Planned (Future) Features

Here are some exciting are some exciting features that our API will be incorporating by the next release, scheduled to be in the coming month.

1. Enable continuous monitoring of all the public data sources

  • Run the API to web-scrape periodically (say, a month) so the data stays current.
  • Maintain the data in an open-source database. Updates when the API runs, after checking for differences.

2. Integration of Machine Learning Models for Sports Analytics

  • Implement in-built calls to scikit-learn predictive models to jump start basic analytics for data-driven decision making
  • Provide predictive insights on player performance, match outcomes, and team strategies

3. Advanced Statistical Correlations

  • Introduce functionality to analyze correlations between various game aspects, such as:

  • Relationship between the number of super raids and matches won

  • Impact of specific skills on team performance against particular opponents
  • Correlation between tackle points and overall defensive performance
  • Relationship between bonus points and total raid points
  • Impact of all-out points on match outcomes
  • Provide insights to help teams optimize their strategies and player selections
  • Implement hypothesis testing to validate traditional kabaddi strategies and beliefs

4. Team and Player Profiling

  • Develop comprehensive profiling tools for teams and individual players
  • Analyze and visualize team-specific strengths, weaknesses, and playing styles
  • Create player performance profiles based on various metrics (e.g., raid success rate, tackle success rate, bonus point efficiency)
  • Enable comparison of player performances across different seasons

5. Historical Trend Visualization

  • Develop interactive visualizations for historical team and player data
  • Offer graphical representations of performance trends over time
  • Include options for customizable date ranges and specific metrics
  • Create violin plots to comprehensively visualize team behaviors and performances

We want to promote a more quantitative and analytical approach to complement traditional intuition-based strategies.

Stay tuned for our next release with these exciting new features!