Experimental AI-assisted analytics — predictions and ratings are estimates, not official results.
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4230

DTBA

TopperBots

Duluth, Minnesota, USARookie year 20122026 record 9-11-0Website
Season APEX15.1±9D· Established · n=20 · conf 91/100Current-season completed matches.

Event APEX — estimated alliance contribution

Event-scoped estimate from alliance-level results at Minnesota 10,000 Lakes Regional (least-squares / OPR-style). This is a DIFFERENT metric from Season APEX above — it is event-specific and not normalized across the season.

Event overall (est)
76.23
Auto (est)
17.29
Teleop (est)
34.43
Endgame (est)
19.54
Wins
9
Losses
11
Win %
45%
Data confidence
90/100

2026 event history

The Blue Alliance
Regional · Mar 4Mar 7 · 6-5-0
APEX 21.3
Regional · Mar 25Mar 28 · 3-6-0
APEX 76.23

2026 awards

The Blue Alliance

No awards recorded this season

Team media

2026 robot & team media (current season).

The Blue Alliance

Matches by event

All 2026 matches grouped by event, ordered chronologically

The Blue Alliance
Regional · Mar 25Mar 28
3-6-0

Official identity, events, awards, and results from The Blue Alliance (FIRST-mirrored). Contribution metrics are statistically estimated from alliance-level scores — not individually observed — and require a minimum sample size. Model apex-0.2.0, computed 2026-07-01 11:56 UTC.