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@fahadanwar10
Created September 25, 2019 12:27
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Linear Regression on E-commerce Customer Data\n",
"\n",
"We will try to fit a linear regression model on E-commerce Data and try to predict the Yearly amount spent by a customer."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Importing required libraries\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn import metrics\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"customers = pd.read_csv('Ecomm-Customers.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 500 entries, 0 to 499\n",
"Data columns (total 8 columns):\n",
"Email 500 non-null object\n",
"Address 500 non-null object\n",
"Avatar 500 non-null object\n",
"Avg. Session Length 500 non-null float64\n",
"Time on App 500 non-null float64\n",
"Time on Website 500 non-null float64\n",
"Length of Membership 500 non-null float64\n",
"Yearly Amount Spent 500 non-null float64\n",
"dtypes: float64(5), object(3)\n",
"memory usage: 31.4+ KB\n"
]
}
],
"source": [
"customers.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" info() tells us that there are 8 columns and 500 rows . Let us peak into the data using head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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>Email</th>\n",
" <th>Address</th>\n",
" <th>Avatar</th>\n",
" <th>Avg. Session Length</th>\n",
" <th>Time on App</th>\n",
" <th>Time on Website</th>\n",
" <th>Length of Membership</th>\n",
" <th>Yearly Amount Spent</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>mstephenson@fernandez.com</td>\n",
" <td>835 Frank Tunnel\\nWrightmouth, MI 82180-9605</td>\n",
" <td>Violet</td>\n",
" <td>34.497268</td>\n",
" <td>12.655651</td>\n",
" <td>39.577668</td>\n",
" <td>4.082621</td>\n",
" <td>587.951054</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>hduke@hotmail.com</td>\n",
" <td>4547 Archer Common\\nDiazchester, CA 06566-8576</td>\n",
" <td>DarkGreen</td>\n",
" <td>31.926272</td>\n",
" <td>11.109461</td>\n",
" <td>37.268959</td>\n",
" <td>2.664034</td>\n",
" <td>392.204933</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>pallen@yahoo.com</td>\n",
" <td>24645 Valerie Unions Suite 582\\nCobbborough, D...</td>\n",
" <td>Bisque</td>\n",
" <td>33.000915</td>\n",
" <td>11.330278</td>\n",
" <td>37.110597</td>\n",
" <td>4.104543</td>\n",
" <td>487.547505</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>riverarebecca@gmail.com</td>\n",
" <td>1414 David Throughway\\nPort Jason, OH 22070-1220</td>\n",
" <td>SaddleBrown</td>\n",
" <td>34.305557</td>\n",
" <td>13.717514</td>\n",
" <td>36.721283</td>\n",
" <td>3.120179</td>\n",
" <td>581.852344</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>mstephens@davidson-herman.com</td>\n",
" <td>14023 Rodriguez Passage\\nPort Jacobville, PR 3...</td>\n",
" <td>MediumAquaMarine</td>\n",
" <td>33.330673</td>\n",
" <td>12.795189</td>\n",
" <td>37.536653</td>\n",
" <td>4.446308</td>\n",
" <td>599.406092</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Email \\\n",
"0 mstephenson@fernandez.com \n",
"1 hduke@hotmail.com \n",
"2 pallen@yahoo.com \n",
"3 riverarebecca@gmail.com \n",
"4 mstephens@davidson-herman.com \n",
"\n",
" Address Avatar \\\n",
"0 835 Frank Tunnel\\nWrightmouth, MI 82180-9605 Violet \n",
"1 4547 Archer Common\\nDiazchester, CA 06566-8576 DarkGreen \n",
"2 24645 Valerie Unions Suite 582\\nCobbborough, D... Bisque \n",
"3 1414 David Throughway\\nPort Jason, OH 22070-1220 SaddleBrown \n",
"4 14023 Rodriguez Passage\\nPort Jacobville, PR 3... MediumAquaMarine \n",
"\n",
" Avg. Session Length Time on App Time on Website Length of Membership \\\n",
"0 34.497268 12.655651 39.577668 4.082621 \n",
"1 31.926272 11.109461 37.268959 2.664034 \n",
"2 33.000915 11.330278 37.110597 4.104543 \n",
"3 34.305557 13.717514 36.721283 3.120179 \n",
"4 33.330673 12.795189 37.536653 4.446308 \n",
"\n",
" Yearly Amount Spent \n",
"0 587.951054 \n",
"1 392.204933 \n",
"2 487.547505 \n",
"3 581.852344 \n",
"4 599.406092 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"customers.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using pairplot to see if there is some sort of correlation among columns with respect to yearly amount spent."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x10ec93668>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 900x900 with 30 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(customers)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the pair plots, we can see that data distribution is quite normal, and that there is a clear correlation between length of membership and yearly amount spent.<br>\n",
"Let us find out more using heatmap"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x124ef5f98>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(customers.corr(), linewidth=0.5, annot=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above heatmap confirms the correlation between 'length of membership' and 'Yearly amount spent'. We can also see that there is good degree of correlation between 'Yearly amount spent' and the column 'Time on app'. Also lesser degree of correlation with 'Avg. Session length'"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"x = customers[['Time on App', 'Length of Membership']]\n",
"y = customers['Yearly Amount Spent']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the time being let's skip 'Avg. Session Length' column since it has lesser correlation. We shall include it later and see if it yields considerably better results."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.3, random_state = 50)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Splitting dataset into train and test , giving 30% as test data and 70% as train data"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lm = LinearRegression()\n",
"lm.fit(x_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Coeffs are Time on App : 37.24859675165942 , Length of Membership: 62.76419727475292\n",
"Intercept : -172.29634898449677\n"
]
}
],
"source": [
"print(\"Coeffs are Time on App : {0} , Length of Membership: {1}\".format(lm.coef_[0], lm.coef_[1]))\n",
"print(\"Intercept : \",lm.intercept_)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"result = lm.predict(x_test)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Predicted values')"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(y_test, result)\n",
"plt.xlabel(\"Actual values\")\n",
"plt.ylabel(\"Predicted values\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"R2 score : 0.8881506494029392\n",
"Variance: 0.8895559640312203\n",
"MSE: 711.9352710839121\n"
]
}
],
"source": [
"print('R2 score : ',metrics.r2_score(y_test, result))\n",
"print('Variance: ',metrics.explained_variance_score(y_test,result))\n",
"print('MSE: ', metrics.mean_squared_error(y_test,result))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The predicted values and actual values seem to be agreeing with each other and the R2 score is also ~ 0.88, which is seems good enough. But the MSE seems to be higher (not sure).\n",
"However, Let us add the column 'Avg. Session length' this time and check results to see if there's any improvement"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"x = customers[['Time on App', 'Length of Membership','Avg. Session Length']]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.3, random_state = 50)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Splitting dataset into train and test , giving 30% as test data and 70% as train data"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lm.fit(x_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Coeffs are Time on App : 38.74012697347563 , Length of Membership: 61.779801807105294 , Avg. Session Length: 25.66375684798914\n",
"Intercept : -1034.1551554733614\n"
]
}
],
"source": [
"print(\"Coeffs are Time on App : {0} , Length of Membership: {1} , Avg. Session Length: {2}\".format(lm.coef_[0], lm.coef_[1], lm.coef_[2]))\n",
"print(\"Intercept : \",lm.intercept_)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"result = lm.predict(x_test)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Predicted values')"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(y_test, result)\n",
"plt.xlabel(\"Actual values\")\n",
"plt.ylabel(\"Predicted values\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This time , the predicted vs actual values is giving a leaner graph, which is better. Lets look further into R2 score and MSE."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"R2 score : 0.9813533752076671\n",
"Variance: 0.9813536018865052\n",
"MSE 118.68812653328345\n"
]
}
],
"source": [
"print('R2 score : ',metrics.r2_score(y_test, result))\n",
"print('Variance: ',metrics.explained_variance_score(y_test,result))\n",
"print('MSE ', metrics.mean_squared_error(y_test,result))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Addition of the column 'Avg. Session Length' has greatly improved the model for us with increased R2 score of 0.981 and reduced MSE of 118.68"
]
}
],
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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