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Created June 16, 2018 13:24
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First version of GLM Influence and outliers
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Influence Measures for GLM Logit\n",
"\n",
"\n",
"Based on draft version for GLMInfluence, which will also apply to discrete Logit, Probit and Poisson, and eventually be extended to cover most models outside of time series analysis.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import os.path\n",
"import numpy as np\n",
"from numpy.testing import assert_allclose\n",
"import pandas as pd\n",
"\n",
"from statsmodels.discrete.discrete_model import Logit\n",
"from statsmodels.genmod.generalized_linear_model import GLM\n",
"from statsmodels.genmod import families\n",
"\n",
"import statsmodels.stats.outliers_influence as oi\n",
"from statsmodels.stats.outliers_influence import Influence"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import statsmodels.stats.tests.test_influence\n",
"test_module = statsmodels.stats.tests.test_influence.__file__\n",
"cur_dir = cur_dir = os.path.abspath(os.path.dirname(test_module))\n",
"\n",
"file_name = 'binary_constrict.csv'\n",
"file_path = os.path.join(cur_dir, 'results', file_name)\n",
"data_bin = pd.read_csv(file_path, index_col=0)\n",
"\n",
"file_name = 'results_influence_logit.csv'\n",
"file_path = os.path.join(cur_dir, 'results', file_name)\n",
"results_sas_df = pd.read_csv(file_path, index_col=0)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Generalized Linear Model Regression Results \n",
"==============================================================================\n",
"Dep. Variable: constrict No. Observations: 39\n",
"Model: GLM Df Residuals: 36\n",
"Model Family: Binomial Df Model: 2\n",
"Link Function: logit Scale: 1.0000\n",
"Method: IRLS Log-Likelihood: -14.614\n",
"Date: Sat, 16 Jun 2018 Deviance: 29.227\n",
"Time: 09:22:03 Pearson chi2: 34.2\n",
"No. Iterations: 7 Covariance Type: nonrobust\n",
"===============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"-------------------------------------------------------------------------------\n",
"const -2.8754 1.321 -2.177 0.029 -5.464 -0.287\n",
"log_rate 4.5617 1.838 2.482 0.013 0.959 8.164\n",
"log_volumne 5.1793 1.865 2.777 0.005 1.524 8.834\n",
"===============================================================================\n"
]
}
],
"source": [
"# based on test_influence_glm_bernoulli():\n",
"\n",
"df = data_bin\n",
"results_sas = np.asarray(results_sas_df)\n",
"\n",
"#res = Logit(df['constrict'], df[['const', 'log_rate', 'log_volumne']]).fit()\n",
"#print(res.summary())\n",
"\n",
"res = GLM(df['constrict'], df[['const', 'log_rate', 'log_volumne']],\n",
" family=families.Binomial()).fit(attach_wls=True, atol=1e-10)\n",
"print(res.summary())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## get the influence measures\n",
"\n",
"GLMResults has a `get_influence` method similar to OLSResults, that returns and instance of the GLMInfluence class. This class has methods and (cached) attributes to inspect influence and outlier measures.\n",
"\n",
"This measures are based on a one-step approximation to the the results for deleting one observation. One-step approximations are usually accurate for small changes but underestimate the magnitude of large changes. Event though large changes are underestimated, they still show clearly the effect of influential observations\n",
"\n",
"In this example observation 4 and 18 have a large standardized residual and large Cook's distance, but not a large leverage. Observation 13 has the largest leverage but only small Cook's distance and not a large studentized residual.\n",
"\n",
"Only the two observations 4 and 18 have a large impact on the parameter estimates."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"infl = res.get_influence(observed=False)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>dfb_const</th>\n",
" <th>dfb_log_rate</th>\n",
" <th>dfb_log_volumne</th>\n",
" <th>cooks_d</th>\n",
" <th>dffits_internal</th>\n",
" <th>hat_diag</th>\n",
" <th>standard_resid</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Case</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.417685</td>\n",
" <td>-1.709699</td>\n",
" <td>-1.898330</td>\n",
" <td>0.429085</td>\n",
" <td>1.134573</td>\n",
" <td>0.086745</td>\n",
" <td>3.681352</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>1.267312</td>\n",
" <td>-1.521681</td>\n",
" <td>-1.580769</td>\n",
" <td>0.328152</td>\n",
" <td>0.992197</td>\n",
" <td>0.095386</td>\n",
" <td>3.055542</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>-0.342244</td>\n",
" <td>0.371942</td>\n",
" <td>-0.009105</td>\n",
" <td>0.066770</td>\n",
" <td>-0.447560</td>\n",
" <td>0.131521</td>\n",
" <td>-1.150095</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>0.312694</td>\n",
" <td>-0.358379</td>\n",
" <td>0.053415</td>\n",
" <td>0.065370</td>\n",
" <td>0.442844</td>\n",
" <td>0.168219</td>\n",
" <td>0.984729</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>0.153874</td>\n",
" <td>-0.183067</td>\n",
" <td>0.246527</td>\n",
" <td>0.055382</td>\n",
" <td>0.407609</td>\n",
" <td>0.245917</td>\n",
" <td>0.713771</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>-0.169203</td>\n",
" <td>0.075429</td>\n",
" <td>-0.187250</td>\n",
" <td>0.051950</td>\n",
" <td>-0.394777</td>\n",
" <td>0.071721</td>\n",
" <td>-1.420261</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>-0.122944</td>\n",
" <td>-0.017393</td>\n",
" <td>0.331071</td>\n",
" <td>0.046492</td>\n",
" <td>-0.373465</td>\n",
" <td>0.162757</td>\n",
" <td>-0.847046</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>-0.259032</td>\n",
" <td>0.234311</td>\n",
" <td>0.066555</td>\n",
" <td>0.031168</td>\n",
" <td>-0.305786</td>\n",
" <td>0.076085</td>\n",
" <td>-1.065576</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>-0.116459</td>\n",
" <td>-0.025101</td>\n",
" <td>-0.004030</td>\n",
" <td>0.027481</td>\n",
" <td>-0.287130</td>\n",
" <td>0.051031</td>\n",
" <td>-1.238185</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>-0.121823</td>\n",
" <td>0.314260</td>\n",
" <td>0.071014</td>\n",
" <td>0.026230</td>\n",
" <td>0.280520</td>\n",
" <td>0.152431</td>\n",
" <td>0.661478</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" dfb_const dfb_log_rate dfb_log_volumne cooks_d dffits_internal \\\n",
"Case \n",
"4 1.417685 -1.709699 -1.898330 0.429085 1.134573 \n",
"18 1.267312 -1.521681 -1.580769 0.328152 0.992197 \n",
"19 -0.342244 0.371942 -0.009105 0.066770 -0.447560 \n",
"29 0.312694 -0.358379 0.053415 0.065370 0.442844 \n",
"31 0.153874 -0.183067 0.246527 0.055382 0.407609 \n",
"24 -0.169203 0.075429 -0.187250 0.051950 -0.394777 \n",
"13 -0.122944 -0.017393 0.331071 0.046492 -0.373465 \n",
"23 -0.259032 0.234311 0.066555 0.031168 -0.305786 \n",
"33 -0.116459 -0.025101 -0.004030 0.027481 -0.287130 \n",
"6 -0.121823 0.314260 0.071014 0.026230 0.280520 \n",
"\n",
" hat_diag standard_resid \n",
"Case \n",
"4 0.086745 3.681352 \n",
"18 0.095386 3.055542 \n",
"19 0.131521 -1.150095 \n",
"29 0.168219 0.984729 \n",
"31 0.245917 0.713771 \n",
"24 0.071721 -1.420261 \n",
"13 0.162757 -0.847046 \n",
"23 0.076085 -1.065576 \n",
"33 0.051031 -1.238185 \n",
"6 0.152431 0.661478 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summ_df = infl.summary_frame()\n",
"summ_df.sort_values('cooks_d', ascending=False)[:10]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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O+/jll2JSUm5h586vqy2bnHweqal/ITt7Gr/8coxvTIqTvLxF5ObOp02bv9O69a0hjP5P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\n/g9YstJLRAXfEwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7444668>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"infl.plot_influence()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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WKm/Ly+eBDYH3RcTVAJJ+VlogIl6QdA+wZ30hmpmZma2Rt8Pu24B7exKXXjwCbJPzGGZm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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xcb16470>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"infl.plot_index(y_var='cooks', threshold=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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+KREREZG2aWVVERERyZhQLSKwbXrut4FhwD4Ea4a0xN39pLD1iIiISHSFSkTM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\nlEY4IkEQBEEQlEY4IkEQBEEQlMb/A0shNd0mgxxnAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xcb76f28>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"infl.plot_index(y_var='resid', threshold=1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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YpGBdqQTmV8ADtQbZTIsTmNLq/a2ikfLyhlDvpDEPidtwyUPTWaNqQSr9f2ilLzN5kafX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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xcb82e10>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"infl.plot_index(y_var='dfbeta', idx=1, threshold=1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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HvA74Xi0Bm5mZmeVKYCLib5IOAX5MqlX5bFERAY8BU7PGuwDPAgcA9+aM1czM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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xcc5cf98>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"infl.plot_index(y_var='dfbeta', idx=2, threshold=0.5)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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gtqJyK0mJjhmTJk2ivX0GbW2zSG1elgNzaGs7hfb2Gf2eOjIzMyul2uRlOWkcoD7TSCNI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\n5wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xcc1c940>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"infl.plot_index(y_var='dfbeta', idx=0, threshold=1)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.4"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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