{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", " \n", "___\n", "# Linear Regression Project - Solutions\n", "\n", "Congratulations! You just got some contract work with an Ecommerce company based in New York City that sells clothing online but they also have in-store style and clothing advice sessions. Customers come in to the store, have sessions/meetings with a personal stylist, then they can go home and order either on a mobile app or website for the clothes they want.\n", "\n", "The company is trying to decide whether to focus their efforts on their mobile app experience or their website. They've hired you on contract to help them figure it out! Let's get started!\n", "\n", "Just follow the steps below to analyze the customer data (it's fake, don't worry I didn't give you real credit card numbers or emails)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports\n", "** Import pandas, numpy, matplotlib,and seaborn. Then set %matplotlib inline \n", "(You'll import sklearn as you need it.)**" ] }, { "cell_type": "code", "execution_count": 275, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get the Data\n", "\n", "We'll work with the Ecommerce Customers csv file from the company. It has Customer info, suchas Email, Address, and their color Avatar. Then it also has numerical value columns:\n", "\n", "* Avg. Session Length: Average session of in-store style advice sessions.\n", "* Time on App: Average time spent on App in minutes\n", "* Time on Website: Average time spent on Website in minutes\n", "* Length of Membership: How many years the customer has been a member. \n", "\n", "** Read in the Ecommerce Customers csv file as a DataFrame called customers.**" ] }, { "cell_type": "code", "execution_count": 276, "metadata": { "collapsed": true }, "outputs": [], "source": [ "customers = pd.read_csv(\"Ecommerce Customers\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Check the head of customers, and check out its info() and describe() methods.**" ] }, { "cell_type": "code", "execution_count": 277, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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EmailAddressAvatarAvg. Session LengthTime on AppTime on WebsiteLength of MembershipYearly Amount Spent
0mstephenson@fernandez.com835 Frank Tunnel\\nWrightmouth, MI 82180-9605Violet34.49726812.65565139.5776684.082621587.951054
1hduke@hotmail.com4547 Archer Common\\nDiazchester, CA 06566-8576DarkGreen31.92627211.10946137.2689592.664034392.204933
2pallen@yahoo.com24645 Valerie Unions Suite 582\\nCobbborough, D...Bisque33.00091511.33027837.1105974.104543487.547505
3riverarebecca@gmail.com1414 David Throughway\\nPort Jason, OH 22070-1220SaddleBrown34.30555713.71751436.7212833.120179581.852344
4mstephens@davidson-herman.com14023 Rodriguez Passage\\nPort Jacobville, PR 3...MediumAquaMarine33.33067312.79518937.5366534.446308599.406092
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" ], "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": 277, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers.head()" ] }, { "cell_type": "code", "execution_count": 278, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Avg. Session LengthTime on AppTime on WebsiteLength of MembershipYearly Amount Spent
count500.000000500.000000500.000000500.000000500.000000
mean33.05319412.05248837.0604453.533462499.314038
std0.9925630.9942161.0104890.99927879.314782
min29.5324298.50815233.9138470.269901256.670582
25%32.34182211.38815336.3492572.930450445.038277
50%33.08200811.98323137.0693673.533975498.887875
75%33.71198512.75385037.7164324.126502549.313828
max36.13966215.12699440.0051826.922689765.518462
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" ], "text/plain": [ " Avg. Session Length Time on App Time on Website \\\n", "count 500.000000 500.000000 500.000000 \n", "mean 33.053194 12.052488 37.060445 \n", "std 0.992563 0.994216 1.010489 \n", "min 29.532429 8.508152 33.913847 \n", "25% 32.341822 11.388153 36.349257 \n", "50% 33.082008 11.983231 37.069367 \n", "75% 33.711985 12.753850 37.716432 \n", "max 36.139662 15.126994 40.005182 \n", "\n", " Length of Membership Yearly Amount Spent \n", "count 500.000000 500.000000 \n", "mean 3.533462 499.314038 \n", "std 0.999278 79.314782 \n", "min 0.269901 256.670582 \n", "25% 2.930450 445.038277 \n", "50% 3.533975 498.887875 \n", "75% 4.126502 549.313828 \n", "max 6.922689 765.518462 " ] }, "execution_count": 278, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers.describe()" ] }, { "cell_type": "code", "execution_count": 279, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\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: 31.3+ KB\n" ] } ], "source": [ "customers.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploratory Data Analysis\n", "\n", "**Let's explore the data!**\n", "\n", "For the rest of the exercise we'll only be using the numerical data of the csv file.\n", "___\n", "**Use seaborn to create a jointplot to compare the Time on Website and Yearly Amount Spent columns. Does the correlation make sense?**" ] }, { "cell_type": "code", "execution_count": 280, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sns.set_palette(\"GnBu_d\")\n", "sns.set_style('whitegrid')" ] }, { "cell_type": "code", "execution_count": 281, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 281, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qR99ePb2O5QkixytPoaq6BsdOVgptUrqrN1J1Q+0cdtUhvGCT/51V19bjrrkL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\nCksIIYQuSGEJIYTQhf8D5the8R4f78QAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# More time on site, more money spent.\n", "sns.jointplot(x='Time on Website',y='Yearly Amount Spent',data=customers)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Do the same but with the Time on App column instead. **" ] }, { "cell_type": "code", "execution_count": 282, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 282, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fZhYLDz75jFBb3xDU9zJSJH//RmAPi4gixh//+EeP+9SGJoNl6Qur8dEXpQCAvQcPAwAe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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x='Time on App',y='Yearly Amount Spent',data=customers)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Use jointplot to create a 2D hex bin plot comparing Time on App and Length of Membership.**" ] }, { "cell_type": "code", "execution_count": 283, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 283, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Mma2RbwtRMu/MY9k2khkVQ6lMQQEa5TCG4XQWw6kMLMue1rlmGrkAzaCbM6418nmmXuZM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x='Time on App',y='Length of Membership',kind='hex',data=customers)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Let's explore these types of relationships across the entire data set. Use [pairplot](https://stanford.edu/~mwaskom/software/seaborn/tutorial/axis_grids.html#plotting-pairwise-relationships-with-pairgrid-and-pairplot) to recreate the plot below.(Don't worry about the the colors)**" ] }, { "cell_type": "code", "execution_count": 284, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 284, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Azc0NJpPVCfz40sUA7DMvgv0n9OvzOrp39zdTxfa66KnpvbOOeFcyYEOwvb0d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jHc7Ks3Vdz0B8ZR76kUCmKLjy1ZCGtnF8KDNUiMiSaUaNau3v5Hr5hLX4IJYcG9I4/4swXZeV39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3nAAolIBD6fjyc2FaOmbjgo8nDhSgB0FV1+bjb+9MY+ci5G1ipHnYn7c+ZDKhGj3zyAe9JS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\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mB3hAI4T3GthrMPu3YObVGywWT2atUkTKkJuViXmzcvHR3q/w522f+WWM2zpplmOD2YzI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fv378e8efMQFBSE+Ph4GAwGlwZvaGjApUuX8Oabb6KyshL/+7//C4vFwr2uVCphNBphMpmg5lWc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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(customers)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Based off this plot what looks to be the most correlated feature with Yearly Amount Spent?**" ] }, { "cell_type": "code", "execution_count": 285, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Length of Membership " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Create a linear model plot (using seaborn's lmplot) of Yearly Amount Spent vs. Length of Membership. **" ] }, { "cell_type": "code", "execution_count": 286, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 286, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XXnmFNWvWcPvtt/c5gBUrVvDwww9TV1eHz+dj2rRp7N27l+uuu47t27czbdo0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\nCA70b3FlaCHaiyaD8IQJE1iyZAnJyckYjUYSExM9OS7hAYe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oeoNWvWCz21n98b9Zv/lL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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='Length of Membership',y='Yearly Amount Spent',data=customers)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training and Testing Data\n", "\n", "Now that we've explored the data a bit, let's go ahead and split the data into training and testing sets.\n", "** Set a variable X equal to the numerical features of the customers and a variable y equal to the \"Yearly Amount Spent\" column. **" ] }, { "cell_type": "code", "execution_count": 287, "metadata": { "collapsed": true }, "outputs": [], "source": [ "y = customers['Yearly Amount Spent']" ] }, { "cell_type": "code", "execution_count": 288, "metadata": { "collapsed": true }, "outputs": [], "source": [ "X = customers[['Avg. Session Length', 'Time on App','Time on Website', 'Length of Membership']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Use model_selection.train_test_split from sklearn to split the data into training and testing sets. Set test_size=0.3 and random_state=101**" ] }, { "cell_type": "code", "execution_count": 289, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": 290, "metadata": { "collapsed": true }, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=101)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training the Model\n", "\n", "Now its time to train our model on our training data!\n", "\n", "** Import LinearRegression from sklearn.linear_model **" ] }, { "cell_type": "code", "execution_count": 291, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Create an instance of a LinearRegression() model named lm.**" ] }, { "cell_type": "code", "execution_count": 292, "metadata": { "collapsed": true }, "outputs": [], "source": [ "lm = LinearRegression()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Train/fit lm on the training data.**" ] }, { "cell_type": "code", "execution_count": 293, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" ] }, "execution_count": 293, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm.fit(X_train,y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Print out the coefficients of the model**" ] }, { "cell_type": "code", "execution_count": 294, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Coefficients: \n", " [ 25.98154972 38.59015875 0.19040528 61.27909654]\n" ] } ], "source": [ "# The coefficients\n", "print('Coefficients: \\n', lm.coef_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predicting Test Data\n", "Now that we have fit our model, let's evaluate its performance by predicting off the test values!\n", "\n", "** Use lm.predict() to predict off the X_test set of the data.**" ] }, { "cell_type": "code", "execution_count": 295, "metadata": { "collapsed": true }, "outputs": [], "source": [ "predictions = lm.predict( X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a scatterplot of the real test values versus the predicted values. **" ] }, { "cell_type": "code", "execution_count": 296, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 296, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UqHCuuupSmpqa2b79dhwHHHV0O02Y8NMuLYg9e9JJT29fn/GWuqJE3EiBIQNi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\n/fczadKkPvn8tJeUiIi4ZNB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(y_test,predictions)\n", "plt.xlabel('Y Test')\n", "plt.ylabel('Predicted Y')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluating the Model\n", "\n", "Let's evaluate our model performance by calculating the residual sum of squares and the explained variance score (R^2).\n", "\n", "** Calculate the Mean Absolute Error, Mean Squared Error, and the Root Mean Squared Error. Refer to the lecture or to Wikipedia for the formulas**" ] }, { "cell_type": "code", "execution_count": 303, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAE: 7.22814865343\n", "MSE: 79.813051651\n", "RMSE: 8.93381506698\n" ] } ], "source": [ "# calculate these metrics by hand!\n", "from sklearn import metrics\n", "\n", "print('MAE:', metrics.mean_absolute_error(y_test, predictions))\n", "print('MSE:', metrics.mean_squared_error(y_test, predictions))\n", "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, predictions)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Residuals\n", "\n", "You should have gotten a very good model with a good fit. Let's quickly explore the residuals to make sure everything was okay with our data. \n", "\n", "**Plot a histogram of the residuals and make sure it looks normally distributed. Use either seaborn distplot, or just plt.hist().**" ] }, { "cell_type": "code", "execution_count": 317, "metadata": {}, "outputs": [ { "data": { "image/png": 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rungSc73er8n6vTDypsNRTVauDMsgmocUfQFAVZWDIyeyMZuMDAztq3YcjzW4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\nVVUVlVUOysrLsZWWUmIvxVZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot((y_test-predictions),bins=50);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "We still want to figure out the answer to the original question, do we focus our efforst on mobile app or website development? Or maybe that doesn't even really matter, and Membership Time is what is really important. Let's see if we can interpret the coefficients at all to get an idea.\n", "\n", "** Recreate the dataframe below. **" ] }, { "cell_type": "code", "execution_count": 298, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Coeffecient
Avg. Session Length25.981550
Time on App38.590159
Time on Website0.190405
Length of Membership61.279097
\n", "
" ], "text/plain": [ " Coeffecient\n", "Avg. Session Length 25.981550\n", "Time on App 38.590159\n", "Time on Website 0.190405\n", "Length of Membership 61.279097" ] }, "execution_count": 298, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coeffecients = pd.DataFrame(lm.coef_,X.columns)\n", "coeffecients.columns = ['Coeffecient']\n", "coeffecients" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** How can you interpret these coefficients? **" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interpreting the coefficients:\n", "\n", "- Holding all other features fixed, a 1 unit increase in **Avg. Session Length** is associated with an **increase of 25.98 total dollars spent**.\n", "- Holding all other features fixed, a 1 unit increase in **Time on App** is associated with an **increase of 38.59 total dollars spent**.\n", "- Holding all other features fixed, a 1 unit increase in **Time on Website** is associated with an **increase of 0.19 total dollars spent**.\n", "- Holding all other features fixed, a 1 unit increase in **Length of Membership** is associated with an **increase of 61.27 total dollars spent**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Do you think the company should focus more on their mobile app or on their website?**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "This is tricky, there are two ways to think about this: Develop the Website to catch up to the performance of the mobile app, or develop the app more since that is what is working better. This sort of answer really depends on the other factors going on at the company, you would probably want to explore the relationship between Length of Membership and the App or the Website before coming to a conclusion!\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Great Job!\n", "\n", "Congrats on your contract work! The company loved the insights! Let's move on." ] } ], "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }