MLstuff/ISLR/notebooks/3.6.2.python.ipynb
2020-08-01 19:25:45 -03:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns\n",
"import pandas as pd\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"from sklearn import linear_model\n",
"import statsmodels.api as sm\n",
"import statsmodels.formula.api as smf\n",
"from sklearn import metrics\n",
"from statsmodels.stats import *\n",
"\n",
"sns.set()\n",
"sns.set(style=\"whitegrid\")\n",
"tips = sns.load_dataset(\"tips\")\n",
"plt.rcParams[\"figure.figsize\"] = (6,6)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Unnamed: 0</th>\n",
" <th>crim</th>\n",
" <th>zn</th>\n",
" <th>indus</th>\n",
" <th>chas</th>\n",
" <th>nox</th>\n",
" <th>rm</th>\n",
" <th>age</th>\n",
" <th>dis</th>\n",
" <th>rad</th>\n",
" <th>tax</th>\n",
" <th>ptratio</th>\n",
" <th>black</th>\n",
" <th>lstat</th>\n",
" <th>medv</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0.00632</td>\n",
" <td>18.0</td>\n",
" <td>2.31</td>\n",
" <td>0</td>\n",
" <td>0.538</td>\n",
" <td>6.575</td>\n",
" <td>65.2</td>\n",
" <td>4.0900</td>\n",
" <td>1</td>\n",
" <td>296</td>\n",
" <td>15.3</td>\n",
" <td>396.90</td>\n",
" <td>4.98</td>\n",
" <td>24.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>0.02731</td>\n",
" <td>0.0</td>\n",
" <td>7.07</td>\n",
" <td>0</td>\n",
" <td>0.469</td>\n",
" <td>6.421</td>\n",
" <td>78.9</td>\n",
" <td>4.9671</td>\n",
" <td>2</td>\n",
" <td>242</td>\n",
" <td>17.8</td>\n",
" <td>396.90</td>\n",
" <td>9.14</td>\n",
" <td>21.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>0.02729</td>\n",
" <td>0.0</td>\n",
" <td>7.07</td>\n",
" <td>0</td>\n",
" <td>0.469</td>\n",
" <td>7.185</td>\n",
" <td>61.1</td>\n",
" <td>4.9671</td>\n",
" <td>2</td>\n",
" <td>242</td>\n",
" <td>17.8</td>\n",
" <td>392.83</td>\n",
" <td>4.03</td>\n",
" <td>34.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>0.03237</td>\n",
" <td>0.0</td>\n",
" <td>2.18</td>\n",
" <td>0</td>\n",
" <td>0.458</td>\n",
" <td>6.998</td>\n",
" <td>45.8</td>\n",
" <td>6.0622</td>\n",
" <td>3</td>\n",
" <td>222</td>\n",
" <td>18.7</td>\n",
" <td>394.63</td>\n",
" <td>2.94</td>\n",
" <td>33.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>0.06905</td>\n",
" <td>0.0</td>\n",
" <td>2.18</td>\n",
" <td>0</td>\n",
" <td>0.458</td>\n",
" <td>7.147</td>\n",
" <td>54.2</td>\n",
" <td>6.0622</td>\n",
" <td>3</td>\n",
" <td>222</td>\n",
" <td>18.7</td>\n",
" <td>396.90</td>\n",
" <td>5.33</td>\n",
" <td>36.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 crim zn indus chas nox rm age dis rad \\\n",
"0 1 0.00632 18.0 2.31 0 0.538 6.575 65.2 4.0900 1 \n",
"1 2 0.02731 0.0 7.07 0 0.469 6.421 78.9 4.9671 2 \n",
"2 3 0.02729 0.0 7.07 0 0.469 7.185 61.1 4.9671 2 \n",
"3 4 0.03237 0.0 2.18 0 0.458 6.998 45.8 6.0622 3 \n",
"4 5 0.06905 0.0 2.18 0 0.458 7.147 54.2 6.0622 3 \n",
"\n",
" tax ptratio black lstat medv \n",
"0 296 15.3 396.90 4.98 24.0 \n",
"1 242 17.8 396.90 9.14 21.6 \n",
"2 242 17.8 392.83 4.03 34.7 \n",
"3 222 18.7 394.63 2.94 33.4 \n",
"4 222 18.7 396.90 5.33 36.2 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Boston = pd.read_csv(\"../../datasets/Boston.csv\")\n",
"Boston.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: medv R-squared: 0.544\n",
"Model: OLS Adj. R-squared: 0.543\n",
"Method: Least Squares F-statistic: 601.6\n",
"Date: Sun, 29 Mar 2020 Prob (F-statistic): 5.08e-88\n",
"Time: 09:34:27 Log-Likelihood: -1641.5\n",
"No. Observations: 506 AIC: 3287.\n",
"Df Residuals: 504 BIC: 3295.\n",
"Df Model: 1 \n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"Intercept 34.5538 0.563 61.415 0.000 33.448 35.659\n",
"lstat -0.9500 0.039 -24.528 0.000 -1.026 -0.874\n",
"==============================================================================\n",
"Omnibus: 137.043 Durbin-Watson: 0.892\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 291.373\n",
"Skew: 1.453 Prob(JB): 5.36e-64\n",
"Kurtosis: 5.319 Cond. No. 29.7\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
]
}
],
"source": [
"results = smf.ols('medv ~ lstat', data=Boston).fit()\n",
"print(results.summary())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
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" <th>0</th>\n",
" <th>1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Intercept</th>\n",
" <td>33.448457</td>\n",
" <td>35.659225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lstat</th>\n",
" <td>-1.026148</td>\n",
" <td>-0.873951</td>\n",
" </tr>\n",
" </tbody>\n",
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],
"text/plain": [
" 0 1\n",
"Intercept 33.448457 35.659225\n",
"lstat -1.026148 -0.873951"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# confidence interval\n",
"results.conf_int()\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fa58a217250>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot y and X\n",
"sns.scatterplot(\"lstat\" ,\"medv\",data=Boston)\n",
"# plot regression line\n",
"sns.lineplot(Boston[\"lstat\"], results.predict(Boston[\"lstat\"]))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fa5881a8b50>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# because reasons, I have to do x * -1 to get the same plot as\n",
"sns.lineplot(Boston[\"lstat\"] * -1, 0)\n",
"sns.regplot(Boston[\"lstat\"] * -1, results.resid ,order=2)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"fig, ax = plt.subplots(figsize=(8,6))\n",
"fig = sm.graphics.plot_leverage_resid2(results, ax=ax)\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"fig = plt.figure(figsize=(12,8))\n",
"fig = sm.graphics.plot_regress_exog(results, \"lstat\", fig=fig)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 0.05)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"fig, ax = plt.subplots(figsize=(6,6))\n",
"fig = sm.graphics.influence_plot(results, ax=ax)\n",
"plt.xlim(0.0, 0.05)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Multiple regression"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"features = list(Boston.columns)\n",
"features.pop(features.index(\"medv\"))\n",
"features = \"+\".join(features)\n",
"features\n",
"model = smf.ols(\"medv~{}\".format(features), data=Boston).fit()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"simpletable\">\n",
"<caption>OLS Regression Results</caption>\n",
"<tr>\n",
" <th>Dep. Variable:</th> <td>medv</td> <th> R-squared: </th> <td> 0.741</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Model:</th> <td>OLS</td> <th> Adj. R-squared: </th> <td> 0.734</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 108.1</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Date:</th> <td>Sun, 29 Mar 2020</td> <th> Prob (F-statistic):</th> <td>6.72e-135</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Time:</th> <td>09:48:27</td> <th> Log-Likelihood: </th> <td> -1498.8</td> \n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 506</td> <th> AIC: </th> <td> 3026.</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Df Residuals:</th> <td> 492</td> <th> BIC: </th> <td> 3085.</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Df Model:</th> <td> 13</td> <th> </th> <td> </td> \n",
"</tr>\n",
"<tr>\n",
" <th>Covariance Type:</th> <td>nonrobust</td> <th> </th> <td> </td> \n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <td></td> <th>coef</th> <th>std err</th> <th>t</th> <th>P>|t|</th> <th>[0.025</th> <th>0.975]</th> \n",
"</tr>\n",
"<tr>\n",
" <th>Intercept</th> <td> 36.4595</td> <td> 5.103</td> <td> 7.144</td> <td> 0.000</td> <td> 26.432</td> <td> 46.487</td>\n",
"</tr>\n",
"<tr>\n",
" <th>crim</th> <td> -0.1080</td> <td> 0.033</td> <td> -3.287</td> <td> 0.001</td> <td> -0.173</td> <td> -0.043</td>\n",
"</tr>\n",
"<tr>\n",
" <th>zn</th> <td> 0.0464</td> <td> 0.014</td> <td> 3.382</td> <td> 0.001</td> <td> 0.019</td> <td> 0.073</td>\n",
"</tr>\n",
"<tr>\n",
" <th>indus</th> <td> 0.0206</td> <td> 0.061</td> <td> 0.334</td> <td> 0.738</td> <td> -0.100</td> <td> 0.141</td>\n",
"</tr>\n",
"<tr>\n",
" <th>chas</th> <td> 2.6867</td> <td> 0.862</td> <td> 3.118</td> <td> 0.002</td> <td> 0.994</td> <td> 4.380</td>\n",
"</tr>\n",
"<tr>\n",
" <th>nox</th> <td> -17.7666</td> <td> 3.820</td> <td> -4.651</td> <td> 0.000</td> <td> -25.272</td> <td> -10.262</td>\n",
"</tr>\n",
"<tr>\n",
" <th>rm</th> <td> 3.8099</td> <td> 0.418</td> <td> 9.116</td> <td> 0.000</td> <td> 2.989</td> <td> 4.631</td>\n",
"</tr>\n",
"<tr>\n",
" <th>age</th> <td> 0.0007</td> <td> 0.013</td> <td> 0.052</td> <td> 0.958</td> <td> -0.025</td> <td> 0.027</td>\n",
"</tr>\n",
"<tr>\n",
" <th>dis</th> <td> -1.4756</td> <td> 0.199</td> <td> -7.398</td> <td> 0.000</td> <td> -1.867</td> <td> -1.084</td>\n",
"</tr>\n",
"<tr>\n",
" <th>rad</th> <td> 0.3060</td> <td> 0.066</td> <td> 4.613</td> <td> 0.000</td> <td> 0.176</td> <td> 0.436</td>\n",
"</tr>\n",
"<tr>\n",
" <th>tax</th> <td> -0.0123</td> <td> 0.004</td> <td> -3.280</td> <td> 0.001</td> <td> -0.020</td> <td> -0.005</td>\n",
"</tr>\n",
"<tr>\n",
" <th>ptratio</th> <td> -0.9527</td> <td> 0.131</td> <td> -7.283</td> <td> 0.000</td> <td> -1.210</td> <td> -0.696</td>\n",
"</tr>\n",
"<tr>\n",
" <th>black</th> <td> 0.0093</td> <td> 0.003</td> <td> 3.467</td> <td> 0.001</td> <td> 0.004</td> <td> 0.015</td>\n",
"</tr>\n",
"<tr>\n",
" <th>lstat</th> <td> -0.5248</td> <td> 0.051</td> <td> -10.347</td> <td> 0.000</td> <td> -0.624</td> <td> -0.425</td>\n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <th>Omnibus:</th> <td>178.041</td> <th> Durbin-Watson: </th> <td> 1.078</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Prob(Omnibus):</th> <td> 0.000</td> <th> Jarque-Bera (JB): </th> <td> 783.126</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Skew:</th> <td> 1.521</td> <th> Prob(JB): </th> <td>8.84e-171</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Kurtosis:</th> <td> 8.281</td> <th> Cond. No. </th> <td>1.51e+04</td> \n",
"</tr>\n",
"</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 1.51e+04. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
],
"text/plain": [
"<class 'statsmodels.iolib.summary.Summary'>\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: medv R-squared: 0.741\n",
"Model: OLS Adj. R-squared: 0.734\n",
"Method: Least Squares F-statistic: 108.1\n",
"Date: Sun, 29 Mar 2020 Prob (F-statistic): 6.72e-135\n",
"Time: 09:48:27 Log-Likelihood: -1498.8\n",
"No. Observations: 506 AIC: 3026.\n",
"Df Residuals: 492 BIC: 3085.\n",
"Df Model: 13 \n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"Intercept 36.4595 5.103 7.144 0.000 26.432 46.487\n",
"crim -0.1080 0.033 -3.287 0.001 -0.173 -0.043\n",
"zn 0.0464 0.014 3.382 0.001 0.019 0.073\n",
"indus 0.0206 0.061 0.334 0.738 -0.100 0.141\n",
"chas 2.6867 0.862 3.118 0.002 0.994 4.380\n",
"nox -17.7666 3.820 -4.651 0.000 -25.272 -10.262\n",
"rm 3.8099 0.418 9.116 0.000 2.989 4.631\n",
"age 0.0007 0.013 0.052 0.958 -0.025 0.027\n",
"dis -1.4756 0.199 -7.398 0.000 -1.867 -1.084\n",
"rad 0.3060 0.066 4.613 0.000 0.176 0.436\n",
"tax -0.0123 0.004 -3.280 0.001 -0.020 -0.005\n",
"ptratio -0.9527 0.131 -7.283 0.000 -1.210 -0.696\n",
"black 0.0093 0.003 3.467 0.001 0.004 0.015\n",
"lstat -0.5248 0.051 -10.347 0.000 -0.624 -0.425\n",
"==============================================================================\n",
"Omnibus: 178.041 Durbin-Watson: 1.078\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 783.126\n",
"Skew: 1.521 Prob(JB): 8.84e-171\n",
"Kurtosis: 8.281 Cond. No. 1.51e+04\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"[2] The condition number is large, 1.51e+04. This might indicate that there are\n",
"strong multicollinearity or other numerical problems.\n",
"\"\"\""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## No working VIF function found in stats\n",
"outliers_influence.variance_inflation_factor(reduced) in statsmodels.stats doesnt work\n"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Unnamed: 0</th>\n",
" <th>crim</th>\n",
" <th>zn</th>\n",
" <th>indus</th>\n",
" <th>chas</th>\n",
" <th>nox</th>\n",
" <th>rm</th>\n",
" <th>age</th>\n",
" <th>dis</th>\n",
" <th>rad</th>\n",
" <th>tax</th>\n",
" <th>ptratio</th>\n",
" <th>black</th>\n",
" <th>lstat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0.00632</td>\n",
" <td>18.0</td>\n",
" <td>2.31</td>\n",
" <td>0</td>\n",
" <td>0.538</td>\n",
" <td>6.575</td>\n",
" <td>65.2</td>\n",
" <td>4.0900</td>\n",
" <td>1</td>\n",
" <td>296</td>\n",
" <td>15.3</td>\n",
" <td>396.90</td>\n",
" <td>4.98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>0.02731</td>\n",
" <td>0.0</td>\n",
" <td>7.07</td>\n",
" <td>0</td>\n",
" <td>0.469</td>\n",
" <td>6.421</td>\n",
" <td>78.9</td>\n",
" <td>4.9671</td>\n",
" <td>2</td>\n",
" <td>242</td>\n",
" <td>17.8</td>\n",
" <td>396.90</td>\n",
" <td>9.14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>0.02729</td>\n",
" <td>0.0</td>\n",
" <td>7.07</td>\n",
" <td>0</td>\n",
" <td>0.469</td>\n",
" <td>7.185</td>\n",
" <td>61.1</td>\n",
" <td>4.9671</td>\n",
" <td>2</td>\n",
" <td>242</td>\n",
" <td>17.8</td>\n",
" <td>392.83</td>\n",
" <td>4.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>0.03237</td>\n",
" <td>0.0</td>\n",
" <td>2.18</td>\n",
" <td>0</td>\n",
" <td>0.458</td>\n",
" <td>6.998</td>\n",
" <td>45.8</td>\n",
" <td>6.0622</td>\n",
" <td>3</td>\n",
" <td>222</td>\n",
" <td>18.7</td>\n",
" <td>394.63</td>\n",
" <td>2.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>0.06905</td>\n",
" <td>0.0</td>\n",
" <td>2.18</td>\n",
" <td>0</td>\n",
" <td>0.458</td>\n",
" <td>7.147</td>\n",
" <td>54.2</td>\n",
" <td>6.0622</td>\n",
" <td>3</td>\n",
" <td>222</td>\n",
" <td>18.7</td>\n",
" <td>396.90</td>\n",
" <td>5.33</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",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>501</th>\n",
" <td>502</td>\n",
" <td>0.06263</td>\n",
" <td>0.0</td>\n",
" <td>11.93</td>\n",
" <td>0</td>\n",
" <td>0.573</td>\n",
" <td>6.593</td>\n",
" <td>69.1</td>\n",
" <td>2.4786</td>\n",
" <td>1</td>\n",
" <td>273</td>\n",
" <td>21.0</td>\n",
" <td>391.99</td>\n",
" <td>9.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>502</th>\n",
" <td>503</td>\n",
" <td>0.04527</td>\n",
" <td>0.0</td>\n",
" <td>11.93</td>\n",
" <td>0</td>\n",
" <td>0.573</td>\n",
" <td>6.120</td>\n",
" <td>76.7</td>\n",
" <td>2.2875</td>\n",
" <td>1</td>\n",
" <td>273</td>\n",
" <td>21.0</td>\n",
" <td>396.90</td>\n",
" <td>9.08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>503</th>\n",
" <td>504</td>\n",
" <td>0.06076</td>\n",
" <td>0.0</td>\n",
" <td>11.93</td>\n",
" <td>0</td>\n",
" <td>0.573</td>\n",
" <td>6.976</td>\n",
" <td>91.0</td>\n",
" <td>2.1675</td>\n",
" <td>1</td>\n",
" <td>273</td>\n",
" <td>21.0</td>\n",
" <td>396.90</td>\n",
" <td>5.64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>504</th>\n",
" <td>505</td>\n",
" <td>0.10959</td>\n",
" <td>0.0</td>\n",
" <td>11.93</td>\n",
" <td>0</td>\n",
" <td>0.573</td>\n",
" <td>6.794</td>\n",
" <td>89.3</td>\n",
" <td>2.3889</td>\n",
" <td>1</td>\n",
" <td>273</td>\n",
" <td>21.0</td>\n",
" <td>393.45</td>\n",
" <td>6.48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>505</th>\n",
" <td>506</td>\n",
" <td>0.04741</td>\n",
" <td>0.0</td>\n",
" <td>11.93</td>\n",
" <td>0</td>\n",
" <td>0.573</td>\n",
" <td>6.030</td>\n",
" <td>80.8</td>\n",
" <td>2.5050</td>\n",
" <td>1</td>\n",
" <td>273</td>\n",
" <td>21.0</td>\n",
" <td>396.90</td>\n",
" <td>7.88</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>506 rows × 14 columns</p>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 crim zn indus chas nox rm age dis rad \\\n",
"0 1 0.00632 18.0 2.31 0 0.538 6.575 65.2 4.0900 1 \n",
"1 2 0.02731 0.0 7.07 0 0.469 6.421 78.9 4.9671 2 \n",
"2 3 0.02729 0.0 7.07 0 0.469 7.185 61.1 4.9671 2 \n",
"3 4 0.03237 0.0 2.18 0 0.458 6.998 45.8 6.0622 3 \n",
"4 5 0.06905 0.0 2.18 0 0.458 7.147 54.2 6.0622 3 \n",
".. ... ... ... ... ... ... ... ... ... ... \n",
"501 502 0.06263 0.0 11.93 0 0.573 6.593 69.1 2.4786 1 \n",
"502 503 0.04527 0.0 11.93 0 0.573 6.120 76.7 2.2875 1 \n",
"503 504 0.06076 0.0 11.93 0 0.573 6.976 91.0 2.1675 1 \n",
"504 505 0.10959 0.0 11.93 0 0.573 6.794 89.3 2.3889 1 \n",
"505 506 0.04741 0.0 11.93 0 0.573 6.030 80.8 2.5050 1 \n",
"\n",
" tax ptratio black lstat \n",
"0 296 15.3 396.90 4.98 \n",
"1 242 17.8 396.90 9.14 \n",
"2 242 17.8 392.83 4.03 \n",
"3 222 18.7 394.63 2.94 \n",
"4 222 18.7 396.90 5.33 \n",
".. ... ... ... ... \n",
"501 273 21.0 391.99 9.67 \n",
"502 273 21.0 396.90 9.08 \n",
"503 273 21.0 396.90 5.64 \n",
"504 273 21.0 393.45 6.48 \n",
"505 273 21.0 396.90 7.88 \n",
"\n",
"[506 rows x 14 columns]"
]
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