{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visual analytics and diagnostics of model fit for linear regression\n", "\n", "### Dr. Tirthajyoti Sarkar\n", "### Fremont, CA 94536, June 2019\n", "\n", "In this notebook, we show the basic visual analytics and diagnostic tests that should be run after fitting a linear regression model, for **checking the goodness of fit by verifying the fundamental assumptions of linear regression** - *linearity, independence, constant variance,* and *normality*. In particular, following analytics are shown,\n", "\n", "* Pairwise scatterplot of the data matrix\n", "* Correlation matrix and heatmap\n", "* Creating a new dataset of predicting features and their statistical significance (based on p-values)\n", "* Residuals vs. predicting variables plots\n", "* Fitted vs. residuals plot\n", "* Histogram of the normalized residuals\n", "* Q-Q plot of the normalized residuals\n", "* Shapiro-Wilk normality test on the residuals\n", "* Cook's distance plot of the residuals\n", "* Variance inflation factor (VIF) of the predicting features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Requirements\n", "\n", "* Python 3.6+\n", "* `Numpy`\n", "* `Pandas`\n", "* `Seaborn`\n", "* `Statsmodels`\n", "* `Scipy`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The dataset\n", "\n", "We analyze the **[Concrete Compressive Strength Data Set](https://archive.ics.uci.edu/ml/datasets/Concrete+Compressive+Strength)** from UCI ML repository in this notebook.\n", "\n", "***Abstract***: Concrete is the most important material in civil engineering. The concrete compressive strength is a highly nonlinear function of age and ingredients. Can we predict the strength from other measurement values?\n", "\n", "#### Data Set Information:\n", "\n", "* Number of instances: 1030 \n", "* Number of Attributes: 9 \n", "* Attribute breakdown\t8 quantitative input variables, and 1 quantitative output variable \n", "* Missing Attribute Values: None " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import the libraries and read the data in" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import statsmodels.formula.api as sm" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# The dataset path may be different in your situation. Please use the correct path\n", "df = pd.read_excel(\"Datasets/Concrete_Data.xls\")" ] }, { "cell_type": "code", "execution_count": 3, "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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Cement (component 1)(kg in a m^3 mixture)Blast Furnace Slag (component 2)(kg in a m^3 mixture)Fly Ash (component 3)(kg in a m^3 mixture)Water (component 4)(kg in a m^3 mixture)Superplasticizer (component 5)(kg in a m^3 mixture)Coarse Aggregate (component 6)(kg in a m^3 mixture)Fine Aggregate (component 7)(kg in a m^3 mixture)Age (day)Concrete compressive strength(MPa, megapascals)
0540.00.00.0162.02.51040.0676.02879.986111
1540.00.00.0162.02.51055.0676.02861.887366
2332.5142.50.0228.00.0932.0594.027040.269535
3332.5142.50.0228.00.0932.0594.036541.052780
4198.6132.40.0192.00.0978.4825.536044.296075
5266.0114.00.0228.00.0932.0670.09047.029847
6380.095.00.0228.00.0932.0594.036543.698299
7380.095.00.0228.00.0932.0594.02836.447770
8266.0114.00.0228.00.0932.0670.02845.854291
9475.00.00.0228.00.0932.0594.02839.289790
\n", "
" ], "text/plain": [ " Cement (component 1)(kg in a m^3 mixture) \\\n", "0 540.0 \n", "1 540.0 \n", "2 332.5 \n", "3 332.5 \n", "4 198.6 \n", "5 266.0 \n", "6 380.0 \n", "7 380.0 \n", "8 266.0 \n", "9 475.0 \n", "\n", " Blast Furnace Slag (component 2)(kg in a m^3 mixture) \\\n", "0 0.0 \n", "1 0.0 \n", "2 142.5 \n", "3 142.5 \n", "4 132.4 \n", "5 114.0 \n", "6 95.0 \n", "7 95.0 \n", "8 114.0 \n", "9 0.0 \n", "\n", " Fly Ash (component 3)(kg in a m^3 mixture) \\\n", "0 0.0 \n", "1 0.0 \n", "2 0.0 \n", "3 0.0 \n", "4 0.0 \n", "5 0.0 \n", "6 0.0 \n", "7 0.0 \n", "8 0.0 \n", "9 0.0 \n", "\n", " Water (component 4)(kg in a m^3 mixture) \\\n", "0 162.0 \n", "1 162.0 \n", "2 228.0 \n", "3 228.0 \n", "4 192.0 \n", "5 228.0 \n", "6 228.0 \n", "7 228.0 \n", "8 228.0 \n", "9 228.0 \n", "\n", " Superplasticizer (component 5)(kg in a m^3 mixture) \\\n", "0 2.5 \n", "1 2.5 \n", "2 0.0 \n", "3 0.0 \n", "4 0.0 \n", "5 0.0 \n", "6 0.0 \n", "7 0.0 \n", "8 0.0 \n", "9 0.0 \n", "\n", " Coarse Aggregate (component 6)(kg in a m^3 mixture) \\\n", "0 1040.0 \n", "1 1055.0 \n", "2 932.0 \n", "3 932.0 \n", "4 978.4 \n", "5 932.0 \n", "6 932.0 \n", "7 932.0 \n", "8 932.0 \n", "9 932.0 \n", "\n", " Fine Aggregate (component 7)(kg in a m^3 mixture) Age (day) \\\n", "0 676.0 28 \n", "1 676.0 28 \n", "2 594.0 270 \n", "3 594.0 365 \n", "4 825.5 360 \n", "5 670.0 90 \n", "6 594.0 365 \n", "7 594.0 28 \n", "8 670.0 28 \n", "9 594.0 28 \n", "\n", " Concrete compressive strength(MPa, megapascals) \n", "0 79.986111 \n", "1 61.887366 \n", "2 40.269535 \n", "3 41.052780 \n", "4 44.296075 \n", "5 47.029847 \n", "6 43.698299 \n", "7 36.447770 \n", "8 45.854291 \n", "9 39.289790 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(10)" ] }, { "cell_type": "code", "execution_count": 4, "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", " \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", "
countmeanstdmin25%50%75%max
Cement (component 1)(kg in a m^3 mixture)1030.0281.165631104.507142102.000000192.375000272.900000350.000000540.000000
Blast Furnace Slag (component 2)(kg in a m^3 mixture)1030.073.89548586.2791040.0000000.00000022.000000142.950000359.400000
Fly Ash (component 3)(kg in a m^3 mixture)1030.054.18713663.9964690.0000000.0000000.000000118.270000200.100000
Water (component 4)(kg in a m^3 mixture)1030.0181.56635921.355567121.750000164.900000185.000000192.000000247.000000
Superplasticizer (component 5)(kg in a m^3 mixture)1030.06.2031125.9734920.0000000.0000006.35000010.16000032.200000
Coarse Aggregate (component 6)(kg in a m^3 mixture)1030.0972.91859277.753818801.000000932.000000968.0000001029.4000001145.000000
Fine Aggregate (component 7)(kg in a m^3 mixture)1030.0773.57888380.175427594.000000730.950000779.510000824.000000992.600000
Age (day)1030.045.66213663.1699121.0000007.00000028.00000056.000000365.000000
Concrete compressive strength(MPa, megapascals)1030.035.81783616.7056792.33180823.70711534.44277446.13628782.599225
\n", "
" ], "text/plain": [ " count mean \\\n", "Cement (component 1)(kg in a m^3 mixture) 1030.0 281.165631 \n", "Blast Furnace Slag (component 2)(kg in a m^3 mi... 1030.0 73.895485 \n", "Fly Ash (component 3)(kg in a m^3 mixture) 1030.0 54.187136 \n", "Water (component 4)(kg in a m^3 mixture) 1030.0 181.566359 \n", "Superplasticizer (component 5)(kg in a m^3 mixt... 1030.0 6.203112 \n", "Coarse Aggregate (component 6)(kg in a m^3 mix... 1030.0 972.918592 \n", "Fine Aggregate (component 7)(kg in a m^3 mixture) 1030.0 773.578883 \n", "Age (day) 1030.0 45.662136 \n", "Concrete compressive strength(MPa, megapascals) 1030.0 35.817836 \n", "\n", " std min \\\n", "Cement (component 1)(kg in a m^3 mixture) 104.507142 102.000000 \n", "Blast Furnace Slag (component 2)(kg in a m^3 mi... 86.279104 0.000000 \n", "Fly Ash (component 3)(kg in a m^3 mixture) 63.996469 0.000000 \n", "Water (component 4)(kg in a m^3 mixture) 21.355567 121.750000 \n", "Superplasticizer (component 5)(kg in a m^3 mixt... 5.973492 0.000000 \n", "Coarse Aggregate (component 6)(kg in a m^3 mix... 77.753818 801.000000 \n", "Fine Aggregate (component 7)(kg in a m^3 mixture) 80.175427 594.000000 \n", "Age (day) 63.169912 1.000000 \n", "Concrete compressive strength(MPa, megapascals) 16.705679 2.331808 \n", "\n", " 25% 50% \\\n", "Cement (component 1)(kg in a m^3 mixture) 192.375000 272.900000 \n", "Blast Furnace Slag (component 2)(kg in a m^3 mi... 0.000000 22.000000 \n", "Fly Ash (component 3)(kg in a m^3 mixture) 0.000000 0.000000 \n", "Water (component 4)(kg in a m^3 mixture) 164.900000 185.000000 \n", "Superplasticizer (component 5)(kg in a m^3 mixt... 0.000000 6.350000 \n", "Coarse Aggregate (component 6)(kg in a m^3 mix... 932.000000 968.000000 \n", "Fine Aggregate (component 7)(kg in a m^3 mixture) 730.950000 779.510000 \n", "Age (day) 7.000000 28.000000 \n", "Concrete compressive strength(MPa, megapascals) 23.707115 34.442774 \n", "\n", " 75% max \n", "Cement (component 1)(kg in a m^3 mixture) 350.000000 540.000000 \n", "Blast Furnace Slag (component 2)(kg in a m^3 mi... 142.950000 359.400000 \n", "Fly Ash (component 3)(kg in a m^3 mixture) 118.270000 200.100000 \n", "Water (component 4)(kg in a m^3 mixture) 192.000000 247.000000 \n", "Superplasticizer (component 5)(kg in a m^3 mixt... 10.160000 32.200000 \n", "Coarse Aggregate (component 6)(kg in a m^3 mix... 1029.400000 1145.000000 \n", "Fine Aggregate (component 7)(kg in a m^3 mixture) 824.000000 992.600000 \n", "Age (day) 56.000000 365.000000 \n", "Concrete compressive strength(MPa, megapascals) 46.136287 82.599225 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe().T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Taking a peek at the relationship between the predicting variables and the response" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for c in df.columns[:-1]:\n", " plt.figure(figsize=(8,5))\n", " plt.title(\"{} vs. \\nConcrete Compressive Strength\".format(c),fontsize=16)\n", " plt.scatter(x=df[c],y=df['Concrete compressive strength(MPa, megapascals) '],color='blue',edgecolor='k')\n", " plt.grid(True)\n", " plt.xlabel(c,fontsize=14)\n", " plt.ylabel('Concrete compressive strength\\n(MPa, megapascals)',fontsize=14)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating a copy with suitable column names for processing with `statsmodels.OLS()`" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "df1 = df.copy()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "df1.columns=['Component'+str(i) for i in range(1,8)]+['Age']+['y']" ] }, { "cell_type": "code", "execution_count": 8, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Component1Component2Component3Component4Component5Component6Component7Agey
0540.00.00.0162.02.51040.0676.02879.986111
1540.00.00.0162.02.51055.0676.02861.887366
2332.5142.50.0228.00.0932.0594.027040.269535
3332.5142.50.0228.00.0932.0594.036541.052780
4198.6132.40.0192.00.0978.4825.536044.296075
\n", "
" ], "text/plain": [ " Component1 Component2 Component3 Component4 Component5 Component6 \\\n", "0 540.0 0.0 0.0 162.0 2.5 1040.0 \n", "1 540.0 0.0 0.0 162.0 2.5 1055.0 \n", "2 332.5 142.5 0.0 228.0 0.0 932.0 \n", "3 332.5 142.5 0.0 228.0 0.0 932.0 \n", "4 198.6 132.4 0.0 192.0 0.0 978.4 \n", "\n", " Component7 Age y \n", "0 676.0 28 79.986111 \n", "1 676.0 28 61.887366 \n", "2 594.0 270 40.269535 \n", "3 594.0 365 41.052780 \n", "4 825.5 360 44.296075 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pairwise scatter plots" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from seaborn import pairplot" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pairplot(df1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Correlation matrix and heatmap to visually check for [multicollinearity](https://en.wikipedia.org/wiki/Multicollinearity)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "corr = df1[:-1].corr()" ] }, { "cell_type": "code", "execution_count": 12, "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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Component1Component2Component3Component4Component5Component6Component7Agey
Component11.000000-0.275153-0.397439-0.0814080.092856-0.109725-0.2227550.0818990.497813
Component2-0.2751531.000000-0.3237200.1070650.043261-0.283862-0.281564-0.0441660.134895
Component3-0.397439-0.3237201.000000-0.2574880.377248-0.0094750.079138-0.154284-0.105688
Component4-0.0814080.107065-0.2574881.000000-0.658118-0.181344-0.4506830.277965-0.289554
Component50.0928560.0432610.377248-0.6581181.000000-0.2660310.222580-0.1926300.366218
Component6-0.109725-0.283862-0.009475-0.181344-0.2660311.000000-0.178881-0.003398-0.165365
Component7-0.222755-0.2815640.079138-0.4506830.222580-0.1788811.000000-0.156143-0.167284
Age0.081899-0.044166-0.1542840.277965-0.192630-0.003398-0.1561431.0000000.328841
y0.4978130.134895-0.105688-0.2895540.366218-0.165365-0.1672840.3288411.000000
\n", "
" ], "text/plain": [ " Component1 Component2 Component3 Component4 Component5 \\\n", "Component1 1.000000 -0.275153 -0.397439 -0.081408 0.092856 \n", "Component2 -0.275153 1.000000 -0.323720 0.107065 0.043261 \n", "Component3 -0.397439 -0.323720 1.000000 -0.257488 0.377248 \n", "Component4 -0.081408 0.107065 -0.257488 1.000000 -0.658118 \n", "Component5 0.092856 0.043261 0.377248 -0.658118 1.000000 \n", "Component6 -0.109725 -0.283862 -0.009475 -0.181344 -0.266031 \n", "Component7 -0.222755 -0.281564 0.079138 -0.450683 0.222580 \n", "Age 0.081899 -0.044166 -0.154284 0.277965 -0.192630 \n", "y 0.497813 0.134895 -0.105688 -0.289554 0.366218 \n", "\n", " Component6 Component7 Age y \n", "Component1 -0.109725 -0.222755 0.081899 0.497813 \n", "Component2 -0.283862 -0.281564 -0.044166 0.134895 \n", "Component3 -0.009475 0.079138 -0.154284 -0.105688 \n", "Component4 -0.181344 -0.450683 0.277965 -0.289554 \n", "Component5 -0.266031 0.222580 -0.192630 0.366218 \n", "Component6 1.000000 -0.178881 -0.003398 -0.165365 \n", "Component7 -0.178881 1.000000 -0.156143 -0.167284 \n", "Age -0.003398 -0.156143 1.000000 0.328841 \n", "y -0.165365 -0.167284 0.328841 1.000000 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corr" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from statsmodels.graphics.correlation import plot_corr" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig=plot_corr(corr,xnames=corr.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating a formula string for using in the `statsmodels.OLS()`" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "formula_str = df1.columns[-1]+' ~ '+'+'.join(df1.columns[:-1])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'y ~ Component1+Component2+Component3+Component4+Component5+Component6+Component7+Age'" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "formula_str" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Construct and fit the model. Print summary of the fitted model" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "model=sm.ols(formula=formula_str, data=df1)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "fitted = model.fit()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: y R-squared: 0.615\n", "Model: OLS Adj. R-squared: 0.612\n", "Method: Least Squares F-statistic: 204.3\n", "Date: Mon, 03 Jun 2019 Prob (F-statistic): 6.76e-206\n", "Time: 22:53:37 Log-Likelihood: -3869.0\n", "No. Observations: 1030 AIC: 7756.\n", "Df Residuals: 1021 BIC: 7800.\n", "Df Model: 8 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -23.1638 26.588 -0.871 0.384 -75.338 29.010\n", "Component1 0.1198 0.008 14.110 0.000 0.103 0.136\n", "Component2 0.1038 0.010 10.245 0.000 0.084 0.124\n", "Component3 0.0879 0.013 6.988 0.000 0.063 0.113\n", "Component4 -0.1503 0.040 -3.741 0.000 -0.229 -0.071\n", "Component5 0.2907 0.093 3.110 0.002 0.107 0.474\n", "Component6 0.0180 0.009 1.919 0.055 -0.000 0.036\n", "Component7 0.0202 0.011 1.883 0.060 -0.001 0.041\n", "Age 0.1142 0.005 21.046 0.000 0.104 0.125\n", "==============================================================================\n", "Omnibus: 5.379 Durbin-Watson: 1.281\n", "Prob(Omnibus): 0.068 Jarque-Bera (JB): 5.305\n", "Skew: -0.174 Prob(JB): 0.0705\n", "Kurtosis: 3.045 Cond. No. 1.06e+05\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, 1.06e+05. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] } ], "source": [ "print(fitted.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A new Result dataframe: p-values and statistical significance of the features " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "df_result=pd.DataFrame()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "df_result['pvalues']=fitted.pvalues[1:]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "df_result['Features']=df.columns[:-1]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "df_result.set_index('Features',inplace=True)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def yes_no(b):\n", " if b:\n", " return 'Yes'\n", " else:\n", " return 'No'" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "df_result['Statistically significant?']= df_result['pvalues'].apply(yes_no)" ] }, { "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", " \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", "
pvaluesStatistically significant?
Features
Cement (component 1)(kg in a m^3 mixture)1.962842e-41Yes
Blast Furnace Slag (component 2)(kg in a m^3 mixture)1.633083e-23Yes
Fly Ash (component 3)(kg in a m^3 mixture)5.029952e-12Yes
Water (component 4)(kg in a m^3 mixture)1.937337e-04Yes
Superplasticizer (component 5)(kg in a m^3 mixture)1.920901e-03Yes
Coarse Aggregate (component 6)(kg in a m^3 mixture)5.522656e-02Yes
Fine Aggregate (component 7)(kg in a m^3 mixture)5.996805e-02Yes
Age (day)5.841045e-82Yes
\n", "
" ], "text/plain": [ " pvalues \\\n", "Features \n", "Cement (component 1)(kg in a m^3 mixture) 1.962842e-41 \n", "Blast Furnace Slag (component 2)(kg in a m^3 mi... 1.633083e-23 \n", "Fly Ash (component 3)(kg in a m^3 mixture) 5.029952e-12 \n", "Water (component 4)(kg in a m^3 mixture) 1.937337e-04 \n", "Superplasticizer (component 5)(kg in a m^3 mixt... 1.920901e-03 \n", "Coarse Aggregate (component 6)(kg in a m^3 mix... 5.522656e-02 \n", "Fine Aggregate (component 7)(kg in a m^3 mixture) 5.996805e-02 \n", "Age (day) 5.841045e-82 \n", "\n", " Statistically significant? \n", "Features \n", "Cement (component 1)(kg in a m^3 mixture) Yes \n", "Blast Furnace Slag (component 2)(kg in a m^3 mi... Yes \n", "Fly Ash (component 3)(kg in a m^3 mixture) Yes \n", "Water (component 4)(kg in a m^3 mixture) Yes \n", "Superplasticizer (component 5)(kg in a m^3 mixt... Yes \n", "Coarse Aggregate (component 6)(kg in a m^3 mix... Yes \n", "Fine Aggregate (component 7)(kg in a m^3 mixture) Yes \n", "Age (day) Yes " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### All the predicting variables are statisticall significant with the [threshold of p-value <0.01](https://www.statsdirect.com/help/basics/p_values.htm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Residuals vs. predicting variables plots" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for c in df.columns[:-1]:\n", " plt.figure(figsize=(8,5))\n", " plt.title(\"{} vs. \\nModel residuals\".format(c),fontsize=16)\n", " plt.scatter(x=df[c],y=fitted.resid,color='blue',edgecolor='k')\n", " plt.grid(True)\n", " xmin=min(df[c])\n", " xmax = max(df[c])\n", " plt.hlines(y=0,xmin=xmin*0.9,xmax=xmax*1.1,color='red',linestyle='--',lw=3)\n", " plt.xlabel(c,fontsize=14)\n", " plt.ylabel('Residuals',fontsize=14)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Residual plots show some bit of clustering but overall the assumptions linearity and independence seem to hold because the distribution seem random around the 0 axis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitted vs. residuals" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,5))\n", "p=plt.scatter(x=fitted.fittedvalues,y=fitted.resid,edgecolor='k')\n", "xmin=min(fitted.fittedvalues)\n", "xmax = max(fitted.fittedvalues)\n", "plt.hlines(y=0,xmin=xmin*0.9,xmax=xmax*1.1,color='red',linestyle='--',lw=3)\n", "plt.xlabel(\"Fitted values\",fontsize=15)\n", "plt.ylabel(\"Residuals\",fontsize=15)\n", "plt.title(\"Fitted vs. residuals plot\",fontsize=18)\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The fitted vs. residuals plot shows violation of the constant variance assumption - [Heteroscedasticity](http://www.statsmakemecry.com/smmctheblog/confusing-stats-terms-explained-heteroscedasticity-heteroske.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histogram of normalized residuals" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,5))\n", "plt.hist(fitted.resid_pearson,bins=20,edgecolor='k')\n", "plt.ylabel('Count',fontsize=15)\n", "plt.xlabel('Normalized residuals',fontsize=15)\n", "plt.title(\"Histogram of normalized residuals\",fontsize=18)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Q-Q plot of the residuals" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "from statsmodels.graphics.gofplots import qqplot" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,5))\n", "fig=qqplot(fitted.resid_pearson,line='45',fit='True')\n", "plt.xticks(fontsize=13)\n", "plt.yticks(fontsize=13)\n", "plt.xlabel(\"Theoretical quantiles\",fontsize=15)\n", "plt.ylabel(\"Sample quantiles\",fontsize=15)\n", "plt.title(\"Q-Q plot of normalized residuals\",fontsize=18)\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The Q-Q plot (and the histogram above) shows that the normality assumption is satisfied pretty good " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Normality (Shapiro-Wilk) test of the residuals" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "from scipy.stats import shapiro" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "_,p=shapiro(fitted.resid)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The residuals seem to come from Gaussian process\n" ] } ], "source": [ "if p<0.01:\n", " print(\"The residuals seem to come from Gaussian process\")\n", "else:\n", " print(\"The normality assumption may not hold\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cook's distance (checking for outliers in residuals)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "from statsmodels.stats.outliers_influence import OLSInfluence as influence" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "inf=influence(fitted)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(c, p) = inf.cooks_distance\n", "plt.figure(figsize=(8,5))\n", "plt.title(\"Cook's distance plot for the residuals\",fontsize=16)\n", "plt.stem(np.arange(len(c)), c, markerfmt=\",\")\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### There are few data points with residuals being possible outliers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variance inflation factor" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "from statsmodels.stats.outliers_influence import variance_inflation_factor as vif" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Variance inflation factor for Cement (component 1)(kg in a m^3 mixture): 26.23\n", "Variance inflation factor for Blast Furnace Slag (component 2)(kg in a m^3 mixture): 4.44\n", "Variance inflation factor for Fly Ash (component 3)(kg in a m^3 mixture): 4.56\n", "Variance inflation factor for Water (component 4)(kg in a m^3 mixture): 92.59\n", "Variance inflation factor for Superplasticizer (component 5)(kg in a m^3 mixture): 5.52\n", "Variance inflation factor for Coarse Aggregate (component 6)(kg in a m^3 mixture): 85.97\n", "Variance inflation factor for Fine Aggregate (component 7)(kg in a m^3 mixture): 73.46\n", "Variance inflation factor for Age (day): 2.43\n" ] } ], "source": [ "for i in range(len(df1.columns[:-1])):\n", " v=vif(np.matrix(df1[:-1]),i)\n", " print(\"Variance inflation factor for {}: {}\".format(df.columns[i],round(v,2)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### There are few features with VIF > 10, thereby indicating significant multicollinearity" ] } ], "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": "3.6.2" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 2 }