{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Chapter 3 - Linear Regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [Load Datasets](#Load-Datasets)\n", "- [3.1 Simple Linear Regression](#3.1-Simple-Linear-Regression)\n", "- [3.2 Multiple Linear Regression](#3.2-Multiple-Linear-Regression)\n", "- [3.3 Other Considerations in the Regression Model](#3.3-Other-Considerations-in-the-Regression-Model)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# %load ../standard_import.txt\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import axes3d\n", "import seaborn as sns\n", "\n", "from sklearn.preprocessing import scale\n", "import sklearn.linear_model as skl_lm\n", "from sklearn.metrics import mean_squared_error, r2_score\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf\n", "\n", "%matplotlib inline\n", "plt.style.use('seaborn-white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Datasets\n", "Datasets available on https://www.statlearning.com/resources-first-edition" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 200 entries, 0 to 199\n", "Data columns (total 4 columns):\n", "TV 200 non-null float64\n", "Radio 200 non-null float64\n", "Newspaper 200 non-null float64\n", "Sales 200 non-null float64\n", "dtypes: float64(4)\n", "memory usage: 6.3 KB\n" ] } ], "source": [ "advertising = pd.read_csv('Data/Advertising.csv', usecols=[1,2,3,4])\n", "advertising.info()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IncomeLimitRatingCardsAgeEducationGenderStudentMarriedEthnicityBalanceStudent2
014.891360628323411MaleNoYesCaucasian3330
1106.025664548338215FemaleYesYesAsian9031
2104.593707551447111MaleNoNoAsian5800
\n", "
" ], "text/plain": [ " Income Limit Rating Cards Age Education Gender Student Married \\\n", "0 14.891 3606 283 2 34 11 Male No Yes \n", "1 106.025 6645 483 3 82 15 Female Yes Yes \n", "2 104.593 7075 514 4 71 11 Male No No \n", "\n", " Ethnicity Balance Student2 \n", "0 Caucasian 333 0 \n", "1 Asian 903 1 \n", "2 Asian 580 0 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "credit = pd.read_csv('Data/Credit.csv', usecols=list(range(1,12)))\n", "credit['Student2'] = credit.Student.map({'No':0, 'Yes':1})\n", "credit.head(3)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 392 entries, 0 to 396\n", "Data columns (total 9 columns):\n", "mpg 392 non-null float64\n", "cylinders 392 non-null int64\n", "displacement 392 non-null float64\n", "horsepower 392 non-null float64\n", "weight 392 non-null int64\n", "acceleration 392 non-null float64\n", "year 392 non-null int64\n", "origin 392 non-null int64\n", "name 392 non-null object\n", "dtypes: float64(4), int64(4), object(1)\n", "memory usage: 30.6+ KB\n" ] } ], "source": [ "auto = pd.read_csv('Data/Auto.csv', na_values='?').dropna()\n", "auto.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.1 Simple Linear Regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 3.1 - Least squares fit" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.regplot(advertising.TV, advertising.Sales, order=1, ci=None, scatter_kws={'color':'r', 's':9})\n", "plt.xlim(-10,310)\n", "plt.ylim(ymin=0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 3.2 - Regression coefficients - RSS\n", "Note that the text in the book describes the coefficients based on uncentered data, whereas the plot shows the model based on centered data. The latter is visually more appealing for explaining the concept of a minimum RSS. I think that, in order not to confuse the reader, the values on the axis of the B0 coefficients have been changed to correspond with the text. The axes on the plots below are unaltered." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14.0225\n", "[ 0.04753664]\n" ] } ], "source": [ "# Regression coefficients (Ordinary Least Squares)\n", "regr = skl_lm.LinearRegression()\n", "\n", "X = scale(advertising.TV, with_mean=True, with_std=False).reshape(-1,1)\n", "y = advertising.Sales\n", "\n", "regr.fit(X,y)\n", "print(regr.intercept_)\n", "print(regr.coef_)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.1025305831313514" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create grid coordinates for plotting\n", "B0 = np.linspace(regr.intercept_-2, regr.intercept_+2, 50)\n", "B1 = np.linspace(regr.coef_-0.02, regr.coef_+0.02, 50)\n", "xx, yy = np.meshgrid(B0, B1, indexing='xy')\n", "Z = np.zeros((B0.size,B1.size))\n", "\n", "# Calculate Z-values (RSS) based on grid of coefficients\n", "for (i,j),v in np.ndenumerate(Z):\n", " Z[i,j] =((y - (xx[i,j]+X.ravel()*yy[i,j]))**2).sum()/1000\n", "\n", "# Minimized RSS\n", "min_RSS = r'$\\beta_0$, $\\beta_1$ for minimized RSS'\n", "min_rss = np.sum((regr.intercept_+regr.coef_*X - y.values.reshape(-1,1))**2)/1000\n", "min_rss" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,6))\n", "fig.suptitle('RSS - Regression coefficients', fontsize=20)\n", "\n", "ax1 = fig.add_subplot(121)\n", "ax2 = fig.add_subplot(122, projection='3d')\n", "\n", "# Left plot\n", "CS = ax1.contour(xx, yy, Z, cmap=plt.cm.Set1, levels=[2.15, 2.2, 2.3, 2.5, 3])\n", "ax1.scatter(regr.intercept_, regr.coef_[0], c='r', label=min_RSS)\n", "ax1.clabel(CS, inline=True, fontsize=10, fmt='%1.1f')\n", "\n", "# Right plot\n", "ax2.plot_surface(xx, yy, Z, rstride=3, cstride=3, alpha=0.3)\n", "ax2.contour(xx, yy, Z, zdir='z', offset=Z.min(), cmap=plt.cm.Set1,\n", " alpha=0.4, levels=[2.15, 2.2, 2.3, 2.5, 3])\n", "ax2.scatter3D(regr.intercept_, regr.coef_[0], min_rss, c='r', label=min_RSS)\n", "ax2.set_zlabel('RSS')\n", "ax2.set_zlim(Z.min(),Z.max())\n", "ax2.set_ylim(0.02,0.07)\n", "\n", "# settings common to both plots\n", "for ax in fig.axes:\n", " ax.set_xlabel(r'$\\beta_0$', fontsize=17)\n", " ax.set_ylabel(r'$\\beta_1$', fontsize=17)\n", " ax.set_yticks([0.03,0.04,0.05,0.06])\n", " ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Confidence interval on page 67 & Table 3.1 & 3.2 - Statsmodels " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 7.0326 0.458 15.360 0.000 6.130 7.935
TV 0.0475 0.003 17.668 0.000 0.042 0.053
" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "est = smf.ols('Sales ~ TV', advertising).fit()\n", "est.summary().tables[1]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.1025305831313514" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# RSS with regression coefficients\n", "((advertising.Sales - (est.params[0] + est.params[1]*advertising.TV))**2).sum()/1000" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Table 3.1 & 3.2 - Scikit-learn" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7.03259354913\n", "[ 0.04753664]\n" ] } ], "source": [ "regr = skl_lm.LinearRegression()\n", "\n", "X = advertising.TV.values.reshape(-1,1)\n", "y = advertising.Sales\n", "\n", "regr.fit(X,y)\n", "print(regr.intercept_)\n", "print(regr.coef_)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.61187505085007099" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Sales_pred = regr.predict(X)\n", "r2_score(y, Sales_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.2 Multiple Linear Regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Table 3.3 - Statsmodels" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 9.3116 0.563 16.542 0.000 8.202 10.422
Radio 0.2025 0.020 9.921 0.000 0.162 0.243
" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "est = smf.ols('Sales ~ Radio', advertising).fit()\n", "est.summary().tables[1]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 12.3514 0.621 19.876 0.000 11.126 13.577
Newspaper 0.0547 0.017 3.300 0.001 0.022 0.087
" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "est = smf.ols('Sales ~ Newspaper', advertising).fit()\n", "est.summary().tables[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Table 3.4 & 3.6 - Statsmodels" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: Sales R-squared: 0.897
Model: OLS Adj. R-squared: 0.896
Method: Least Squares F-statistic: 570.3
Date: Tue, 09 Jan 2018 Prob (F-statistic): 1.58e-96
Time: 23:14:15 Log-Likelihood: -386.18
No. Observations: 200 AIC: 780.4
Df Residuals: 196 BIC: 793.6
Df Model: 3
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 2.9389 0.312 9.422 0.000 2.324 3.554
TV 0.0458 0.001 32.809 0.000 0.043 0.049
Radio 0.1885 0.009 21.893 0.000 0.172 0.206
Newspaper -0.0010 0.006 -0.177 0.860 -0.013 0.011
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 60.414 Durbin-Watson: 2.084
Prob(Omnibus): 0.000 Jarque-Bera (JB): 151.241
Skew: -1.327 Prob(JB): 1.44e-33
Kurtosis: 6.332 Cond. No. 454.
" ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: Sales R-squared: 0.897\n", "Model: OLS Adj. R-squared: 0.896\n", "Method: Least Squares F-statistic: 570.3\n", "Date: Tue, 09 Jan 2018 Prob (F-statistic): 1.58e-96\n", "Time: 23:14:15 Log-Likelihood: -386.18\n", "No. Observations: 200 AIC: 780.4\n", "Df Residuals: 196 BIC: 793.6\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 2.9389 0.312 9.422 0.000 2.324 3.554\n", "TV 0.0458 0.001 32.809 0.000 0.043 0.049\n", "Radio 0.1885 0.009 21.893 0.000 0.172 0.206\n", "Newspaper -0.0010 0.006 -0.177 0.860 -0.013 0.011\n", "==============================================================================\n", "Omnibus: 60.414 Durbin-Watson: 2.084\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 151.241\n", "Skew: -1.327 Prob(JB): 1.44e-33\n", "Kurtosis: 6.332 Cond. No. 454.\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "est = smf.ols('Sales ~ TV + Radio + Newspaper', advertising).fit()\n", "est.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Table 3.5 - Correlation Matrix" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TVRadioNewspaperSales
TV1.0000000.0548090.0566480.782224
Radio0.0548091.0000000.3541040.576223
Newspaper0.0566480.3541041.0000000.228299
Sales0.7822240.5762230.2282991.000000
\n", "
" ], "text/plain": [ " TV Radio Newspaper Sales\n", "TV 1.000000 0.054809 0.056648 0.782224\n", "Radio 0.054809 1.000000 0.354104 0.576223\n", "Newspaper 0.056648 0.354104 1.000000 0.228299\n", "Sales 0.782224 0.576223 0.228299 1.000000" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "advertising.corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 3.5 - Multiple Linear Regression" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0.18799423 0.04575482]\n", "2.92109991241\n" ] } ], "source": [ "regr = skl_lm.LinearRegression()\n", "\n", "X = advertising[['Radio', 'TV']].as_matrix()\n", "y = advertising.Sales\n", "\n", "regr.fit(X,y)\n", "print(regr.coef_)\n", "print(regr.intercept_)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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RadioTV
count200.000000200.000000
mean23.264000147.042500
std14.84680985.854236
min0.0000000.700000
25%9.97500074.375000
50%22.900000149.750000
75%36.525000218.825000
max49.600000296.400000
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" ], "text/plain": [ " Radio TV\n", "count 200.000000 200.000000\n", "mean 23.264000 147.042500\n", "std 14.846809 85.854236\n", "min 0.000000 0.700000\n", "25% 9.975000 74.375000\n", "50% 22.900000 149.750000\n", "75% 36.525000 218.825000\n", "max 49.600000 296.400000" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# What are the min/max values of Radio & TV?\n", "# Use these values to set up the grid for plotting.\n", "advertising[['Radio', 'TV']].describe()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Create a coordinate grid\n", "Radio = np.arange(0,50)\n", "TV = np.arange(0,300)\n", "\n", "B1, B2 = np.meshgrid(Radio, TV, indexing='xy')\n", "Z = np.zeros((TV.size, Radio.size))\n", "\n", "for (i,j),v in np.ndenumerate(Z):\n", " Z[i,j] =(regr.intercept_ + B1[i,j]*regr.coef_[0] + B2[i,j]*regr.coef_[1])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create plot\n", "fig = plt.figure(figsize=(10,6))\n", "fig.suptitle('Regression: Sales ~ Radio + TV Advertising', fontsize=20)\n", "\n", "ax = axes3d.Axes3D(fig)\n", "\n", "ax.plot_surface(B1, B2, Z, rstride=10, cstride=5, alpha=0.4)\n", "ax.scatter3D(advertising.Radio, advertising.TV, advertising.Sales, c='r')\n", "\n", "ax.set_xlabel('Radio')\n", "ax.set_xlim(0,50)\n", "ax.set_ylabel('TV')\n", "ax.set_ylim(ymin=0)\n", "ax.set_zlabel('Sales');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.3 Other Considerations in the Regression Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 3.6" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(credit[['Balance','Age','Cards','Education','Income','Limit','Rating']]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Table 3.7" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 509.8031 33.128 15.389 0.000 444.675 574.931
Gender[T.Female] 19.7331 46.051 0.429 0.669 -70.801 110.267
" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "est = smf.ols('Balance ~ Gender', credit).fit()\n", "est.summary().tables[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Table 3.8" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 531.0000 46.319 11.464 0.000 439.939 622.061
Ethnicity[T.Asian] -18.6863 65.021 -0.287 0.774 -146.515 109.142
Ethnicity[T.Caucasian] -12.5025 56.681 -0.221 0.826 -123.935 98.930
" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "est = smf.ols('Balance ~ Ethnicity', credit).fit()\n", "est.summary().tables[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Table 3.9 - Interaction Variables" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 6.7502 0.248 27.233 0.000 6.261 7.239
TV 0.0191 0.002 12.699 0.000 0.016 0.022
Radio 0.0289 0.009 3.241 0.001 0.011 0.046
TV:Radio 0.0011 5.24e-05 20.727 0.000 0.001 0.001
" ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "est = smf.ols('Sales ~ TV + Radio + TV*Radio', advertising).fit()\n", "est.summary().tables[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 3.7 - Interaction between qualitative and quantative variables" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Regression 1 - without interaction term\n", "Intercept 211.142964\n", "Income 5.984336\n", "Student2 382.670539\n", "dtype: float64\n", "\n", "Regression 2 - with interaction term\n", "Intercept 200.623153\n", "Income 6.218169\n", "Student2 476.675843\n", "Income:Student2 -1.999151\n", "dtype: float64\n" ] } ], "source": [ "est1 = smf.ols('Balance ~ Income + Student2', credit).fit()\n", "regr1 = est1.params\n", "est2 = smf.ols('Balance ~ Income + Income*Student2', credit).fit()\n", "regr2 = est2.params\n", "\n", "print('Regression 1 - without interaction term')\n", "print(regr1)\n", "print('\\nRegression 2 - with interaction term')\n", "print(regr2)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Income (x-axis)\n", "income = np.linspace(0,150)\n", "\n", "# Balance without interaction term (y-axis)\n", "student1 = np.linspace(regr1['Intercept']+regr1['Student2'],\n", " regr1['Intercept']+regr1['Student2']+150*regr1['Income'])\n", "non_student1 = np.linspace(regr1['Intercept'], regr1['Intercept']+150*regr1['Income'])\n", "\n", "# Balance with iteraction term (y-axis)\n", "student2 = np.linspace(regr2['Intercept']+regr2['Student2'],\n", " regr2['Intercept']+regr2['Student2']+\n", " 150*(regr2['Income']+regr2['Income:Student2']))\n", "non_student2 = np.linspace(regr2['Intercept'], regr2['Intercept']+150*regr2['Income'])\n", "\n", "# Create plot\n", "fig, (ax1,ax2) = plt.subplots(1,2, figsize=(12,5))\n", "ax1.plot(income, student1, 'r', income, non_student1, 'k')\n", "ax2.plot(income, student2, 'r', income, non_student2, 'k')\n", "\n", "for ax in fig.axes:\n", " ax.legend(['student', 'non-student'], loc=2)\n", " ax.set_xlabel('Income')\n", " ax.set_ylabel('Balance')\n", " ax.set_ylim(ymax=1550)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 3.8 - Non-linear relationships" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# With Seaborn's regplot() you can easily plot higher order polynomials.\n", "plt.scatter(auto.horsepower, auto.mpg, facecolors='None', edgecolors='k', alpha=.5) \n", "sns.regplot(auto.horsepower, auto.mpg, ci=None, label='Linear', scatter=False, color='orange')\n", "sns.regplot(auto.horsepower, auto.mpg, ci=None, label='Degree 2', order=2, scatter=False, color='lightblue')\n", "sns.regplot(auto.horsepower, auto.mpg, ci=None, label='Degree 5', order=5, scatter=False, color='g')\n", "plt.legend()\n", "plt.ylim(5,55)\n", "plt.xlim(40,240);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Table 3.10" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
mpgcylindersdisplacementhorsepowerweightaccelerationyearoriginnamehorsepower2
018.08307.0130.0350412.0701chevrolet chevelle malibu16900.0
115.08350.0165.0369311.5701buick skylark 32027225.0
218.08318.0150.0343611.0701plymouth satellite22500.0
\n", "
" ], "text/plain": [ " mpg cylinders displacement horsepower weight acceleration year \\\n", "0 18.0 8 307.0 130.0 3504 12.0 70 \n", "1 15.0 8 350.0 165.0 3693 11.5 70 \n", "2 18.0 8 318.0 150.0 3436 11.0 70 \n", "\n", " origin name horsepower2 \n", "0 1 chevrolet chevelle malibu 16900.0 \n", "1 1 buick skylark 320 27225.0 \n", "2 1 plymouth satellite 22500.0 " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "auto['horsepower2'] = auto.horsepower**2\n", "auto.head(3)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 56.9001 1.800 31.604 0.000 53.360 60.440
horsepower -0.4662 0.031 -14.978 0.000 -0.527 -0.405
horsepower2 0.0012 0.000 10.080 0.000 0.001 0.001
" ], "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "est = smf.ols('mpg ~ horsepower + horsepower2', auto).fit()\n", "est.summary().tables[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 3.9" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "regr = skl_lm.LinearRegression()\n", "\n", "# Linear fit\n", "X = auto.horsepower.values.reshape(-1,1)\n", "y = auto.mpg\n", "regr.fit(X, y)\n", "\n", "auto['pred1'] = regr.predict(X)\n", "auto['resid1'] = auto.mpg - auto.pred1\n", "\n", "# Quadratic fit\n", "X2 = auto[['horsepower', 'horsepower2']].as_matrix()\n", "regr.fit(X2, y)\n", "\n", "auto['pred2'] = regr.predict(X2)\n", "auto['resid2'] = auto.mpg - auto.pred2" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1,ax2) = plt.subplots(1,2, figsize=(12,5))\n", "\n", "# Left plot\n", "sns.regplot(auto.pred1, auto.resid1, lowess=True, \n", " ax=ax1, line_kws={'color':'r', 'lw':1},\n", " scatter_kws={'facecolors':'None', 'edgecolors':'k', 'alpha':0.5})\n", "ax1.hlines(0,xmin=ax1.xaxis.get_data_interval()[0],\n", " xmax=ax1.xaxis.get_data_interval()[1], linestyles='dotted')\n", "ax1.set_title('Residual Plot for Linear Fit')\n", "\n", "# Right plot\n", "sns.regplot(auto.pred2, auto.resid2, lowess=True,\n", " line_kws={'color':'r', 'lw':1}, ax=ax2,\n", " scatter_kws={'facecolors':'None', 'edgecolors':'k', 'alpha':0.5})\n", "ax2.hlines(0,xmin=ax2.xaxis.get_data_interval()[0],\n", " xmax=ax2.xaxis.get_data_interval()[1], linestyles='dotted')\n", "ax2.set_title('Residual Plot for Quadratic Fit')\n", "\n", "for ax in fig.axes:\n", " ax.set_xlabel('Fitted values')\n", " ax.set_ylabel('Residuals')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 3.14" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1,ax2) = plt.subplots(1,2, figsize=(12,5))\n", "\n", "# Left plot\n", "ax1.scatter(credit.Limit, credit.Age, facecolor='None', edgecolor='r')\n", "ax1.set_ylabel('Age')\n", "\n", "# Right plot\n", "ax2.scatter(credit.Limit, credit.Rating, facecolor='None', edgecolor='r')\n", "ax2.set_ylabel('Rating')\n", "\n", "for ax in fig.axes:\n", " ax.set_xlabel('Limit')\n", " ax.set_xticks([2000,4000,6000,8000,12000])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 3.15" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Age/Limit\n", " 520.015\n", "[-2.29148553 0.17336497]\n", "\n", "Rating/Limit\n", " 520.015\n", "[ 2.20167217 0.02451438]\n" ] } ], "source": [ "y = credit.Balance\n", "\n", "# Regression for left plot\n", "X = credit[['Age', 'Limit']].as_matrix()\n", "regr1 = skl_lm.LinearRegression()\n", "regr1.fit(scale(X.astype('float'), with_std=False), y)\n", "print('Age/Limit\\n',regr1.intercept_)\n", "print(regr1.coef_)\n", "\n", "# Regression for right plot\n", "X2 = credit[['Rating', 'Limit']].as_matrix()\n", "regr2 = skl_lm.LinearRegression()\n", "regr2.fit(scale(X2.astype('float'), with_std=False), y)\n", "print('\\nRating/Limit\\n',regr2.intercept_)\n", "print(regr2.coef_)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "# Create grid coordinates for plotting\n", "B_Age = np.linspace(regr1.coef_[0]-3, regr1.coef_[0]+3, 100)\n", "B_Limit = np.linspace(regr1.coef_[1]-0.02, regr1.coef_[1]+0.02, 100)\n", "\n", "B_Rating = np.linspace(regr2.coef_[0]-3, regr2.coef_[0]+3, 100)\n", "B_Limit2 = np.linspace(regr2.coef_[1]-0.2, regr2.coef_[1]+0.2, 100)\n", "\n", "X1, Y1 = np.meshgrid(B_Limit, B_Age, indexing='xy')\n", "X2, Y2 = np.meshgrid(B_Limit2, B_Rating, indexing='xy')\n", "Z1 = np.zeros((B_Age.size,B_Limit.size))\n", "Z2 = np.zeros((B_Rating.size,B_Limit2.size))\n", "\n", "Limit_scaled = scale(credit.Limit.astype('float'), with_std=False)\n", "Age_scaled = scale(credit.Age.astype('float'), with_std=False)\n", "Rating_scaled = scale(credit.Rating.astype('float'), with_std=False)\n", "\n", "# Calculate Z-values (RSS) based on grid of coefficients\n", "for (i,j),v in np.ndenumerate(Z1):\n", " Z1[i,j] =((y - (regr1.intercept_ + X1[i,j]*Limit_scaled +\n", " Y1[i,j]*Age_scaled))**2).sum()/1000000\n", " \n", "for (i,j),v in np.ndenumerate(Z2):\n", " Z2[i,j] =((y - (regr2.intercept_ + X2[i,j]*Limit_scaled +\n", " Y2[i,j]*Rating_scaled))**2).sum()/1000000" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,5))\n", "fig.suptitle('RSS - Regression coefficients', fontsize=20)\n", "\n", "ax1 = fig.add_subplot(121)\n", "ax2 = fig.add_subplot(122)\n", "\n", "min_RSS = r'$\\beta_0$, $\\beta_1$ for minimized RSS'\n", " \n", "# Left plot\n", "CS = ax1.contour(X1, Y1, Z1, cmap=plt.cm.Set1, levels=[21.25, 21.5, 21.8])\n", "ax1.scatter(regr1.coef_[1], regr1.coef_[0], c='r', label=min_RSS)\n", "ax1.clabel(CS, inline=True, fontsize=10, fmt='%1.1f')\n", "ax1.set_ylabel(r'$\\beta_{Age}$', fontsize=17)\n", "\n", "# Right plot\n", "CS = ax2.contour(X2, Y2, Z2, cmap=plt.cm.Set1, levels=[21.5, 21.8])\n", "ax2.scatter(regr2.coef_[1], regr2.coef_[0], c='r', label=min_RSS)\n", "ax2.clabel(CS, inline=True, fontsize=10, fmt='%1.1f')\n", "ax2.set_ylabel(r'$\\beta_{Rating}$', fontsize=17)\n", "ax2.set_xticks([-0.1, 0, 0.1, 0.2])\n", "\n", "for ax in fig.axes:\n", " ax.set_xlabel(r'$\\beta_{Limit}$', fontsize=17)\n", " ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variance Inflation Factor - page 102" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.01138468607\n", "160.668300959\n", "160.592879786\n" ] } ], "source": [ "est_Age = smf.ols('Age ~ Rating + Limit', credit).fit()\n", "est_Rating = smf.ols('Rating ~ Age + Limit', credit).fit()\n", "est_Limit = smf.ols('Limit ~ Age + Rating', credit).fit()\n", "\n", "print(1/(1-est_Age.rsquared))\n", "print(1/(1-est_Rating.rsquared))\n", "print(1/(1-est_Limit.rsquared))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.11" } }, "nbformat": 4, "nbformat_minor": 1 }