Bike-sharing system

BoomBikes:

A bike-sharing system is a service in which bikes are made available for shared use to individuals on a short term basis for a price or free. Many bike share systems allow people to borrow a bike from a "dock" which is usually computer-controlled wherein the user enters the payment information, and the system unlocks it. This bike can then be returned to another dock belonging to the same system. They have contracted a consulting company to understand the factors on which the demand for these shared bikes depends. Specifically, they want to understand the factors affecting the demand for these shared bikes in the American market. The company wants to know:

• Which variables are significant in predicting the demand for shared bikes.
• How well those variables describe the bike demands
• Based on various meteorological surveys and people's styles, the service provider firm has gathered a large dataset on daily bike demands across the American market based on some factors.

Table of Contents

• Step 1: EDA
• Step 2: Data visualization
• Step 3: Training the model
• Step 4: Residual analysis
• Step 5: predicting and evaluating
• Step 6: Conclusion

Conclusions

• Conclusion 1 Company should focus on expanding business during Spring
• Conclusion 2 Company should focus on expanding business during may to oct
• Conclusion 3 There would be less bookings during Light Snow or Rain & Holidays, they could probably use this time to service the bikes without having business impact.

Technologies Used

• pandas version - version 1.3.4
• numpy version - version 1.20.3
• sea born version - version 0.11.2

Acknowledgements

It is a boom bike project where the customer bussines view the few insite are found.

• https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.qcut.html
• https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.pivot.html
• https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.boxplot.html

Contact

Satyanarayana