Linear Regression Prediction: MobileApp or Website sales?

The project aims to predict whether an e-commerce company should go for website sales or a mobile app using the available customer datasets.

Tools Used:

• Pandas
• Numpy
• Matplotlib
• Seaborn
• Scikit-Learn

Plots:

The Analysys results can be visualized using the Plots:

• Figure 1: jointplot to compare 'Time on Website' and 'Yearly Amount Spent' variables

• Figure 2: jointplot to compare 'Time on App' and 'Yearly Amount Spent' variables

• Figure 3: jointplot to compare 'Time on App' and 'Length of Membership' variables

• Figure 4: pairplot to compare our datasets

• Figure 5: linear model plot of 'Yearly Amount Spent' vs 'Length of Membership'

• Figure 6: scatterplot of the real test value and the predicted value

• Figure 7: histogram of the residuals to check if it looks normally distributed