NBA games

CHI @ TOR

NBA Scotiabank Arena ·Final
107123
Final
Q1Q2Q3Q4T
CHI25333019107
TOR33323523123

Statlab take

baseline_gbm
Last 10 (TOR) / 10 (CHI) games this season
CHI away
home TOR
24% 76%

GBT team-winner trained on ~3 seasons of NBA games (68.8% holdout accuracy). Features: 10-game rolling form / points-for / points-against diff + rest days + back-to-back flags.

Box score

Player MIN PTS REB AST
Anfernee Simons S 32 22 2 3
Matas Buzelis S 33 18 6 3
Guerschon Yabusele 33 15 11 3
Jaden Ivey S 33 13 4 6
Jalen Smith S 24 13 9 1
Isaac Okoro S 30 10 2 1
Patrick Williams 25 9 1 2
Mac McClung 13 4 1 1
Yuki Kawamura 12 3 2 7
Player MIN PTS REB AST
Brandon Ingram S 35 33 6 6
Immanuel Quickley S 31 24 2 5
Sandro Mamukelashvili 23 17 5 1
Collin Murray-Boyles S 37 17 5 4
Scottie Barnes S 32 13 6 7
Ja'Kobe Walter S 31 12 5 2
Jamal Shead 22 3 4 8
Jamison Battle 14 2 1 1
Gradey Dick 12 2 1 1
Alijah Martin 2 0 0 0

First basket

scorer · ROC 0.80
Trained on 67736 player-games
Actual
Brandon Ingram · Layup (2 pts) · 11:45 Q1
"Brandon Ingram makes two point shot (Collin Murray-Boyles assists)"
Most likely first scorer (top 10)
1 Scottie Barnes TOR
20%
2 Brandon Ingram TOR
15%
3 Collin Murray-Boyles TOR
13%
4 Josh Giddey CHI
12%
5 Immanuel Quickley TOR
12%
6 Matas Buzelis CHI
10%
7 Isaac Okoro CHI
10%
8 Jalen Smith CHI
8%
9 Anfernee Simons CHI
0%
10 Jaden Ivey CHI
0%
Method (given top scorer)
3PT
6%
Dunk
8%
Free Throw
21%
Jumper
25%
Layup
40%

Per-player binary classifier — features: starter status, recent PPG/FGA/3PM, starter-rate, home/away. Probabilities normalized so the field sums to 100%.

Statlab projections

Trained on 68258 player-games; PTS MAE 4.7 (naive 6.8)
# Player Team Pred PTS Pred REB Pred AST
1 Brandon Ingram TOR 23.4 5.2 3.9
2 Scottie Barnes TOR 21.6 9.6 6.7
3 Immanuel Quickley TOR 20.0 5.4 6.2
4 Josh Giddey CHI 17.1 6.4 7.9
5 Matas Buzelis CHI 16.6 5.5 3.3
6 Sandro Mamukelashvili TOR 16.4 5.8 2.8
7 Anfernee Simons CHI 16.1 3.2 2.1
8 Tre Jones CHI 13.0 3.4 6.4
9 Jalen Smith CHI 12.6 7.6 1.6
10 Collin Murray-Boyles TOR 11.4 7.0 3.3
11 Isaac Okoro CHI 9.9 2.9 1.4
12 Jamal Shead TOR 9.0 2.6 5.2
13 Patrick Williams CHI 8.1 3.4 1.3
14 Gradey Dick TOR 7.1 2.8 1.0
15 Ja'Kobe Walter TOR 6.6 2.3 1.4
16 Jaden Ivey CHI 6.4 2.1 1.1
17 Yuki Kawamura CHI 5.9 3.7 4.0
18 Mac McClung CHI 5.3 1.9 0.7
19 A.J. Lawson TOR 3.3 1.3 0.5
20 Jamison Battle TOR 3.1 1.3 0.6
21 Alijah Martin TOR 2.7 1.1 0.6
22 Jonathan Mogbo TOR 2.1 1.8 0.5
23 Guerschon Yabusele CHI 1.8 1.5 0.3
24 Garrett Temple TOR 1.7 0.6 0.4

GBT MultiOutput regressor per player — 9 targets (PTS/REB/AST/STL/BLK/TO/MIN/FG/3PT). Features: rolling form last 10 games + opponent allowed averages + rest days. Sorted by predicted PTS.