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Experimental AI-assisted analytics, predictions and ratings are estimates, not official results.
Team 4181 robot

4181

CTBA

Quack Attack

Blackduck, Minnesota, USARookie 20122026 record 11-14-0Website
Season APEX87.8±8C· Established · 25 matches · confidence 97/100Current-season completed matches.

Event APEX, estimated alliance contribution

An estimate of this team's own contribution at Great Northern Regional, worked out from alliance scores at that event. This is a DIFFERENT number from the Season APEX above, it covers just this one event and isn't compared across the whole season.

Event overall (est)
87.8
Auto (est)
18.93
Teleop (est)
44.93
Endgame (est)
21.33

Experimental team metrics

Estimated from alliance-level scores. Sample-driven, honestly reported with confidence.

FRCinsights calculated
Defensive value (est)
-5.1 pts/match
Clutch (est)
-3.6 pts vs prediction
Sample-weighted confidence
92%
Wins
11
Losses
14
Win %
44%
Data confidence
96/100

2026 event history

The Blue Alliance
Regional · Mar 4Mar 7 · 7-7-0
APEX 48.79
Regional · Mar 11Mar 14 · 4-7-0
APEX 87.8

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 4Mar 7
7-7-0
Qualifications
Qual 4
Blue704136104181
L 47-257
Qual 9
Blue418181229532
W 99-67
Qual 17
Red247241814687
L 121-183
Qual 22
Red1129241814226
L 50-51
Qual 33
Blue217741815720
W 87-51
Qual 39
Blue257441816047
W 48-29
Qual 49
Red418131026132
L 119-388
Qual 54
Blue418152325275
L 62-96
Qual 62
Blue162230084181
W 68-60
Qual 68
Red305424914181
W 160-25
Qual 73
Red418125122169
W 100-49
Playoffs
Playoff 4 R1
Blue704141812129
L 76-156
Playoff 6 R2
Blue704141812129
W 114-99
Playoff 9 R3
Blue704141812129
L 46-134
Regional · Mar 11Mar 14
4-7-0
Qualifications
Qual 9
Blue757841818255
W 212-190
Qual 17
Red418159293278
L 65-148
Qual 24
Red974556584181
L 107-201
Qual 31
Red546476774181
L 109-155
Qual 37
Blue331345934181
W 149-118
Qual 49
Red30264181876
W 184-154
Qual 55
Red87741817235
L 108-252
Qual 65
Blue4181101736749
L 59-141
Qual 77
Blue418156384480
W 170-44
Playoffs
Playoff 2 R1
Blue26544181876
L 211-240
Playoff 5 R2
Blue26544181876
L 171-205

Official identity, events, awards, and results from real FIRST data. Contribution metrics are statistically estimated from alliance-level scores, not individually observed, and require a minimum sample size. Model apex-0.4.0, computed 2026-08-15 21:03 UTC.