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@phobson
Created November 30, 2014 01:45
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probplot demp
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{
"metadata": {
"name": "",
"signature": "sha256:d134d9aff4140bd0c8587a89cdda7de5fc22e19c30c0c2b95db5b64ca311cdbe"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Test out `ProbPlot` class with varying probability distributions "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import numpy as np\n",
"import scipy.stats as stats\n",
"import matplotlib.pyplot as plt\n",
"import pandas\n",
"import statsmodels.api as sm\n",
"import seaborn\n",
"\n",
"seaborn.set(style='ticks', rc={'lines.markeredgewidth': 0.5})\n",
"\n",
"def ppgrid(pplist):\n",
" fig, axes = plt.subplots(ncols=3, nrows=len(pplist), figsize=(12, 3*len(pplist)), squeeze=False)\n",
" for axrow, (pp, label) in zip(axes, pplist):\n",
" fig = pp.qqplot(ax=axrow[0], plot_options=dict(\n",
" marker='o', \n",
" markerfacecolor='firebrick', \n",
" markeredgecolor='white', \n",
" markeredgewidth=1.5,\n",
" markersize=12\n",
" ))\n",
" \n",
" fig = pp.ppplot(ax=axrow[1], plot_options={\n",
" 'markerfacecolor': 'forestgreen',\n",
" })\n",
" \n",
" fig = pp.probplot(ax=axrow[2], plot_options={\n",
" 'marker': 's', \n",
" 'markerfacecolor': 'cornflowerblue', \n",
" 'linestyle': '--',\n",
" })\n",
" \n",
" axrow[0].annotate(label, xy=(0.05, 0.9), xycoords='axes fraction')\n",
" for ax in axrow:\n",
" if not ax.is_last_row():\n",
" ax.set_xlabel('')\n",
" \n",
" seaborn.despine(fig=fig)\n",
" fig.tight_layout()\n",
" return fig"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Make `ProbPlot` objects by specifying a distribution and \n",
" a) only the req'd distribution params,\n",
" b) all the params, and \n",
" c) only the req's params, but using `stats.<dist>.fit()` method"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Lognormal distribution"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = np.random.lognormal(mean=2, sigma=0.25, size=37)\n",
"pps = [\n",
" (sm.ProbPlot(x, dist=stats.lognorm, fit=False, distargs=(0.353,)), \"Fit = False\"),\n",
" (sm.ProbPlot(x, dist=stats.lognorm(0.353, loc=1.2, scale=5.0)), \"Spec'd dist, Fit = False\"),\n",
" (sm.ProbPlot(x, dist=stats.lognorm, fit=True), \"Fit = True\"),\n",
"]\n",
"fig = ppgrid(pps)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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dleuQpMCkU5r/B3Az8C9E5qJZBPRm1rUvAC+6+0VEkqn7erEv6aV9W7cSHDCA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\nnHN54g0s55xzzjnnnMuT/w8qqwCiaQ2ZUQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xad1eb36c>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"$\\beta$ distribution"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = np.random.beta(2.5, 4.5, size=37)\n",
"pps = [\n",
" (sm.ProbPlot(x, dist=stats.beta, fit=False, distargs=(2.0, 5.0)), \"Fit = False\"),\n",
" (sm.ProbPlot(x, dist=stats.beta(2.0, 5.0)), \"Spec'd dist, Fit = False\"),\n",
" (sm.ProbPlot(x, dist=stats.beta, fit=True), \"Fit = True\"),\n",
"]\n",
"fig = ppgrid(pps)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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lHgOa8hSLiPR9qutIQXrk6Z38/JHtPPWnV/IdiqQpnWGBn4l9b2YnAndlKR6R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\n/YiZ/QI4F+iysDGzZcCNPYy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h95E1rKJDAJW0QqTwKg/ZkO0yR0TSVjBlTrbrOyp3RApG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\nzJM6EDgf+CvwXXd/vrhRSblLV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YkvVtGTRGrlY7d1W78KtIaV9EwmydU24FkzWwb0A04H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\n5JBSXZIxFaetrDmT7N2qxBTqVokyxuTLRxs+pnPE9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O9UdVOe4y+2Uuc7uSh1PpGLcni2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\nfJ4AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xad20a3cc>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Student-$t$ distribution with Longley's data (residuals)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data = sm.datasets.longley.load()\n",
"data.exog = sm.add_constant(data.exog, prepend=False)\n",
"mod_fit = sm.OLS(data.endog, data.exog).fit()\n",
"residuals = mod_fit.resid / mod_fit.scale\n",
"\n",
"pps = [\n",
" (sm.ProbPlot(residuals, fit=False, dist=stats.t, distargs=(2.3e6,), loc=0.0, scale=0.002), 'Fit=False'),\n",
" (sm.ProbPlot(residuals, fit=False, dist=stats.t(2.3e6, 0.0, 0.002)), \"Spec'd dist, Fit = False\"),\n",
" (sm.ProbPlot(residuals, fit=True, dist=stats.t), 'Fit=True'),\n",
"]\n",
"fig = ppgrid(pps)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Rbm1NvC8cpnHDhoS9U/u2bcNvu42qc89l3Ny5Ca87bu5cqqZOVQbBnudAW+MK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\ndfL/ARxrNwKZaRcAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xacfcd58c>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Normal distribution"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = np.random.normal(loc=2, scale=0.25, size=37)\n",
"pps = [\n",
" (sm.ProbPlot(x, dist=stats.norm, fit=False, distargs=(), loc=2, scale=0.25), \"Fit = False\"),\n",
" (sm.ProbPlot(x, dist=stats.norm(loc=2, scale=0.25)), \"Spec'd dist, Fit = False\"),\n",
" (sm.ProbPlot(x, dist=stats.norm, fit=True), \"Fit = True\"),\n",
"]\n",
"fig = ppgrid(pps)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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OyTuoOaWGyvsruWOVpvFkmPo80q81Hm3u/CLJqHQKWgwys0FAgZkVufuLZnZq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txKpGcq5EM7EWAo8HXgVeBRM5vq7inLIhfjQ+WNWfQ4ZfL25s0cde65VFRXZzxWRXU1lSNHHtb7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\n8Lkf1pDA3FCbR0S6RGhy5e43x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NGjiURUmVYA+DLwLnffbmY1wF3AxQWOSUREJGeUUPUs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\nRKQIlFyJiIiIiIgUwf8HiC/yeW+m5a8AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xacfcd10c>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Explore all of the different line options"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"np.random.seed(0)\n",
"loc = 2\n",
"scale = 0.5\n",
"N = 37\n",
"x = np.random.normal(loc=loc, scale=scale, size=N)\n",
"pp = sm.ProbPlot(x, dist=stats.norm(loc=loc, scale=scale))\n",
"\n",
"plot_options=dict(\n",
" marker='o', \n",
" markerfacecolor='cornflowerblue', \n",
" markeredgecolor='white', \n",
" markeredgewidth=0.75,\n",
" markersize=6\n",
")\n",
"line_types = ['45', 's', 'r', 'q']\n",
"line_names = ['1:1', 'standarized', 'regression', 'quartiles']\n",
"\n",
"fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(10, 10))\n",
"\n",
"for ax, lt, ln in zip(axes.flat, line_types, line_names):\n",
" ax.set_aspect('equal')\n",
" ax.annotate(ln, (0.2, 0.9), xycoords='axes fraction')\n",
" pp.qqplot(ax=ax, plot_options=plot_options, line=lt)\n",
"\n",
"seaborn.despine(fig=fig)\n",
"fig.tight_layout()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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OjVyOdcJwYQWisPnP9NLeBjMnj2XGMZ3MnDyWzo4hDp+ThlHOp5Zz978ARwA/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VFL5yCP0UdxKq/pI8AdwApgUUQck5m3TPE1BwCefPLJTROhJG1ChxxyyC7A7zJzdbtjKTEXS+oZ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\n",
"text": [
"<matplotlib.figure.Figure at 0xaca99c4c>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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