live
./round-10

Canadian Grand Prix

TOSS-UP

Montréal, Canada · 15 June 2025

Model: weighted-v3 · Computed: 8/28/2026, 8:40:27 PM

predicted
Oscar Piastri
→
actual winner
George Russell
✗ INCORRECT
./why PIA
share of weighted score
Car Performance 25%
Long Run Pace 17%
Reliability 11%
Adj. Grid Position 10%
Tyre Degradation 7%
Driver Rating 7%
Sector Strength 7%
Quali vs Teammate 7%
Luck Factor 5%
Win Rate 3%
Weather Impact 1%
Adj. Position Gain 1%
./all drivers
Pos
Driver
Win %
01
PIA
Oscar Piastri
Car 92 · P3
11%
02
VER
Max Verstappen
Car 63 · P2
10%
03
NOR
Lando Norris
Car 89 · P7
9%
04
RUS
George Russell ✓ actual winner
Car 64 · P1
8%
05
HAM
Lewis Hamilton
Car 80 · P5
7%
06
ANT
Andrea Kimi Antonelli
Car 75 · P4
6%
07
ALB
Alexander Albon
Car 25 · P10
5%
08
ALO
Fernando Alonso
Car 34 · P6
4%
09
LEC
Charles Leclerc
Car 70 · P8
4%
10
OCO
Esteban Ocon
Car 30 · P14
4%
11
HAD
Isack Hadjar
Car 27 · P9
4%
12
HUL
Nico Hulkenberg
Car 19 · P12
4%
13
BEA
Oliver Bearman
Car 16 · P13
4%
14
COL
Franco Colapinto
Car 50 · P11
4%
15
LAW
Liam Lawson
Car 59 · P18
3%
16
GAS
Pierre Gasly
Car 46 · P19
3%
17
SAI
Carlos Sainz
Car 35 · P16
3%
18
TSU
Yuki Tsunoda
Car 19 · P11
3%
19
BOR
Gabriel Bortoleto
Car 5 · P15
3%
20
STR
Lance Stroll
Car 19 · P17
2%
./compare drivers
Driver Alpha
Driver Beta
./what-if lab

Drag the weights to see how the predicted order shifts. Recomputed live in your browser — the model itself is unchanged.

total weight 100
./model weights
Car Performance 20%
Long Run Pace 15%
Tyre Degradation 8%
Reliability 8%
Quali vs Teammate 8%
Driver Rating 8%
Win Rate 8%
Luck Factor 7%
Sector Strength 6%
Adj. Grid Position 7%
Adj. Position Gain 3%
Weather Impact 2%