Regression Exercise in Python
{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Linear Regression in Python\n", "Use the provided dataset cars.csv to predict used car price based on variables such as Age, KM, etc. The variables are described as below:\n", "1. Model: Model of the car\n", "1. Price: price of the car in dollars\n", "1. KM: The millage of the car \n", "1. Age_08_04 : age of the car in months as of August 2004\n", "1. Power_steering – whether the car has oower steering (1=Yes and 0=No) \n", "1. Mfg_guarantee – whether the car is within manufacturer’s guarantee period (1=Yes and 0=No)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import needed libraries and set up the enviornment" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<style>.container { width:100% !important; }</style>" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline \n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "np.set_printoptions(precision=2, suppress=True)\n", "from IPython.core.display import display, HTML\n", "display(HTML(\"<style>.container { width:100% !important; }</style>\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import and Understand Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1436, 6)\n" ] }, { "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>Model</th>\n", " <th>Price</th>\n", " <th>Age_08_04</th>\n", " <th>KM</th>\n", " <th>Mfr_Guarantee</th>\n", " <th>Power_Steering</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>TOYOTA Corolla 2.0 D4D HATCHB TERRA 2/3-Doors</td>\n", " <td>13500</td>\n", " <td>23</td>\n", " <td>46986</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>TOYOTA Corolla 2.0 D4D HATCHB TERRA 2/3-Doors</td>\n", " <td>13750</td>\n", " <td>23</td>\n", " <td>72937</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>TOYOTA Corolla 2.0 D4D HATCHB TERRA 2/3-Doors</td>\n", " <td>13950</td>\n", " <td>24</td>\n", " <td>41711</td>\n", " <td>1</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>TOYOTA Corolla 2.0 D4D HATCHB TERRA 2/3-Doors</td>\n", " <td>14950</td>\n", " <td>26</td>\n", " <td>48000</td>\n", " <td>1</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>TOYOTA Corolla 2.0 D4D HATCHB SOL 2/3-Doors</td>\n", " <td>13750</td>\n", " <td>30</td>\n", " <td>38500</td>\n", " <td>1</td>\n", " <td>1</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Model Price Age_08_04 KM \\\n", "0 TOYOTA Corolla 2.0 D4D HATCHB TERRA 2/3-Doors 13500 23 46986 \n", "1 TOYOTA Corolla 2.0 D4D HATCHB TERRA 2/3-Doors 13750 23 72937 \n", "2 TOYOTA Corolla 2.0 D4D HATCHB TERRA 2/3-Doors 13950 24 41711 \n", "3 TOYOTA Corolla 2.0 D4D HATCHB TERRA 2/3-Doors 14950 26 48000 \n", "4 TOYOTA Corolla 2.0 D4D HATCHB SOL 2/3-Doors 13750 30 38500 \n", "\n", " Mfr_Guarantee Power_Steering \n", "0 0 1 \n", "1 0 1 \n", "2 1 1 \n", "3 1 1 \n", "4 1 1 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Import data from cars.csv\n", "\n", "# Print out the shape of the dataframe\n", "\n", "# print the top 5 rows of data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploratory Data Analysis (EAD)\n", "Create a scatterplot matrix and a coorelation coefficient matrix of price and other continuous numerical variables. Do you think these variables affect price?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x900 with 30 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create scatterplot matrix \n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create the correlation coefficient matrix \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prepare Data\n", "### Define Predictors and Target Variable" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The top 5 rows of data are:\n" ] }, { "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>Age_08_04</th>\n", " <th>KM</th>\n", " <th>Mfr_Guarantee</th>\n", " <th>Power_Steering</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>23</td>\n", " <td>46986</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>23</td>\n", " <td>72937</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>24</td>\n", " <td>41711</td>\n", " <td>1</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>26</td>\n", " <td>48000</td>\n", " <td>1</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>30</td>\n", " <td>38500</td>\n", " <td>1</td>\n", " <td>1</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Age_08_04 KM Mfr_Guarantee Power_Steering\n", "0 23 46986 0 1\n", "1 23 72937 0 1\n", "2 24 41711 1 1\n", "3 26 48000 1 1\n", "4 30 38500 1 1" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "0 13500\n", "1 13750\n", "2 13950\n", "3 14950\n", "4 13750\n", "Name: Price, dtype: int64\n" ] } ], "source": [ "# For the homework, we use all the variables provided except for Model as features\n", "# Set the predictors and target variable\n", "\n", "\n", "# print out the top five rows of the predictors and target variable\n", "print(\"The top 5 rows of data are:\")\n", "# You can use print but display gives \"pretty printing\" in Jupyter notebook\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Split the Data Into Training and Test Sets" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training set size = 1077 Test set size = 359\n" ] } ], "source": [ "# import the train_test_split function\n", "\n", "# Use default split size and set random_state to be 0 to partition the data\n", "\n", "# print out the number of rows in training and test\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit with Linear Regression " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training set score (R^2): 0.80\n", "Test set score (R^2): 0.76\n", "[16379.05]\n" ] } ], "source": [ "# Step 1: import the estimator class\n", "\n", "# Step 2: Create a linear model\n", "\n", "# Step 3: Training the model with training data\n", "\n", "# Step 4: print out the scores for training and test set \n", "\n", "\n", "# Step 5: Make a prediction of a new data instance [[25, 25000, 1, 1]] \n", "# that is a car that is 25-month old with 25000 KM, manufacture gurantee and power steering\n", "\n", "# print out the predicted price\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get model parameters" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Weights (coefficients): [-156. -0.02 223.09 187.28]\n", "Bias (intercept): 20251.27\n" ] } ], "source": [ "# Print out the paramters of the model: weights and bias\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Polynomial Regression\n", "The scatterplot matrix shows that there might be curviliear relationships between age and price. Create polynomial features by adding higher order terms. You can try degrees 2, 3, 4, and 5. See which one increase the performance of the model. How does the degree affect the fit of the model. Have you observed overfitting?\n", "### Generate features" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of rows and columns the extended dataset has:\n", "(1436, 69)\n" ] } ], "source": [ "# import PolynomialFeatures class\n", "\n", "# Create a PolynomialFeatures instance, \n", "\n", "# fit and transform predictors\n", "\n", "# Print out the shape of the new predictor matrix to know the number of features\n", "print(\"Number of rows and columns the extended dataset has:\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Build Polynomial regression model" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training set score (R^2): 0.86\n", "Test set score (R^2): 0.78\n" ] } ], "source": [ "# Split the data with extended features into training and test sets\n", "\n", "# Create a new linear model. Be sure to set the parameter \n", "# normalize=True so the features are all standardized.This is very important with polynomial regression\n", "# fit the model with the newly created training data\n", "\n", "# Print out the R^2 of training and test\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ridge Regression\n", "This dataset has just a few features. Ridge and LASSO regression are not going to make much difference. Set the polynomial degree to be 4 so we can observe some difference in Ridge and LASSO" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training set score: 0.84\n", "Test set score: 0.79\n", "Weights: [ -56.23 -0.01 100.25 1903.18 -0.17 -0. -7.1 -38. -0.\n", " -0. -0. 100.25 187.19 1903.18 0. 0. 0. -0.06\n", " 0. 0. -0. -7.1 -4.87 -38. -0. 0. -0.\n", " -0. -0. -0. 100.25 187.19 187.19 1903.18 0. 0.\n", " 0. 0. 0. 0. 0. 0. 0.05 -0.06 0.\n", " 0. 0. 0. 0. -0. -7.1 -4.87 -4.87 -38.\n", " -0. -0. -0. 0. 0. -0. -0. -0. -0.\n", " -0. 100.25 187.19 187.19 187.19 1903.18]\n" ] } ], "source": [ "# import Ridge estimator class\n", "\n", "# Create a Ridge estimator instance, be sure to set the parameter normalize=True\n", "# set alpha = 1 to begin with but try different values to get the best alpha\n", "# You might need to increase max_iter (default is 1000)\n", "\n", "# Fit the training data with the ridge estimator\n", "# print out the R^2 for training and test. Compare the R^2 with the polynomial regression\n", "# results and change the value of alpha for the best result.\n", "\n", "# Print out the weights (coef_). \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lasso Regression" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training set score: 0.84\n", "Test set score: 0.79\n", "Weights: [-221.38 -0.01 0. 0. 0. -0. -0. -0. -0.\n", " 0. -0. 0. 17.15 0. 0. 0. 0. 0.\n", " -0. 0. -0. -0. -0. -0. -0. 0. -0.\n", " 0. 0. -0. 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0. 0. 0. -0.\n", " 0. -0. 0. 0. -0. -0. -0. -0. -0.\n", " -0. 0. -0. 0. 0. -0. 0. 0. 0.\n", " -0. 0. 245.14 0. 0. 0. ]\n" ] } ], "source": [ "# import Lasso estimator class\n", "\n", "# Create a Lasso estimator instance, be sure to set the parameter normalize=True\n", "# set alpha = 1 to begin with but try different values to get the best alpha\n", "# You might need to increase max_iter (default is 1000)\n", "\n", "# Fit the training data with the lass estimator\n", "\n", "# print out the R^2 for training and test. Compare the R^2 with the polynomial regression\n", "# results and change the value of alpha for the best result.\n", "\n", "\n", "# Print out the weights (coef_). Compare them with those of ridge regression. How many\n", "# features are actually kepte in Lasso model?\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## KNN\n", "After all models have been created and tuned. Which one is the best in your opinion?\n", "### Scale the data with StandardScaler" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Import the StandardScaler \n", "\n", "# Create an instance of the StandardScaler\n", "\n", "# Fit it with the training data\n", "\n", "# transform training and test data to get scaled training and test set\n", "\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.82\n", "0.80\n" ] } ], "source": [ "# step 1: Import KNeighborsRegressor\n", "\n", "# step 2: Create an instance of the model with appropriate K value\n", "# try out different K values to get the best result\n", "\n", "# Step 3: fit the model with scaled training data\n", "\n", "# Step 4: print out the R^2 for training and test. Compare it with other models\n", "\n" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }