkhpYRQAhhM9L39R5pQVN6MYVkOTB+vrBtuT4XhpEFiXJCEvmiKTa6AimSHB6H/fhlM1KvD\n7cXH28pgMupx3bwRitnctT+cc6KQ9F5Alb5QAhB2LirYc4VKrMBnMNGxPt1Whk63F4tn5CMlIVbu\ncoLCcKKwHHtRVXpQiRlSSgslgMFExysub8a+w40YnBqHWZMz5S4naAwnjcrPckq2O/mJF1qlhpWQ\nIaWEFXgnHZehRCdwd/vwwdelMOh1uH7+CBj06pnJYThpmJQBddx5g7j4yhlgxwZLKEGlhHuVTnlc\nhhKdxme7ytHW6cHF5+Qi02WXu5yQMJxIFkoJMCkWTjCUSA5Hqluxq6ge6Uk2zJ+aI3c5IWM4aZxc\n3ZMQ1DJc2B8xgomhRAPxeP14f8sR6HTAT+aPUNRDBIPFcIoCag6oY6kprBhKJKeNeyrR1NaNuWdm\nIzctXu5ywsJwihJaCahjKXFZO+9VIrlVN3Zg64EauJxWXHxurtzlhI3hFEV6L3RaDSlAvqBiKJES\nBAIBfPR1KQIBYOmcAkU+pylYDKcopMUuqpfU3RS3GiIl2fNdAyrqOzBpeLKidxwPBsMpSmm1i+ol\ndjfFUCKl6XR78dnOcphNeiy5IF/uciLGcIpyWg8pQLiFFBy6IyVbv6sCXd0+LJ6h/B3Hg8FwIgDR\nEVK95N7AlqFEQqtr7sTu7+qRNigWMyepZ4ui/jCc6DjHXjijIaikxmAiMazfVYFAAFg0I1+V9zSd\nCsOJTotBJRyGEomloq4dReUtGJrpwLg8dS+COBbDiYLCoAoPQ4nE9uW+KgDAwnOHQKeC5zQFi+FE\nITvxgsuwOhlDiaRQ29SJovIW5KXHY3i2tr7nGE4UMXZV32MokZS2HawFAMybmqOprglgOJHATnVx\njobAYiiR1Lq6vdh3qAFJDivG5SXJXY7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x=\"x\", y=\"y\", data=df, kind=\"kde\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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RYfT0D6rTeapibGzM3Ilz+OSnz9iwcxOvPPZSg7dhbV267qCgQD/XejQVvQ99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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(6, 6))\n", "sns.kdeplot(df.x, df.y, ax=ax)#通过kdeplot画图\n", "sns.rugplot(df.x, color=\"g\", ax=ax)\n", "sns.rugplot(df.y, vertical=True, ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
    • 可视化多对关系" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bVwPg9vzlmuvC/GV37amx1YShWdapHs3Gduhi4PE7pGQPdP6Mc7uOUql8DqkX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\nh2sxJDMVG3dWIrN3gqS2YGg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Tg969e0Ovt85vGzZsGMrLyzFp0qRQV5NIkfy5VSdlHbmz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "iris = sns.load_dataset(\"iris\")\n", "sns.pairplot(iris)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#可视化线性关系" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "np.random.seed(sum(map(ord, \"regression\")))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tips = sns.load_dataset('tips')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
      • 绘制函数" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "regplot()和lmplot()两个函数,前一个接受各种数据输入,后一种更为严格" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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yzFrFXcTrVnFoaACjoSC2Bn1NC5imaUKSpMLebY9LbcocO9FqMIgT0bLSWQ2J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\n58+vIp7KIj8ocGs2hZ++eQM9Xgceumv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.regplot(x=\"total_bill\", y=\"tip\", data=tips)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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P//RPSZ+DkGzSelOgTBElGS53dvZ7cA758e6hdhz7JLqcUMOsMmxaXYvp5ZaMXj8dFEWB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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "有时候数据集所产生的散点图并不是最优的" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XXrRy5y3n2gfNaDduXnlJMyBNExiOZ5BMK3pN31mCTQiBUxdG0RnuweFTg/qs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\nDwD0+/2Dg4M4cOAA3n33XWzbtg2pVAp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='size', y='tip', data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "改进的方法,一种是增加一些随机噪音('jitter')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SWKnC45nLEUYMOiOOicxePCkhHL2y5qtH+IoJGQdPBtDh82MgHM+6rcJuxsbV9djYXI+a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\ncG8WxHiM8dtGcpZIyojGtVk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LBZin1glBNV5JyLFSNXpLZbyEzHUlEcJMVWGzmlHttM+o\nGhohhBidoUNYVRmsZoHClxAyZxk6hBd6KjBY0pcOCSFkaoaOOJr9EkLmOkOHMCGEzHUUwoQQoiMK\nYUII0RGFMCGE6IhCmBBCdEQhTAghOqIQJoQQHVEIE0KIjiiECSFERxTChBCiIwphQgjREYUwIYTo\niEKYEEJ0RCFMCCE6Kmo9YVVV8e1vfxsnT56E2WzG9773PSxevLiYQyCEEEMp6kz4v//7vyFJEl5+\n+WU8+uij2Lp1azGfnhBCDKeoIXzw4EHcdNNNAIA1a9bg2LFjxXx6QggxnKKGcCQSQUVFRfprQRCg\nUsdfQkgZK+qacEVFBaLRaPprVVXB81O/D3g8lYUeVt6U0lgBGm8hldJYgdIabymNNRdFnQmvW7cO\n77zzDgDggw8+QFNTUzGfnhBCDIdjjLFiPRljDN/+9rfR1dUFAPjBD36AxsbGYj09IYQYTlFDmBBC\nSDY6rEEIITqiECaEEB1RCBNCiI4ohAkhREdF3Seci1KtL3H48GH86Ec/wvbt2/UeypQkScLXv/51\n9Pb2IplM4sEHH8TNN9+s97AmpCgKnnjiCXR3d4PjOHznO9/BypUr9R7WtAYHB/HpT38av/jFLwy9\n++f2229PH55atGgRvv/97+s8oqlt27YNO3fuhCRJuOeee3D77bfrPaRJ/fa3v8Urr7wCAEgkEjhx\n4gR27dqVdVgtxXAhnFlf4vDhw9i6dSueffZZvYc1peeffx7/+Z//CafTqfdQpvX666/D7Xbjhz/8\nIcLhMG677TbDhvDOnTvB8zxeeukl7N27F//4j/9o+H8LkiThm9/8Jux2u95DmVIikQAAw08aUjo6\nOnDo0CG8/PLLiMVieOGFF/Qe0pRuv/329JvEd7/7Xdx5550TBjBgwOWIUqwvsWTJEjzzzDMohd1+\nW7Zswd/8zd8A0D51CIKg84gm96d/+qf47ne/CwC4dOkSqqurdR7R9J5++mncdddd8Hg8eg9lSidO\nnIAoinjggQfw2c9+FocPH9Z7SFN6//330dTUhC996Uv44he/aNiJw1hHjx7FqVOncOedd056H8PN\nhCerLzHd8WY93XLLLbh48aLew8iJw+EAoL3OX/nKV/Dwww/rPKKpCYKAxx57DH/4wx/w05/+VO/h\nTOmVV16B2+3GjTfeiG3bthn6Tdlut+OBBx7AnXfeie7ubnz+85/H73//e8P+ngWDQVy+fBnbtm1D\nT08PHnzwQbz55pt6D2ta27Ztw0MPPTTlfQz3is+mvgSZmcuXL+Ozn/0sbrvtNtx66616D2daW7du\nxe9//3s8+eSTiMfjeg9nUq+88gp27dqFe++9FydOnMBjjz2GgYEBvYc1oaVLl+JTn/pU+s81NTUI\nBAI6j2pyLpcLN954I0wmExobG2G1WhEMBvUe1pSGh4fR3d2Ntra2Ke9nuHSj+hKFNTAwgPvvvx9f\n+9rX8OlPf1rv4Uzp1VdfxbZt2wAANpsNHMcZ+g35xRdfxPbt27F9+3asXr0af//3f4+6ujq9hzWh\nV155JV3P2+/3IxKJGHoJZf369Xj33XcBaOMVRREul0vnUU1t37592LRp07T3M9xyxMc//nG8//77\n+Mu//EsAWn2JUsFxnN5DmNZzzz2HkZER/OxnP8PPfvYzAMALL7wAq9Wq88jG27JlCx577DHcc889\nkGUZ3/jGN2CxWPQe1pxwxx134PHHH8fdd98NQPs9M/Ib3ObNm7Fv3z7ccccdUFUV3/rWtwz/+9bd\n3Z3Tzi6qHUEIIToy7lsfIYSUAQphQgjREYUwIYToiEKYEEJ0RCFMCCE6ohAmhBAdUQiTsvGFL3zB\n0KfCSHmifcKEEKIjw52YIyQf+vr68Oijj0IURfA8j2984xv46le/iu3bt+Oll17Ce++9B0A73z80\nNIRDhw7hyJEj2Lp1K+LxOFwuF77zne+goaFB55+EzHU0EyZz0jPPPJOuFLZ3714cO3YML774Il58\n8UUsWLAAAJBMJnHvvffivvvuw80334w77rgDP//5zzFv3jy8++67+Jd/+Rf867/+q84/CZnraCZM\n5qQbbrgBDz30EHw+HzZv3oy7774bL774YtZ9nnjiCbS3t2PLli04efIkenp68MUvfjF9e2Y1P0IK\nhUKYzEnr1q3Djh078Pbbb+ONN95It5pJ+ed//mcMDQ3h6aefBqCVTF20aBFeffXV9Nd0EY8UA+2O\nIHPSj3/8Y7z22mu47bbb8OSTT8Ln8wEAGGN455138O///u/48Y9/nL7/smXLEA6HsX//fgDAf/zH\nf+DRRx/VZeykvNCaMJmT+vr68MgjjyAajYLneXz+85/Hj370I/zyl7/E/fffD1VVUVlZCVVVAQD/\n9E//hMHBQXzve99DIpFAZWUltm7dikWLFun8k5C5jkKYEEJ0RMsRhBCiIwphQgjREYUwIYToiEKY\nEPLDRZQAAAAaSURBVEJ0RCFMCCE6ohAmhBAdUQgTQoiO/h+ejdixX52eXgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='size', y='tip', data=tips, x_jitter=.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "另一种方法是根据每个离散值的中心,以绘制趋势" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LIWDrdufbl68vnYaH1s5JqzaLlBoYwpTyWjqCg27Zfq7BjfKKSjS0dJUbT8p3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\nYggTEemIIUxEpCOGMBGRjhjCREQ6+v8FgT7RqkMLcQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='size', y='tip', data=tips, x_estimator=np.mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
        • 适应各种模型" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "anscombe = sns.load_dataset('anscombe')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LVj4t4YyMDB5//HEWLVpEZGQkv/3tb315eQlhLfY2Ctfu8SxEcDtAdnoSuVcMwhIRnJuR\nr91URv4HO3C0uU+/GNg7nul5OaQmBv8Pn0Dh0xJOSkri1Vdf9eUlRQDaKWC3ktIaCtfu4Y6xWQak\n8h67o40lq3fw6abDnrErz09jyk+yiAgPzh84gUqLNSToVdTY2i3gE0pKa6issZEaJLcmKmttzC8o\nZv8R962G8DAzU8cN4Yrz0wxOJu1RCUvQO3EPuCO7ymqDooSL91SxaOUWGpvd0896JEQxY3IOA3sn\nGJxMTkclLBIEnC4Xb6/bR+HavbiOj+VkpPDgxBEBMf0slKmEJehlpiUCBzp8zOC0RN+E8YKmZjuL\nV21l0+4qz9jEywcy8fIMzGbtfubvVMIS9KxJ0WSnJ532vnB2elLA3oooLa9nfkERFTXu6WcxlnB+\nfvNwLhicanAy6SqVsISE3CsGtTtD4sQUtUC0rvgwf31vO3aHe/pZ/55xzMjLoWdyjMHJ5EyohCUk\nWCLCuGNsVlAs1nC0OVn60U7WfHPIM/bjnN5MvX5o0M53DmYqYQkp1qTogCzeE6rrmnmpsJjdZe7d\nz8LMJu6+LourL+yr0y8ClEpYJEBs23+MhSuKqW+yA5Acb2F6Xs7xNx4lUKmERfycy+Xiva9K+ce/\nduM6Pv9s2IBkHpo4goRY7b0S6FTCIn7M1uLg/97exr93VHjGbrg0nclXDiLMrNMvgoFKWMRPHapo\nYF5BMeXVTQBERYYxbcIwLhra0+Bk0p1UwiJ+aP22cl59p4QWexsAaamxzMjLoU+PWIOTSXdTCYv4\nEUebk398spsPvv5uhd+gtATuuyFbBRykVMIifqKmoYWXCovZefC7DYeS4y042pz8+e1tQb/3cajS\nnX0RP7DjQA3Pvvq1p4DDzCZ6pUSTEBvpmf97Yu9jCS56JSxiIJfLxYcbDvLmml20Od3zzywRYaQm\nRREeduprpGDb+1hUwiKGaW518Jd3S1i/7ahnLGdQCnWNrR2ufguWvY/FTSUsYoAj1U3MX17EocpG\nwP3q9/4bs3G6XLy/vuNtNyW4qIRFfOybHRW88tZWmlvd0896pcTwaF4Ofa1xVNTYCOa9j+VUKmER\nH2lzOln+6R7e/bLUMzZqiJVpE4YRbXF/Kwbz3sfSPpWwiA/UNbayaOUWtu0/BoDJBLdclckNP0o/\n5f5vMO59LKenEhbxst1ltSwoKOZYfQsA8TERPDxxBMMGprT7+GDa+1g6pxIW6QYnCjMhvhZrfCTW\npGhcLheffFvGG6t3eKafDUpLYHpuDikJUZ1+zkDf+1i6RiUscg5a7G3fu3UQEW7G7nCS1S+BBpuD\nL7eUex57zai+3Dk2i4hwrZGS7/i0hJ1OJ7/61a/Yt28fZrOZ3/zmNwwapHtcErjau3drdzj517eH\nPWe/RYab+en4ofw4p48REcXP+fRH8meffYbNZmPp0qXMmDGDP/7xj768vEi3qqixnVLAjTY7R6oa\nPQWckmDhl1MvUgHLafn0lXBUVBT19fW4XC7q6+uJiIjw5eVFutWJN83Avfy4tqGV2sZWz1i0JYyb\nfzyQ9F7xRsSTAOHTEh41ahStra2MHz+empoaFi5c6MvLi3hFm9NFZY3Ns/gCIDEuksTYSCyR2vFM\nOmZyuU6cWuV9CxcuxGaz8fjjj3PkyBHuvfdeVq1aRWSkzsmSwHOkqpFnX/mSI1WNONrc30bm47uf\nxUa5f8ubde9oeqXEGBlT/JxPXwnbbDZiY90bUyckJGC323E6nR1+TEVFvS+inTOrNV5ZvcRf867b\nXEZZRQPHZ58RGW6mT6r769vucJKdnoS5rc0vs4P/Pq/tCaSs4M7bVT4t4WnTpjF79mzuvvtuHA4H\nM2fOJCqq8/mSIv7E7mjjjQ938q9vyzxjcdERpCRYPFPUtLpNusqnJZyQkMD8+fN9eUmRblVZa2NB\nQTH7jrhflYWHmbln3BCGDUg+vlgj2rNYQ6QrtFhDpIu27K1m0cotNNjsAPRIsDA9byQZfRKA4yvc\nAuzXZjGeSlikE06Xi3e+2E/Bp3s48S72iIwUHpo4grhoTbOUc6MSFulAU7OdV97axre7Kj1jN/14\nILljMjCbT3/6hUhXqYRFTuPA0QbmLy/iaI0NgGhLOA/cNJwLslINTibBRCUs0o4vio/w1/dKaD2+\n/LifNY4Zk3Polaw5v9K9VMIiJ3G0OfnbR7v46JuDnrHLRvTip+OzsURo9VtHtP/x2VEJixx3rL6F\nBYVF7D5UB0CY2cRd12VxzYV9Ozz9ONT9cDtPtwOeudL64dUxlbAIULL/GAtXFFPX5J5+lhxv4ZHc\nHAb31aGanWlvO0+AktIaCtfu4Y6xWQakChwqYQlpruNHzP/jk904j2+jkp2exMOTckiI1Z4mnWlv\nO8+TlZTWUFlj0+GkHVAJS8iytTh49Z1tbNhe4RkbPzqdW64eRJhZp190xcnbeZ7OrrJalXAHVMIS\nksoqG5lfUMThqiYALJFhTLtxGBdn9zQ4mYSaTkt48+bNnHfeeb7IIuITX5cc5f/e3kaL3b3/b58e\nMTw6eSR9esQanCzwZKYlAgc6fMzgNN1X70inJfziiy9y7NgxcnNzmTRpElar1Re5RLpdm9PJ39fs\n5oOvvyuNS7J7cv+N2URF6pfCs2FNiiY7Pem094Wz05N0K6ITnX7l5efnc+jQIQoLC/nZz35GWloa\neXl5XHvttTqeSAJGbUMLC1dsYfsBd1mYTSZuvyaTn1zSX9PPzlHuFYPanSGh7Ty7pks//vv27Utu\nbi7h4eEsW7aM/Px8/vCHPzBz5kzGjRvn7Ywi52TnwRoWFBZT2+A+/y0hNpJHJo1gaHqywcmCgyUi\njDvGZmmxxlnqtITffPNNVq5cydGjR8nNzWXp0qX07t2b8vJycnNzVcLit1wuFx/9+yB/+3gXbceP\nvxjcL5FHJuWQHG8xOF3wsSZFq3jPQqclvGHDBh577DFGjx79vV/bevXqxdy5c70aTuRstbS28df3\nSvhya7ln7LqL+nH72MGEh2n6mfiPTkv4hRdeOO2/jR8/vlvDiHed+HUxIb42qE9/KK9uYl5BEYcq\nGgGIjDBz3w3ZXDq8t8HJRE6lt4RDwA/X9v/wHLRgWtu/cUcFr7y9FVuLe/pZr+RoZkweST9rnMHJ\nRNqnEg4BobC23+l0UbB2D29/sd8zdmFWKtMmDCcmSl/m4r/01RnkQmFtf11TKy+v3MLWfccAMJng\nlqsyueFH6Zp+Jn5PJRzkgn1t/56yOhYUFlFd1wK4j55/eNIIhg9MMTiZSNeohCUguVwu/rWpjDdW\n78DR5p5+ltEngRl5OaQkRBmcTqTrVMJBLhjX9rfa23j9gx18VnTYM3b1hX2569osIsI1/UwCi0o4\nyAXb2v6KGhvzC4ooLW8A3DM9po4bypjz+hicTOTsqIRDQLCs7d+8u4rFq7bQ2OwAIDUxikcnjyS9\nV7zByUTOnk9LuKCggOXLlwPQ0tJCSUkJ69atIy5Oczi96Ydr+xPiowNiscaJvPFxNWzacZSPNhzE\ndfzfzsvswc9vGk5ctDaRksDm0xLOy8sjLy8PgF//+tfcdtttKmAfOrG232qNp6Ki3ug4p3Xy4pI2\np4vqumaajr/6NQGTxmRw0+UDMWv6mQQBQ97FKCoqYufOndx2221GXF783IkCbrW3caSq0VPAZhNc\nOCSViWMyVMASNAwp4UWLFvHYY48ZcWnxcycWlzTY7BypavJMP4sMN9O7RyxVdS1U1tgMTinSfXz+\nxlxdXR379u1j9OjRXXq81Ro4b7oo67nbvO8Yx+pbqGts9YzFx0RgTY72vPo9Wt/KsCz/PQvOX5/b\n9iir8Xxewl9//TWXXnpplx/vz/cuT+bv91lP5q9Zq2qbWfLetu8VcEqCheR4C442F23H35arq7f5\nZX7w3+e2PcrqPWfyA8PnJbxv3z7S09N9fVnxc1v2VbNoxRYabHYAwswmrMnRWCLCju//4PI8NtAW\nl4h0xOclPG3aNF9fUvyY0+XinS/2U7B2D67jPdsjwUJ0VDhh5lPfsgi0xSUindFiDTFMU7ODP7+9\nlY07Kz1jEy4bwI2XDmDl53sDfnGJSFeohMUQB482MK+giKPH3DMdoi1h/Pym4VyYZQUIyMUlImdD\nJSw+9+XWI/zl3RJa7U4A+lpjeTRvJL1SYr73uEBZXCJyLlTC4jOONidvfryLD/990DN26Yhe3Ht9\nNpbI4DliSeRMqITFJ47Vt/BSYTG7Drk3mQ8zm7jz2izGjuqr0y8kpKmExeu2lx7jpRVbPPN/k+Ii\nmZ47ksH9NNVMRCUsXuNyuXh//QH+8clunMfnnw3pn8Qjk0aQGGcxOJ2If1AJi1fYWhy8+m4JG0qO\nesbGj07nlqsHtTv/VyRUqYSl25VVNjK/oIjDVU0AWCLDmHbjMC7O9t/9HkSMohKWbrWh5Ch/fmcb\nLa1tAPTpEcOMvJGkpcYanEzEP6mEpVu0OZ3885M9vLe+1DN28VAr9984jGiLvsxETkffHXLOahtb\nWbSi2LPM2GwycevVmVw/ur+mn4l0QiUs52TXoVoWFBRR0+CefpYQE8HDk3LIHpBscDKRwKASlrPi\ncrn4+JtDLPtoJ21O9/SzzL4JTM8dSXK8pp+JdJVKWM5Yi72N194r4Yst5Z6xay/qxx1jBxMepuln\nImdCJSxnpPxYE/OXF3GwohGAyAgz943P5tIRvQ1OJhKYVMLSZd/urGTxW1uxtbhPP+6ZHM2jeSPp\n1zPO4GQigUslLJ1yOl0UfraHt9bt94xdmJXKtAnDiYnSl5DIudB3kHSovqmVl1duYcu+YwCYTDD5\nykHccOkAz+nHInL2VMJyWnsP17GgoIiquhYA4qIjeGjSCEYMTDE4mUjwUAnLKVwuF59uKmPJ6h04\n2tzTzzL6xDM9dyQ9EqMMTicSXFTC8j2t9jZeX72DzzYf9oxddUEad1+XRUS4Tr8Q6W4qYfGoqLEx\nv6CI0vIGAMLDzEy9fghXnJdmcDKR4KUSFgCK9lTx8sotNDa7p5+lJkYxI28kA3rHG5xMJLiphEOc\n0+XirXX7WLF2L67jYzmDUnjw5hHERUcYmk0kFKiEQ1hjs53Fq7ayeXcVACbg5ssHMnFMhqafifiI\nz0t40aJFrFmzBrvdzj333ENeXp6vIwhQWl7P/IIiKmqaAYixhPPgxOGcl5lqcDKR0OLTEv7qq6/Y\nuHEjy5Yto6mpiVdeecWXl5fjPt5Qyry/b8LucAKQ3jOO6ZNH0jMp2uBkIqHHpyX8+eefM3ToUKZP\nn05DQwP//d//7cvLhzy7w8myj3ayZuMhz9jlOb2Zev1QIiM0/UzECD4t4erqag4fPsyiRYs4cOAA\njzzyCO+9954vI4Ss6rpmFhQWs6esDoDwMBN3XzeEqy5I0+kXIgbyaQknJyeTmZlJeHg4GRkZWCwW\nqqurSUk5/TJYqzVwpkj5a9ZNOyp44fUN1DW6T79ITYpm9r2XMCQ9cE6/8Nfntj3K6h2BlPVM+LSE\nL7roIl577TXuv/9+ysvLsdlsJCd3XAQVFfU+SndurNZ4v8vqcrl496tS/vmv3biOzz8bNiCZX/3s\nR7TaWv0u7+n443N7OsrqHYGUFc7sB4ZPS/jqq6/m66+/5tZbb8XpdDJ37lz9KuwlthYHf357G9/s\nqPCMTbhsAHlXDCIxzkKFrdXAdCJygs+nqD355JO+vmTIOVTRwLyCYsqrmwCItoQxbcJwRg2xGpxM\nRH5IizWCzJdbj/CXd0totbunn/W1xvJo3kh6pcQYnExE2qMS9lMVNTZ2l9UCkJmWiLWTObyONidv\nrtnFhxsOesZ+NLwX943PxhKp6Wci/kol7Gda7G0Urt1DSWnNSaMHyE5PIveKQVjamc9b09DCS4XF\n7DzoLu0ws4nbxw7muov66Z67iJ9TCfuZUwvYraS0hsK1e7hjbNb3xnccqOGlwmJqj08/S4yLZHpu\nDln9knySV0TOjUrYj1TU2Not4BNKSmuorLGRmhSNy+Vi9YaDvPnxLpzH558N6Z/EI5NGkBhn8VVk\nETlHKmE/cuIecEd2ldUSFxPBX94tYf22o57x60f355arMgkPM3szooh0M5VwgKlpaOG3r/2bsspG\nACwRYdzb4NNoAAAP90lEQVR/Yzajh/UyOJmInA2VsB/JTEsEDpz235ua7axYu48WexsAvVNieHTy\nSNJSY32UUES6m0rYj1iToslOTzrlvrDL5aKmodWz9wPARUOt/OzGYURb9L9QJJDpBqKfyb1iENnp\n381saGtzUn7M5ilgkwluv2Yw03NzVMAiQUDfxX7GEhHGHWOzqKixsa74MB9uOEhLq/v2Q0JMBA9N\nymHYgMDZ/UxEOqYS9kMul4uiPVW8tW4/bU739LPMtAQeyc0hJSHK4HQi0p1Uwn6mxd7Ga+9t54st\nRzxj147qxx3XDtb0M5EgpBL2I0ePNTFveTEHKxoAiAw3c+/4bC7L6W1wMhHxFpWwn/h2VyWLV23F\n1uIAoGdSNDMmj6R/zziDk4mIN6mEDeZ0uij8bC9vrdvnGTs/swcP3DycmKgI44KJiE+ohA3UYLOz\naOUWtuytBsAE5F45iAmXDcCs3c9EQoJK2CB7D9exoKCYqrpmAGKjwnlo0ghyMnoYnExEfEklbIBP\nN5Xx+gc7cLS5T78Y0DueGXk5pCZ2vHG7iAQflbAP2R1tLFm9g083HfaMXXl+GlN+kkVEuE6/EAlF\nKmEfqay1Mb+gmP1H3Md2h4eZuWfcEK48P83gZCJiJJWwDxTvrWLRii00Nrunn/VIiGLG5BwG9k4w\nOJmIGE0l7EVOl4u31+2jcO1eXMfHcjJSeHDiCOKiNf1MRFTCXtPUbGfxqq1s2l3lGZt4+UAmXp6B\n2azpZyLiphL2gtLyehYUFHO0xgZAjCWcn988nAsGpxqcTET8jUq4m60rPsxr722n1eGefta/Zxwz\n8nLomRxjcDIR8Uc+L+G8vDzi4tz7IfTv35/nnnvO1xG8wu5wkv/BdtZ8c8gz9uOc3ky9fiiWCE0/\nE5H2+bSEW1paAMjPz/flZb2uuq6Z3y3dyPb9xwAIM5u4+ydDuPqCNExafiwiHfBpCZeUlGCz2Zg2\nbRoOh4MnnniC888/35cRut22/cdYuKKY+iY7AMnxFqbn5pDZN9HgZCISCEwul8vV+cO6x44dO9i0\naRO33XYb+/bt44EHHuD999/HbA68zcpdLhcFn+zir29v5fjhF5w3OJUn77mYpHiLseFEJGD49JXw\nwIEDGTBggOe/k5KSqKiooFevXqf9mIqKel/F6zJbi4P/e3sb/95R4Rm75ZrBjL+kH/bmViqaWzv4\naONZrfHd+rxW1NjYXVYLQGZaItak7t0Do7vzepOyekcgZQV33q7yaQkvX76c7du3M3fuXMrLy2lo\naMBqtfoywjk7VNHA/IJijlQ3ARAVGca0CcMYPyYzoL5IukOLvY3CtXsoKa05afQA2elJ5F4xSG9I\ninSBT0v41ltvZfbs2UyZMgWA559/PqBuRazfVs6r75TQYneffpyWGsuMvBz69Ig1OJkxTi1gt5LS\nGgrX7uGOsVkGpBIJLD4t4fDwcF588UVfXrJbONqc/OOT3Xzw9QHP2OhhPbnvhmyiIkNzqnVFja3d\nAj6hpLSGyhobqd18a0Ik2IRmg5yB2oYWXiosZsdB9z3PMLOJ268ZzHUX9wvp6Wcn7gF3ZFdZrUpY\npBMq4Q7sPFjDgsJiahvcb7QlxkbySG4OQ/onGZxMRIKFSrgdLpeLDzcc5M01u2g7Pv9sSL9EHs7N\nISlO08/APQsCDnT4mMFpmist0hmV8A80tzr4y7slrN921DP2k4v7c9s1mYSHBc6biN5mTYomOz3p\ntPeFs9OTdCtCpAtUwic5Ut3E/OVFHKpsBMASEcb9N2Yzetjp5zGHstwrBrU7Q+LEFDUR6ZxK+Lh/\nb6/gz29vpbnVPf2sV0oMj+bl0NcaZ3Ay/2WJCOOOsVleX6whEsxCvoTbnE6Wf7qHd78s9YyNGmJl\n2oRhRFtC/unpEmtStIpX5CyFdMvUNbayaOUWth3f/cxkgluvzmT86PSQnn4mIr4TsiW8u6yWBQXF\nHKt3b68ZHxPBwxNHMGxgisHJRCSUhFwJu1wuPvm2jDdW7/BMPxuUlsD03BxSEqIMTicioSakSrjV\n3kb++9v5vPiIZ+yaC/ty57VZRIRr+pmI+F7IlPDRGhsLlhdRerQBgIhwMz+9fiiXj+xjcDIRCWUh\nUcKbdlWyeNVWmlocAFiTopiRN5L0Xl3f81NExBuCuoSdThcrP9/Lys/3ecbOy+zBAzcPJzYqwrhg\nIiLHBW0JN9jsvLxqC8V7qgEwAblXZDDhxwMxa/qZiPiJoCzh/UfqmV9QRGVtMwCxUeE8NHEEOYN6\ndPu1TqwWS4ivxRofqUULInJGgq6E124uI//9HTjanAAM6B3PjNycbt9M5odH+0SEm7E7nDraR0TO\nSNCUsN3RxpLVO/l0U5ln7Mrz+zDlJ0OICO/+QtTRPiLSHYKihKtqm1lQWMTew+6DNsPDzNwzbghX\nnp/mlevpaB8R6S4BX8Jb9lazaOUWGmx2AHokWJieN5KMPgleu6aO9hGR7hKwJex0uXjni/0UfLoH\n1/GxEQOTeXDiCOJjIg3NJiLSVQFZwk3Ndl55axvf7qr0jN3044HkjsnAbPb+9DMd7SMi3SXgSvjg\n0QbmFRRx9JgNgGhLOA/cNJwLslJ9lkFH+4hIdwmoEv5iyxH++l4JrXb39LN+1jhmTM6hV3KMz7Po\naB8R6Q4BUcKONid/+2gXH31z0DN22Yhe/HR8tmHzcX94tE9CfLQWa4jIGTNk/8aqqiquuuoq9u7d\n2+ljj9W38MIbGz0FHGY2MeUnQ/j5TcP9YkGENSmaS4f35qpR/VTAInLGfP5K2G638/TTTxMd3Xlh\nFe2q5P/9dT11Te7pZ0lxkUzPG8ngvnrTS0SCg89fCb/wwgvcddddWK3WTh87Z9E6TwFnpycx9/7R\nKmARCSo+LeHly5eTkpLCmDFjAPdRQx1xHj9+aPyP0pl55wUkxmr+r4gEF5OrsybsRvfcc4/nFOOS\nkhIyMjJYsGABqantTy+7/Zdv8R93juLy87yz/FhExGg+LeGTTZ06lV//+tdkZGSc9jG1DS202lp9\nmOrsWa3xVFTUGx2jSwIpKwRWXmX1jkDKCu68XeXXp1smxlmMjiAi4lWGzRPOz8836tIiIn7Dr18J\ni4gEO5WwiIiBVMIiIgZSCYuIGEglLCJiIJWwiIiBVMIiIgZSCYuIGEglLCJiIJWwiIiBVMIiIgZS\nCYuIGEglLCJiIJWwiIiBVMIiIgZSCYuIGEglLCJiIJWwiIiBVMIiIgZSCYuIGEglLCJiIJWwiIiB\nVMIiIgZSCYuIGEglLCJiIJWwiIiBwn15sba2NubMmcO+ffswmUw8++yzZGVl+TKCiIhf8ekr4TVr\n1mA2m1m6dCn/+Z//yR/+8AdfXl5ExO/49JXwddddxzXXXAPAoUOHSExM9OXlRUT8jk9LGCAsLIxZ\ns2axevVq/vSnP/n68iIifsXkcrlcRly4srKS22+/nXfeeYeoqCgjIoiIGM6n94QLCwtZtGgRAFFR\nUZhMJsxmTdAQkdDl01fCzc3NzJo1i8rKShwOBw8++CBjx4711eVFRPyOYbcjREREizVERAylEhYR\nMZBKWETEQCphERED+V0J2+1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'I'\"),\n", " ci=None, scatter_kws={\"s\": 80})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上图是合适的,然而下图却不是合适模型" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"),\n", " ci=None, scatter_kws={\"s\": 80})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "此时,非线性模型更为合适,这里用二次模型" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"),\n", " order=2, ci=None, scatter_kws={\"s\": 80})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "另外一个问题是离群值的影响" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'III'\"),\n", " ci=None, scatter_kws={\"s\": 80})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为了排除离群值的影响,我们可以拟合一种更为robust的模型" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'III'\"),\n", " robust=True, ci=None, scatter_kws={\"s\": 80})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "当因变量为0-1变量是,线性回归仍然有效,但有些预测值并不合理" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dH1fqnCzLaDp0+8L0+CPERLxYcIUiGdMgodPj6c+2CZPC7S7MWB8isTj9wQRx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\n3tM4cLwCf7vjJgyO8eyA7y3cOyIAdLbe36GjM6D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ISEL/D7KVLjhvXeRoAAAAAElFTkSu\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tips[\"big_tip\"] = (tips.tip / tips.total_bill) > .15\n", "sns.lmplot(x=\"total_bill\", y=\"big_tip\", data=tips,\n", " y_jitter=.03)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "此时,最好拟合logistic模型" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NjRX8yZolLJ9XB1hD2V59v4Wf/Ho/faO4aSdrTghReBLCo6CUwuuy1qqorx7o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\nADHpiDSPubtYp+TW+u+aOoySm0fQ0ODvkENunw5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"big_tip\", data=tips,\n", " logistic=True, y_jitter=.03)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
          • 在其他变量的条件下" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "此时,最为简单的方法就是用不同颜色表示" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cS0bZld0xznhqKJvvPC9mRmVa1qTejnWeVRzcsJc3ruS3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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "除了改变颜色,还可以改变点的标记" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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a8DPagoXWkNaatWiVC9D0S68sMJE88MAD/Mu//Atbt25lxYoVmKbJokWL0DQN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\ndtVIPsj3811RPQOTbKQcPszBWvhow17m7Pwcf0o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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips,\n", " markers=[\"o\", \"x\"], palette=\"Set1\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "要再增加其他变量,可以画多个图" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NV/+FTJtP87GhbQ07Zm6jtqImb589FiP5/enA/3bPKE8pKnwVVAdCBP0VAJTY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SAAAg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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", col=\"time\", data=tips)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RHu5Ae1U7Krwbu2gREW2U7dhImklom1ztn9PncTR+DEfifRhJnM55XJZkdNS0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\n1oc2MJIbxqf7cBRM5icIakV0ZXCsf5JrtzazoSVOwPATtkJomsboRK4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/a34CUGEaGuta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GLsT0REbcIEgIioD1UtDxXLh6Zr0HQdELLXh0RERMcEEwAioj7iBQLFigshFTRd6/XhEBHRMcQE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\nOISRrHqcoRpY51uPjUGvrfH6SAs0TcPP/mcQrxwfAABs627CL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V/Xc889h0cffRQAMDw8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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\",\n", " col=\"time\", row=\"sex\", data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
            • 控制图片大小和格式" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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rLbIsw2zQwWrWjnufb1IaKCgniWKsox7vNXo8Ybx/pAOnB8IpH0sZZcbQ543A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\nBwpKEREHCkoREQfPFi24pUUqSR4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(5,6))\n", "sns.regplot(x=\"total_bill\", y=\"tip\", data=tips, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在lmplot()中,用size和aspect控制" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EHaROGXuTxmkZe0V5Q8vYU1UVBp0Aq1UPs5GSIUhyGqnEiJCo4OgFbdVU1+yP+ppBx2PO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\nHm/v8g/pUiRGzrgETjQ2NmLLli148MEHcddddw15vMtlG/NrSsUYjHF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", col=\"day\", data=tips,\n", " col_wrap=2, size=3)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JWoIkwxtMfnYjGJLw6geNKboqQhLX7QpSaS2SVajcGyGDM2T6hIqi4JlnnkFLSwt0Oh3+\n+Z//GTU1NZm+DJLlWM+MW7KzG6Kk4OVtjTjb5k3RlRGSGKeXh6QwWtImWcMfFMELCnRUgpCQqDI+\nk7xr1y4Eg0G88cYb+Ou//mv88pe/zPQlkBzQ5U5+dkNRGP6w8xQFyGTE+YMigtRymmQRSZbhCYQo\nQCZkCBmfSbZYLPB6vWCMwev1wmg0ZvoSSJbz8yL0LLk8ZMYY3tvbgmPNDgBAebE5BVdGSPwEUYbb\nL1AwQrKKw0O58YQMJ+NB8vz58yEIAlavXg2Xy4WXXnop05dAspgkq22nKyympI7z2ZFL2HesHQBQ\nYDHg4TV1qbg8QuKiKAzdHp4CZJJV3D4BMqX+EDIsjrEkp+zi9NJLLyEYDOK73/0u2tra8PDDD2PT\npk0wmZILikh+uNTlh5LkkNx/rA2/23QMAGAy6vDdB+ZjyvgSVJRaUWDO+HMhGaUYY2jrCkBB/OPZ\noOcw1laYhqsiox0vSOh0BlP24CbLCibai6DX06w0yT8ZjxiCwSAKC9Wbf0lJCURRhKIM3XWqszO1\nOaV2ezEdMwuP6fKFEOzpqmezFcLh8Md9jFOtbrz8/gkAgI4Dvr5yBkotBjgcflSUWpO+xuFk6++W\njpn5Yzo8PEJiYnnImQqSc/n3S8eMn8IYJI6DyxVI2THDQXK6Zfvvlo6ZO8eMR8Yf/R577DEcOXIE\n3/jGN7B+/Xo89dRTsFgsmb4MkmV4QUIgyWL2F7v8eO3DJsg9dZXvvLYGdZPLU3WJhMTMGxAQoo16\nJMs4vTxSWe9NVhgONLSn7HiEZJuMzySXlJTgv/7rvzJ9WpLFtGL2SXQgc3p5/P79EwiJMgBg5YIq\nLKwbk6pLJCRmwZAIb1CkPGSSVfxBESFBQXzzaINTGMPbn5zG4ZNdeOzOeSk6KiHZhZKIyIhzePik\nZtwCvIgNW0/AGxABAFfVjcGK+RNTdXmExEyQZLh81L2MJKfTFUSnK5iy46W63BtjDO/tbsHhk10p\nOR4h2Yp2MZER5Q+KEEUFXII373CzkE4XDwCom1yG26+ppmVuknGKwtDt5qmsFknK5r0tONjYCQC4\nfn4Vls8bn/QxU13u7cODrdh3XE2zsJr1KTsuIdmG7uZkxIiSWu4t0QBZURje2nES59p9AIAqeyG+\nvnIG9LTMTTKMMYZOd5AezkhSOl1BLUAGgD1HLyY9oxwu95Yqnx65iI8PXwAAmI16PHRzbcqOTUi2\noSCZjBiHNwQuwTxkxhg27WnB8RYnAKCixIKHVtfBZKRZDZJ5XW4emS2mScjwQoIMPy+k7OHtQEM7\n3t9/DoBagWXdzbWoykBlC0JGCgXJZES4fDyUJGY3PvnyIvb3LPcVWo1Yf0sdiqzUvZFkXrc7CEke\nuowlIbGwl1mxsNau/XnZvAmwlyVWujIVG6L7OnKqCxs/awYA6DgO37hpJmomlKTk2IRkK8pJJhnH\nCyICvJTwzftQUyc++Pw8AMBk0OHh1bWoKKEygiTz/EEBekady0jqrF06FYtmjQUAzJ4xJuE6sU4v\nn7JqbyfOOvHHnafBoB7yvhumUXlNMipQkEwySp3dEBIOkE+2uvD2J2cAqM1CvnHTTFruIyOCFyS4\nAyIqreaRvhSSZxKdPQ4Ll3tLRTWLMxfdeP2jJq0T6p3XVuPy6ZVJH5eQXEDpFiSj1N3/id24L/Q0\nCwnfrO+6rgYzJ5Wl8vIIiYkky3B5qdQbyT6SrG6ITkWAfL7Dh5e3NUKS1XvumsWTcVXPLDchuSje\nNE8KkknG+AICJCmx3E2Hh8fvt56AIKqvv3FhFRbUUrMQknmMMXR7QgAFyCQLOTyJb4juq80RwIY+\n99wbrpyIay+fkPRxCRkp3oAAhye+ajEUJJOMECQZ3oCYULk3Py/id1tPwBdUm4UsmjUGN1xJzULI\nyHB4qJIFyU4uXygl5d66PTx+t7kBwZAEAFgyZyxuXFiV9HEJGSkuHw9vUIx7coNykknaMcbg9PAJ\nBciCJOPl9xvR7VabhcyaUo7br6ZmIWRkuP0CBEmh8UeyDi9ICPBi0tUs3H4Bv93coAYUAObPrMSt\ny6bSmCc5iTEGh4eHICkJpcdRkEzSzuULQWHxr07LCsNb20/hfIfaLGTSmCLcv3J6ylqrEhKPYEiE\nP5j4plNC0kVhDK4kNkSH+XkRv93cAKc3BACYPbUcd103jXLvSU5SGEOXKwhZSbwCEQXJJK14QQQf\nkuLOkWOMYdPuZjScVZuFVJZa8NDqWpgM1CyEZJ4oyXD5UldzlpBUSkW5N16QsGHLCa3D3/SJpdTB\nlOQsSZbR7ebBwCW1CkJ3fJI2iqKWe0tkE8nWPS040NABACiyGrF+TR0KLYk3C2EMMNDNniRAYUzd\nDMXR7ZJkn3C5t2QIkoyXtzXiQpcfADB5bBG+uWomDHoa8yT3CJKMTpcaICeLZpJJ2nR7Eiv39kVj\nB979TK2FbDLqsH5NHWxJNAthCoOt2EQtq0lC1NkIQrJPb7m3xINZSVbwxocn0XJJbVoyvqIAD6+u\no/slyUm8IMHp5VM2qUFBMkkLX0CAJMe/wanxnBN//jTcLITDgzfNxITKwoSvgykMFaUWuuGThLh8\noYTGMSGZkGy5N0Vh+MPOU2g87wKgprU9csssWM0UGpDcE+BFuHyp3TdCaykk5QRJhicgxh1YtHb4\n8PpHJxGuYHTP9TWYUZV4sxDGGCrKKEAmiQnwIgJ8/OM4WYIoo6knaCFkMG6fMGy5N4eHh8PDR/07\nxhje+ewM6s84AABlRSY8unYWiqyJp7URMlK8AaFn30hq79f0uEj6CW/aSLQtarjcW7wDtdvD4/fv\nn4DY02zkzuun4cqZ9oSuoedKYC+zwKCnAJnET5BkuFM8IxGLLlcQL29rRJebxx03zMzouUnuCAky\n/PzQ4/Pjw62ob1Y3Pl9WXY7lV/bWOWaMYeu+czjY2AkAKLQa8egts1BWRC3WSe5x+XgEQnJa7tcU\nJBPN5r0t2k1zYa0da5dOjfsYiZR78wVF/G5LA/x8T+H62WNx85IpcDoDcZ8fUM9tLyugskUkIQpj\navv0DG/0PNXqxusfNYEX5Iyel+QWhTE4vUPnITs8vBYgA0B9sxPzplVqezt2HLqAXV9dAgBYTHo8\neksdKhOcGCFkJHW7eQiSnLbPe0q3IADUGeRwgAwABxs7tVnlWAVDIoIhKa7laUGU8fL7J+Dw9Nbl\nTLRwPWMMeg4YU2alAJkkrMsVzHiKxb5jbdiwtUELkOfW2DJ6fpI7ki33tv3zc9j+RSsAwGhQN0aP\nr0h83wchI4Exhk5XEIIkp/V+TTPJJCUUhcWdMC8rDG98dBKtnWrZoSlji3H/ihkJ5RQxxmAy6FBR\nSrMhJHFOL59U4fl4yYqC9/acxf7j7drXbpg/ETcvmpSR85PEJJuWlqhwubfh7pG2Egsuqy7vl25h\nK7Hgi8YO/OkTdWO0Xsdh3apaTB5bnPbrJqk3UmMwG4SbhKir1um9V1OQTACob7SFtfZ+6RbxvPkc\n3vjKvTHGsPGzM9quanuZBeturoXREP/iBlMYLGY9yosTLxNHiD8oICikb9kuUjAk4Y2PTuLUBTcA\nwKDncM/103D59EpaCcliqUhLS4Qky/AEYi/3tvzKKsybVglADZrrz3Tjba1yEPDAjTMwvao0bddL\n0mekxmA2kGQZXa5Q0s1zYkVBMtGsXToVi2aNBRDf06nXL0AUlbhyOLd/0aq9yYsLjFi/ZhYKLPEP\nR4UxFFqMKC0yxf1aQsJCglqRJVPBad8NeoD6HvjmqlpMGlOUkfOTxERLS1s0a2xGZvMc3vgb2oRz\nkE+2uvDWjlNgWuWgaZg9lVJ6ctFIjsGRFhJkODyZ3S9CQTLpJ943miDJCPlDcQ3az090YMehCwAA\ns1GP9WvqUF4c/65qRVFQUmBCUQEFyCRxkizHvRKSjFMX3Hj9w94NehMqC7Fu1UyUUmUBMgi3X4As\nJ5YGdLbNi1e3NWnl4r5+00zMq6YAmeSWYEiEyytkfEM1bdwjCQuXe4vnxn3irBMbP+vNiXtw1cyE\nNo0wxlBWZKYAmSSFMYZuTyhjAfK+Y23YsKV3g95l1Tb85e2zKUDOEeG0tLB409ISIUgy/MHE6nVf\n7PJjw9YTEGW1tOZNCydh+QLKd89lIzEGR5o/KMLpy3yADNBMMklCuNxbrM53ePFG32Yhy6dh+sT4\nc+KYoqC8xAyLiYrek+Q4PDyUDGzUG2yD3soFVZR/nGMSTUtLBGMMjgTqzgNAhyuI321pQEhUH8iu\nnTcey6+ckOpLJCMgk2NwpHkCAnyBzNesD6MgmSQkwKvl3mIduF3uIH7/fqM2o7F68WRcMb0y7vOq\nbaat1EWPJM0bECDEmUufiKE26JHclKnApNvNI5EdSk5vCL/b3Ft7/qq6MVi9eDK1V88j+R4cA+ok\nhi8gjliADFCQTBKgKCyubmTegIANW04g0HPDXnrZOFw7b3zc59XaTBsoQCbJ4QUR3gzMTgzYoGc1\n4ps30wY9Mjw/L0LP4liq6+ENCPjt5ga4/QIAYN60CtxxTTUFyCSndLt5FJUg5W2m40VBMolbtycY\n8+xbSJTx8vuNcHjVZiGXVduwdsmUBG7Y1GaapIYky3B60h8gR3bQow16JFaSLMPjD6HCEt+eiwAv\n4XdbTqDboz6U1U0uw303TBvxQIOQWDHG0OXmIclKVjzYjUiQ/Ktf/Qo7d+6EKIr45je/ibvuumsk\nLoMkwBsQIMW4y1pWFLzxURMudKnNQqaOK8Z9N0yP+4at44BKajNNUoBlqOX0vmNteG9Pi5Z/P6fa\nhvuWT6M0IRIThyf+cm8hUcbv3z+BNkcAAFA9vgQP3DgT+hFcqiYkHplsEhKrjAfJ+/fvx+HDh/Hm\nm28iEAjgf/7nfzJ9CSRBgiTDGxBjCnIZY/jzp81oOq/mYY4pt8bdLIQxBoNeh8pSS9a8YUhu63QG\nwNJYhZ426JFkuX1C3F0fRUnBqx804nyHDwBQZS/EQwk2ZyKjTzZ075NkuSctLbvukxkPknfv3o3a\n2lp85zvfgc/nwz/8wz9k+hJIgpzeUMyzwB8dbMWhJrXgeUmBEevX1MFqjn24UZtpkmregABTnMvX\n8aANeqNPqoOLkCDDz8eXCiQrCt7cfhKnL3gAqBMS69fUwWyiVQsyvGzo3idIsrrCl4UTCRkPkh0O\nBy5duoRf/epXOH/+PL797W/j/fffz/Rl5I1MPQG6fULMpbL2H2/HzsO9zUIeXlOHsjjyMJnCYDUb\nYKYAmaQIL0jwBkVUFqQnH7izZ4Ned58OeutW1aKKNujlrcjgYv3tc5M6nsJYz0RE7AGywhj+9PEZ\nNJx1AgBsxWY8unYWCixUHpMMLxu69/GCBKeXjzu9KF4BXsKHB8/j8Xsvj+t1GQ+Sy8vLMW3aNBgM\nBlRXV8NsNsPhcMBmG7wDkN1enPLryIdj/nF7E/YcvQgAWDZvAu5bOTPpY0YTEmTwCmAdItC12dSG\nIEdOduLd3c0A1GYh37l3HmqnxN7dSVEUFBWYUF5siesas0U+jKt8O6asMFzq9KGyQg0cwmM1VRpa\nHPjNxmMIhNTqLZPHFuPb98xDeUniY9igz8yMSrb+m2X7Mdu6/ThyultLZzhyuhtt3X6MS+KYHQ4/\nbFEaKw02XhljeOODRnx5qgsAUFpkxt89uACVMQQ4qXwPyD1lPdMt28ZAPhxT1ukGpOTYbIWwJ9Dg\nK3zMePiCIngPj4qKwV+X7FhljGF/fRv+tPMkvAERj8f5+owHyQsWLMDLL7+MRx55BO3t7QgGgygv\nLx/yNZ2d3pReg91enPPH7HQF8cmhVu3PnxxqxZzJZcM+AcZ7nYwxtDsDGCpPyGYrhMPhx7l2L/73\nvQaEqxbdu3wa7MVmOBz+mM6lKApKC02QdBxQbEnL7zPdcn1c5dsxGWPo7NkIAvSO1VRRN+idhdIz\n6MMb9JgkJ3Ueg57D2BQH89Fk479ZLhzT4QpClAYGh4ke0x8U4fYLA9LZhhqv2w6cw6dfqpMkBWYD\nHllTB52iDDvuUv0ekGUFE+3pXzHJtjGQD8fUA7h8WkW/FRG9oiR0vniv0x8Uesb84DPIyY7VDmcQ\nG3c1o/muGrLSAAAgAElEQVSSJ+FjZDxIXr58OT7//HPce++9UBQFP/nJT7IyD4WoXL4QYkmk73T1\nbxZyy5IpceVihttM0zIhSSWnNxT3JqhYRNugt2L+RKygDXqjQrg1cN/gYlxFYULBhSip5d7iSbP4\n5MsL+KQnQDYb9XjkljqMKaf0NBK/keje5/YL8AfTV4ZTlBTsPHwBnx25CLlnhsSg57D8yolxH2tE\nSsB973vfG4nT5pVoN+lUD/BYu+q5fSFs2HoCwZ7l5mvmjsc1cTQLoTbTJB28AQEhQU55ubfIDXpG\ngw53X1dDG/RGmVQFFw5vCFwcwcL+4+3YduA8AMCo1+Gh1bUZmckl2SWV+5EymYPs9PLgQ3LaAuSm\n8y68u6tZ680AADOqSnH71dWoKI0/BY6aieSwdD4BSrIcU1e9kCDjtxuPwdkzIOfWVGD1kskxn4fa\nTJN0CIbS01FvQAe9AiO+c+/lKLXQrXQ0Sva+6/TyMW+IBoAvT3Xh3V29ez6+cdMMVI8vSeoaSO5J\ntiJFW7cfDlcw4yXfut1BCJKSljr1br+AzXtbUH/GoX2tuMCItUunYm6NLeHVRLqz57h0DXKHJzTs\nQJZkBa992ITz7eoSY/X4ErW7U6yDkQGVZRYYqc00SSFBkuHyxbd8HYvBOuhVTyhNaY4nGR1iXakL\nazjrxP/tPAUGgOOAr62YjtrJQ+/nIfkn2YoUm/e24MjpboiSkrGSb+nsoicrDPuPt+HDz1sREtV7\nM8cBS2aPw01XVcFiSi7MpSCZDODy8cPmcarNQs5oS87jbAX45qqZMOhjDUwY7GVW6GP+fkKGpzAG\nhzv+bmXDieygd1m1DffeMA0mesAjCYh1pS7s9AU33vioSRt/d11bg7k1FWm8whgxoLzYTPfxHBEO\nsMMVLTJR8i2dXfRaO3x4Z1czLnb1TlJMrCzEHddWoypFKUgUJJN+giERQV4aNkfug8/P4/BJtfRQ\nebEZD6+ujblZCLWZJunS7QqmtGGTrDBs3tOCfRncoKcoCoym9DU9ISNPzUOObfyc7/DilW2NkGQ1\nQr5lyRQsrBuTzssblqIosJoNKCsy08b7DMvEfqRUkWQZXa5QypvoBUMSPvj8PA4cb0fPcyPMRj1W\nXTUJi2ePjbnpWSwoSCYaWVbg8grDBsj7jrVpO6stJj2e/NoVsMRQ15UxBqNBh4oSajNNUs/p5SGl\nsJJFpjvoMcbAcYCNNrHmNZcvBFmObZxe6PBhw9YTEHrKza2YPzGuTdGpFh6jFSVW6ug3ghLdjxQO\nsI+c7gaQ3gA7HV30GGM4erobm/eehS8oal+fW1OBtcumoKQg9ZMLFCQTjcPLDzu7cazZgU27WwCo\nG0fW3VyLCfaiYXMyFcZgNelztkkIyW7+oIigIKdsdjfaBr1vrqrFpDR10GOKggKrCaWFNIOcz3hB\nRIAXY0qz6Hbz+M17xxEMqXmWyy4bh5ULqtJ9iYNijKHAbERJoZEmObJAosHt2qVTsfrqGjgc/rQF\nyLwgwulNbdpblzuId3e1aJMWgDqhcMc11ZhRVZay80SiIJkAUHeGSsPMbpxt8+KtHSfVjSNQN47E\nsrNaURQUF5hQnIanPEJCggx3QEhZgDxgg15FAdbdXIvSOFqrx0pRFJiMepSVWmHQ08xcPlMUBqc3\ntjxkty+E/918HB6/AACYP9OOW5ZOGZHglDEGvY5DWYmFcvDzxLiKQuiV9HRKDPBqY5xUBciipGh1\nwcM1j/U6DtddMQHLr5g4oGNgqlGQTCCIMvy8OGSQ0eEM4uVtJ7S8uLXLpsS0cURRqEkISR9JluH0\n8ikLkPcdb8N7uyM26C2flvIShYwxcOAotWIU6XYHYwpyfUER/7u5AS6fGiDPqbbhrutqRmQPB1MU\nFNEEx6iUSB1mb0CALzB8ymasGloceHVrA7p7VvQAoGZCCe64pjpjedgUJI9yjDE4PKF+N2CHRx2Q\nthI1NcLjF7Bha4O27HftvPFYdtnweXFMYagosVDuGkkLxph680xB8BCtg94N8ydiZRo26CmKgkKr\nCSUFtGydC1LRtMHtE2LKlw+GJGzY0qCl+cyutuH+FdOhT0Nd2aEwhcFg4FBOKxwDpLKJR7ZKpA5z\ntzsIX0BMSYDsDQjYvPcsjvbkTgNAodWItUum4PLpFRm9b1KQPMo5vf13nn58uBX1zU4AwGXV5Vgy\nZxw2bD2hzWpcPr0CNy+OoVkIAyrKaHmOpE+3hwdLwbbpYEjC6x814fQFD4D0bdBTFAarWY/SIitV\ndskRyTZtANR0IH9o6JU6QN3o9PL7jbjYHQAATBlXjMfvngeflx/ydanGFIaSQhMKrbTCESkV42Gk\ndbqCkHU6DPbJHG8dZsYYuj08ikusSTcJURSG/Q3t+PDz81q6GwfgqlljcPOiyTFX0EolCpJHsQAv\nghd7Nzs5PLwWIAPAV2ccOHHWhTaHetOeNrEE91w/fLMQDgz28oKUlmEhpC+3X4AoJV+YPhMb9BRF\ngdmkR2mhmWblckiyTRsAdcOy0xsa9p4pyQpe+6AJZ3saM02oKMDDq2sz2olUYQxmow7lRVa6d0eR\nivEw0jbvVctZGvS6lAT5qayBfKHLj42fnUFrZ28RgEljinDrsimYNKY4qWMng4LkPBTLcpCisJ5i\n9pyWXtEXYwwuX0hLsRhnK8CDNw3eLMTh4cGY2iAkXAN5NCxLkcwL8CL8weRbTg/WQS9VG/QUxmDU\nc7CVWGlFJUdJsrq5KdYmSZH3PIeHH7ZGrKww/GHHKZxsVXftV5ZasP6WWUl3CosHYwxlhSbaO5Kl\n+o6rRD9XO11BbP+iFQFeAsdx2P5Fa9Qgv28dZklWMLe6Iuq5JFnumVxILjjmBQkfHmzFvmNtYD17\nQUxGHW5aOAm3XFsDd8/PO1IoSM4zsS4Hhcu9RaZXXFZdjvpmJzwBUQuQy4pMWL+mbtCb9vt7mrH/\nWBs4jsOS2WNw67LqvFiWItlHkGS4/cm3nI7soDen2ob7UrRBjykMOj0HW5GJNuXlsAMN7fAHRQR4\nCQUWA1YuqBoyMPnj9iZ8cqgVgHrPW37FRAiiMuSsrMIY3vn0DOqbHQDUe+1ja2ehKEOpDoqiwGIy\noKzYTClAwxipJh59x1WR1QBfUNLOH8/nqsPDI8BL2p8DvASHh4/6M6xdOhX+oIijZxxoOOfE5r0t\n/c6VihrIjDHUNzuweU8LPIHemscWkx6LZtlx9dzx0KdoA2AyKEjOI7EuB/kCAkRRgdMX6pdeUd/s\nxDdunAFJZthx6AIAwGrWY/2aWSgZpH6rw8PjixPt0HEcDAYdvmjqwoyqspxfliLZJxUtp2VZwcZd\nzWnZoBeuWFFSZEIhzcjltPC9tLRPZZ5w84bBvn/P0Yvanw80tGPK2GJUDnHPY4xhy96z+KJJvVcW\nW414bO3stJQajHZutbqKJaMz1rku0SYeieo7riRZwcnzblSWWWE06OL+XLWVWFBgMWiBcoHFoG3O\nj3behnOuqO2rUxEgd3t4bNrdjKbzvTWP9ToOpUUmWEwGnLrghcPDw2YrTPgcqULvjlFGlGR4hyjR\n0njehZ09AbJBrzYLGVM+xI1eYdDrdMiCBz6S59RKFom/PhiS8PIfj+BEizprl8oNeowxFFuNKKJS\nWXknkTqsssyGzevd/kUr9tS3AVAnIx5ZOwsVpelvtqRtIC2kltKJyNXJHnuZFSsXVGHvsXYYDbqE\nZsJDgoxuTzDhlTxJVvDZkUvYebhVKyer13FYWDcGZ9u9WbmaQaFNHgkvB4VFexN0uXgtQLaVWHBZ\ndbn2dxMqC7B131mtWcj9K2Zg6rjBm4UojKFqTDGum9/bBWphrR21k8uHvQ5C4uHy8Vp+aCK6XEH8\n9zv1WoBcXGDEt26bk3SArDAGq9mAcbYCCpDzSCz30sjvXzZvAgBAkhTMqS4fdJYOAHYdvaSt1pkM\nOqxfU4dxtoIUXX104ZbSY8oLUFZkoQA5B/QdVwa9DjMmlWoPbYl8rq5dOhV/e+88/PDRxUOmakQb\n/0VWA7o9fMIB8pmLbjz/p6P48OB5LUCeOr4YT9wzF3dcU415NTbtey8b5v2TSTSTnGeGWg5yenkU\nFPUfeMuvrMK8aZXocgfx5vZT2uC99eqpmFNtw2D6dtG7b+VMzJlc1u+cmV6WIvnLz6t5oYnenCM3\n6I0tt2L9mrqklrUZY9Bx6iYrW4kFnSFx+BeRnBLvPey+lTMxfXwx3N4QKob4/oMnOrBl31kAPat1\nq2vTvntfURgKrUaUFpqobn2Oifx8TXZDvL3MCntFITo7vUN+X9/xX2A2wNmz0T9evqCIrfvO4vDJ\nLu1rBRYD1iyejPkz7drDWjgWAZCWAFlRFJiNBhRZ45vMoCA5D0V78/CCCD4kobB44CDX6zj8+dNm\nLYi4/ooJWDpn3KDHVxQFpYUmFPYZbNHOScExSZYgyT1VWBILkCM36FnNenA6DodPdmL5lVVDv3gQ\nfQMOkt/iKvemqO2bhwqQvzrTjT9/dgaA2gPngZUzMG1CadLXORjGGPR6DhUlFhipwkrO6jsOBxuT\n6agmZS+zwu0XEtosrTCGgyc6sO3AOa0IAAAsrBuD1YsmRa2kkurgmPU08LGaDSguMEKn42CJ8yGR\nguRRgDEGlzd6J5xgSMKGrSfg9qvNQq6YXolVV00a9FgKozbTJDNkRe2ol8jshawwbN6j1gQNK7Ia\nUV5sgqyom1TnTauM66ZMAQcZSpcrMGQKQ9N5F/6w45RW5qq00Ix2ZwCzpg6+YpeMaJMZJD+lq5qU\n08uDD8lxB8iXuv3YuKsZ59p92tfGlltx57U1mDIu/TWPZYXBYtSjoFAPqzm5WIWC5FHA5QtF3fAk\nyQpe/aAJ7U71CXT6xFLcfX3NoDd6pjCUF5uSHnSExKLDMXTQMZhgSMIbH53EqQvqzmmDnsPqRZNx\n6GRXz/FY3MdkTEGx1UR5xyQqf1CEYYj7YvMlD177oAlyz5JGaaEJBRZDQg9rw1EYg8mgg62skJqC\njALpanLS7Q5CkJS4uuiFRFndkPrVJW31zmjQ4cYFVVg2d1xaS7qFK7ZYzHoUFxhTdi4KkvNcOM0i\nchZZYQx/3HkazZfUVrwTKoZuFsKYAluJlfLZSEZEy5+PxVAd9ARJxolzLgCxbwxhCoPRqENZkZW6\n5ZGoREmGxx9CxSAzthe6/Hj5/UaIPRtPiwuMaWv5TE1BSLyipWloAXKMkxSMMRxu7MCbHzRqq9IA\nMGtKOW67eirK0ljWUFEUmAx6FFiMaRn3FCTnMbUlavRyb+/vO4evznQDAMqLzXhoTd2gATBjDBWl\n1DWMZIbbL4APyVHz54cyXAe95VdW4dr5k+B2B2MOkKnmMRmO0xsatKRmhzOI321pQEjs3e9hNur6\nNXBKxSwyNQUZvZJpchKZpnHLkinocquVhGINkJ1eHpt2t2gTEIDaFOe2ZVPTl0rEGDgAFpMBRVZz\nWtPfKEjOY4MV/N519BJ2fXUJAGA1G7B+TR1KBl1GZrCXWWgWjWSEP8GW0/uOt+G93b0b9C6rtuHe\nKB307OUF0LOh0y3UgEOPsmIrBRxkSC5fCHLP5qBIDg+P324+rjVvWDx7LFZdNQkcx6VsF79aZYWD\nrcRM3R1HsUSqSUWmaXx+ogPTJpSirDi2+tmyomD30TZs/6JVWyXRcRyunjsOKxdUpaR7aaRwhQqL\nWZ+xyQsKkvOULyBAipJPdLChvV/5oYduro36pmJM3aldWVZAgQLJiJAQfyWLaBv0Eu2gpygKjAYd\nbCW0akKGxwsSArwYdbx6AgJ+u7lBa7d7xfRK3Hb1VC34SMXsMVMUFFhNVGWFAOgtD9fpCsadj6wo\nCiSZQRlmAiGs+ZIHG3c1o6NnPxMATKsqxdolU1Je71tWFBj1eljNehRajRmPRyhIzkOCJMMTEAds\n2jh90Y3fbz0BQC0/9PWVM6LuNGXhjR8lVHCeqNJRXqgvRWFweOOrZBFtg14iHfSYwqA3cCgvopz7\n0Wa4cT3Y3yuMweWN/kAX4EX8dnMDHN4QADUv857lNSn7cA9vzCsrpTx50iveChfhNI0DDe2QFIa5\nNbZhH978vIj3953TWqkD6mr0msWTcePSqXA5A8n+GADUGAQArCY9xpRZR7SaEAXJeUZhDA53aECw\n0eYI4NVtTVqzkNuvrsbsKPlCTGGwWvQoS2DTFMlP6Sov1Fe3OxjXA9lQG/TioSgKSovMlHc8Cg03\nrof6e6c3eov0kCBjw9YT2gxbzYQSfH3ljNTt6megjXlkgEQrXKyYPxFTxhZDp+OGDJAVxnC4qRNb\n951DICRpX58/sxKrF09BUYpmeMPpFFazuhHPVmpFpyAN/8I0oiA5C2mzF/b46wk6PANv3i5fCBv6\nbB654cqJWDx77IDXKoqCQlq+I32kq7xQX26fAGmQvM5ohtugFwumMBgMHCppNm5Uauv2Dzmuhxr3\nfl5ESFQGBAWCKOPlbY1o7fQDAKrshVi3qlZrI5wMhTFYTQaUFZlodY+khD8owB0QUTnMvbzdEcDG\nXc1oaevt0Gcvs+KOa6pRM6Ek6euI1vAjm1CQnGX6zl5cP78Ky+eNj/m1voAAUeyfhxxuFhLOjSu0\nGBBt5YIKz5OREAyJ8POx5yFHdtC7rNqGe2+YFlcOMWNUtYIkRpJluH0Du4/JioLfvFOvldQcZyvA\n+jWzkk7fYQqDTgfYiiyUJ08GFW+Fi253EO6AOOTsryDK2HHoAnYdvaTlKhv0HFbMr8I188YPWi42\nVuFZ41Q0/EgnCpKzSOTsxZ6jFzFncllMs3bR8pBFScErHzRqS39mox62EjOOtbhw+XS7tryiKNRF\nj0SXTHmh4UiyPGheZ6RUbNBjioICswFGWwHNxo0Sg+UUj6soxKzJZTh6xgGjQTdgXA827jtcgQHj\nVVHUmvNfnVZLatpKzHjkljoUWJL7eGWMoazYDHP6+i+QPBJLhQuFMXS7gigZZkP+ibNOvLu7GS5f\nb83j2klluO3qqUltOg03/MjWWeNoYnoXd3V14YsvvoDBYMDChQtRWpp8r/nu7m7cfffd2LBhA6qr\nq5M+3mjGouQhK4zhjx+fQssldYnEaNChvMQ8oOOY2iTEAouJnpdIdImUF4qFwxOKqZtTshv0+m50\nKi+xoDMkJnXdJDcMlVP82031OHrGAY4DZk0uj5pnHznu3X4Bstw/LYgxhnd3N+NoT4BcWmjCY2tn\noTiJzox9SxAWFZgQ9IcSPhYZXYa6PwuSDIdb7b472CSByxfCe3tacLzFqX2tpMCIW5dNxZxqW8KT\nC2rlIDXPONdW8IaNjDZu3Iif//znmD9/PhRFwU9+8hM8++yzWL58ecInFUURP/7xj2G1pmenfK7o\nO8vR6QrC4eExa3IZGnqKcs+NMQiI3ETS7Q5i5+ELqD/jAADYis2YO82Gk63qUqBWwJ6ahJAYpbqq\nhdPLa/VlHR518120GYpoG/TWrapFVQwb9MKzFrTRKb9Fmy0eKqf4DztOYefhC2CMocBiQMM556Bl\ns8JfCwky/Hz/5WnGGLYdOIcDDR0AgCKrEY+snYXy4uRm2sqLzVm9/EwGSmYfUb/Xx3GfHWzcRztO\nMCTC5QuB46IvS8gKw976Nnx08DwESa15zHHAsjnjcOPCSQPShoa6Z4cxxgAGWMzpb/iRTsMGyS++\n+CLefvttjB2rPlFfuHABjz/+eFJB8s9//nM88MAD+NWvfpXwMXJd31mOIqsBFzr9CPASCiwGLJk9\nDgDw1akuHDrRMWRFgQAvgu+zieTjw63Yd6xdy0EusBiw/pY6VJZacVUdj9JSK/SMgTFqEkJGhp8X\nERRk6DgOHx9u7dd9bPmVVdr3NbQ48Kt36vtv0Lu5NqaNpYwxFFvV9r+UWpG/4q280ukK4qvmbu3P\n6j136IBUYT3lCSPG0SdfXsSnR9SmTBaTHn9z/5UoMiWWG6EwBotRRw1sclAy+4giXz/cGA4HwQca\n2ge8ZrDjeAMCvEERukEC5HPtXrzzWTPaHL3l2yaNKcId11RjQmXhgO8f6p4NqLPGBr0eBRZDXtx/\nh31HFxUVwW63a3+eOHEijMbEn3Lffvtt2Gw2XHPNNQB66+GNJn1nOSRZQdM5F/w9XZkCvITDpzr7\n3cgPNnZqb46+FIWpzRd6BqHDw+NAQ6cWIHMA7rq2GpWl6lOlrcSCyjIrdBww1lZAATLJOF6QtDHr\n8PDazRYA6pud2gzFvmNteP6tL7UAeU61DX95++xhA2RFUWAy6DDWVoCiAqoEkM+izRb3nUlbWNv7\nudU359ig16HI2vsZNq/GNuQMntM7sHPp3mNt+ODz8wAAo16Hh1fXYXKUmvOxYIyhrNAEWwkFyLkm\n2j6iaJ/Vsb5+sM96QA2mX3ynHv/f/x3F9i9a+72m8Zwz6nGcXh6+QTboBXgJf/70DF7aeEwLkC0m\nPe64php/dcecqAHyYPdshTEwhcFs0KOyzIox5da8uf8OO5M8e/ZsfPvb38Z9990HvV6P9957D2PH\njsWWLVsAALfccktcJ3z77bfBcRz27NmDEydO4Omnn8aLL76IysrBUwsSXcIYykgeU9bp+pUFCg+k\n8H/1Op22czT8fTZbIewV/QdtuyOAisreZeemCx64fL35a5VlFtTVVMJWrnbACTcJmT1jTMoHb678\nG6VbrvweRuKYoiSjzRFAZaUaoMgcB4O+/zgsKjJj28Hz+OTQBe1rtyybiluvHboZg9aet3T4/Ppc\n+X1mQq78LqIdM/I+CvS/T66/fS5Wd6vl2Mb1fM1uL8b186uw5+hFFBUYMb9uDB697bJBz+sLCChS\n0C93fn/9JWza3QIA0Os4PH7PPMypqdDOHys199iAilLrkBuYcuXfKN2y8fcw3BhM1etlnQ5HTndr\n3xsMySgt6o0PSssK+h2HMQaZ41BSZEFhcf+xxRjDvvpL+NOOk/AGevdnLJozDveumI6SwsFLaUbe\nsxmASlshpk4oUStjjc2+f6NkDRski6KI8vJybN++HQBgNBpRVlaGzz77DED8QfKrr76q/f+6devw\n05/+dMgAGQA6O71D/n287PbiET2mHsDl0yq0J78Zk0r7pVssnaOmthw53Q1RUrCw1g69ovQ7vi8g\nwBsQtZv3pW4/3vigUfv70iITrpxRCT1jcDj8PQGyHnXT7Xn3+4znmOmWK7+HTB9TYQwdjmC/3Hk9\ngLrJZdrMRO2kUryytQGnL6i580aDDndfV4PLp1cO2clJURiKrEaUFJrgdQcx1E+WK7/P8HHTLRd+\nF4MdM/I+Gu0+qQfQeM6JUy3dqJ1cDgBYPm88rr1iIhwOv7ofZJDrlWQZnc4guD7VLI63OPD6h00A\n1JzN+1dMx/gyCxwOP2y2Qjgc/mF/nvADXWmREdBx6O72xf2zJ4PurapU/B4ix+D186sGjMF4Xh9t\nDNvtxXA4/BB7coUBwGrWQ5IV7TXjSsyYPqEER884oNepXR4hK3BG3Dc7XEFs/KxZK1UIAJWlFtxx\nTTWmTSyFFJLgCA3evEMP9T5d3+KEjuOweNYYjCkxI+ALodBqysp/o2jHjMewQfLPfvazhC+GDC5y\n53R4456txKIt/a2+uka7kfcVWe7N6Q1hw9YTWrOQpXPG4uq547WkeqYwWMz6pDaUEJIoxhi6XMGo\nHcqWX1mFedMq4fDweHd3S78Net+593KUDlFGS+lpCGIroRqyo9VwlVf+463DOHlerYoyY1Ipnrr/\nSgDqzLJeUQZ8f19q9ZXeAPlUqxtvfHRSq9F993U1uKxnBjlWisJQaDVSw6Y80ncMzp4xJq6grtMV\nxKJZY4etHhRZknDlgqp+r9m8twUN51xQmIKasWUD8oRFScHOwxfw2ZGLkJXemsfXXzER118xIaaa\nx4qiwKjX4/ZranDjQmnI680ng34C/eVf/iV+/etfY8WKFQP+juM4bWY5Ga+88krSx8hlkXU5o9Xy\njLyRM8bg8PBagBzgJWzY2qAtmyystePWZVO1dAqFMRRajCgtopsyGRkOT28li+h/H8LrH50c0EGv\nekLp4DNzDCgroqoVZPAP6sZzTi1ABoCT591oPOfUZpSH0rf6CqBubnrlg0YtwFi7dAoW1I6J+RrV\n2WM1BY4e6PJPIsFivJtOB3sg7HQF8fmJDkiyWs3nzCWPNuEGAE3nXXh3VzMc3t5UzNnVNqxZNBkV\npYNPnIX3h5QXmQdUqMi1Mm7JGDRIfvbZZwGoOcn/7//9P+3rjDH84Ac/SP+Vkaic3hDCU3KipOCV\nbY3odKmDuXZSGe64tqY3QKY202SEuXw8BEkZNECOt4OewhgKzAaUFubHphCSfc63e+EOCNqG50vd\nfmzYekJb7l65oApXz429ggGNWRJpqBKFQ4n294IogxckAFy/GWGPX8DmvS34qqcULAAUW41Yu2wK\nrl84eUAqRl87D53vl1Jx67LR28ti0CD5n/7pn9DQ0ICOjg4cP35c+7osyxg/Pr4SJyQ1/LwIXlRL\nZykKw1s7TuJsu7q0U2UvxAM3zoBe1zuDXFpoRqF19DzxkeziDQgIhOSoG+5kRcHmPWdj7qCnzcSV\n0kwciU3t5HLMmFTaL91iuFnk9/Y0Y+/xdnDgcFl1OS6rqcBvt5zQVjmumTseK+ZPjOn8jDHodBwq\nKR2IpIkvIODTIxcRDMngQxIsZgMWzx6DE+ec+PDzVi0FkwOweM5YrLpqEiwmw6APa4qiwOMX0HDO\npWXHfdHUhcWzx42K1IpoBg2Sf/azn8HtduPZZ5/Fj370I61Um8FgGHajHYlPLIXERUmGxxeCTqcD\nY6xfVxxbiRkPra6DyajeiNU207QUTeKTSEH7wQR4EefavOB03ICC88GQhNc/atI26A3XQY8pDAVW\nI0oKcr/mJsmsp+6/Eo3nejaGDhEgh/eE7OsJkAHgy1Pd2HusHf5gbyrbmiWTYxqDTFFQQKt4ZBCR\nOfsJipoAACAASURBVMazJpfB4eH77Uvq26Ck8ZwTLl8INRNKYS+zQpJluHwC2rsDONbihNVsgNGg\nA2PAV6cdaHf2lpGbWFmIO66tRpU9egMm1lO+zWI2oKhATanwBUQEesrSJttePZpUftak26A/fXFx\nMYqLi/HSSy9l8npGnVjykhhjcHh7N5F8euSiNgNXaDHgkVtmaXU/GVNQUWId0CGHkKHEmx83lJAg\nY+OuZhxrGVhwPloHvW+uqsWkKB30FKWnnXSxmerHkoQNN3scHvu8KMEfEFFSaIasMHR7eMiyOjl0\nWY0Nd/ZJZRuMojCYjGoLdKpDT4YSzjHeeegC9h1vw4cH1drHxQVGTLQXwhdUg1RBUtDhCEBRGMwm\nPW5cOBFLZ48Dp9OB03HwBgQEeREKg5a2BgBmox43XTUJS2aPjVpiMNyRtNBiRFGBMWP32FR+1mRC\n6h8RSMwazzmx73i7lkc0WF6SyxeC0rOJ5HBTJ7Yd6Clib1CL2FeEZ+qozTRJQKL5cdFIsozTF91a\ngAyoBefVChYhvP5R07Ad9MKpFfZyK7yJNTAjeSgds0/hsa8oCnTgwHEcBFGdpQsHyDMnleJrN0zX\natAP1oqXMVrBI/E7eqYb/qAIpSfC9QVFNJ13w15mhawoaulMqDWJeUHGnvo21E22wVZiAWMMoqRA\niijUMrfGhrVLp6IkykqGrCjQcxxKCk2DbsArLTJr4ziyjnMyUvlZkykUJI+QzXtbsPdYO7pcQRRY\nDCgtil7AO8CLCIYk6HQ6nGx14U+fnAEA6DjgGzfOQFXPDBxjDJWllpztj05yn8KYNkMc6fDJLuw8\n1Np/g97yaVqKkHYMRUGBxYCyIrUpSOqrD5NclOrZp7ZuPxw9QTdjDFLPJESh1QhFYVoN2qnjivGN\nm2Zi19GLg7biVRiD1aTHRHsRuroGr3lMSCIiexKHVzO63EG8tf2UNukAqM1t7ry2ekDlFcYYwACL\nSU2pGFdZiM7O6CUQI1NB+narHI0oSB4B4acpo0GHAosBAV5CodWIJbP7P1HJ4bbTOh0udPnx2odN\nUHpyw++6rqZ3GZEB9jILLe+RhKTipqjVQoaag3xZdTnqm51gjMGg5/q1UR1sgx5jDLaS4TvmkdGl\nrduf8OxTtNnnzXtb+jVqmj2lHEfPONRZOVFGt0edMZ5YWYiHVtfCFxAHtOKdN60S5cVm6HW9dbop\nX57Ey15mxdI5Y7H9i1atjGuRtTfdQqeoZQO7XTwYAJNRhyumVw6YdAi/bvHsMf0CZIUxGDgOVqsR\nRdbY93QMV388mZ831wJw+jQaIeFyQuFljVuXTkHNhNJ+39PhCIDTcXB4ePx+6wkIovqaGxdWaW8E\nDgz28oIh25oSMpxkboqMMbR1B/rdsJdfWYVx5QXYfugCzneotY4H26Cn9LRLt5VYKfeYpEy02edO\nVxB7j7VrS8j7jrfjgRXTMXuqDZv2tOBkt1oWy15mxfpb6mAxGbQNTH0xppbTKiqgjXkkPpEPbuF7\nb7gusa3EAqvJgPMdXjDGML26El/UX4QnIEBRgB2HLqDb07tiZzLqUGQ14p7ralDdE0PICoPFqEeR\n1QBzgpMO6Qpe0xWApwsFySPgQEM7AryotaGeaC/E+wfOAziv3czdfgGWAhP8vIgNW0/A17PDetGs\nMbjhSrUEkRYgU2BBUiCRG5bSM4NcVl7Y7+ub9zZj3/EOLa8z2ga9cIksW5EJFhPlcZLoxlUUxjz7\nFA5AAESdfd68twUdzgB0HAeLSYdCqwkMwMdfXsDJVrVUXHmxGY+unaXla0aujFw+rQKzppTTxASJ\n22BpQ+FmYn5ehNcvwhMUUN4n972yzIr9DR04erpb+5qOA0oKzbCa1VWM0iIzFEWBxaRHaZEFel1s\nucQjUWkiF4LjMAqSMyycalFapNYwlmUFTq+gzWwcbOzEFdMrwek46E0GvPx+byWAWVPKcdvV1eA4\nDhwH2MsoQCYjR1EYOlwBRPabPtzUiT317ejJDIJRr8M3bpwRESArKCmgOt4kNrHMPvUNQGZFqWix\neW8Ldn/V1tM1T93wNK+mAnvq23GoqQuA+jD36NpZAzaTLr+yCpPHFMNs0mFB7diU/Vxk9Bhq05qf\nF+ELiFCYmhuvQ7ghGMPHh1rxzse9ucccgKtmjUGhxYDGnhrgc6rLYS+zoLTIrG3cjyX47f+eKcMN\n86tyKoDNBAqSR1C4qgXrs0zNGIPLF0JZsQX/s7Ee5zvUjSCTxhTh/pXToddxPe1NaWmajByFMXRG\nCZD3HWvDpj0t2pi2mPQoKzajuGdZWmuwQCWySJyG+vCODEC+au7GtAklONVTi3teTQUOnexUqwRB\n3Qyl0wH+kITDJ9XZOatZLadZEaV6xceHWnH8nBN6nQ5tjuCAjYOdriBknQ40oslgHB4eoqRoE2KM\nMfiDImSZgYH1TH713k8vdPmx8bMzaO30a18bX1GAO6+txqQxxQCA+TOD0HEcpowr7ldVJZaNrn3f\nM25fCDsOXcBXzQ4smT0268uyZRIFyRkWmbi+ZLY6K3GwsROipGD6BHXw/9/Hp3D0lHrzLi8246HV\ntTAZ9HB5Q7CVUN1YkhnhJgvhAvcAIEgynB4erE+ALMsK/rDjFL481aV9rchqRHGBEXNr1HJFauUK\nI8oGqeQSPh+QW8txZOSEx4vDw4MXJDCmNqsJCTJc3lDPMrT6gGbQq3Vlw6W2dJxOC5BNRh0eWVOH\ncbaCfsdXGIMvIODEeZe2fH2wsRPTJ5Zq74lwQGI06HD5tIqEA4xo7zWSH8JjJMCLkBWGAosB86ZV\nqP0MOICDuvfI7Quh28Oj6bwLx1qc2mSDyajDTQsnYcmccdDrOK2525SxxQPy4uMtsyZKSr+8+0TL\nsoUrxuTb2KUgeQREWzr0ByUcPt2JQye7sK+hQ9ukp+M4GA06HDjeBp1Oh4azTnAclxNFuElu27y3\nBdu/aNVy51cuqMLyKybC7Rf65WMGeAm/+MM+LWDRccDXVkzXOjyVF5vBAcM2uYmc/Vh/+9x0/Wgk\nD4THi9sXAi/ICImyFlTodRzEng9+Hceh4ZwThRY9WJ/dpWJPmTeDnsNDN9dq5TQ1DCgrNMGo1/Wb\n4XP7Qnj1wyYY9DrMmlyGhnMu7e8SDTCivdfo/p4fwkErYwyKogakRoPa1zE8rj4+3Io99W1aA5G+\nrqy1Y9WCKq1MbLibY7IdSMMTdnuPqY3JCiwGbXU7XpEVY/Jp7FKp/hESTtQH1DfRsZZuMIUhyEta\ngAwApUUm6HUcjp524Ojpbu1NsfdY+//f3p2Ht1Xe+QL/nnO025Zs2Y6T2NkXJyQhwYQ0ISFAGkjC\nXso2w9KWTgl0cmmny0woXWcopdNpn4d7S58Jt3dKgWk7UFIKZSthJysFEhLiLE7iOIkT77KtfTnv\n/eNIx5Is27It2ZL9/TwPD4lydHRsv37103t+7++nt1slyrRYFYDYCoPXH8b7B86i/lx3QoDc4vLh\nsT/t7wmQoyWxqsoL4bRbUFxogtWsYEJJ/wFyqtWPc22ePo+n8S02XsIRFR5fCIFgJKGgbEQV+l99\nwTACwTC6vSE47SYkxxWfralMuLuhVVuRMMFphc1i1IMJoKcqUSyY+OR4u15TeThfS/Lv2q6DTQmb\nECl/hSMqwmEV/mAYXn8YsiTBoCg4cKJDb0X94eGWlAHyuouqsPFz58NRaIZQBRRZS7V0FJj6DJDj\nxyvQ/0bXq1dMx9duOh9ranqC8MGWZUs1d4+lscuV5BwQjqgIqwKBkIpI3ESvyIBRkSBLEmSDpK+S\ndLoD8PrDePr1I8wfoqwTQmj/RURCgHH0tAu/33ZU31BiVGQ47WYoSk/OHese00iKrc6p0a6NkqSt\n2M2pcqCusQthNXEPiMWk4OO6Nuw/0aE1CVlShZJCE6zmxA2l8WW6/vBmnf640SBj/tQS1EYXLPKh\n7iuNjEAwDLcvDAFtY93eOm2Ry2LuWbGNRFR8cKhFr80dT5GAqRVa+qUQQuuQl+ZG58GUWSsvtuKW\nNbOZ6tYHriTnAEWWMHVCIbrcwZ7HJECRZfiDYRgMMpafV4EVCyr0/KHYrZGx9qmNckOsyL3FJEMI\nAavFiCVzyvSWvLs+PYffvnIoocV0abEFiiJj4YwSlDosqCixpR0gp1r9mFha0M8zaDyLjReDIqPA\naoTZpECWJciyBHuBEXOqHJhUVoAKpw2XXzAZV62YjsrSAnTGzbFFNiOMBhkGRRvjn57ogCSjV4Ac\n/5rVU0t6jdNb1szGV29YiH+566IhLVjEftdsFu13xWYx9GosRfkhthmvucOHtq4AQhEVsiThsguq\ncNe6aiw/r0LfxDy51IqnXz+K9/ef7XUeWQJmVNoxfaIdVpOCCqdt0JWA4u9WZ+P4+Oelu3Kdj7jE\nk0XpfDLr6Paj2eXTanBGHyuwGFBgMcBmMSIUUXHbmtl6d73ZlQ49H44omy6/oBLTJ9rR5QnAUWiG\n025BRBV4aUc9dh1s0o9bU1OJm66oxvGT7RCqwMRSG5x2y6Dz5fKtyDyNrmXzK/QNdAASmjGUF1sT\ncuRPnOvG/uPt+nNXX1CJ6ko7XtrVAAgBRZGgyHJaG6JTjdPyYivKSwvQ0jK0RurxK9XcuJd/QuEI\n3L4wAirQ5Q1qZdyS6mg77RZsWDEdp5q78c7eRvztcM8mZ6tZwbJ5EzCnyoFuXwhFViNmVRXDWWSG\n02FFS0vvVIxccvWK6Vi/ciba2z1jbuwySM6SdEqweP0hHD3diT+8cRSeaLOQJbPLcK7dA0WWYTDI\nEID+JgAA1VNLsPy8irxq60j5x+X2wxuIoNRhQalDG3++QBi/33YUdWe02pzxHfRkSUJxoRlFNqO+\nUjIUHMuUjlTza/LYKS+2otMTxInGTvzm5UMIhLS7HoVWI+obO2FWgEUzS3CwvgOyLA9qLs3GOB3q\nSh6NDiEEvH4tzzgUiUCWZRTIUp+LA6oQ+PBQM17d0wBfIKI/XllmQ0QFjp7pgtmkYPXiShRYjb1q\ndee6iaUFUNTh5efnIgbJWZBOCZZwJIKt79bhvU+a9M0g500vwY2rZ2B3bRMOnOg7x40rbpQtoXAE\nLncA4YhIWFVrdfnw5Gs9jW16ddATAmUOC0xGVoql7Eq3xFWnJ4gDx1vxhzfq4AtoK3EFFgOKbEYI\nCBysd+F/fX4R1tRMAcC5lNITDEfg8YbhD2ljSls17v/O7uGGDrz+wSk0RtueA0BFiRVrairxzr6z\nkGUt6D5woh2XLp6cdwHyWMYgeRQIIXC4wYXt+5v1ANlokLH2wikoLjTj85fOxurFPjidfX8yS3dC\nZzI+pUMIgS5PCB5/CHLSakjd6U78btuRhPzjO6+cq+24FgKKLGFiWSHa29yjdflECdzeILa+eww7\n9A572iJER7e2QUpLrdACHM6NlA6vPwSPL4xgJAJFllOuGLd0eNEZTZkBgEAogidersXJpp650WiQ\n8dmaKqw8f6KeIy+EgKxIMMgyDAYuNOQSBslZUF5sxfypJdh/og0GRdaT2luihbY7uv34y456/faf\nQZHgLDKjuMikFwYfbo4bkF7KB41fsQ9QBRYDujwhCIheeXTJHfQWznDipstmwWRUoAoBq0lBSZEF\nijz0ep1EgxHbKBTLi0/e5Ob1h1B7sgM7D/QEyCajjPXLpmL/8TYcauiAQdEaf+R7gMxFkOxShYDX\nF4LXH0ZEFZBkSW8qk+ztj0/jUIML4YjAgunFqHAW4M/vn0C3N6QfYzLKuPGSmTh/dhkArYZ8LOVH\nFVo79cH+LDkGsotBcha8tLMetQ1at5z5U4sBAL96/gCAWA6cC8cbtXapErRflIvml2P6RHvGrqHP\nW5LlRRl7DcpfL+2sx57aJkRUrTzR5RdUQYrvoKeq+MuOk9gdt0Fv5uQi3LZ2DmRJglAFHIMoSUSU\nafGl3GI8vhAOn+rAs28fQzhaT1MCoEZUfHCoCXeuq0ZHd1BrIZ3n+ZNcBMkeXyAEXyACfzCst4uW\n+lkIaO/y48CJDhgUCeGIinc/OafV7o4jS4BQBd78+Azau/1YvXgyrGYDbrl8Dp59qw6fHG9HbUMH\nXtpZn/bPkmMg+xgkZ1h8cGo0yNh/oh1CaH9WVRVvf9yoFw2XJKC40ITb1szGBXMnjOZl0zhyrs2D\nXZ82QRUCkiTh0xMdWDyrp7ybLxDG77YdwbEzXfpzSorM8AdVrS16kQWlxRaYeFuQRkFsjjUaetpE\nL5tfAZNRwYvvH8f7+88hGE1jk6AFJ1aLASeb3OjoDmJPbVPedwcbbOthGlgoHIHHH4Y/EIEQ2qrx\nQLnG8WIpa53uIFJ8foMqAEu05OCB4+24eOEklBRZ0OLyobbB1Ws8D/Sz5BgYGQySR4iqqvD4wwld\ndUoKzbBaDaiakPnV3dgtSVbBoHiBYAStXp8eICdL3qAny1oqkMmoaPnHktaJLJ1SWUQjpdMTgNcb\nwvYDTXqAbFAk2MwKTCYFBRYtja29y58ywObcOD5pdY3D8AV6KlRAwqDLV3Z5g+jyBuGJe3+vKLGi\nrdOnN7eJqNqHNQEBgyLBamb4lQ/4U8qC+A5My8+rgBAC7+xrREdcVx27zQijScbyLE7QrIJBMeFI\nBC53EMFQBOVlRVg006lXUFk4owROuyXlBr3ZlXbUnemCEAIXzC5D9bSS0fwyiBIWAIQQmD+tBFaT\nAc+9c1zf56HIEkxGGRFVoMsdQiCoYuXCiQnlNPMZF0GGJxAMo7XDi7NtHj2dYjCrxjFefwiv7m5I\nWNG1mBRsWD4NF1aX44lXanHybDdkSYK9yACz0QCDIuGieRMSamwP5WfJMTAyGCRnUHx+0Pypxbi8\npgplDgtqT7bjld0N+i2Y2VV2dHlDUKTsNwThLw11eoLw+oKQZFl/I7jsgiqcP0vbPOK0W7Dr03P4\ny456qPEb9C6fBZNBQVunHzazghmTHaP1JRAlWDa/AtMrCiFJEkrsFvzpvRM43OACoKVXFBeZEApF\nUGK3or3LD38wgv0n2lFgNWJpdTn2HWsDkN+BBRdBBkdv+BHU0ilKTcYhBcaAtqHv4yMteGVXA7yB\nntXj5QsnYc0Fk1EY3atx91Xn4URjJ4QAzptRglBYm2AHW9a1r815HAPZxyA5Q861eRI+TdY2uHB5\nTRVOnO3Cf710SC8efsHsMjS5vLBG2/UO9nYfd7JSugLBCFyeAFRVQErxZqB10FPxzJt12FvX0/1p\nTU0l1lxYBVmSoKoCMyYVwWbhBj3KDS/trMfu2iaoEYEFM0rgC6r426HmngMEYDMbIFtNCIVVBIIR\nfUvq3w634Ks3LBwz3cHy/fqzLVPpFPGa2r348/snUH+up/JUebEV16+agaULJ6G93ZNw/PSJRSi0\nmQZsstTXz/LZN47gnY9OA0i9OY9jILsYJGdRc4cXf3ijDu3R2pwLZpRg/Wem4ndvHB3S+biTldIR\nUVW43AEEgxFIfdTzBLQNeo/9aT/ao2lAsgTcfPlsLI6WJxIqG4RQbmlx+RI2ne462JxQYgsAZBlo\navdh+YKJendIm8UAg9LzQXGsdgcjTSCodcLzxVWnGOqqcUwwHMFbH53Be/vOQo2WVjEoEtbUVGHV\n+ZMSxleMUFU4Cs1DXmRocfmw45NG/e/MoR95DJIzZGJpQUJ+0PypxXhxRz3OtGqfKqdVFOH2tXN7\nHZfu7T7uZKV0uL1BdHu11IpUq8cxrS4ffvPKIb25gixJcNrNegc9IQTKii0wsoIF5YhgOILWzp5N\np25fqFeADPSsEq5YUIGrV0zDWx+d0feI5HN6BfVPVQW6fSH4A1pNY3mQ1Sn6c6ihAy9ur9fnSwCY\nO6UY162c3meeuxACpcVWVgHKcyMeJIdCIXznO99BY2MjgsEg7rvvPqxZs2akLyMrYvlBXZ4AXtl9\nCkdOaasYE0qs+OJV8zCxtAAtLh9mVzowu9IBp93CCZsyQlUF2rv9CIXUfoNjAKitb8eW5w/oG/SM\nigyn3QwlthIigPJiCwwKJ3cafUIIuNwBeANhlBRZsGimE3tqm9HlCerHKDIQiVsYnjPFgeqp2ibT\nW9bMHnSaGtPa8oMQAt6AVrYtEArrQXFyU6Sh6nQH8JcdJ/Fpfbv+mN1mxDUXT8eCGc6Ud+mEKmA0\nyii1W4eV1gFo4+/i8ycnpFsMZUxyPA/diAfJL774IpxOJ372s5+hs7MTN9xwQ14FyX0Ntv3HWtHp\n8sJslPHGh2fw0RFt1ddklPG5VTPg84fwxCu1+ORYG9y+EMxGBes/MzXtlAnuZKVUhBDo8obg8QUh\ny3K/Be8B4I0PT+Gtj87oG/QqSqxaPVBJ0qpcFFlQVmxmgEw5IRiOYF9dC06e6kBxkbZip6pCb+cr\nSdocGwmrMCoSzCYF1148HUvmlCecJ36ubHH5tGYicf8eP68/8+ZRfHK8HUaD3Cutra/5P9U5KXsC\noQi8vpD2QT+aY5ypVWMAiKgCOw+cw7a/neqpuS0BFy+YiLVLp8Bs6vlJt3dp5TKddgtUVUWRzah3\nzo1pcfnQHteuOtWfy4utvcZXi8uHS5ZUYkG0KVlf7/n9BcGp0jTPtXnQHu0ATP0b8SB5/fr1WLdu\nHQCtdrCSR2/GfeUE//x/Pkbd6S4EQxHISSsawZCKLS8e1LrtCOgVLsKRMF7cUT+olAnuZKV4Xn8o\nrp10328Q7V1+RFSBP75dh1PNPZtKLq+pxGcvrIIreguRATLlkk5PEC/vrMcHtc3w+EOQZG0jaayT\nHqA1CwkGVRRYDbAXmOH1h/DOvrPY8WlTyn0bsTncaNDaUl+9YnrCvG4yyDgZ3ZBlsxgS0tr6mv9T\nnZMyT1UFur0h+IM96RQDLQoMRUNTN/78/gmcbfPqj1WVF+CGS2ZicllBwrFvf3xaL6W5YEYJ7rlx\nCbo7vQnHvLSzHm98eBpef1hf4Vaj1x/7s81iQGV5gd5HYWm19iEvnXHV316lVGmaHl8YdY2ded1M\nZySNeJBss9kAAG63G1/72tfwT//0TyN9CUPSV05we5cfR091QlVVCCQGyPHUFC14giEVxxs7BxXw\nMjgmVQi4uv3wh1TIkpTQTjrZ2x+fxifH2tHW5UcorgtZcZEZF84tj+YiWwAIlDssPSkXRKMkGI7A\n1R1Ai8uHfcfa4AmEIQCEQr0nVym6+BAIqVCjG/H6ahSSag6fXenQHwtHVDS2eoBozrPXH9Y3XPU1\n/8f+nPw45+nMOtfmwbl2L5RoYJmpdIp4vkAYr+1pwAe1zfpilsWk4MplU7BsXkWv14y1ogYACIHD\nDS64uv297lDs/LQJXn8YQggEgtoYVRQJoaAWMxgNMjy+EI6c6sSEEisMioxdB5v0Tr1A3+NqsHuV\nQmEV+0+06Y1MOF4HNiob986ePYtNmzbh9ttvx9VXXz3g8eXlWehIN8hzRmRZH7AxTmcBIrLWbjpV\nEJxMAhLaVSqyhGlVJf1eSy587WPpnNmW7e+Dxx+Cq8uPQrsNhQM8r6XDi/3H29Ha6dNX32RZQnmx\nBWajAofDCmeJDRK0jafDfePJlzGQL+ccCbn2vej0BOB3B1BcUoAQpJ6KASL1BCsBMBkVlDos+Pv1\n8/D823UJ/+50FqC8VFv9S57DjQYZjmJbwmOyJMFqMeglOz+zcCLOmzMB59o8Kef/2Hnizxn/mpmQ\naz+j0RAIRVBeNtCMN3hOZwGEENjz6Tn88c2jCRtBly2YiM9fPhuOQnPK50YkCYqszakGRdHzj+O/\nt7Ex15ObrI1j7e/RP2sPAAAMSu8xGvt/qnHVV1wSO668vAiX1lTpFTJq5k3A/mi5z9jzMjlex+JY\nHfEgubW1FXfffTd+8IMfYPny5Wk9p6Wle+CDBqG8vGjQ51QALJ5VmnBbQ1FV7Np7GpCA+GpCspz4\nd0ALiGP/hSIqJEnC3CkOTLSb+7yWoVznQMb7ObMtW98HXyCEbm8YkYia9i3GT4604Fy7V48vZAko\nKTLDbFQwb2oxFCHg6vCgrNiKtjZ3Rq4zk8bzOWPnzbZc+V6EwhF0uAOIRHrapSvQukHuPBBEt69n\nQpUlbY7VWqNLsJoVrFhQgfOqHDiRNEe3t3v0esjxc3jsFvZEuzlhXp9dZYfbF0aBVcWiGaW4dvk0\ntLR09zn/I8U5FVXN2Pc1X8brSIzV5PrDw+V0FuDQ8Va88P4JHG/s0h8vdVhw/aoZmF3pQCQYRnt7\nOOXzJSGwaGYpPq3vQDgisLS6TNucH/e9VaCNlVi6RSyXWVVFwp/j0y1iaRAABhxXfY3L+OMuO39S\nQk6zLAT2HWvTXydT43WsjlVJiD4+omfJQw89hFdffRUzZszQH/v1r38Nszn1pzUgdyZyIDFBvqGp\nG//nuU/Q4Q5CjS4lz61ywOUJwqDIcPu0zSX3Xb9Qf3711BIcjpYjiu2+zsZ18pypz5ltmb7m4hIb\njpxoRTgsBrXSm9xBz2JSsHJhBS6YOwEOhxWKEJAlbRwPdwc2kF9jIB/OGTtvtuXC98LjC6LLE0xZ\nlaWjO4D//dwnCEQrsUx0WnHNimkotVvhdFgSNj3FxOboPbVNKXM1W1w+OJ2JdZLj5/X+NkH1t3Ev\n+ZyZkC/jNdtj9eS5LnR1+jJ2vlBYxe5DzXht10lE1J6ax5cuqcTqxZN7rc4mU1UVdpsJhTZTwpiI\nyHLKJjXD2biXzrgabPWKvq5zOMbqWB3xleTvfve7+O53vzvSL5sxsUHl9Yfw6q6TaOvqqZtoMSm4\ndPEkvPa301q71CKLngcaHxAPFBwTCSHQ5QnBrwqoavo5eBFVxV92nMTug036YysWVODihRNR6tDG\nrrPEBleHJ2MBMtFQqEKgvavvsoXd3iD+74uf6gGy1aTd0nYUmTFnSnE0dah3cBwLNvrK1SwvtqI8\nacUv/jz9BQ59/Vuqc1JuOnLKhRfeP6E3+QKA2ZUOXLdqOsocAweNqipQHNcgJDYmXtpZj52fsnfk\nxQAAIABJREFUNiGiqli1aFLChrjYuIv/+0B/1p+XxrgabLDLZjrpYzORIfD4Qjh22oWP69r0xyQA\nNXPKcNF5FTjV4sEnx9vh9Wv5TX94s467SCltHn8I3dGqFdY+8uFS8QXC+P22o3qXMYMi4fOXztI7\n6MUrSxEgs5YmjRSvP4ROT1DrhpbiA6AvEMZvXj4EV7TUm8koo7hI+11wFJh7fWhM3uEf21RHFNPl\nCeKlnfXYf7yn5nGR1YirL56GRTNL01owEKqA026GxZQYOrW4fHhp50kEQhFAAC/tPMkNcWMEg+RB\n8vhCcLn9+OuHp7VfCGj5xmUOC9Ytm4rX9pxCbYMruplPoCRa25O7SGkgsV39kYiAJPdftSJZq8uH\nJ187jNZOrWZnkc2IO66s1jvoxQghUFFiRUdH7zJFbHlO2aYKgY5uPwLRyiypBEIRPPHKIZxr18ao\nIktQIyq6vUFcumQyqsoTx3Rfq8asK0+AtvK762ATXv/glP6eLQFYXVOF1Ysm6pUeBiTQZxfS442d\nenMmCUAgGBmwchUXJfIDg+RB8PhC6PRoHXgO1mt5xbIsodRuRs38CWhs82DXwSYYFBmKIsMfiCBk\nVQfMb4rHX5zxJ9ZRzBeMaCXdBlllou50J3637Yg+SU8uK8CdV87ttStbFQKlRRYYkib53QfPYfv+\nszCbWBaIssfjD2m5x5LUZ4AcCqt46rXDONWsbSQ1GmRUlFgRDKsIqyoWzihN+/UyWVee83J+Ot3s\nxvPvn9BK+0VNLivADatm4Px5FWltBhRCaAthJdY+x23tyY6e46F9sCvu5y5gLDUDiLVPn57W10Mj\nj0Fymrq9Qbi9Qfzm5Voca+zJD1oyy4lCmxG7D5zDNk8QqtBW8RyFZtgsPd/edFYyklfzvnjdoqx8\nLZQ74m879zUB9yd5g97CGU7cdPksmJICYVVV4SgwJXSKArRGOEcaXAhHtN3WFU7bkL8WolTCkQhc\n7mA097jvMd7i8uHF7T2VBkqKzNoqsgDc3iCCoQiefv0Ilp9X0Svfs69V40wEtbzLkn/8wTD+uucU\ndh9s0suumo0KrrioCsvPm5j2Hg8hBEwGGU67pc90jBaXDyeb3LCYFD1/fubkoj73HrW4fHq1CwB4\n48PTXJTIYQyS0+By++HzR/D0X48mBMiKDJxsdkOWJHh8Ye2XSAh4/GEUWI347IVVaa9kpLpluL7N\nwzanY1QoHIHLHUBokFUrYlJt0FtTU4k1F1b1CrZVIVBkM6HAmtgq9XBDB46e6oy2dNVuEQaCYaxc\nNIkTNg2bEAKdniB8/hCkAVqmv/XRKby//5xen9hqVmAyyOhwBxAKaU0XLCYFBkVOeacjW91IB9us\ngUaXEAKfHGvDyztPotvXU/N40Uwnrl4xHfYCUz/PTqQKAZvZ0O+KcLwKpw3hiIpIRMU/XLOgz+Pa\nu/x6gAwAXn8Y7V1+jqkcxSB5AO1dfgRCERw40Ybaho7EfxRazc74T5iKLKHEbsYdV8wddBWLWCWM\nwaRnUH7RUiuC8AW0FqVDCZB9gTB+t+0Ijp3RVtwMioSbLpuF82f13qAnhIDNrKDI1v+bgyJLkCXg\n+lUz8JnzJg76mojiBYIRdHQHAAkpK1fEa+v0YfuBJj1AliXAZjZAAFAjKmRZm2NVVSAU7jt9jUHG\n+Nba6cML79frG5cBwGk347qVMzB3SvGgzqUKgSKrccB5E9DG3fypJXonu8WzSvsdi067BTaLQQ+U\nbRaDXg6Ocg+D5D4IIdDa6Uc4oqKl048/vXdC/7dYrxyLWcHqxZUAgLc+PgO3NwSbxYBViyYNOkDe\nU9sErz8UbYVqwGcvrOpVmJzymz8Ygqs7BEhDb6uaaoPenVdWo2pC725U2q1CBcWFqSfg6qklmDPF\ngaOntDeVuVOLGSDTsHW6g/AEQmmnD72//5weMMiS1jI9vj26IsuwmAzwB7VjRnITXn+pHJQbQmEV\n7+5rxDt7z+idRRVZwuolk3HZkspBLzoJVUWRzZRWgAxo6Ti1DR0QAlg0uwxXL5/W7/HlxVZ89sIq\n7IreBVx+Hu9M5DIGySmoQqDV5YMqgG5vCE+8XKtviiqwGlFgMWCS04r1n5mmB8PrV85EXX1br8L2\n6Yjd0nMUmlFg1WovsoTR2BHLyQyG+97Rn46UG/TWVcPRxy1EgyKj1NH/CsU3b70g7eY2RP0JBCNo\nbHHDO4gA+d29jXrKkCQBTocFNXO0OyIHjrfDbFIgywqKCoy4eOFEXF5TOeIBRbZSOWj46k534s/b\nT6AtumgAADMn23HdqhmYMISflSoEHAU978MDiU/HMRpk7K9rxfJ5EwYcJxxT+YNBcpJwJBJdpZPg\nD4bx21d7anWeP6sUVyytwp6D53Cy2ZNQ/zhTxbkNClMtxgpVCHTGp1YMI0BOd4NejASRVmF8gMEx\nDY8qBFzdAfiDYZSVFaXdoGb3wSa8uqcBQE9N7ykTCuG0W6AKgUhY4IPDLfAHw+iCQIHVMGoBxVBf\nl1UxsqPbG8TLu05iX1yvggKrEVctn4ols8uG1CRJVdVoDeT0AuTh4pjIDwyS4wTDEbR1+iFJEsIR\nFf/9+hGcbdNqdc6cbMdNl81CZ3cA9U1uyNE8O30jxzDacvKW3tjj9gbR7QtFN8UNPTiORFT8+f0T\nCRv0Lq+pxGdTbNDTCaC8xMZuepR1vkAILne0OssAucfx9tW14oX3tRQ2WZJwe9weDiEEPL4QDp12\nwR/UNkQHghHs/LRJ3zSXD8Enq2JknqoKfHCoGa/taUioS3zR/AlYt2xq+jWPkwltLKWqgdyf5Pfu\ni8+fnNNjkgaPQXJUIBhBe5cfkixBFQJb3zmub4ya6LThjivnQpElWMyGQb0ZpIu3X8YGfzCELncI\nESGGHaT6AmE8+cxeHIrW4Oyvg16MUFWUFluHFZgTDURbPfbDH4wMej6sPdmBZ9+qg4CWYnHLmtkJ\ndzNkWeozhQjIj+CTVTEyr7HVg+ffO47TLT21jSeV2nD9qhmYWjH0RSpZ0jqQDnXOjH/vPm/OBO4j\nGmMYJCNaq9Yd1EsU/XVPA/bWtQIAigtN+OKGebCYDJAkYFalI2urvpxA81tzuwftXQHIsjzsALnV\n5cNvXzus59r11UEvXpvLB3uBqc8UDKJMSKjtnUaA3N6ljWGn3YJjZzrx+21H9LShz10yE+fPKtWP\nKS40YUKJFQZFwfLzKvDGh6fhC0RgsxiwYoEWiMSaMBgNqcvB0djzxzeP4p2PTkNEx43JKGPthVOw\nYuFEKENdEBACBkVCaT81kNPFZjVj17gPkj2+IDo9QX2y33HgHN7ddxaAVqvzCxvmwV5g0lfoAK76\nUmr+oJqRuwzJG/QqywpwR4oOevHe+vg0Dp7sgEGWc3Z1jfLbUDagvv3xaRw4od0JmVJegI+PtuoV\nCK5aPg1L503QjxFC4KLqctywehaAnnk2IstQVBXlxVY882YdWqMBhc1i6Pd3YjQxhS6z3v7wtP7n\nBTOcuGbFtGH97IUqYDEbYEpz30Y25cOdkfFsXAfJnZ4gPL6eAHn/8Ta8tKMegHZr+8511agosUGo\nAvYCc0K+Eic8yobkDXo11RNw3cpp/a4Ot7l8OHiiAwZDUp48xyhlSKzjqCTLaQfI7V1+PUAOhVXs\nOdSsrwReXlOJVedPSjhGliTsO96OlXF5neXFVpSXF6GlpRstLh9qGzr0GrNefziny2dxMSWzigtN\nuG7lDMybNryNxqoQKLAYUeqwjnpqBNNyct+4DZL1Wp7RAPnE2a6ePDkAt6yZg+kT7QAAk0lOuyQM\n0VD01UHvpiuq4erw9vk8IbQVEQMb0FAWBMNaUxBVFQM2BelLOKKirdOvB8grFk7E2gurEo4REGlX\n9okvlXl5TdUAR48uBjuZcesVczF/imPYqWSqqqLAauo3550o3rh8Z23r9MHr76nl2dThxVOvHdZv\nA15z8XQsnOHUDhZASRG74VD2+AJhPPHKIT1ANigSbvvsbKxdOmXAVTuDIut58jG8tUvDpQqBjm4/\nWqPB7VByNp12C2ZXFqGt0w81GiHXzC3H1Sum6edz2i1YML0EBlmCJEn9jt1YCgOgjftcXkWmzLpk\nSeXwA+RoDeRcCpDjxzTAuTsXjbuV5LZOPwrtFn2TXqcniCdePqTnf65ePBkrFmpdx1QhUFpkGVZ9\nW6L+pOqgN9AGPZ2A3iyEt3YpUzy+ELq80Y15w5j73L4Qak+6EInmDi2Y4cTnVs9MOKcQAhuWT8Pa\npVMADDx2Oc5pKIRQ4SwauRrIg8ExndvGTZAc32Y6torhD4bx21cOodOjNQtZMrsMVy6boh9fYDHC\nbGKlAMqOlB30BtigFyNUgdLixA9wnGBpOILhCFzdAUTU4Zcv9Ae1uyMtLu3D35wqB25dM7tXJQJF\nllA8yA1YHOc0GEIIlDqsOV31h2M6d42LIDm+zXRs8g9HVDz91yM4167le86udODGS3tWOQyKnFO3\nZWhsSdlB77JZMBkHnshVVUVxoTmnJ33KH0IIuNyBaGfI4ZcvDIYjePLVw2hs1erZTqsowu1XzO2d\ncxwNXoiyR6C82AKDwrmShmbMB8mqEGhx+fRNI7HH/vj2MRxv1JqFTC61JUzigpM3ZUmqDXoDdtCL\nI4SAzWKAzZJ7tw0p//iDIbi6Q4CEjJQvDEdU/O71I6g/p1UNmFRqw13rq3t9+BOqihK7GUqam/WI\nBkMIAYMsobTYxnRJGpYxHSSrQqClwwuBxF+SrW/W4ZNjWs/3kiIzvrBhnp5WwTxkyhZfIIzfbzuK\nujOdANLroJfMIEsoLuRGUhq+FpdPb36TCaoq8F8vfIojp7TxXeaw4EtXze/VKlgIAavFkJP5oZT/\nhBAwGRR9vwbRcIzZIDkSUdHS6QOSAuT3PzmLbR80AACsZgO+uGEeimxaWoUQAoXMQ6YsGNYGvRgB\nlJbwDgdlRjA0+JbSfRFC4E/vHcdH0ZqvxYUm3H31fBSmKJ0p84MeZYkqBArMRjgKmSpJmTEmg+Rw\nJIJWVwBIWg3+5FgrXt51EoC2infXuuqEhHmDLMHOPGTKsOFs0ItRVYGyYt7hoNwjhMDLO0/iw2iA\nXGg14u6r56fckBffuZQok1RVhd1mQqGN7+GUOWMuSA6GI2jr9PfafHK8sRPPvnUMgBY73/bZOZg2\nsUj/d6EKlDptI3qtNPal3KB3+axBbbpTVQFHgZEb9SgnvfnRGWw/cA4AYDMb8KWr5qEsxZ6OVJ1L\niTJBCIHiQjP3alDGjakgORiOoM3l12sgx5xr9+Lpvx7R63XedkU1zpve09oyVi1AlrlKR5kx3A16\nMUIImI0KCqxcHaHcs33/Wbzx4WkAgMkgY9MtS1BsTf22YjSycyllXmwTKHPcKRvGTJDsD4bR0e3v\n1TrV5Q7giVd6moVcdkElLq2pQnu7Rz/Gama1AMocXyCM3207gmNntOopQ9mgF6PIMpz2wdWRJRoJ\nfzvUjJd2aulriizhjnXVmFnpSJhbdULrrkeUSUKN1kBOo3Qm0VCMiSDZFwihozvYaxNKrN1vV7RZ\nSM3cMlyxtCrp2WLQxeyJ+pKRDXoxApjgtKG9zZ3hqyQanv3H2/Cn944DAGQJ+Lu1czC70pHyWFYM\nomwpK7YwfYeyKu+DZK8/BJcn2CtVIhRW8dRfD6O5wwdA6/j0udUzE3KVY5uhhls8nwgADtW34//+\n+cCwNujFCKGi1GHt1aGMaLQdOeXCM2/W6bXnP3/ZLJw33ZnyWHYupewQKHdYWWebsi6vg2SPL4RO\nb7DXCoUqBJ59qw71Z7WC9pVlBfj7K+ZCiVtpFkKg0MrNUJQ5j/1xH9Ro5LBwZrSD3hDGl6qqKCli\nRz3KPfXnuvDfcfs7rls5HRfMKe/zeIMssXMpZYwQAgZFRqnDyjsTNCJGPEhWVRU//OEPceTIERiN\nRvz4xz/G1KlTB30ejy+ETk/vQvixckQHTrQD0JqF3LW+GuaknCWWe6NMiwXIa2oqsWaQG/RihBAo\nsJpgNTNHnnLLmVYPfvvKYYQiKgDgyoumYPmCiX0eL4RAaTErBlFmCFXAYlZQUsT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", col=\"day\", data=tips,\n", " aspect=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
              • 用其他方法绘制回归图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "用jointplot()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ux5m4JmdqaIgN2bm6ulJDdi5cmvP9OY5IODYMQ5Zl6ctf/rLGjRunj33sY5Kk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ZkemDrR1uXCkar20KK9w9+1Yf60XEzNz4B6mCUCuZEEERFR7FQ1duHt7d/CoFPh9qumxLo5ABiO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\n81IqHIdqF2eydjERE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x=\"total_bill\", y=\"tip\", data=tips, kind=\"reg\", size=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "用pairplot()" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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h50w0TYPFZITdaoDNsrD+jUFmwmw1hmh6xfiZFauT9QfiOHSyD7FEZjj00Mm+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\nrgU3jsD12TYAoaPiHeKMXFrqKk6lpadbVBdTR4kS42Ab6J9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(tips, x_vars=[\"total_bill\", \"size\"], y_vars=[\"tip\"],\n", " size=5, aspect=.8, kind=\"reg\")" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AheNF3d73fVJoZMJRdMNYFIFan52mLdnF8VQ3KW981qyGxtpIHZvjy+dpdGK6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(tips, x_vars=[\"total_bill\", \"size\"], y_vars=[\"tip\"],\n", " hue=\"smoker\",markers=[\"o\", \"x\"], palette=\"Set2\",\n", " size=5, aspect=.8, kind=\"reg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#分类数据画图" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "np.random.seed(sum(map(ord, \"categorical\")))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tips = sns.load_dataset(\"tips\")\n", "iris = sns.load_dataset(\"iris\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "titanic = sns.load_dataset(\"titanic\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
                • 分类变量与连续变量" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
                    • stripplot()" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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l8boZcVE5r659h/9c8d9AZqd9Se25eLxuoLCCdncUtHMsGPS277A7ennzXr5y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\nItqgGqafdzmplKUrJwVw+Xz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在其他变量的条件下" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Dtuo9ukgxn2kfPXoUkyZNwt/+9jeIoog5c+ZAFEVkZWWhsrISgiDEeghnjBXRKJ7M9qRP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\naE172q/XVYX6oo9Oz8e0IeXc0zYBszX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"day\", y=\"total_bill\", hue=\"time\", data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "转换坐标轴" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fcxWeSM/h84d3iIiIdIAFn4iISAdY8ImIiHSABZ+IiEgHWPCJiIh0gAWfiIhI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\nPG//tAw3p9+IdQH6VTQFPTN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"total_bill\", y=\"day\", hue=\"time\", data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
                        • boxplot()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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lypV6//33VV9fL4fDoalTp15wDJt79dVXNWLECEVG8rEYDC7l2IUVC7ZZvXq1\n9fTTT1uWZVlbt261Jk+eHOCKcLn27dtnZWVlBboMXIJdu3ZZo0ePbnq8c+dO65577ml1/x/+8IfW\nuXPn/FEa2nCpxy6ccHrcZtaXd9RZlqXq6mqNHz9ew4cPV3FxsSQpJydHe/bskSS9/PLLKi4u1v79\n+3X33XcrJydHL7zwQsBqh3dbt27VqFGjlJ2drTVr1mjw4MGqq6sLdFn4UlxcnA4ePKi//OUvOnTo\nkPr166fXX39dZWVleuCBB5STk6MRI0aourpar7/+uo4eParc3NxAlw21fuxa+7wcPXq0Jk2apOHD\nh2vWrFmBLd5mnAfyo7q6Oi1btkwNDQ26/fbbNXHixAuedzgcTdtHjx7VG2+8wam6ILJ7927l5OQ0\nPc7KylJdXZ1ef/11SdKzzz4bqNLQgm7dumn58uV66aWXtHTpUnXq1EmTJ0/W0aNHtWjRIiUlJWnF\nihV6++23NWHCBC1fvpzLV0GipWM3adKkC/Zp/nlZXV2tP/7xj+rUqZMyMjJ07Ngxfetb3/J32X5B\nIvhRnz59FBUVpaioqBbDuPnCKd27dyewg8y1116rkpKSpsdlZWXM5hfE9u7dq7i4OM2bN0+SVF5e\nrvHjx2vq1KmaM2eOYmNjdejQId10000BrhRf19Kxe+ihh5SUlNS0T/PPyx49eigmJkaSlJiYqHPn\nzvm3YD/i9LgfNf9m2Khjx446fPiwJKmioqLp594WUUFwsCyL4xTEqqqqNHv2bLndbklSz549FR8f\nr3nz5mn+/PkqKipSUlJS0yUsp9PJioNBoqVj16VLFyUkJLT4ednSZ2uooitns8Y/JofD0eIfVk5O\njmbPnq2rrrpK3bp1u+h1CB5fPyZfP6Ycs+Byxx136F//+pdGjhypmJgYWZalX//619q2bZuys7OV\nlJSk3r1768iRI5Kk73//+3r44Yf14osvBrhytHbsIiMjw/7zkrnHAQAwBOf2AAAwBKENAIAhCG0A\nAAxBaAMAYAhCGwAAQxDaAAAYgtAGoCeffFJvvPFGoMsA0AZCG0BYTU4BmIzJVYAwtWDBAr333nu6\n8sorFRUVpWHDhqm6ulpbtmzRiRMnlJCQoOLiYm3cuFFbtmzR008/LUkqLi5Wx44dNX78+AD/BkD4\noacNhKH169ervLxc69at07Jly7R3717V19drz549evXVV7V+/Xr16NFDa9eu1V133aUtW7aotrZW\nlmVp7doMR48lAAABV0lEQVS1uvfeewP9KwBhibnHgTBUVlamoUOHKiIiQl26dNGPfvQjRUZGaurU\nqXr11Ve1Z88e7dixQ8nJyYqJiVF6errWr1+v7t27Kzk5WYmJiYH+FYCwRE8bCEMOh+OCFa0iIyN1\n4sQJjR07VpKUmZmpjIyMphWwRowYobVr1+qtt97S8OHDA1IzAEIbCEu33nqr1q1bp7q6Op0+fVob\nN26Uw+HQLbfcotGjRyslJUWbNm1SQ0ODpPMrYB06dEhlZWXKyMgIcPVA+OL0OBCGBg8erPLyct19\n991KSEhQ7969dfbsWVVWVuree+9VQkKC0tPTtX///qbX3HHHHTp58qSioqICWDkQ3hg9DqBNdXV1\nGjt2rGbMmKH+/fsHuhwgbHF6HIBXhw8f1qBBg3TjjTcS2ECA0dMGAMAQ9LQBADAEoQ0AgCEIbQAA\nDEFoAwBgCEIbAABD/H/xmNjWzCA05QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=\"day\", y=\"total_bill\", hue=\"time\", data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
                            • violinplot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "箱型图+核密度" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YZY0Y9uz3pQ9KGM4/2F/EJ+D7/qxUR/i+izvWQ27kKO7YcbzsKAChUOm0cRCR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\nYRAOR7KDEd2BiOFwJD++IDfuYHy8nslJjUDAj8f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SySR33HFH2ZQPYN++fdxxxx3515d6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\nQgghKoAEfCGEEKICSMAXQgghKsD/B/Lhd6DL40G1AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"total_bill\", y=\"day\", hue=\"time\", data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "改变核密度的变化细分,相当于改变箱数" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DI2RiWAHMkIlhmRgBE8Oshr8HszrsfcOg+g1kGhA4yT9zfDmZNIODA2ze/PxM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\nInryqFRzaDj8adizXBe1UJARSxA9GiL6WSsqYTB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"total_bill\", y=\"day\", hue=\"time\", data=tips,\n", " bw=.1, scale=\"count\", scale_hue=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "当每个箱都有且只有两个水平时,可以使用拆分split" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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am5vA6Tr+QGF6HmBn+icT5VVVVYBxAh0906CKCrnMKmfoXhvMiMi66vbtW6MW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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"sex\", data=tips, split=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "如果想看细分的数据,可以用inner" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xHD58hry8bCZNmuLz6weaSOQSaWg4NyIP7W2NXJyHLDddMykikSuOw+Ggubmp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"sex\", data=tips,\n", " split=True, inner=\"stick\", palette=\"Set3\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "综合提琴图和带图" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SgcNhx8GDB1FYlIlb71qGW+9ahoKiDBw8eDCljp/R1HqC6O/v8+1YH35z4CRKGAy9cDod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y4K/BKK3fA1nx/x6/ytX0L1tWHx4iKsWvXkOFZIAGC3xwfWJ7Za4fmXE3LX2Haw1BQN7jMtUP0K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\niYiIDOz/Ae/A1Ak+S2kGAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips, inner=None)\n", "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips, jitter=True, size=4)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "##
                              • 分类变量与分类变量" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
                                  • barplot()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(x=\"sex\", y=\"survived\", hue=\"class\", data=titanic)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
                                      • countplot()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(x=\"deck\", data=titanic, palette=\"Blues_d\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(y=\"deck\", hue=\"class\", data=titanic, palette=\"Greens_d\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
                                          • pointplot()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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lZSsYdSdt/nbt2rULb775JpRKJdRqNdatW4fMzExn1EZEbshsEfD9riK8tv6Q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\nPHgA/P3etZkRCoUIh8N4vV5u3LjBp0+fVo3Zvn0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pointplot(x=\"sex\", y=\"survived\", hue=\"class\", data=titanic)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3R3p6eqevy8zMREJCAgAgJiYGOTk5hmMFBQXw8vLCxo0bcfr0aUybNq3T4CYi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\nt7JlffWc3/THrxbe2h+PY3+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pointplot(x=\"class\", y=\"survived\", hue=\"sex\", data=titanic,\n", " palette={\"male\": \"g\", \"female\": \"m\"},\n", " markers=[\"^\", \"o\"], linestyles=[\"-\", \"--\"])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }