{ "metadata": { "name": "", "signature": "sha256:c551ec4e8f01fb06b6a4d60c2e7525cb06d8eb8c2e7f8fc789a40cacde685ba2" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Seaborn\n", "\n", "http://www.stanford.edu/~mwaskom/software/seaborn/\n", "\n", "- Package by [Michael Waskom](https://twitter.com/michaelwaskom), a cognitive neuroscience PhD student at Stanford\n", "\n", "- Includes themes and hooks for a large class of visualizations\n", "\n", "- focuses on visualization for statistical data analysis, including built-in statistical tests" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%run talktools\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n" ], "metadata": {}, "output_type": "display_data", "text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import seaborn as sns\n", "import numpy as np\n", "\n", "sns.set_palette(\"deep\", desat=.6)\n", "np.random.seed(9221999)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Now a wide array of beautiful plots can be created with very few lines of code:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy import stats\n", "x, y = stats.gamma(3).rvs((2, 5000))\n", "\n", "sns.jointplot(x, y, kind=\"hex\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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3pbvdPtwWK67jD5tbn2dJnSNHd302NL2NdbdYWba+7jY8LsyrjTS1w67cXt9B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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Seaborn has native support for DataFrame object in the [pandas](http://pandas.pydata.org) package:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "data = np.random.multivariate_normal([0, 0], [[1, 2], [2, 20]], size=1000)\n", "data = pd.DataFrame(data, columns=[\"X\", \"Y\"])\n", "\n", "sns.kdeplot(data);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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F46bhXzc/YHfnLpvNxmfff87KxJ/R+ml5+eEXCQtpeQ3V3t/jZ599gkOH9rNi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9jjXMxNpL6pARN9I4z1jP5xUe9qHWtLtbE3tiZwgBe3e0xkvNNwrAzMqW6qJaE4g/CC\nOH5K+53M8nwkEgm2hpYd7pDU065UF/FJzH72Jh1BX1uP58c+yq3u4zA20m835h8uHmFv1M+4Wjmx\nfs4z6LXTlQ1w4uIZPjjwCRYm5mx5bD0O1vZdKm9qZhpr33yBzNwsxgwfw2vPvoqDbdfe66/aq+O0\ntBQ2b97AkSO/YG5uwUsvbWDmzNs1smv6r/rbtUsT4xXd1CrQxK6P7morZplMxvLl/yIjI40tW97F\n31+1QTR19XU88+oK8q7m8fLTLzFm+Oh2n19bX8vr/3mHmPRLOFk78OLCVTjbtj3K+rrXNtYRmnGB\nE8lhxOentCw9aWNsib+TF/5O3vg7eWFjYtkrdVxQVcip3Aucyr1AflUhALpaOowc4MM4xwBG2ftg\n2IubRaSX5bI/5TiheTEoUOJh4cya0Q9hb9y8WEp7MR9NOMP7J77E0sict+e/0OEWlueTo9nwzVsY\n6Brw5uPru7SkJcDJsJNs++IDmmRNLJ73IPNn3d1jg6Zai7ew8BpfffUZJ04cA2DcuAksW7YcC4u2\ntwHVJP3t2qWJ8Yq1qVWgiRXcXe3FnJycyIoVSxk82JP33vtI5dZDZm4mKzasRFdXlw/Wv4+dtW27\nz5fL5Xx59Fu+P3MQAz0DVt2zjDHeI1U6ZllNBeGZF4nJTeRSXgqV9dUtP7MxtiTAzQt3C1d8HDxw\ntXJGqwdbREqlksyKfM7mxRCaF0N+dXNi1pFq42s9CH/bwfjbDMHDwrnbA8DK6iuJLUzlt6wIYgpT\nAHA3d2Se5zTGOwZc9/5t1fGZtEjePLwDE/3OLT2amJ3Mi5+/DsDGR9bh49L2EpptkSvkfPndV+z/\n9XsMDQx57onVjBrW/qYgqvprvDU11ezd+x8OHPiOpqYm3N09eOyxp1o2Sukr+tu1SxPjFclYBZpY\nwd3VUcybN2/g1KkTXV4a8PCpI7z/5QcMcR/Cm2s3d2qv2t9jzvL+DztoaGpk7vhZLJhyF6aGbe8k\n1BaFUkFWcT6xeYkkFKSRWJB2XXI21DXA12EIQx098Xfyws2655KzUqkkp/IKofmxhOXHkVmR3/Iz\nA209Bpra42rmgL2xNQOMrBlgZIWxriE6Um10tLTRkeqgRElFfRXlDVWU1VdRVi7EeIQAACAASURB\nVF9BelkuSSWZ5FVda3k/f5shzPO8heF2Xq22Llur41OpEbxz7DP0tHV5485VeNi6thtPev5lXvhs\nI3WNdby0cDVBXqons9q6Wt7c8RbnYyNxHODIK0+/hJO9k8rv0xEbGxNycgo5ePAH9u/fS2VlJdbW\nNixe/ChTp4ZofJd0a/rbtUsT4xXJWAWaWMHd1VHMV64U8NhjDzJggD0ff/xFl5bLfGfnu/wWeoJJ\noyey+vFVnboYZhRksfnbdykouYqBngFzx83izuDburTd3l/LUi+t5mxCLIlX0ojPT+VKRWHLz030\njRjp4s9o9wACB/piqNtzXcvl9VVcKkojriiNS0VpFNWU0aho6tJ7GWjr4WnpSoCdJyMG+OBq1n6L\n9q91rFQq+e7Cr3wVth9DXQNevv1p/ByHtPv6zCvZrN35KjX1taycv5QpAR3PPf67opIi1m97lczc\nLAJ9h7P2X8+1ubZ0d9TX13Pq1BG++OJLKirKMTY25u67F3DHHXejp6eZc8U7o79duzQxXpGMVaCJ\nFdxdnYl5+/b3+PnnH/n3v5/t0oYSjU2NvPDWiySmJXL3zHk8cs/DnXpdQ1Mjv54/xr7ff6S8pgIj\nfSPuCr6NWWOmd6mlDP+Mt7i6lEv5qVzKS+ZCdjwlNWVA84CtYU5eBA8exXiPET2amAHqZY1cqynh\nak0xV6qLuVZTQq2sHplCRqNcRpNCBoCZnjEWeiaY6ZtgrmeCq5kDA83s0VJhCc8/Y66sq2bbb18Q\nkRmDtbEF62cvx9W6/ZZpTmEeaz99lYqaSpbPe4qQEZNVjjU1M41Xt71GWUUZt02ZxZMPPNHjOyHJ\nZDIOHTrInj3fUFZWiqGhEXfdNZ877piHkVHPJ/2bTX+7dmlivCIZq0ATK7i7OhNzaWkJjzyyEGNj\nYz799OsuzcWsrK5k1etryLuax6P3PMK8mXd1+rX1jfUcDDvC/tM/UVVXjZZUi+GD/Qn2G8MYn5GY\nGHT+YttevEqlkoyibCIuxxCeGUNmcS7QPM1pjPtwQryD8Xf20ri1rK2tjfkp/BQ7Tn9LSU0Z/k5e\nrJr+GJZG5u2+LqMgk/VfbaG0qoylc5cwa3SIysc+FXGa9z7fRmNTI48tWMLckDk9urqVUqkkLOwc\nn3/+Cfn5uRgYGHDfffcxY8ZcTEw63l2qr+hv1y5NjFckYxVoYgV3V2dj3rXrC/7zn6+ZO3ceTz65\nrEvHulp0ldVvrKGkvJSFdz7AfbMXqHRhrq2v5UjUCU5cPMPlK1kAaEm1GOrug7+7L0PdvBns6IFO\nO13pqtTx1YoiTqaEczIljILy5nu0tiZWTPedQIh3MFbGba80d7O4XJTLN5Hfcz4jDm2pFvcHzWXe\niJkd3hs/cymMd7/7iEZZE4/ftpg542aqdFy5XM4X+77k+yM/YKBvwJonVjE6oP0R9apKSkpg586P\nSUyMRyqVMnPm7Sxc+DCDBzuL87iP08R4RTJWgSZWcHd1NubGxkb+9a8lFBTk8c47H+Ll9c9N3Tvj\nSuFVXnhrHdeKr3HnrXfwyD0Pd2lkcX7xFc7Fh3M2PpyMgqyWx/V0dPEaOAQfF0+8Bg7By3nwdfeZ\nu1LHSqWSxCvpHE86y5m0SOqbGpBKpAS5DWOG7ySGD/Tt0VHZ3aVUKrmYm8AP0Ue4mJsIQOBAP56Y\neB+OHWxFKVco2HVsD/tO/YiBrj6r7v23yiPaK6oq2PLxm8QkxuI0wIkX/72OgQ5dWxSkNeXlZXzy\nyUecPHkcgLFjg3n44cdwdm6eZiXO475PE+MVyVgFmljB3aVKzJcuxbJmzXJcXd354IMdKg/m+lNx\naTEvvPUieVfzCPQdzopHl2Nl0f781vaUV1cQn5nEpcxELmUmkn0t97qfO9s44uvqxbBBfkwNGoOs\nvuuJs7axjlOpERyOP0VGUQ4AVkYWTBoSxCTP0bhbD1TbJgOFVSWcz4zlcPwpskryABjq6MkjU+7C\nw3xQh+W6VlbI+z98Qkz6JRysBvDiwlUqr6yVkJbIWzveprCkkDEBo1n52LMYGXZ90N1fKZVKjh79\nlZ07P6a6uorBgz154oml+Ppev7WmOI/7Pk2MVyRjFWhiBXeXqjFv2/Y2hw//woMPPsp99y3s8nGr\naqp5+5O3iYyLwtjImKWL/sWk0RO7/H5/VVlbRXJOGsk5qSTnpJGSl0Z9Y0PLz93sXQgYNJQgr0B8\nXb271KpVKpWkF2ZzJOE0Z9LOU9NYB4CThT0TPEYSMNCXIXZuvbo8ZpO8iZSrl4nKukRkdhzZJc3T\np6QSKeM9RnDX8BkMtnPtsI7lcjk/hh7im+P7aGhqIMgrkJXzl6k0cr2+oZ5dP3zDgaM/AnD/nPu4\nb86CHptGVFCQz/vvbyU29iIGBgYsXryE22+f2+pAMHEe932aGK9IxirQxAruLlVjrq6u5oknHqKy\nspLt2z9l4ECXLh9bqVTyy8lDfLb3cxoaG5gYNIHH738cS7OevRcrl8tJL8gkNuMSCTlJxKYn0iRr\nnlZkZmTKGJ9RjPcNYtggP5V3gYLmpBiVdYlTqRGcz4ylUd783vo6evjaD2aYszfuNgNxshiAlZGF\nyi1npVJJeV0lhZUlXC7OIb0wm/TCbLJL8pAp5EDzil9DnbwY5erPWPfh193Pbq+OL6TG8NmhXWQX\n5mFqaMJjty1mSkCwSmWMT43nvc+2UVB4BQdbe1YsWYHv4K7dxvg7pVLJ4cO/sGPHdhoa6gkKGsOy\nZSuwsWl7ARlxHvd9mhivSMYq0MQK7q6uxBwWdpbXXnsJb29f3nzzvS53V/8p/2o+7+x8l6SMZHR1\ndJk5eQZ33noHtlbtr9jVFTY2JuQVlJCQlURownnCEiIpr6kAwNTQhCnDJzBj5C0MtOvaYhS1jXXE\n5CYRm5tEbF4SeWVXrvu5nrYujuZ22JpYoa+rj762Hno6umhJtZAioV7WQH1TAw2yRqobaimqLKGw\nqqQlwf9JR0sbVytnhti5MdLFj6FOXujrtD6PtrU6Ts5NY/fxfUSnxSKRSJg+YgoPzbhfpSljFZUV\nfHNgN7+cPIRUIuWO6XNZeOcD6Ovpd/o92lNVVcl7771NaOgZjI2NWbp0OZMmTe3wg4I4j/s+TYxX\nJGMVaGIFd1dXY/5zZa7p02eyfPnqbt8nlSvkHDl1lL2//JeikiK0tLSYNHoid4TMZZBLx/c7O+vv\n8coVCpKykzkXf57TcaEtidnXxYsZQbcQ7DemU6uGtaWkuoz4glRyS6+QX3aVvPKrFJRfo0F2/SL3\nUomkZU3tvzLVN8bGxApbEytsTa1wsXTEw9aFgZYOKm8bKZfLiUi+wM9hR4i9HA/AsEF+LJm1CHd7\n107HVFNbw/dHfuDA0R+pq6/D2d6JFY8ux2uQ6stjtiUxMZ4tWzZSWHiNoUOHsXr1C+22hv9KnMd9\nnybGK5KxCjSxgrurqzHX1dXx3HPLSUtLZdGih7n//gd7pDxNsiZOhZ/mu1/3k1PQPEDKxsqGMQGj\nGT18NEM9/drd87gj7cXbJJNxPvkChyOPE50WBzS3lm8dNZVZQSHYWth0+bh/pVAqqK6vpV7WQENT\nA/VNjcj+WORDX0cPPW1d9HX0MNQ1aLO1qwqJThP/OfITv54/TkllKQABHkO5d/KdDHXz6fQHnfqG\nen46fpDvft1PdU015qbmLJh9LzMnz+hWnfyVQqHgu+/28NVXnwFw//0PsmDBQpUWCRHncd+nifGK\nZKwCTazg7upOzKWlpTz77FKuXbvKypVrmTbt1h4rl0KhIDIuit/DTxEVF0VNXQ0ABvoGeA3ywmuQ\nJ17unngO8sTUuPOLO3Q23iul1zh8/jeORp2gsrYKqUTCaO+R3DZmOsPc/W769Y1r6muJSLrAmUth\nXEiLQS6XY6BnwC3DJzIzaJpKuy3V1tVy+PQR9h/aT1llOcZGxtw9cx5zps3usS5pgPLycrZu3URU\n1HmsrKxZs2adyruFgTiP+wNNjFckYxVoYgV3V3djzsnJZuXKZdTW1vLii6+qvPdxZ8hkMhLSEomI\niSAyLor8q/nX/dze1p5BA91xH+je8q+luWWnN01oT2NTI6cvhXEw7DDp+ZcBsDW3IWTEJKYFTu6x\n1nJPKK0sIzo9jnPxEUSnxSKTN7e2PQcOImT4FCYFBGOo1/nV064VF/LT8Z84fOoIdfV1GOgbcMf0\nudx56x09vq50XFwMW7ZspLS0hJEjg1i58nnMzdtfIawt4jzu+zQxXpGMVaCJFdxdPRFzYmI869at\nRiaTs37964wY0bNb4v1dZXUlKZdTSclIISkjmbSsNKprqq97jqW5JUNcBzPEfUjzl9tgjA2Nuxyv\nUqkkJTeNw5EnOHspjLrGeiQSCf7uvkz0H0eQZyCWpjd2Ra7ahjqSslO4mB7HxfRLZF3NafmZ64CB\nBPuNIdhvDIG+Xp2OWalUEp+awMHffib0QigKhQJLc0tm33I7MyfPUKkXojNkMhnffruLPXu+AeCh\nh5Ywb9693ep5EOdx36eJ8YpkrAJNrODu6qmYY2KiefnltUilUl57bXOXuhe7SqlUUlRaxOWcTC7n\nXCY9O4O0rDRKykpaniOVSBniPpjxo0bj7T4UT/chXd6soK6hnrPx4Ry7cJKErOSWxz0c3RntFYi/\nux8eju7o6/bcLkFNMhn5xQWk5KWTkpNGSl46OddyWwZ96Wrr4OfmTYCHP6O9RuBk87+dnDpTxzW1\nNZwM/51fThwiOz8bAHdnN+689Q4mjp7YY/eE/yo1NYVt297i8uUMbG3tWLu2eYR+d4nzuO/TxHhF\nMlaBJlZwd/VkzOfPh7Nhw0tIJBJWr17HhAmTeuR9u6q4rJjUzDRSL6cSn5pAckYyCoUCAGMjY8YE\njGbi6IkEeA/r8vSsK6XXOJ90gYjkC8RnJiH/Y96vVCLB0dqBQQ6uuNu7Ymtug7mxGWbGplgYm2Oo\nbwhKJQqlAoVSiUKhoKq2irLqCsqqyymvrqCwrIjconxyCvMoKLnaUnYAPR09PBzd8Bo4hOEeQ/F1\n8Wpz1HdbdaxUKolPiefomWOcjTpHQ2MDWlpaBI8cz21TZ+E72LdXVhOrqanmq68+5+efD6BUKrn1\n1lksWfIUxsY90/UtzuO+TxPjFclYBZpYwd3V0zFfuHCe119fT11dHYsXP8q99z6gtuUh/662rpbM\n/FROhp4jMjaKotIiAEyNTQkeNZ5JoyfhN6TrCaimvpbotFhS8zJIyU3j8pVs6hrqul1uI31DnG2d\ncLZxZLCjO14Dh+Bq59zplv3f67iopIjfQk9w7OxxrhQ2z4MeYDOAWydOJ2RCSI8vuvKnxsZGjh8/\nzO7dX1NaWoKjozPLli0nICCwR48jzuO+TxPjFclYBZpYwd3VGzFfvpzO+vXrKCoqZMqUaTzzzKqb\nZmP3P+NVKBQkZ6RwKuIUZyLPUl5ZDjQPBgsJnsYt46ZiY9W9wVkKhYJrZYVcvpJNaVUZ5dUVlFdX\nUFFTSU19LRKJBKlEilQqRSKRYGxghIWxORbGZpgbm2FlaslAWycsTMy79YHGxsaEy1lXOBt5lt/D\nfyc+NQGlUomerh7BI8czfUIIvkN8e22EeE1NNYcOHeSHH76jrKwUHR0d7rtvEfPm3YuubtfncLdF\nnMd9nybGK5KxCjSxgrurt2IuLS1lw4aXSE5OxMXFleeeexE3t0E9fhxVtRavXC4nLvkSv4X+xrmo\nUBoaG5BIJAT4BHDLuKmMGzG2R6fw3ChNsiai4y8SdvEsJ0PPtCwB6jvEl1vGTWFi0EQMDQx75dgK\nhYKUlCROnvyN48cPU1dXh4GBIbfdNoc777wbS8uubwzSEXEe932aGK9IxirQxArurt6MubGxkZ07\nP+bgwR96vTXUWR3FW1tXy+nzZzh+7jcS05q3H9TX02f8iHFMHTcVf++hXdry8UZpkjURkxjLmciz\nhF0Ia5mf7TTAiVvGT2XK2Mm9sswoNN+DTk1N4fTpk5w58ztFRYUAWFlZM2fOncyaNafH7gu3R5zH\nfZ8mxiuSsQo0sYK760bEHBERxrZtb1FWVsaAAQ488cRSRo8eq5Z7yarEm381nxNhJzkZdpKrRdeA\n5ilTY4aPZlzgWIZ6De2VUcaqqqyuJDI2ksi4KKLjo6mubU7A1hbWTAgKZs70W7G1cOqV33dFRQXR\n0ZFcuBBJdHQUZWXNK3wZGRkxdmwwEyZMJjBwZLfXL1eFOI/7Pk2MVyRjFWhiBXfXjYq5pqaa3bu/\n4scfv0ehUODn58/ChQ/h7x9wQ5NyV+JVKpUkpiXyW+gJQi+EUVldCYChgSHDfQMY5T+KoZ5+DLAZ\ncENiUSgUZOZmEpscR1RcFHHJl1pGWttY2TB2+BgmBk3Ea5AnUqm0R+tYqVSSlXWZiIgwzp8PJzk5\nkT8vJebmFowYMZLg4OYErK4eEHEe932aGK9IxirQxArurhsdc3Z2Fl988SkREaEA2Ns7EBIyg1tu\nmY6trV2vH7+78crlchLTEgmNDiMsOpzi0mIUyuZEaGVuiZ+nH94e3gx0GMhAx4FYmHZv8JVSqaSs\noozs/Byy8rKIT43nUkr8dYucDHEbzLgR4xgdEMRAh4H/OF53Y25qaiIuLobw8HOcPx9OYWFzL4FU\nKsXHx49Ro0YTGDgKd/dBN8UyoeI87vs0MV6RjFWgiRXcXeqKOSkpgZ9//pFz507T0NA8YGrYsOGM\nGBGEj48vHh5DbvqRtkqlkpyCHOKS4riUmkBCSjxlf4zK/pOxkTHO9s5YW1hjZmKKuak5ZiZmGBka\n0Zwz/5c4a2prqKiq+OOrkuLSIrILcv6xutgAGzuGeg7F39ufYV7+WFta93jM9fV1REaeJzT0DJGR\n4dTUNHd9GxsbM3JkEEFBYxk5MggTk55dkasniPO479PEeEUyVoEmVnB3qTvmmpoazpz5nWPHDpOY\nGN/yuLa2NoMGeeDu7oGNjS3W1jYt/5qYmGJgYNClZN2b8SqVSvKvFZCWmUpOQR65BTnkFORSUFhw\n3YIdnSWVSLG3s8fFYSAuTi4MdBiI1yBP7KxV60FQJeaCgnwOHjzA0aO/UvvHvWdbWzvGjh3P2LHB\n+PoOvaH3f7tC3X/T6tDfYtbEeNtKxjf32ST0G0ZGRsyYcRszZtxGUVEhCQnxJCXFk5KSREZGOikp\nyW2+VltbB0NDQwwNjf74939f5uaWWFlZYWlphZWVNTY2ttjZDejVWCQSCU4DHHEa4Hjd4zKZjMrq\nSiqqKiivbG751tTVwB8fh5V//MfIwBAzEzNMjU0xMzHD3NQcHZ3eHyCmVCqJiYnmwIH9REaGo1Qq\nsbS0YvbsuYwfPxEPjyE3zcItgtDXiGQs3HRsbGyZPHkqkydPBZqnRl25kk9RURFFRYUUFRVSXFxE\nbW0NtbV1f/xbS21tDVevVlBXV0t7HT66urq4ubnh4OCMi4srQ4Z44eXlg4FB53cy6gptbW0szS2x\nNLfs1eOoqqGhgRMnjnHgwHfk5DSvR+3l5cPcuXcxfvzEG/JBQBD6O5GMhZuerq4uLi5uuLi4der5\nCoWC+vp6amqqKSsro7S0mJKSEkpKirl69Qo5OdlkZWWRkpLS8hqpVMrgwUPw8xvG0KHNX4aGvbMQ\nxs1CLpdz9Oiv7Nr1BWVlpWhpaTF58i3cccc8PD291V08QehXRDIW+hypVNrSTW1jYwt4/uM5lpaG\nxMenkZWVSVJSAgkJl0hNTSYlJZn9+/eipaWFl5cPw4ePIDBwJEOGeHV5d6ebjUKh4Ny5M+ze/SXZ\n2Vno6elzzz33M2fOnVhZtT8ITBCE3iGSsdAvaWlp4eDgiIODI+PGBQNQX19PUlICcXExXLwY1ZKk\nv/nmSwwMDPD1HcrQoQH4+w/Dw2PITT+A6e+ak/Bpdu/+iszMy0ilUqZPn8mDDz4ikrAgqJkYTd0K\nTRyh1139LebOxFtVVUVsbDQXL0Zz6VIMubk5LT8zMDDAz8+fgIBAAgICcXV1vynm1rYlPj6OL77Y\nQWJiIlKplClTbuG++x7E0dFJ3UXrNf3tbxr6X8yaGK8YTS0IKjIxMSE4eBLBwc37MZeWlnLpUgxx\ncbHExV0kMjKCyMgIAMzMzPHx8cPb2wdv7+b50fr66t1UQqlUEhV1nr17d5OQcAmASZOmsnDhYpyc\nBqq1bIIgXE8kY0HoJEtLSyZNmsqkSc2jvIuKioiJuUBsbDQxMRcJCztLWNhZoLkb3NXVHXf3QX98\neeDmNggTk9Y/Ffek2tpaIiJC+e67vVy+nA5AUNBYnnzyMeztOzcIThCEG6vLyfjYsWMcPnyYrVu3\nAhATE8Mbb7yBlpYW48ePZ9myZT1WSEG4GdnY2BASMoOQkBkolUqKi4tITk4kKSmB5OQk0tNTychI\nu+41FhaWuLm54+7uwaBBHri4uGJv79jtVnR5eRlhYecIDT1DTMxFZLImpFIpkyZN5Z577vtj0RTN\n69IThP6iS8l448aNnDt3Dh8fn5bH1q9fzwcffICzszOPP/44SUlJeHuL6RFC/yCRSLCxscXGxpYJ\nEyYDzVOH8vJyyczMICMjnaysy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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Even relatively sophisticated plots can be automatically generated:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "y = np.random.randn(200)\n", "g = np.random.choice(list(\"abcdef\"), 200)\n", "for i, l in enumerate(\"abcdef\"):\n", " y[g == l] += i // 2\n", "df = pd.DataFrame(dict(score=y, group=g))\n", "\n", "sns.violinplot(df.score, df.group);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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hhd/8DD7Bi4Q145t8djvGOYA2G3j77TdQXx/9daRHw/M83n73TTCjAWzalAm/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\nIDp9aJrG7bd/gQnjx/PWx4qaxuCPuL1exasfKlra4d77HiE/PzxqAQ9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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "See many more examples at http://www.stanford.edu/~mwaskom/software/seaborn/" ] } ], "metadata": {} } ] }