๐Ÿˆ Drive Simulator

Predict drive outcomes and simulate games using machine learning models trained on historical drive data.

๐Ÿ“Š Browse Drives

Explore historical drives by season, game, team, or result type.

71233 drives available

๐Ÿ”ง Extract Drives

Extract drive records from PlayByPlay data. Required before training models.

Data processing

๐Ÿงช Build Drive Data V2

Rebuild drive data with V2 segmentation and validation outputs.

Validation ready

๐Ÿค– Train Models

Train drive prediction models on historical data. Models predict result, time, and end position.

Ready to train

๐Ÿ“ธ Extract Snapshots

Extract per-play drive snapshots for advanced model training (>= 500k snapshots).

Advanced

๐ŸŽฏ Train Snapshot Model

Train LightGBM model on drive snapshots for per-play outcome prediction.

Advanced ML

๐Ÿ”„ Auto Training Loop

Automated continuous training with AI agent improvements. Runs iteratively until targets met.

Long-running

๐ŸŽฎ Run Simulation

Simulate games using trained drive models. See how teams match up drive-by-drive.

Interactive sim

Drive Statistics

27294
PUNT
15167
TD
10011
FIELD_GOAL
4697
INTERCEPTION
3127
TURNOVER_ON_DOWN
2833
END_OF_GAME
2800
FUMBLE_LOST
2384
TURNOVER
1631
MISSED_FG
1064
END_OF_HALF
176
SAFETY
49
UNKNOWN

Recent Drives

Game Drive Offense Result Plays Yards Time
20250126... #17 KC END_OF_GAME 7 29 94s
20250126... #16 BUF TURNOVER_ON_DOWN 7 17 93s
20250126... #15 KC FIELD_GOAL 8 51 154s
20250126... #14 BUF TD 9 70 234s
20250126... #13 KC TD 5 59 155s
20250126... #12 BUF TURNOVER 8 28 215s
20250126... #11 KC PUNT 5 5 49s
20250126... #10 BUF TD 12 80 420s
20250126... #9 KC PUNT 11 33 310s
20250126... #8 BUF TD 8 73 79s