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May 18, 2015 15:40
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Seaborn tutorial
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"<h4><a href=\"javascript:toggle()\" target=\"_self\">Toggle source code</a></h4>" | |
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"source": [ | |
"Seaborn: matplotlib for the masses\n", | |
"----------------------------------\n", | |
"\n", | |
"An interesting new addition to the python scientific libraries is Seaborn; this graphical library is built on top of matplotlib, providing interesting styles and plotting routines.\n", | |
"\n", | |
"The library is a mixture of handy style functions, handy and better plots, and even analysis tools." | |
] | |
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{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Ipython stuff to get plots in the notebook\n", | |
"%matplotlib inline\n", | |
"\n", | |
"# Import numpy to generate some numbers\n", | |
"import numpy as np" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Import matplotlib\n", | |
"import matplotlib.pyplot as plt" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Read some example data\n", | |
"x = [float(l.strip().split()[0]) for l in open('test.tsv')]\n", | |
"y = [float(l.strip().split()[1]) for l in open('test.tsv')]\n", | |
"\n", | |
"def logistic(x, A=404.45, u=10.73, d=11.96, v=0.1, y0=-40.64):\n", | |
" '''\n", | |
" Logistic growth model\n", | |
" Taken from: \"Modeling of the bacterial growth curve.\"\n", | |
" (Zwietering et al., 1990)\n", | |
" PMID: 16348228\n", | |
" '''\n", | |
" y = (A / (1 + np.exp( ( ((4 * u)/A) * (d - x) ) + 2 ))) + y0\n", | |
" return y\n", | |
"\n", | |
"def gompertz(x, A=404.45, u=10.73, d=11.96, v=0.1, y0=-10.64):\n", | |
" '''\n", | |
" Gompertz growth model\n", | |
" Taken from: \"Modeling of the bacterial growth curve.\"\n", | |
" (Zwietering et al., 1990)\n", | |
" PMID: 16348228\n", | |
" '''\n", | |
" y = (A * np.exp( -np.exp( (((u * np.e)/A) * (d - x)) + 1 ) ) ) + y0\n", | |
" return y\n", | |
"\n", | |
"def richards(x, A=404.45, u=12.73, d=11.96, v=1, y0=-30.64):\n", | |
" '''\n", | |
" Richards growth model\n", | |
" (equivalent to Stannard)\n", | |
" Taken from: \"Modeling of the bacterial growth curve.\"\n", | |
" (Zwietering et al., 1990)\n", | |
" PMID: 16348228\n", | |
" '''\n", | |
" y = (A * pow(1 + (v + (np.exp(1 + v) * np.exp( (u/A) * (1 + v) * (1 + (1/v)) * (d - x) ) ) ),-(1/v))) + y0\n", | |
" return y" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 31 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"def plot_curves(x, y):\n", | |
" x1 = np.linspace(0, max(x), 1000)\n", | |
"\n", | |
" plt.plot(x,\n", | |
" y,\n", | |
" '+r',\n", | |
" lw=2,\n", | |
" label='Original data')\n", | |
"\n", | |
" plt.plot(x1,\n", | |
" logistic(x1),\n", | |
" '-b',\n", | |
" lw=2,\n", | |
" alpha=0.6,\n", | |
" label='Logistic fit')\n", | |
"\n", | |
" plt.plot(x1,\n", | |
" gompertz(x1),\n", | |
" '-g',\n", | |
" lw=2,\n", | |
" alpha=0.6,\n", | |
" label='Gompertz fit')\n", | |
"\n", | |
" plt.plot(x1,\n", | |
" richards(x1),\n", | |
" '-y',\n", | |
" lw=2,\n", | |
" alpha=0.6,\n", | |
" label='Richards fit')\n", | |
"\n", | |
" plt.xlabel('Time (h)')\n", | |
" plt.ylabel('Signal (units)')\n", | |
"\n", | |
" plt.legend(loc='best') " | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(7, 5))\n", | |
"\n", | |
"plot_curves(x, y)\n", | |
"\n", | |
"# Avoid the prompt\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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p2rc3/vVo0KBBoWOpqamAujRI4wLd6BwdHfHw8CA2NpaoqCgOHz6Mu3v+DBw5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\nQgghhAi+/w8eFnMYuCuUhQAAAABJRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0ec0d69810>" | |
] | |
} | |
], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Here it comes!\n", | |
"import seaborn as sns" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Styles as context managers\n", | |
"--------------------------\n", | |
"\n", | |
"*Please note that the subplot function must be inside the context manager*" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(10, 10))\n", | |
"\n", | |
"with sns.axes_style('darkgrid'):\n", | |
" plt.subplot(2, 2, 1)\n", | |
" plot_curves(x, y)\n", | |
"plt.title('darkgrid')\n", | |
"\n", | |
"with sns.axes_style('whitegrid'):\n", | |
" plt.subplot(2, 2, 2)\n", | |
" plot_curves(x, y)\n", | |
"plt.title('whitegrid')\n", | |
"\n", | |
"with sns.axes_style('white'):\n", | |
" plt.subplot(2, 2, 3)\n", | |
" plot_curves(x, y)\n", | |
"plt.title('white')\n", | |
"\n", | |
"with sns.axes_style('dark'):\n", | |
" plt.subplot(2, 2, 4)\n", | |
" plot_curves(x, y)\n", | |
"plt.title('dark')\n", | |
"\n", | |
"# Avoid the prompt\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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KUnoSllZa2tZsxbPSs9RwvL+VNEWB8HA4ccKREycgd+5pFxeQJKhXT1Vwbm5Z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\nG7dgGAEUxUFy8nTS0mZLJ010ic501v4OmARsDn5fCJQDSaqq/p2maR9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bj9LY+D5gkJg4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FGDSbImhBBCCFGDeWSeNaXUs8B9QJZr15Na629dx54AJgF24BGt9QpPtFEIIaoiMUwI4U6emhTX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\ntNY2IEUplQT0AjZUe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MB///tfmrhesho8eDAAK1euZNCgQXU+WdM5mve3vk9+ST6NAhrx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\nYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0ec0c21050>" | |
] | |
} | |
], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Handy style functions: despine\n", | |
"------------------------------\n", | |
"\n", | |
"*Here we set the style directly: it can be reverted to the default one (\"darkgrid\") with the set function*" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(5, 5))\n", | |
"\n", | |
"sns.set_style('white')\n", | |
"plot_curves(x, y)\n", | |
"sns.despine()\n", | |
"plt.title('despined white')\n", | |
"\n", | |
"sns.set_style()\n", | |
"\n", | |
"# Avoid text prompt\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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+ffty6fk+/vhjnnrqKQ4dOkSHDh0oKCgAwOFw8MwzzxATEwPApEmTuOeee5z1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\nlFJKXcn+H8DAPZjC6taAAAAAAElFTkSuQmCC\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0ec0c15ed0>" | |
] | |
} | |
], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Color schemes (as context managers!)\n", | |
"------------------------------------\n", | |
"\n", | |
"*Really useful for gradients*" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(10, 5))\n", | |
"\n", | |
"with sns.color_palette(\"coolwarm\"):\n", | |
" plt.subplot(1, 2, 1)\n", | |
" sns.set_style('white')\n", | |
" x1 = np.linspace(0, max(x), 1000)\n", | |
"\n", | |
" plt.plot(x,\n", | |
" y,\n", | |
" '+r',\n", | |
" lw=2,\n", | |
" label='Original data')\n", | |
"\n", | |
" plt.plot(x1,\n", | |
" logistic(x1),\n", | |
" lw=2,\n", | |
" label='Logistic fit')\n", | |
"\n", | |
" plt.plot(x1,\n", | |
" gompertz(x1),\n", | |
" lw=2,\n", | |
" label='Gompertz fit')\n", | |
"\n", | |
" plt.plot(x1,\n", | |
" logistic(x1,\n", | |
" 350.,\n", | |
" 10.,\n", | |
" 20.),\n", | |
" lw=2,\n", | |
" label='Logistic fit')\n", | |
" \n", | |
" plt.plot(x1,\n", | |
" richards(x1),\n", | |
" lw=2,\n", | |
" label='Richards fit')\n", | |
" \n", | |
" plt.xlabel('Time (h)')\n", | |
" plt.ylabel('Signal (units)')\n", | |
"\n", | |
" plt.legend(loc='best')\n", | |
" sns.despine()\n", | |
" plt.title('palette not scaled')\n", | |
" \n", | |
"with sns.color_palette(\"coolwarm\", 4):\n", | |
" plt.subplot(1, 2, 2)\n", | |
" sns.set_style('white')\n", | |
" x1 = np.linspace(0, max(x), 1000)\n", | |
"\n", | |
" plt.plot(x,\n", | |
" y,\n", | |
" '+r',\n", | |
" lw=2,\n", | |
" label='Original data')\n", | |
"\n", | |
" plt.plot(x1,\n", | |
" logistic(x1),\n", | |
" lw=2,\n", | |
" label='Logistic fit')\n", | |
"\n", | |
" plt.plot(x1,\n", | |
" gompertz(x1),\n", | |
" lw=2,\n", | |
" label='Gompertz fit')\n", | |
"\n", | |
" plt.plot(x1,\n", | |
" logistic(x1,\n", | |
" 350.,\n", | |
" 10.,\n", | |
" 20.),\n", | |
" lw=2,\n", | |
" label='Logistic fit')\n", | |
" \n", | |
" plt.plot(x1,\n", | |
" richards(x1),\n", | |
" lw=2,\n", | |
" label='Richards fit')\n", | |
"\n", | |
" plt.xlabel('Time (h)')\n", | |
" plt.ylabel('Signal (units)')\n", | |
"\n", | |
" plt.legend(loc='best')\n", | |
" sns.despine()\n", | |
" plt.title('scaled palette')\n", | |
"\n", | |
"# Avoid text prompt\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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HOblohJOByd13a5b2allrayp+KcHO6zfYf8xLUbl5oxgXYWVobydhIS13ebqq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\nIYQQQgghhBBCCPG+/H8wlREhgqqdQAAAAABJRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb6824a50>" | |
] | |
} | |
], | |
"prompt_number": 35 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"New plots: violinplot\n", | |
"---------------------\n", | |
"\n", | |
"Just a stylistic change, but a quite interesting one. Also, better boxplots!" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"x = np.random.normal(0, 1, 1000)\n", | |
"x1 = np.random.normal(1, 3, 1000)\n", | |
"x2 = np.random.normal(2, 4, 1000)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 37 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(10, 15))\n", | |
"\n", | |
"plt.subplot(3, 1, 1)\n", | |
"plt.boxplot([x, x1, x2])\n", | |
"sns.despine()\n", | |
"\n", | |
"plt.subplot(3, 1, 2)\n", | |
"sns.boxplot([x, x1, x2])\n", | |
"sns.despine(trim=True)\n", | |
"\n", | |
"plt.subplot(3, 1, 3)\n", | |
"sns.violinplot([x, x1, x2])\n", | |
"sns.despine(trim=True)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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ZM3Ku5LkmT57MpEmT8i5j1BmsJEmqUOPGjcu7BD2LwUqSpAMwadKkmuzA6OA4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\nrCWIYTJx0cUXc/Y55yRtn0EJVinIMAyqq6spLy9n1arVLP9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O24gRI5gwfjxft4RojMcP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\nMybr5WWfEVcAAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb4f00a50>" | |
] | |
} | |
], | |
"prompt_number": 38 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Visualizing distributions, with some Pandas on the side\n", | |
"-------------------------------------------------------\n", | |
"\n", | |
"Plotting a density estimation of the data has become much easier than using directly scipy or scikit.learn" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(7, 5))\n", | |
"\n", | |
"# Beware if you have a list of numbers and not an array\n", | |
"import random\n", | |
"y = [random.random() for i in range(100)]\n", | |
"\n", | |
"sns.kdeplot(y, shade=True)\n", | |
"sns.despine()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"ename": "AttributeError", | |
"evalue": "'list' object has no attribute 'astype'", | |
"output_type": "pyerr", | |
"traceback": [ | |
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", | |
"\u001b[1;32m<ipython-input-36-2201eaac1583>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mrandom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrandom\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m100\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkdeplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mshade\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 8\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdespine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", | |
"\u001b[1;32m/usr/local/lib/python2.7/dist-packages/seaborn/distributions.pyc\u001b[0m in \u001b[0;36mkdeplot\u001b[1;34m(data, data2, shade, vertical, kernel, bw, gridsize, cut, clip, legend, ax, cumulative, **kwargs)\u001b[0m\n\u001b[0;32m 838\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgca\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 839\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 840\u001b[1;33m \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfloat64\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 841\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mdata2\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 842\u001b[0m \u001b[0mdata2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdata2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfloat64\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", | |
"\u001b[1;31mAttributeError\u001b[0m: 'list' object has no attribute 'astype'" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb6f05250>" | |
] | |
} | |
], | |
"prompt_number": 36 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(7, 5))\n", | |
"\n", | |
"sns.kdeplot(x, shade=True)\n", | |
"sns.kdeplot(x1, shade=True)\n", | |
"sns.kdeplot(x2, shade=True)\n", | |
"sns.despine()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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G3A5sGniAUmoG8CjwcV3XDw143aWU8vZ97QauA/ZksvFCFLL0GjZvlmZEprkcFtkIWYgB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\nV2sfWhbvf+CmgCf/ZOZ4l4mvXmOl3DP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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb79d8e10>" | |
] | |
} | |
], | |
"prompt_number": 39 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"A rug plot is also very useful to check whether the density function has been computed on a good distributions of data points." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(7, 5))\n", | |
"\n", | |
"sns.distplot(x, rug=True, hist=False)\n", | |
"sns.despine()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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CDTOWAKXW2jJrrRd4EVjWeQNrbbW1djvgvcFz6OQheY8Ne04DsGCaykzazRyf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\nTkSuQmCC\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb73b6490>" | |
] | |
} | |
], | |
"prompt_number": 46 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The kdeplot can also go 2d, comparing the relative distribution of two datasets" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(7, 7))\n", | |
"\n", | |
"x3 = np.concatenate((np.random.normal(1, 1.5, 1000), np.random.normal(5, 2, 1000)))\n", | |
"x4 = np.concatenate((np.random.normal(10, 2, 1000), np.random.normal(3, 4, 1000)))\n", | |
"\n", | |
"sns.kdeplot(x3, x4)\n", | |
"sns.despine()\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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qKLJszujr5WNzLCnzHBqdls6RtqXUm47HAzC6y2Crx388vR2NQcd9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\nzVN//gHYpCjKAnIuF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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb7d48d90>" | |
] | |
} | |
], | |
"prompt_number": 14 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The jointplot will also give you the correlation coefficient" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(7, 7))\n", | |
"\n", | |
"x3 = np.concatenate((np.random.normal(1, 1.5, 1000), np.random.normal(5, 2, 1000)))\n", | |
"x4 = np.concatenate((np.random.normal(10, 2, 1000), np.random.normal(3, 4, 1000)))\n", | |
"\n", | |
"sns.jointplot(x3, x4, joint_kws={'alpha':0.3})\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0ec0c45c90>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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nvztLzXK6NwqKolCzXtxc4cVi6BrX5/uZW7EAGO1Prhk6lqTtRAatHWCkL7mp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02PMMrZOR6h6SqeY3DUDdBUlSwv5mSPMQAbnfIliyuQVkZv3Gw+Y5DbG4f84tNTPtzucTaQHXSW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\nQgghhBBCCCGEEEIIIYQQb4b/H4TjRk721omjAAAAAElFTkSuQmCC\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb7e5cc10>" | |
] | |
} | |
], | |
"prompt_number": 15 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(7, 7))\n", | |
"\n", | |
"sns.jointplot(x3, x4, kind='hex')\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0ec0c358d0>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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30RcLIFfyXt6RmRxSuTLCAa2t3LVCyeQ4NpNHOmcCYMgWvO3PsslxbDaPfNHG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r2+NWB7c9BqvsYYRsMyz3BWysRxcYvtt2whhCNZi9YGBnH9OCXpTr8/qbISJh/0JLFENpCm+cyw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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb7d48b50>" | |
] | |
} | |
], | |
"prompt_number": 16 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(7, 7))\n", | |
"\n", | |
"sns.jointplot(x3, x4, kind='kde')\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb48be190>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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OO34WD/5zK7c/+DY/vOr4uJsCr9ByoWgHVrSCKhr7imWoKbwkHi0sL+SwOUWs\n29bIA89s4ePnLrS7pKhSaLmIm8MqWOPVZFWgVda2Kbgkbng8Hi44sYKqug4e+fd2FlUUccT8ErvL\nipr4ajfGsWgF1s7qtgN/3GZk7dH+DJqsIfEkPS2FS8+YS0qyhx/94S327Iufn22FlsNF62Tq1qAK\nJNoBpuCSeDGlOJsPnjyH7l4vN9/zOq0dvXaXFBXqHnSwaIWV3XXEqutt5GeNpCtR3YUSL5YaxTS2\ndPOvNVV8997XueWzx5KR7u7Tvrurj2ORBkUkYRXt1sZo27M6FIY/f7jhpUkaEi9WrpjG/tZu1m1v\n5Nb73uC6K48mNcW9nWwKLQeKJDScFFah7MuqcIhGeCm4xM08Hg8XnTqHnj4f75gN3PbHNXz98iNI\ndun6hAothwk3OMINK6eM4VgdYpGEl4JL3C45OYnLzpzL757azOr1NaQ8uIarLz2cZBdew6XQcpBY\nBlakYRXo/ZGe5K1atX1ndVvYwRXtWkRiKTUlmY+dPZ/7ntrMf9+pZsDv55rLlrsuuBRaDhFOiMQq\nrKL1nnBP+NFuhanVJYkqIy2FT5y7gPue3sxLa2vw+fx87aNHuGqMyz2VxjGrAyucmyVacYPFaN24\nMVq1ub1LVSQc6WkpfPzchcyanMsrG2q5+Z7X6On12l1W0BRaNotFYIUilhfZRjPAwqXgkkSUnprM\nx89ZwNwZ+aw1G/jO3a/Q3tVnd1lBUWjZyMrACuVkHo3wqKrdT1Xt/rDfH2kNkbxfwSWJKDUlmY+e\nOY+lRjFb9zTzjTtfpr65y+6yAtKYlosEc3INtQswVIGCabznp5UVBrWPSCdhhDPuFMkEDY1xiVsl\nJydx0alzmJCewisbavnaHS9y46eOoXzKRLtLG5NCyyahBkY0AyuUfUfSegq0rWBCLNxZe+G8L9wJ\nGgoucbMkj4dzjptFXk46f3+lkm/84iW+dcWRHD53kt2ljUrdgy4QrcAKpfss0u6+UPYRzH7C7fqL\n5axMdReKW3k8Ho4/bAqXnjEXr3eAm37zGs+8Wml3WaNSS8sGoZzcohFYoQRVuJrq9x7yWMGkqUG/\nf3jfgVpf4bSgwm11qbtQEs3iiiJyJ6Txh2e38Mu/rmNvfTufPG+Ro1bPUGi5XDQCK9SwGi2ggn1d\noCCzOrwUXCLjm1GWyxc+dBj3P72ZJ17cSW1DJ1/76HImZKTaXRqg7sGYi2Yra7xtBdNdFUoXYFP9\n3gN/IhGbOTJsAAAeTUlEQVTsdqzqNozldH4RtyrIzeDzH1zC7Kl5vLmljq/d8RL79nfaXRag0HKt\nQIE1nmADIVpBFcn2rQivaHfPRmM/Ik6TkZ7CFecs4JjFZVTVtXP1T//L+u0Ndpel0HIqq64dCiWs\nQtHWUDnmn2BEM7yCoeASCSw5ycN5x5dz4UkVdPd6ue7uV3l69S78fr9tNWlMK4aidQKz4voqCH6s\nCgg6jMZ6bW7xzHFrGGvsK5gxr2DHlEIZewp3fCvU/Yg40YoFpRTnT+CPz27h7kfXs6umlc9euMSW\nNQvV0nKg8X6zD6dbMFBgBduyCrX1FMy2wq0p0GdSi0skumaW5fLFi5ZSWpjFP17bzbV3r6alvTfm\ndSi04kQ4gRVqWFkhkvAK1GWo4BKJrrycdD534WIWVxSyZVcTV//sv+yqaY1pDeoejGOBAiuQSLsA\nDzZWl+DI94/XbThel+FY3YVO65rTfbnE7dJSk/nw6XMpKdzL82/s4es/f4mvf2Q5Ry0qi8n+1dKK\nkWB/yw6nazDU3+ADBVawLatQuwuDef14zwdqdY0l2NVCghVJayuc/Yk4jcfj4dTl07jsjLkMDPj5\n3u/e4NF/b4vJBA2FVpwa6yQ+XmCFGlaRCBRggcJrNAoukdhaVFHEZy5YTE5WGr97ajO/emwDvgFr\ng0uh5XKhnPgCBVYgVo1tBQqv0VgVXKFQcInAlOJsPv/BJUwqmMDTq3fxg/vfoLffZ9n+FFpxKNRl\nmQIFUThh1daw88CfSOsYa/9WBJcVq+8HouASt5uYnc7nLljMrMm5vLZxH9f96hW6evot2ZdCyyUi\nPbGNdYIPJrCCMTKkDg6qg58bL8hCbXWNNc6l4BKJrYz0FD5x7sIDMwuv//WrlgSXQiuBRSOwQm1N\nBfu+ULsLR2P1rVWiTbc3EbdLSU7i4tPmctjsIrbubua6X71KZ3d0g0uhlQDCWTswcKCFF1ahbGes\nVlc0ugqd2NoKd98iTpKc5OF/VhosM4ox9zRz631v4PUNRG37Ci0HicaJL9jWRaBp5+O/N/KwGm2b\n44VXMI8puEScISnJw4dOmcO8mfms397I3Y+uj9p0eIWWvI8dgRXM9iMNrlhRcIkMSkrycMlpcw8s\n+/Tky9E5dyi0HCTcBVljJbyxq9DXK7QiuGLV2gIFl8iw9NRkrjh7PlmZqdz35Gb21rdHvM2IQ8sw\njHsNw6gzDGPDiMcKDMN4zjAM0zCMfxqGkRfpfsR60boGa6ygCuWWJU4KrnBEO7gUXuJWE7PT+cCJ\nFfT7BrjjobUMRHjxcTRaWr8DVh302DeB50zTNIAXhr4WFwu2lRXN9QojDa5oCTcwohlckdQhYrdF\n5YUsLC9gS2UTz7+5J6JtRRxapmm+BDQf9PD5wP1D/74fuCDS/YjzhRMcVo6h2d3agsHgUnehCJx7\nXDnJSR4e/ff2iFpbVo1plZimWTf07zqgxKL9uEasVvUe7+aIThVOcFnRTTieSMNCwSWJbmJ2Oktm\nF1Hd0ME7Zn3Y27F8IoZpmn7Avnszxwmn38oiGgvoRuM9kdRhxaSMkTTOJYnu2CWTAXjhzaqwt2FV\naNUZhlEKYBhGGRB+rErCGP/asdh0E1pN3YWSyCYXZZGdmcrGnY1hX7dlVWg9AVwx9O8rgMct2o+r\nBNNasmLa+1g3TzzYeDdptPK9kXBba2uYgksSkcfjYUZpLs1tvdQ1dYW1jWhMef8T8Aow1zCMKsMw\nPgH8ADjdMAwTOHXoa7FAuN2GdoVMIInQ2hoWzVaXugvFLUoLJwBQtz+80EqJtADTNC8d46nTIt22\nvN/MstygTkzTygqjfkLOLS63fDUMp6isbRv3l4FAz4dqZ3Vb1FrY0a5NJNrSUpMB6PWGd88trYgR\nY07qIhyttRXPXYTRbG1ZcUPJaLa6RJwqJXkwdvrCvFGkQstlRgu90R6zYup7bnF5EK+ZGeE+Int/\ntNh14ldwSbxr7+oDYGJWeljvV2jZwM2trVgEl1s4/YJkjXOJEzW0dAMwuTgrrPcrtOJEtFtbdgRX\nLMIu2qtkWBkKanVJvPH7/dQ0dJCZnkJBbkZY21Bo2SSS1lYkA+3BtrbGe3zwueCCK9ggCuZ1wexz\nJCvXI4wVBZfEk337u2hu7+WI+SV4PJ6wtqHQslEk4RPJ2FYsg2t4G2MFWCjBZiWntrYgut2FInba\nuLMRgGOXlIW9DYWWw4U6tuXU4Bq5rfFCzK1iEQgKLnGzvn4fb2yuIzM9heXzwl+OVqFlM7u6CccS\nbnCFGl6hGm/74dTsVgoucas3t9TR2d3PeSeUk5ke/iXCCi2Xi3Y3IYQfAlYFl9WBGEiwJ/lYhYGC\nS9ymp8/Lf9/ZS3paMuefENn/Z4WWA1gxBd7K4IplqyvQtqLZmorGKiIKLpFDPfvqbjq6+vnQybOZ\nmB3e9VnDFFoOEe1JGWM9PlZwhTLGFei5wefLIwqwYN4bSX2hCuUEH8vgijS8FFxitV01rbyxeR/T\nSnK4aOWciLen0HKR8VpbkQYXjD05I9xW13uvKz/kT6DXBN5m4P3aKZZhoOASp+rs7ufhF0w8wJcv\nWUpqSnLE21RoOUik3YRWBRcEbtWEGiKhhlSwtQTzfKzEckUKBZc4zcCAnz8/t5XWjj4uWzWPeTMK\norJdhZbDOD24ggkvK0Mj0sAK9t5iown3xK7gkkT0z9d3s6O6lSMXlHDxSiNq21VoOZBVaxOOFVyh\njHNBcC2raIZXsGHolBbWaGLV6lJwiRO8trGWF9dWU1o4gasvW05SUnirX4xGoRWHZpblhtTigvFb\nXdEIr/C6EKO7DFQkraxhkZ7Uh8PLyWsWKrgkEpt37efJl3eSm5XGzZ85luzM1KhuP+KbQIo1grnh\nY/mU3HFPUGNtY6zHh4NrtKnfBZOmjrrYLLw/MAKt9xft1lCw24tGYEXbyO9BtC8Uj/TGkrqZpIRj\nZ00rf35uK2kpydzwqaMpKwpvJffxqKXlYNHoJgy1xQXhtbqGxWp5plD2E2xgWXEPsmBZ0QJTi0ti\nqaqund//fTN+P3zzihUY0/Mt2Y9Cy+GsDq7xugujEV5WtKxC2aYVLSyrT+bRDC8Fl8RC7f5O7nt6\nE/3eAb5++REcMT/8tQUDUfdgnAi3qzDQc4G6DIeN1XUIo3fhBXvbkHBDz4ndgaEa/p6om06crL65\ni3uf2Eh3r4+rL13GcUsmW7o/hZYLBDO+BZEHF4z9m/V44QXBB9gwq7oQww2rULsGYznmE+m+NL4l\nVtnf2s09T2yis8fLFz60hFOPmG75PtU96BLBnjSC6Socb1uBnh+v23DYcPdhrFo7ke7PzrGsYEXa\nZahuQom21o5e7nliE+1dfVx5/iLOOnZWTPar0HKRUIIr3HGukc9HGl5gXYBFY7vBfoax2HEiV3CJ\nE3T19HPvU5to6ejlo6vmccFJFTHbt7oHXSbYrkIIrrsQxj8ZBdttCIFXSR8tYILpShzrveFyQ8tq\nPJF010XaVSjS1+/j93/fQkNzN+efWM7Fp0VvtYtgKLRcKJrBNbw9iCy8ILQAGxarLkSrgsqu8Z5E\n2684w4Dfz0PPm+ypa+ekw6d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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb7633450>" | |
] | |
} | |
], | |
"prompt_number": 49 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The lmplot function lets you apply linear models to pandas dataframes, by separating the data according to the values in their columns." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"tips = sns.load_dataset(\"tips\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 60 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"tips" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>total_bill</th>\n", | |
" <th>tip</th>\n", | |
" <th>sex</th>\n", | |
" <th>smoker</th>\n", | |
" <th>day</th>\n", | |
" <th>time</th>\n", | |
" <th>size</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0 </th>\n", | |
" <td> 16.99</td>\n", | |
" <td> 1.01</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1 </th>\n", | |
" <td> 10.34</td>\n", | |
" <td> 1.66</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2 </th>\n", | |
" <td> 21.01</td>\n", | |
" <td> 3.50</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3 </th>\n", | |
" <td> 23.68</td>\n", | |
" <td> 3.31</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4 </th>\n", | |
" <td> 24.59</td>\n", | |
" <td> 3.61</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5 </th>\n", | |
" <td> 25.29</td>\n", | |
" <td> 4.71</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6 </th>\n", | |
" <td> 8.77</td>\n", | |
" <td> 2.00</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7 </th>\n", | |
" <td> 26.88</td>\n", | |
" <td> 3.12</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8 </th>\n", | |
" <td> 15.04</td>\n", | |
" <td> 1.96</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9 </th>\n", | |
" <td> 14.78</td>\n", | |
" <td> 3.23</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>10</th>\n", | |
" <td> 10.27</td>\n", | |
" <td> 1.71</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>11</th>\n", | |
" <td> 35.26</td>\n", | |
" <td> 5.00</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12</th>\n", | |
" <td> 15.42</td>\n", | |
" <td> 1.57</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>13</th>\n", | |
" <td> 18.43</td>\n", | |
" <td> 3.00</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>14</th>\n", | |
" <td> 14.83</td>\n", | |
" <td> 3.02</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>15</th>\n", | |
" <td> 21.58</td>\n", | |
" <td> 3.92</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>16</th>\n", | |
" <td> 10.33</td>\n", | |
" <td> 1.67</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>17</th>\n", | |
" <td> 16.29</td>\n", | |
" <td> 3.71</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>18</th>\n", | |
" <td> 16.97</td>\n", | |
" <td> 3.50</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>19</th>\n", | |
" <td> 20.65</td>\n", | |
" <td> 3.35</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>20</th>\n", | |
" <td> 17.92</td>\n", | |
" <td> 4.08</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>21</th>\n", | |
" <td> 20.29</td>\n", | |
" <td> 2.75</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>22</th>\n", | |
" <td> 15.77</td>\n", | |
" <td> 2.23</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>23</th>\n", | |
" <td> 39.42</td>\n", | |
" <td> 7.58</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>24</th>\n", | |
" <td> 19.82</td>\n", | |
" <td> 3.18</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25</th>\n", | |
" <td> 17.81</td>\n", | |
" <td> 2.34</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>26</th>\n", | |
" <td> 13.37</td>\n", | |
" <td> 2.00</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>27</th>\n", | |
" <td> 12.69</td>\n", | |
" <td> 2.00</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>28</th>\n", | |
" <td> 21.70</td>\n", | |
" <td> 4.30</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>29</th>\n", | |
" <td> 19.65</td>\n", | |
" <td> 3.00</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>30</th>\n", | |
" <td> 9.55</td>\n", | |
" <td> 1.45</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>31</th>\n", | |
" <td> 18.35</td>\n", | |
" <td> 2.50</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>32</th>\n", | |
" <td> 15.06</td>\n", | |
" <td> 3.00</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>33</th>\n", | |
" <td> 20.69</td>\n", | |
" <td> 2.45</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>34</th>\n", | |
" <td> 17.78</td>\n", | |
" <td> 3.27</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>35</th>\n", | |
" <td> 24.06</td>\n", | |
" <td> 3.60</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>36</th>\n", | |
" <td> 16.31</td>\n", | |
" <td> 2.00</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>37</th>\n", | |
" <td> 16.93</td>\n", | |
" <td> 3.07</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>38</th>\n", | |
" <td> 18.69</td>\n", | |
" <td> 2.31</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>39</th>\n", | |
" <td> 31.27</td>\n", | |
" <td> 5.00</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>40</th>\n", | |
" <td> 16.04</td>\n", | |
" <td> 2.24</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>41</th>\n", | |
" <td> 17.46</td>\n", | |
" <td> 2.54</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>42</th>\n", | |
" <td> 13.94</td>\n", | |
" <td> 3.06</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>43</th>\n", | |
" <td> 9.68</td>\n", | |
" <td> 1.32</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>44</th>\n", | |
" <td> 30.40</td>\n", | |
" <td> 5.60</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>45</th>\n", | |
" <td> 18.29</td>\n", | |
" <td> 3.00</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>46</th>\n", | |
" <td> 22.23</td>\n", | |
" <td> 5.00</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>47</th>\n", | |
" <td> 32.40</td>\n", | |
" <td> 6.00</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>48</th>\n", | |
" <td> 28.55</td>\n", | |
" <td> 2.05</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>49</th>\n", | |
" <td> 18.04</td>\n", | |
" <td> 3.00</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>50</th>\n", | |
" <td> 12.54</td>\n", | |
" <td> 2.50</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>51</th>\n", | |
" <td> 10.29</td>\n", | |
" <td> 2.60</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>52</th>\n", | |
" <td> 34.81</td>\n", | |
" <td> 5.20</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>53</th>\n", | |
" <td> 9.94</td>\n", | |
" <td> 1.56</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>54</th>\n", | |
" <td> 25.56</td>\n", | |
" <td> 4.34</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>55</th>\n", | |
" <td> 19.49</td>\n", | |
" <td> 3.51</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sun</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>56</th>\n", | |
" <td> 38.01</td>\n", | |
" <td> 3.00</td>\n", | |
" <td> Male</td>\n", | |
" <td> Yes</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>57</th>\n", | |
" <td> 26.41</td>\n", | |
" <td> 1.50</td>\n", | |
" <td> Female</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>58</th>\n", | |
" <td> 11.24</td>\n", | |
" <td> 1.76</td>\n", | |
" <td> Male</td>\n", | |
" <td> Yes</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>59</th>\n", | |
" <td> 48.27</td>\n", | |
" <td> 6.73</td>\n", | |
" <td> Male</td>\n", | |
" <td> No</td>\n", | |
" <td> Sat</td>\n", | |
" <td> Dinner</td>\n", | |
" <td> 4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th></th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>244 rows \u00d7 7 columns</p>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 61, | |
"text": [ | |
" total_bill tip sex smoker day time size\n", | |
"0 16.99 1.01 Female No Sun Dinner 2\n", | |
"1 10.34 1.66 Male No Sun Dinner 3\n", | |
"2 21.01 3.50 Male No Sun Dinner 3\n", | |
"3 23.68 3.31 Male No Sun Dinner 2\n", | |
"4 24.59 3.61 Female No Sun Dinner 4\n", | |
"5 25.29 4.71 Male No Sun Dinner 4\n", | |
"6 8.77 2.00 Male No Sun Dinner 2\n", | |
"7 26.88 3.12 Male No Sun Dinner 4\n", | |
"8 15.04 1.96 Male No Sun Dinner 2\n", | |
"9 14.78 3.23 Male No Sun Dinner 2\n", | |
"10 10.27 1.71 Male No Sun Dinner 2\n", | |
"11 35.26 5.00 Female No Sun Dinner 4\n", | |
"12 15.42 1.57 Male No Sun Dinner 2\n", | |
"13 18.43 3.00 Male No Sun Dinner 4\n", | |
"14 14.83 3.02 Female No Sun Dinner 2\n", | |
"15 21.58 3.92 Male No Sun Dinner 2\n", | |
"16 10.33 1.67 Female No Sun Dinner 3\n", | |
"17 16.29 3.71 Male No Sun Dinner 3\n", | |
"18 16.97 3.50 Female No Sun Dinner 3\n", | |
"19 20.65 3.35 Male No Sat Dinner 3\n", | |
"20 17.92 4.08 Male No Sat Dinner 2\n", | |
"21 20.29 2.75 Female No Sat Dinner 2\n", | |
"22 15.77 2.23 Female No Sat Dinner 2\n", | |
"23 39.42 7.58 Male No Sat Dinner 4\n", | |
"24 19.82 3.18 Male No Sat Dinner 2\n", | |
"25 17.81 2.34 Male No Sat Dinner 4\n", | |
"26 13.37 2.00 Male No Sat Dinner 2\n", | |
"27 12.69 2.00 Male No Sat Dinner 2\n", | |
"28 21.70 4.30 Male No Sat Dinner 2\n", | |
"29 19.65 3.00 Female No Sat Dinner 2\n", | |
"30 9.55 1.45 Male No Sat Dinner 2\n", | |
"31 18.35 2.50 Male No Sat Dinner 4\n", | |
"32 15.06 3.00 Female No Sat Dinner 2\n", | |
"33 20.69 2.45 Female No Sat Dinner 4\n", | |
"34 17.78 3.27 Male No Sat Dinner 2\n", | |
"35 24.06 3.60 Male No Sat Dinner 3\n", | |
"36 16.31 2.00 Male No Sat Dinner 3\n", | |
"37 16.93 3.07 Female No Sat Dinner 3\n", | |
"38 18.69 2.31 Male No Sat Dinner 3\n", | |
"39 31.27 5.00 Male No Sat Dinner 3\n", | |
"40 16.04 2.24 Male No Sat Dinner 3\n", | |
"41 17.46 2.54 Male No Sun Dinner 2\n", | |
"42 13.94 3.06 Male No Sun Dinner 2\n", | |
"43 9.68 1.32 Male No Sun Dinner 2\n", | |
"44 30.40 5.60 Male No Sun Dinner 4\n", | |
"45 18.29 3.00 Male No Sun Dinner 2\n", | |
"46 22.23 5.00 Male No Sun Dinner 2\n", | |
"47 32.40 6.00 Male No Sun Dinner 4\n", | |
"48 28.55 2.05 Male No Sun Dinner 3\n", | |
"49 18.04 3.00 Male No Sun Dinner 2\n", | |
"50 12.54 2.50 Male No Sun Dinner 2\n", | |
"51 10.29 2.60 Female No Sun Dinner 2\n", | |
"52 34.81 5.20 Female No Sun Dinner 4\n", | |
"53 9.94 1.56 Male No Sun Dinner 2\n", | |
"54 25.56 4.34 Male No Sun Dinner 4\n", | |
"55 19.49 3.51 Male No Sun Dinner 2\n", | |
"56 38.01 3.00 Male Yes Sat Dinner 4\n", | |
"57 26.41 1.50 Female No Sat Dinner 2\n", | |
"58 11.24 1.76 Male Yes Sat Dinner 2\n", | |
"59 48.27 6.73 Male No Sat Dinner 4\n", | |
" ... ... ... ... ... ... ...\n", | |
"\n", | |
"[244 rows x 7 columns]" | |
] | |
} | |
], | |
"prompt_number": 61 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(7, 7))\n", | |
"\n", | |
"sns.lmplot('total_bill', 'tip', tips, hue='smoker')\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb73baed0>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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vJekPc8uy+dtnPuZkur/IzpZavvbpHfP+R/9h/wn2f/wstm3jcxVx68brCesR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\n19H/D76hXJFT9gAHAAAAAElFTkSuQmCC\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb7390b10>" | |
] | |
} | |
], | |
"prompt_number": 68 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(10, 7))\n", | |
"sns.lmplot(\"total_bill\", \"tip\", tips, col='sex', hue='smoker')\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb80b7090>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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7oSMPfkeee27roGWBHXk85ZGyU2Qcw5+5nyHs5xoYrODz5EJFMzGO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Ytde89OqnAWCgGB0dxsQ77EZTQYIxms5Yu3f5qu4bOEAyHq47WztuFIz3H++rXv4voeBgYfv/4R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\nIiIiIiIiIiKyAPx/1/rDq+FolU4AAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb7935a10>" | |
] | |
} | |
], | |
"prompt_number": 73 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(17, 7))\n", | |
"sns.lmplot(\"total_bill\", \"tip\", tips, col='size', hue='smoker')\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb6e72e10>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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VgrJKsacwDirtqq1K0KAWcZzqGXdU/QND2n1g/BXtUVdf2qa+3m71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UBH59VxyrkWkPMFNYharOJSghhZ5/hUL9hZVBCzYNu57SPh5NRZDg2/Vzum5niGezbdBjBXvBO0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\nyypuW7SSec2zal2miJxlxlgyqYBsnbogyclJJwLSiYDYWA71F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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb71050d0>" | |
] | |
} | |
], | |
"prompt_number": 71 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Quick and dirty flexible barplots\n", | |
"---------------------------------\n", | |
"\n", | |
"Using pandas, plotting small tables becomes really flexible and straightforward." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"m = pd.read_table('table.txt')\n", | |
"m" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Species</th>\n", | |
" <th>Status</th>\n", | |
" <th>#</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td> Ecoli</td>\n", | |
" <td> Unsequenced</td>\n", | |
" <td> 477</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td> Salmonella</td>\n", | |
" <td> Unsequenced</td>\n", | |
" <td> 200</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td> Ecoli</td>\n", | |
" <td> Sequenced</td>\n", | |
" <td> 141</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td> Salmonella</td>\n", | |
" <td> Sequenced</td>\n", | |
" <td> 24</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td> Bacillus</td>\n", | |
" <td> Sequenced</td>\n", | |
" <td> 290</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows \u00d7 3 columns</p>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 57, | |
"text": [ | |
" Species Status #\n", | |
"0 Ecoli Unsequenced 477\n", | |
"1 Salmonella Unsequenced 200\n", | |
"2 Ecoli Sequenced 141\n", | |
"3 Salmonella Sequenced 24\n", | |
"4 Bacillus Sequenced 290\n", | |
"\n", | |
"[5 rows x 3 columns]" | |
] | |
} | |
], | |
"prompt_number": 57 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(10, 10))\n", | |
"\n", | |
"sns.factorplot('Status', '#', 'Species', data=m, kind='bar')\n", | |
"sns.despine()\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb6e9ae50>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb6f00ad0>" | |
] | |
} | |
], | |
"prompt_number": 58 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(10, 10))\n", | |
"\n", | |
"sns.factorplot('Species', '#', 'Status', data=m, kind='bar')\n", | |
"sns.despine()\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb7d3d8d0>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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G4Z4FnB8RnneUpLUzPjP/CfjvwKml7L3AOZm5O80MDXeXv8+HAa8s5SuBt0XEVjRz4L0S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\nAAAAAElFTkSuQmCC\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f0eb6fd8710>" | |
] | |
} | |
], | |
"prompt_number": 59 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Heatmaps and clustermaps\n", | |
"------------------------\n", | |
"\n", | |
"A recent addition to seaborn are heatmaps and clustermaps; heatmaps were kind of ok with matplotlib, but a dendrogram clustering required extensive knowledge of scipy and lots of creativity." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import pandas as pd" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 17 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Chemical genomic screen taken from: doi:10.1016/j.cell.2010.11.052\n", | |
"# Note: only a fraction of the total matrix has been used\n", | |
"m = pd.read_table('matrix.tsv')\n", | |
"m.set_index(['Gene'], inplace=True)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 18 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(10, 10))\n", | |
"\n", | |
"sns.heatmap(m)\n", | |
"pass" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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8lqtU9O/sOTNHNnlYsJJ9BMvdwwCnI5MGqI/gHCSWmqGaudvj+FrkAO6B3L3fINfwbvH7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RSug4E4m1FqDNzF4GliGynFHP4I1im9Pc/efwjhV0ZZSk0i/2a0aClxjDkcjauFqMIUmSJEmS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\nYG6UhHkBCd3XkPt3CBKPxX8CfZGbu3AhJ0mSJEmSLHTq5Rqei 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