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Demo of statsmodels new ProbPlot object
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ProbPlot.ipynb
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"### Setup the environment"
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"input": [
"%pylab inline\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import statsmodels.api as sm\n",
"\n",
"# mock up some data\n",
"a = np.random.lognormal(mean=1.17, sigma=1.32, size=37)\n",
"b = np.random.lognormal(mean=0.95, sigma=1.50, size=37)\n",
"\n",
"# create the ProbPlot Objects\n",
"pp_a = sm.ProbPlot(a)\n",
"pp_b = sm.ProbPlot(b)\n",
"\n",
"def plot45line(ax):\n",
" xlims = ax.get_xlim()\n",
" ylims = ax.get_ylim()\n",
" \n",
" absolute_limits = [np.min([xlims, ylims]), np.max([xlims, ylims])]\n",
" ax.plot(absolute_limits, absolute_limits, marker=None, linestyle='-', color='FireBrick')\n",
" ax.set_xlim(absolute_limits)\n",
" ax.set_ylim(absolute_limits)\n"
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"language": "python",
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"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
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"prompt_number": 1
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"cell_type": "markdown",
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"source": [
"### Basic Q-Q Plot"
]
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"input": [
"fig = pp_a.qqplot(ylabel='Sample A Quantiles')"
],
"language": "python",
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"slide_type": "fragment"
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"### Two different takes on the probability plot"
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"fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(8,3))\n",
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"### The `qqplot` method can accept another `ProbPlot` object for the sake of making a comparison chart"
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