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@smidm
Created October 26, 2021 06:23
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Tooltips for Outliers in Regression Influence Plots
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{
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{
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Tooltips for Outliers in Regression Influence Plots\n",
"\n",
"This snippet shows more info on outliers in the `statsmodels` regression influence plots. The `statsmodels.graphics.influence_plot` shows an input data row label for outiers by default (e.g. \"Hawaii\"). This code adds a `mpldatacursor` tooltip with the outlier row data.\n",
"\n",
"![Screenshot from 2021-10-26 08-06-06.png](attachment:5a002e01-ba46-4784-ac09-30e83425d4b0.png)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using matplotlib backend: TkAgg\n"
]
}
],
"source": [
"%matplotlib \n",
"# requires interactive backend"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"import statsmodels.api as sm\n",
"import statsmodels.formula.api as smf\n",
"import mpldatacursor"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"crime_data = sm.datasets.statecrime.load_pandas()\n",
"results = smf.ols('murder ~ hs_grad + urban + poverty + single',\n",
" data=crime_data.data).fit()\n",
"fig = sm.graphics.influence_plot(results)\n",
"\n",
"def formatter(**kwargs):\n",
" idx = kwargs['event'].artist.get_text()\n",
" if idx in crime_data.data.index:\n",
" return str(crime_data.data.loc[idx])\n",
" else:\n",
" return '' \n",
"\n",
"text_patches = [patch for patch in fig.axes[0].get_children() if isinstance(patch, plt.Text)]\n",
"\n",
"mpldatacursor.datacursor(text_patches, formatter=formatter, hover=True)\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (autoscraper)",
"language": "python",
"name": "autoscraper"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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