Getting started with RapidMiner for FRC

Joseph Roy_20880
Joseph Roy_20880 New Altair Community Member
edited February 2023 in Academic

 Find the picklist using RapidMiner and eventually squeezing it to 2 suitable alliance partners...

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For analyzing FRC data, RapidMiner  could be used to evaluate /predict various team's  performance. To help various team's getting started with RapidMiner, I am sharing a short case study where teams will be able to identify their alliance partner for upcoming match. 

Results

    • We have selected the scatter plot for deeper analysis.
    • Team 1918 is considered our first option, as total points is highest and this team is good in terms of hatches and cargo, identified by color and size of the balls.
    • Team 7553 is our other partner as cargo(identified by size) is our next priority.

The steps involved in achieving this goal is explained step by step in the attached slides. The exercise starts with importing the data, then connecting various widgets and followed by analyzing the result with the help of visualization.

Data file used for analysis  could be downloaded from -https://secure.brightonrobotics.org/frc/wiki/doku.php?id=data:start.

Data used is States Match Scouting CSV 

Find attached process file of RapidMiner

Next Steps

  • In this exercise, we have considered the analysis for 453 teams.
  • This exercise could further extended for multiple attributes and multiple teams.
  • Also, other attributes could be  analyzed for finding right alliance partners based on team’s strength and weakness.
  • Different formulation of customized attributes such as total points could be tried based on team’s requirement.
  • Alliance selection for upcoming match could be done based on historical data giving weightage to recent data .
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