f1 predict
live
./round-10

French Grand Prix

Magny-Cours, France · 6 July 2003

Model: weighted-v2 · Computed: 5/29/2026, 10:01:16 PM

predicted
Michael Schumacher
actual winner
Ralf Schumacher
✗ INCORRECT
./all drivers
Pos
Driver
Win %
01
11%
02
SCH
Ralf Schumacher ✓ actual winner
10%
03
9%
04
8%
05
8%
06
7%
07
7%
08
6%
09
6%
10
5%
11
5%
12
5%
13
5%
15
3%
./compare drivers
Driver Alpha
Driver Beta
./model weights
Car Performance 22%
Driver Rating 10%
Starting Position 12%
Win Rate 10%
Long Run Pace 12%
Reliability 8%
Luck Factor 8%
Sector Strength 6%
Quali vs Teammate 5%
Weather Impact 3%
Track Overtake 2%
Position Gain 2%