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#1
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Re: paper: 4536 scouting database BETA
I have just uploaded version 1 of this database. It is populated with all week 1-3 events.
In addition to adding the additional data, the two main changes since the BETA include: An alternative calculation of eOPR (elimination OPR) is now included for each team. So there are now two eOPR calculations, which I have dubbed eOPR1 and eOPR2. Details on how these are calculated can be found in the "instructions" sheet. Although I have not verified this, I expect eOPR1 to provide better elimination predictions at weaker events where captures are more infrequent, and eOPR2 to provide better elimination predictions at stronger events where captures are more frequent. A new "world results" sheet has been added, which allows for component comparisons for every team at every event in which they have competed. Be aware that this list will have duplicates for teams that competed at 2+ events. Also, don't compare individual defense crossing data unless you know what you are doing. For example, team 5114 has a drawbridge contribution of 1722968039259170.00. 5114 is not that good at crossing the drawbridge, this just means that the drawbridge was not chosen frequently enough at Midland for there to be meaningful results for drawbridge contributions. As a rule of thumb, you can almost always trust the rock wall, sally port, and cheval de frise contributions, but be wary of the others. Remember, this project is still quite young, and there are very likely errors in places (especially since I have not yet automated everything, and have to do some copying by hand). If you see any errors, please let me know and I will look into it. |
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#2
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Re: paper: 4536 scouting database BETA
First: very cool spreadsheet! I'm glad to have a resource that looks at the component OPR for pretty much every possible condition! It has all the usual OPR caveats, but it does seem useful for establishing some trends and making some comparisons.
As a sidenote, thank you to FRC HQ for making this data more available for capture. The API certainly provides much better data than the twitter feed over recent years. I have some questions about the "units" of some columns... I'm pretty sure they're my initial guess for most of them, but I wanted to double-check. For columns H and I (teleop Capture or Breach), I presume a "1" would indicate a successful Capture/Breach? For columns J - V and AM (defense crossings), is "1" a single defense traversal (5 pts) or a weakened defense (10 pts, 2 traversals)? Also, how are eOPR 1 and eOPR 2 calculated? What's the difference? They differ dramatically from the OPRs based solely on match scores. |
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#3
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Re: paper: 4536 scouting database BETA
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"teleop Tower Captured" and "teleop Defenses Breached" both have units of ranking points. A 1 in either of these would indicate that the given team contributes an average of 1 ranking point each match. All categories that have "crossings" in their name have units of crossings, not weakenings. That is, a 2 in any of these categories would indicate that the given team contributed 2 scored CROSSINGS over this defense each match. eOPR1 and eOPR2 are my rough attempts to compensate for different scoring methods in quals and elims. Since breaches and captures provide points in elims, but not in quals, "normal" OPR probably does a poor job predicting elimination match scores (although this is as of yet unverified). eOPR1 essentially makes boulders and crosses scored in quals worth more, and eOPR2 takes breaching/capturing contributions and assigns them point values, and then adds those to the "normal" OPR. |
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