The-Data-Alchemists-Manipal / MindWave

MindWave is an open-source project designed for beginners to learn about data science, machine learning, deep learning, and reinforcement learning algorithms using Python. The project offers a platform for implementing relevant algorithms, with open-source tools and libraries.
MIT License
98 stars 144 forks source link

Taxi Cancelation EDA and Visualisation. #258

Open sarahcodebyte opened 1 year ago

sarahcodebyte commented 1 year ago

💥 Proposal

@khusheekapoor Hi, I am Sarah Shruti Kujur, a final-year engineering undergraduate. I would like to do a data analytics project on a dataset of a company, Get Taxi. Below are the queries I would like to work upon:

  1. Build up distribution of orders according to reasons for failure: cancellations before and after driver assignment and reasons for order rejection. Analyze the resulting plot. Which category has the highest number of orders?

  2. Plot the distribution of failed orders by hours. Is there a trend that certain hours have an abnormally high proportion of one category or another? What hours are the biggest failures? Explain.

  3. Plot the average time to cancellation with and without driver, by the hour. If there are any outliers in the data, it would be better to remove them. Can we draw any conclusions from this plot?

  4. Plot the distribution of average ETA by hours. How can this plot be explained?

The datasets that I would be using are: data_orders.csv data_offers.csv

Kindly assign me this project.

Regards

theyashwanthsai commented 1 year ago

@sarahcodebyte - you can go ahead! We are assigning you 21 days for this project, after which it will be assigned to someone else if not completed. All the best! Name the file as: algorithm_dataset.ipynb and link it in the readme of the labeled directory as algorithm - dataset.

sarahcodebyte commented 1 year ago

Hi @theyashwanthsai. I am not able to navigate through the whole pull request scenario. I'm new to all this and it would be really helpful if you can tell me how to add my completed project to MindWave's repository.

Any help would be appreciated.

Regards