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season
int64
2.02k
2.03k
⌀
game_id
int64
401M
402M
⌀
period
float32
1
6
⌀
poss_index
int64
1
225
⌀
offense_team_id
int64
2
112k
⌀
defense_team_id
int64
2
112k
⌀
offense_is_home
bool
2 classes
game_date
timestamp[ms]date
2021-11-09 00:00:00
2025-04-07 00:00:00
⌀
month
int16
1
12
⌀
duration_s
int64
0
1.2k
⌀
censored
bool
2 classes
terminal_event
large_stringclasses
8 values
start_reason
large_stringclasses
7 values
prev_end
large_stringclasses
6 values
secs_bucket
large_stringclasses
5 values
score_bucket
large_stringclasses
5 values
pit_cell
large_stringclasses
27 values
chance_number_at_start
float32
1
1
⌀
days_since_start
float32
0
154
⌀
def_rating_def_c
float32
-23.65
21.6
⌀
def_rating_off_c
float32
-26.3
24.2
⌀
def_tempo_rel
float32
0.87
1.1
⌀
in_bonus
float32
0
1
⌀
is_ot
float32
0
1
⌀
off_rating_def_c
float32
-23.65
21.6
⌀
off_rating_off_c
float32
-26.3
24.2
⌀
off_tempo_rel
float32
0.87
1.1
⌀
prev_end_DREB
float32
0
1
⌀
prev_end_TOV
float32
0
1
⌀
prev_end_made_FG
float32
0
1
⌀
prev_end_made_FT
float32
0
1
⌀
prev_end_other
float32
0
1
⌀
score_diff
float32
-76
76
⌀
season_idx
float32
0
3
⌀
seconds_remaining
float32
0
1.2k
⌀
site_away
float32
0
1
⌀
site_home
float32
0
1
⌀
tempo_prior_game
float32
54.1
80.6
⌀
x_score_diff__seconds_remaining
float32
-47.63
46.3
⌀
2,022
401,371,246
1
1
2,250
3,101
true
2021-11-09T00:00:00
11
3
false
FGA_rim
period_start
period_start
600+
-5..5
period_start | 600+
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1,200
0
1
68.663216
0
2,022
401,371,246
1
2
3,101
2,250
false
2021-11-09T00:00:00
11
20
false
TOV
made_FG
made_FG
600+
-5..5
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-2
0
1,197
1
0
68.663216
-1.995
2,022
401,371,246
1
3
2,250
3,101
true
2021-11-09T00:00:00
11
17
false
FGA_rim
TOV
TOV
600+
-5..5
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
2
0
1,177
0
1
68.663216
1.961667
2,022
401,371,246
1
4
3,101
2,250
false
2021-11-09T00:00:00
11
21
false
FGA_rim
made_FG
made_FG
600+
-5..5
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-4
0
1,160
1
0
68.663216
-3.866667
2,022
401,371,246
1
5
2,250
3,101
true
2021-11-09T00:00:00
11
8
false
FGA_rim
DREB
DREB
600+
-5..5
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
4
0
1,139
0
1
68.663216
3.796667
2,022
401,371,246
1
6
3,101
2,250
false
2021-11-09T00:00:00
11
12
false
TOV
DREB
DREB
600+
-5..5
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
-4
0
1,131
1
0
68.663216
-3.77
2,022
401,371,246
1
7
2,250
3,101
true
2021-11-09T00:00:00
11
31
false
FGA_rim
TOV
TOV
600+
-5..5
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
4
0
1,119
0
1
68.663216
3.73
2,022
401,371,246
1
8
3,101
2,250
false
2021-11-09T00:00:00
11
14
false
TOV
made_FG
made_FG
600+
-15..-6
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-6
0
1,088
1
0
68.663216
-5.44
2,022
401,371,246
1
9
2,250
3,101
true
2021-11-09T00:00:00
11
4
false
TOV
TOV
TOV
600+
6..15
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
6
0
1,074
0
1
68.663216
5.37
2,022
401,371,246
1
10
3,101
2,250
false
2021-11-09T00:00:00
11
12
false
FGA_jump2
TOV
TOV
600+
-15..-6
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
-6
0
1,070
1
0
68.663216
-5.35
2,022
401,371,246
1
11
2,250
3,101
true
2021-11-09T00:00:00
11
8
false
FGA_3
DREB
DREB
600+
6..15
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
6
0
1,058
0
1
68.663216
5.29
2,022
401,371,246
1
12
3,101
2,250
false
2021-11-09T00:00:00
11
26
false
TOV
DREB
DREB
600+
-15..-6
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
-6
0
1,050
1
0
68.663216
-5.25
2,022
401,371,246
1
13
2,250
3,101
true
2021-11-09T00:00:00
11
21
false
FGA_3
TOV
TOV
600+
6..15
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
6
0
1,024
0
1
68.663216
5.12
2,022
401,371,246
1
14
3,101
2,250
false
2021-11-09T00:00:00
11
9
false
FGA_3
DREB
DREB
600+
-15..-6
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
-6
0
1,003
1
0
68.663216
-5.015
2,022
401,371,246
1
15
2,250
3,101
true
2021-11-09T00:00:00
11
37
false
TOV
DREB
DREB
600+
6..15
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
6
0
994
0
1
68.663216
4.97
2,022
401,371,246
1
16
3,101
2,250
false
2021-11-09T00:00:00
11
7
false
FT_trip_shooting
TOV
TOV
600+
-15..-6
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
-6
0
957
1
0
68.663216
-4.785
2,022
401,371,246
1
17
2,250
3,101
true
2021-11-09T00:00:00
11
13
false
FGA_3
made_FT
made_FT
600+
-5..5
made_FT | 600+
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
5
0
950
0
1
68.663216
3.958333
2,022
401,371,246
1
18
3,101
2,250
false
2021-11-09T00:00:00
11
11
false
TOV
made_FG
made_FG
600+
-15..-6
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-8
0
937
1
0
68.663216
-6.246666
2,022
401,371,246
1
19
2,250
3,101
true
2021-11-09T00:00:00
11
10
false
TOV
TOV
TOV
600+
6..15
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
8
0
926
0
1
68.663216
6.173333
2,022
401,371,246
1
20
3,101
2,250
false
2021-11-09T00:00:00
11
23
false
FGA_rim
TOV
TOV
600+
-15..-6
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
-8
0
916
1
0
68.663216
-6.106667
2,022
401,371,246
1
21
2,250
3,101
true
2021-11-09T00:00:00
11
11
false
FGA_rim
made_FG
made_FG
600+
6..15
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
6
0
893
0
1
68.663216
4.465
2,022
401,371,246
1
22
3,101
2,250
false
2021-11-09T00:00:00
11
10
false
TOV
made_FG
made_FG
600+
-15..-6
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-9
0
882
1
0
68.663216
-6.615
2,022
401,371,246
1
23
2,250
3,101
true
2021-11-09T00:00:00
11
16
false
TOV
TOV
TOV
600+
6..15
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
9
0
872
0
1
68.663216
6.54
2,022
401,371,246
1
24
3,101
2,250
false
2021-11-09T00:00:00
11
28
false
TOV
TOV
TOV
600+
-15..-6
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
-9
0
856
1
0
68.663216
-6.42
2,022
401,371,246
1
25
2,250
3,101
true
2021-11-09T00:00:00
11
7
false
FGA_jump2
TOV
TOV
600+
6..15
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
9
0
828
0
1
68.663216
6.21
2,022
401,371,246
1
26
3,101
2,250
false
2021-11-09T00:00:00
11
8
false
TOV
DREB
DREB
600+
-15..-6
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
-9
0
821
1
0
68.663216
-6.1575
2,022
401,371,246
1
27
2,250
3,101
true
2021-11-09T00:00:00
11
37
false
FT_trip_bonus
TOV
TOV
600+
6..15
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
9
0
813
0
1
68.663216
6.0975
2,022
401,371,246
1
28
3,101
2,250
false
2021-11-09T00:00:00
11
15
false
FGA_3
DREB
DREB
600+
-15..-6
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
-9
0
776
1
0
68.663216
-5.82
2,022
401,371,246
1
29
2,250
3,101
true
2021-11-09T00:00:00
11
4
false
FGA_3
DREB
DREB
600+
6..15
DREB | 600+
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
9
0
761
0
1
68.663216
5.7075
2,022
401,371,246
1
30
3,101
2,250
false
2021-11-09T00:00:00
11
10
false
TOV
DREB
DREB
600+
-15..-6
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
-9
0
757
1
0
68.663216
-5.6775
2,022
401,371,246
1
31
2,250
3,101
true
2021-11-09T00:00:00
11
11
false
FGA_rim
TOV
TOV
600+
6..15
TOV | 600+
1
0
0
0
1
1
0
0
0
1
0
1
0
0
0
9
0
747
0
1
68.663216
5.6025
2,022
401,371,246
1
32
3,101
2,250
false
2021-11-09T00:00:00
11
22
false
FGA_jump2
made_FG
made_FG
600+
-15..-6
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-11
0
736
1
0
68.663216
-6.746666
2,022
401,371,246
1
33
2,250
3,101
true
2021-11-09T00:00:00
11
10
false
TOV
DREB
DREB
600+
6..15
DREB | 600+
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
11
0
714
0
1
68.663216
6.545
2,022
401,371,246
1
34
3,101
2,250
false
2021-11-09T00:00:00
11
19
false
FGA_jump2
TOV
TOV
600+
-15..-6
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
-11
0
704
1
0
68.663216
-6.453333
2,022
401,371,246
1
35
2,250
3,101
true
2021-11-09T00:00:00
11
29
false
FGA_3
DREB
DREB
600+
6..15
DREB | 600+
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
11
0
685
0
1
68.663216
6.279167
2,022
401,371,246
1
36
3,101
2,250
false
2021-11-09T00:00:00
11
17
false
FGA_3
made_FG
made_FG
600+
-15..-6
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-14
0
656
1
0
68.663216
-7.653333
2,022
401,371,246
1
37
2,250
3,101
true
2021-11-09T00:00:00
11
13
false
TOV
DREB
DREB
600+
6..15
DREB | 600+
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
14
0
639
0
1
68.663216
7.455
2,022
401,371,246
1
38
3,101
2,250
false
2021-11-09T00:00:00
11
20
false
FGA_rim
TOV
TOV
600+
-15..-6
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
-14
0
626
1
0
68.663216
-7.303333
2,022
401,371,246
1
39
2,250
3,101
true
2021-11-09T00:00:00
11
6
false
FT_trip_bonus
DREB
DREB
600+
6..15
DREB | 600+
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
14
0
606
0
1
68.663216
7.07
2,022
401,371,246
1
40
3,101
2,250
false
2021-11-09T00:00:00
11
13
false
FT_trip_shooting
DREB
DREB
600+
-15..-6
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
-14
0
600
1
0
68.663216
-7
2,022
401,371,246
1
41
2,250
3,101
true
2021-11-09T00:00:00
11
10
false
FGA_rim
made_FT
made_FT
300-599
6..15
made_FT | 300-599
1
0
0
0
1
1
0
0
0
1
0
0
0
1
0
13
0
587
0
1
68.663216
6.359167
2,022
401,371,246
1
42
3,101
2,250
false
2021-11-09T00:00:00
11
12
false
TOV
made_FG
made_FG
300-599
-15..-6
made_FG | 300-599
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-15
0
577
1
0
68.663216
-7.2125
2,022
401,371,246
1
43
2,250
3,101
true
2021-11-09T00:00:00
11
3
false
FGA_rim
TOV
TOV
300-599
6..15
TOV | 300-599
1
0
0
0
1
1
0
0
0
1
0
1
0
0
0
15
0
565
0
1
68.663216
7.0625
2,022
401,371,246
1
44
3,101
2,250
false
2021-11-09T00:00:00
11
24
false
TOV
made_FG
made_FG
300-599
<=-16
made_FG | 300-599
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-17
0
562
1
0
68.663216
-7.961667
2,022
401,371,246
1
45
2,250
3,101
true
2021-11-09T00:00:00
11
5
false
FGA_jump2
TOV
TOV
300-599
>=16
TOV | 300-599
1
0
0
0
1
1
0
0
0
1
0
1
0
0
0
17
0
538
0
1
68.663216
7.621666
2,022
401,371,246
1
46
3,101
2,250
false
2021-11-09T00:00:00
11
27
false
FGA_rim
made_FG
made_FG
300-599
<=-16
made_FG | 300-599
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-19
0
533
1
0
68.663216
-8.439167
2,022
401,371,246
1
47
2,250
3,101
true
2021-11-09T00:00:00
11
9
false
FGA_rim
made_FG
made_FG
300-599
>=16
made_FG | 300-599
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
17
0
506
0
1
68.663216
7.168334
2,022
401,371,246
1
48
3,101
2,250
false
2021-11-09T00:00:00
11
17
false
FGA_3
made_FG
made_FG
300-599
<=-16
made_FG | 300-599
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-19
0
497
1
0
68.663216
-7.869167
2,022
401,371,246
1
49
2,250
3,101
true
2021-11-09T00:00:00
11
9
false
FGA_3
DREB
DREB
300-599
>=16
DREB | 300-599
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
19
0
480
0
1
68.663216
7.6
2,022
401,371,246
1
50
3,101
2,250
false
2021-11-09T00:00:00
11
8
false
FGA_rim
DREB
DREB
300-599
<=-16
DREB | 300-599
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
-19
0
471
1
0
68.663216
-7.4575
2,022
401,371,246
1
51
2,250
3,101
true
2021-11-09T00:00:00
11
8
false
TOV
DREB
DREB
300-599
>=16
DREB | 300-599
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
19
0
463
0
1
68.663216
7.330833
2,022
401,371,246
1
52
3,101
2,250
false
2021-11-09T00:00:00
11
30
false
FGA_3
TOV
TOV
300-599
<=-16
TOV | 300-599
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
-19
0
455
1
0
68.663216
-7.204167
2,022
401,371,246
1
53
2,250
3,101
true
2021-11-09T00:00:00
11
8
false
TOV
made_FG
made_FG
300-599
>=16
made_FG | 300-599
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
16
0
425
0
1
68.663216
5.666667
2,022
401,371,246
1
54
3,101
2,250
false
2021-11-09T00:00:00
11
5
false
FT_trip_shooting
TOV
TOV
300-599
<=-16
TOV | 300-599
1
0
0
0
1
1
0
0
0
1
0
1
0
0
0
-16
0
417
1
0
68.663216
-5.56
2,022
401,371,246
1
55
2,250
3,101
true
2021-11-09T00:00:00
11
10
false
FGA_rim
made_FT
made_FT
300-599
6..15
made_FT | 300-599
1
0
0
0
1
1
0
0
0
1
0
0
0
1
0
15
0
412
0
1
68.663216
5.15
2,022
401,371,246
1
56
3,101
2,250
false
2021-11-09T00:00:00
11
22
false
FGA_3
made_FG
made_FG
300-599
<=-16
made_FG | 300-599
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
-17
0
402
1
0
68.663216
-5.695
2,022
401,371,246
1
57
2,250
3,101
true
2021-11-09T00:00:00
11
30
false
FGA_rim
DREB
DREB
300-599
>=16
DREB | 300-599
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
17
0
380
0
1
68.663216
5.383333
2,022
401,371,246
1
58
3,101
2,250
false
2021-11-09T00:00:00
11
19
false
FGA_jump2
made_FG
made_FG
300-599
<=-16
made_FG | 300-599
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
-19
0
350
1
0
68.663216
-5.541667
2,022
401,371,246
1
59
2,250
3,101
true
2021-11-09T00:00:00
11
7
false
TOV
made_FG
made_FG
300-599
>=16
made_FG | 300-599
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
17
0
331
0
1
68.663216
4.689167
2,022
401,371,246
1
60
3,101
2,250
false
2021-11-09T00:00:00
11
11
false
FGA_rim
TOV
TOV
300-599
<=-16
TOV | 300-599
1
0
0
0
1
1
0
0
0
1
0
1
0
0
0
-17
0
324
1
0
68.663216
-4.59
2,022
401,371,246
1
61
2,250
3,101
true
2021-11-09T00:00:00
11
17
false
FGA_rim
made_FG
made_FG
300-599
6..15
made_FG | 300-599
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
15
0
313
0
1
68.663216
3.9125
2,022
401,371,246
1
62
3,101
2,250
false
2021-11-09T00:00:00
11
7
false
FGA_jump2
DREB
DREB
120-299
-15..-6
DREB | 120-299
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
-15
0
296
1
0
68.663216
-3.7
2,022
401,371,246
1
63
2,250
3,101
true
2021-11-09T00:00:00
11
19
false
FT_trip_shooting
made_FG
made_FG
120-299
6..15
made_FG | 120-299
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
13
0
289
0
1
68.663216
3.130833
2,022
401,371,246
1
64
3,101
2,250
false
2021-11-09T00:00:00
11
12
false
FGA_rim
made_FT
made_FT
120-299
-15..-6
made_FT | 120-299
1
0
0
0
1
1
0
0
0
1
0
0
0
1
0
-14
0
270
1
0
68.663216
-3.15
2,022
401,371,246
1
65
2,250
3,101
true
2021-11-09T00:00:00
11
5
false
FGA_rim
DREB
DREB
120-299
6..15
DREB | 120-299
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
14
0
258
0
1
68.663216
3.01
2,022
401,371,246
1
66
3,101
2,250
false
2021-11-09T00:00:00
11
31
false
FGA_3
made_FG
made_FG
120-299
<=-16
made_FG | 120-299
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
-16
0
253
1
0
68.663216
-3.373333
2,022
401,371,246
1
67
2,250
3,101
true
2021-11-09T00:00:00
11
12
false
FGA_3
DREB
DREB
120-299
>=16
DREB | 120-299
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
16
0
222
0
1
68.663216
2.96
2,022
401,371,246
1
68
3,101
2,250
false
2021-11-09T00:00:00
11
8
false
FGA_3
DREB
DREB
120-299
<=-16
DREB | 120-299
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
-16
0
210
1
0
68.663216
-2.8
2,022
401,371,246
1
69
2,250
3,101
true
2021-11-09T00:00:00
11
3
false
FT_trip_bonus
DREB
DREB
120-299
>=16
DREB | 120-299
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
16
0
202
0
1
68.663216
2.693333
2,022
401,371,246
1
70
3,101
2,250
false
2021-11-09T00:00:00
11
18
false
FGA_3
made_FT
made_FT
120-299
<=-16
made_FT | 120-299
1
0
0
0
1
1
0
0
0
1
0
0
0
1
0
-17
0
199
1
0
68.663216
-2.819167
2,022
401,371,246
1
71
2,250
3,101
true
2021-11-09T00:00:00
11
6
false
FGA_rim
DREB
DREB
120-299
>=16
DREB | 120-299
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
18
0
181
0
1
68.663216
2.715
2,022
401,371,246
1
72
3,101
2,250
false
2021-11-09T00:00:00
11
18
false
FGA_jump2
made_FG
made_FG
120-299
<=-16
made_FG | 120-299
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
-20
0
175
1
0
68.663216
-2.916667
2,022
401,371,246
1
73
2,250
3,101
true
2021-11-09T00:00:00
11
14
false
TOV
DREB
DREB
120-299
>=16
DREB | 120-299
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
20
0
157
0
1
68.663216
2.616667
2,022
401,371,246
1
74
3,101
2,250
false
2021-11-09T00:00:00
11
8
false
FGA_rim
TOV
TOV
120-299
<=-16
TOV | 120-299
1
0
0
0
1
1
0
0
0
1
0
1
0
0
0
-20
0
143
1
0
68.663216
-2.383333
2,022
401,371,246
1
75
2,250
3,101
true
2021-11-09T00:00:00
11
21
false
FGA_jump2
made_FG
made_FG
120-299
>=16
made_FG | 120-299
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
18
0
135
0
1
68.663216
2.025
2,022
401,371,246
1
76
3,101
2,250
false
2021-11-09T00:00:00
11
29
false
FGA_3
made_FG
made_FG
35-119
<=-16
made_FG | 35-119
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
-20
0
114
1
0
68.663216
-1.9
2,022
401,371,246
1
77
2,250
3,101
true
2021-11-09T00:00:00
11
14
false
FGA_rim
made_FG
made_FG
35-119
>=16
made_FG | 35-119
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
17
0
85
0
1
68.663216
1.204167
2,022
401,371,246
1
78
3,101
2,250
false
2021-11-09T00:00:00
11
17
false
FGA_rim
made_FG
made_FG
35-119
<=-16
made_FG | 35-119
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
-19
0
71
1
0
68.663216
-1.124167
2,022
401,371,246
1
79
3,101
2,250
false
2021-11-09T00:00:00
11
0
false
FGA_rim
made_FG
made_FG
35-119
<=-16
made_FG | 35-119
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
-17
0
54
1
0
68.663216
-0.765
2,022
401,371,246
1
80
2,250
3,101
true
2021-11-09T00:00:00
11
22
false
TOV
DREB
DREB
35-119
>=16
DREB | 35-119
1
0
0
0
1
1
0
0
0
1
1
0
0
0
0
17
0
54
0
1
68.663216
0.765
2,022
401,371,246
1
81
3,101
2,250
false
2021-11-09T00:00:00
11
14
false
FGA_jump2
TOV
TOV
0-34
<=-16
TOV | 0-34
1
0
0
0
1
1
0
0
0
1
0
1
0
0
0
-17
0
32
1
0
68.663216
-0.453333
2,022
401,371,246
2
82
3,101
2,250
false
2021-11-09T00:00:00
11
8
false
FGA_3
period_start
period_start
600+
-15..-6
period_start | 600+
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
-15
0
1,200
1
0
68.663216
-15
2,022
401,371,246
2
83
2,250
3,101
true
2021-11-09T00:00:00
11
16
false
FGA_3
made_FG
made_FG
600+
6..15
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
12
0
1,192
0
1
68.663216
11.92
2,022
401,371,246
2
84
3,101
2,250
false
2021-11-09T00:00:00
11
30
false
TOV
made_FG
made_FG
600+
-15..-6
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-15
0
1,176
1
0
68.663216
-14.7
2,022
401,371,246
2
85
2,250
3,101
true
2021-11-09T00:00:00
11
24
false
FGA_jump2
TOV
TOV
600+
6..15
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
15
0
1,146
0
1
68.663216
14.325
2,022
401,371,246
2
86
3,101
2,250
false
2021-11-09T00:00:00
11
21
false
FT_trip_shooting
made_FG
made_FG
600+
<=-16
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-17
0
1,122
1
0
68.663216
-15.895
2,022
401,371,246
2
87
2,250
3,101
true
2021-11-09T00:00:00
11
23
false
FGA_jump2
made_FT
made_FT
600+
>=16
made_FT | 600+
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
16
0
1,101
0
1
68.663216
14.68
2,022
401,371,246
2
88
3,101
2,250
false
2021-11-09T00:00:00
11
22
false
TOV
DREB
DREB
600+
<=-16
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
-16
0
1,078
1
0
68.663216
-14.373333
2,022
401,371,246
2
89
2,250
3,101
true
2021-11-09T00:00:00
11
10
false
FGA_rim
TOV
TOV
600+
>=16
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
16
0
1,056
0
1
68.663216
14.08
2,022
401,371,246
2
90
3,101
2,250
false
2021-11-09T00:00:00
11
13
false
FGA_3
DREB
DREB
600+
<=-16
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
-16
0
1,046
1
0
68.663216
-13.946667
2,022
401,371,246
2
91
2,250
3,101
true
2021-11-09T00:00:00
11
16
false
FGA_rim
made_FG
made_FG
600+
6..15
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
13
0
1,033
0
1
68.663216
11.190833
2,022
401,371,246
2
92
3,101
2,250
false
2021-11-09T00:00:00
11
23
false
FT_trip_shooting
made_FG
made_FG
600+
-15..-6
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
-15
0
1,017
1
0
68.663216
-12.7125
2,022
401,371,246
2
93
2,250
3,101
true
2021-11-09T00:00:00
11
19
false
TOV
DREB
DREB
600+
6..15
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
15
0
994
0
1
68.663216
12.425
2,022
401,371,246
2
94
3,101
2,250
false
2021-11-09T00:00:00
11
22
false
FGA_3
TOV
TOV
600+
-15..-6
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
-15
0
975
1
0
68.663216
-12.1875
2,022
401,371,246
2
95
2,250
3,101
true
2021-11-09T00:00:00
11
11
false
TOV
made_FG
made_FG
600+
6..15
made_FG | 600+
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
12
0
953
0
1
68.663216
9.53
2,022
401,371,246
2
96
3,101
2,250
false
2021-11-09T00:00:00
11
13
false
FGA_rim
TOV
TOV
600+
-15..-6
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
-12
0
942
1
0
68.663216
-9.42
2,022
401,371,246
2
97
2,250
3,101
true
2021-11-09T00:00:00
11
8
false
TOV
DREB
DREB
600+
6..15
DREB | 600+
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
12
0
929
0
1
68.663216
9.29
2,022
401,371,246
2
98
3,101
2,250
false
2021-11-09T00:00:00
11
6
false
TOV
TOV
TOV
600+
-15..-6
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
-12
0
921
1
0
68.663216
-9.21
2,022
401,371,246
2
99
2,250
3,101
true
2021-11-09T00:00:00
11
5
false
FT_trip_shooting
TOV
TOV
600+
6..15
TOV | 600+
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
12
0
915
0
1
68.663216
9.15
2,022
401,371,246
2
100
3,101
2,250
false
2021-11-09T00:00:00
11
17
false
TOV
made_FT
made_FT
600+
-15..-6
made_FT | 600+
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
-14
0
910
1
0
68.663216
-10.616667
End of preview. Expand in Data Studio

CBB Sim Public Data

The data behind a possession-level Monte Carlo simulator for NCAA men's basketball. The simulator produces game scores, game markets (spread, total, moneyline, halves) and player props from one engine. Every sub-model (possession outcome, shot make, rebound, free throw, foul, game clock, rotation, usage) was chosen by a pre-registered, walk-forward bake-off.

This dataset lets a second person rebuild the simulator and follow what was done and why.

  • Where the how and why live (read first): https://github.com/cmpeavlerjr72/rfq-collab/tree/main/CBB%20Model/Peavler (README.md, then docs/01_architecture.md to docs/05_rebuild.md; the code and the project's own decision record are in its snapshot/ folder, at CBB-redesign commit 9c5d4c5).
  • This dataset: the data side only. Every source is free. Nothing here is paid or scraped from a site that bans it.
  • Seasons are labelled by ending year everywhere: 2025-26 = season 2026. Season 2027 (2026-27, tip-off 2026-11-02) holds only pre-season and daily live pulls.

Snapshot date: 2026-10-18. Content is frozen at the commit above, apart from the raw/ pulls, which include pulls up to that date.

What is in it

3,590 MB in about 1,900 files. Folder names are HF repo prefixes. The last column says where the file lands after pull_public_data.py (paths relative to the project root, i.e. snapshot/).

Folder Contents Source Seasons Size Used by (pipeline step in docs/05_rebuild.md) Lands at
raw/hoopr/ pbp, shots, player and team box, player_core, schedules, rosters hoopR-mbb-data (CC BY 4.0) 2022-2026 (schedules to 2027) 407 MB 1 Pull; 2 IDs; 3 Events; 5 Ratings data/raw/hoopr/
raw/hoopr_hist/ older team box hoopR-mbb-data 2015-2021 5 MB 4 Truth (history) data/raw/hoopr_hist/
raw/cbbd/ games 2013-26, pbp with all ten on-floor players 2022-26, lines 2013-26, rosters, end-of-season ratings (leak-test controls only) CollegeBasketballData API 2013-2027 1,164 MB 1 Pull; 2 IDs; 3 Events; 4 Truth data/raw/cbbd/
raw/preseason/, raw/lines_daily/, raw/schedule_daily/, raw/injuries/espn/ 2026-27 preseason pulls and the first daily line, schedule and injury pulls CBBD, ESPN public JSON 2026-27 2 MB Day-1 / live path (4.3) data/raw/...
tracked/data/processed/ the git-tracked processed tables: games universe, crosswalks, truth tables, lines, own ratings, KenPom-style snapshots, possessions_v2, clock censoring, ingest manifests, injuries, and all fitted sub-model artifacts that are under 20 MB per directory (models/) derived from the raw groups 2022-2027 621 MB 2-9 (inputs and served fits) data/processed/
tracked/data/reference/ team crosswalks, gate targets, coach table derived; coach table from Wikipedia (CC BY-SA 4.0) 2022-2026 0.2 MB 2, 4 data/reference/
tracked/data/overrides/ served-table overrides, day-1 rating choices, availability ours 2026-27 4 kB live path data/overrides/
engine_inputs/ per-fold engine arrays, the possession-outcome S1 fits (event_round2_s1_*), shot-block priors derived fold 2 (2024-25) and 2027 178 MB 7 Engine inputs; 8 Simulate data/processed/models/engine/
engine_inputs_v3/ fold-2 engine inputs v3 (replay of the live builder); the parity-smoke default derived 2024-25 14 MB 8 Simulate; parity smoke data/processed/models/engine_v3/
served_artifacts/ gitignored served fits the engine reads: clock K2 (F2), rebound S1 weekly, free-throw S1, fg_make round4 B1, two LUTs, ao_team_prior_v2, usage_v2 tables. 121 files derived (our fits) 2024-25 512 MB 8 Simulate; 6 Fits data/processed/models/
training_designs/ 5 design tables the trainers and build_engine_inputs.py read (possession outcome, clock, fg_make) derived 2022-25 292 MB 6 Fits; 7 Engine inputs data/processed/models/
derived_extras/possessions/ possession and chance tables, event layer v1 (frozen; the current code no longer reproduces it bit for bit) derived from CBBD pbp 2022-2026 82 MB 2 IDs; clock, rotation and crosswalk code data/processed/possessions/
team_rate_tables/ as-of team-rate feature (E3) and variance (O1a) tables derived 2022-2026 270 MB Stage B trainers (team_rate_adapter) data/processed/
results_daily/ the served daily-chain output for the 2026-11-02 slate (sim and publish) derived (our predictions) 2026-27 day 1 43 MB 4.3 Live path; one preflight test results/daily/

Counts per folder are in the HF file browser. The tracked/ prefix is a copy of the live repo's git-tracked data/processed, data/reference and data/overrides at commit 9c5d4c5 (built with git archive, so it excludes uncommitted work). Its models/engine* subfolders duplicate engine_inputs*; the content is identical, and the pull script lays both out at the same path.

How to download

Easiest: the pull script in the GitHub package. It lays files out where the snapshot code expects them.

python "CBB Model/Peavler/pull_public_data.py" --list
python "CBB Model/Peavler/pull_public_data.py" --groups parity_min     # ~1.3 GB: enough for scripts/run_parity_smoke_v1.py
python "CBB Model/Peavler/pull_public_data.py" --groups level1         # ~3.6 GB: parity smoke + full test suite + retrain inputs

By hand, with huggingface_hub:

from huggingface_hub import snapshot_download

# one group at a time; no token is needed
snapshot_download(
    repo_id="mvpeav/cbb-sim-data-public", repo_type="dataset", local_dir="cbb_public",
    allow_patterns=["raw/hoopr/**", "raw/hoopr_hist/**"],      # hoopR pulls
)
# other patterns
#   ["raw/cbbd/**"]                     CBBD
#   ["tracked/**"]                      tracked processed/reference/overrides (621 MB)
#   ["engine_inputs/**", "engine_inputs_v3/**", "served_artifacts/**"]   served engine
#   ["training_designs/**", "derived_extras/**", "team_rate_tables/**", "results_daily/**"]

snapshot_download keeps the repo's own layout (for example served_artifacts/clock/r8_K2/F2/...). The pull script is what moves each prefix to its project path (table above).

Verified: a fresh checkout of the snapshot plus --groups parity_min reproduces our engine digest bit for bit (scripts/run_parity_smoke_v1.py: 60 fold-2 games x 5 seeds, PASS). With level1 the snapshot's test suite gives 842 passed, 2 skipped, 0 failed.

Deliberately excluded

  • raw/injuries/covers (archived Covers.com pages) and the raw/coaches raw Wikipedia wikitext (the coach table built from it is in tracked/data/reference/coaches.parquet).
  • All experiment outputs (results/, 30 GB: every bake-off run) and all other model dumps (model_artifacts/, 33 GB: round-N fits, S1 monthly sets, full_retrain_v1, arm directories). These can be shared on request: tell the owner which round you want to audit.
  • Anything with credentials, account identifiers or e-mail addresses. Every text file and every string column of every parquet was scanned (e-mails, AWS ids and hostnames, .pem names, API keys and tokens, IP addresses, Windows user paths). Nothing matched except 48 run-manifest files (JSON/TXT) that carry a Windows home-directory path string such as C:\Users\<name>\.... Those are path text only and were left unchanged. Nothing was redacted.
  • Not shipped but regenerable from this dataset: data/processed/possessions_v4/ (86 MB, gitignored in the source; scripts/build_possessions_v4.py, which asserts it first reproduces possessions_v2 bit for bit; we checked 2025, identical to ours) and the sim output under results/.
  • Last year's KenPom CSVs (outside the project; KenPom is one historical bake-off arm only, never served). The centred snapshot table is in tracked/data/processed/kenpom_snapshots.parquet.

Safety note on file formats

Fitted models are .joblib and .pkl files. Both are Python pickles and can execute code when loaded. They are our own fits, but load them only if you trust this repo, and pin the library versions listed in the package (requirements-cloud.txt): LightGBM boosters must unpickle into the same classes.

Licences and attribution

This is a mixed-source dataset. Each folder keeps its source's terms.

  • hoopR / sportsdataverse (raw/hoopr, raw/hoopr_hist, and tables derived from them): CC BY 4.0. Attribution: "sportsdataverse / hoopR-mbb-data", https://github.com/sportsdataverse/hoopR-mbb-data. The data are built from ESPN's public JSON. The embedded ESPN market columns in the pbp (game_spread, home_team_spread, home_win_prob, pregame_home_prob) are present in the raw files and are stripped before any feature is built.
  • CollegeBasketballData API (raw/cbbd, raw/preseason, raw/lines_daily; tables derived from them): data from https://collegebasketballdata.com (api.collegebasketballdata.com), pulled with a free key. We found no redistribution restriction; please check their terms before reusing it commercially, and tell us if anything here should come down.
  • ESPN public JSON (raw/injuries/espn, 2026-27 rosters, daily odds snapshots, raw/hoopr origin): low-volume scripted calls to the endpoint family hoopR is built from. Data are ESPN's.
  • Wikipedia coach tables (tracked/data/reference/coaches.parquet, and anything built from it): CC BY-SA 4.0. Text and data derived from English Wikipedia (https://en.wikipedia.org). Share-alike applies: redistribute adaptations of that table under CC BY-SA 4.0 or a compatible licence.
  • Our derived tables, fits, engine inputs and daily predictions: released under CC BY 4.0, with the upstream terms above taking precedence for the rows they cover.

Not used, by rule: sports-reference.com (bans ML use), barttorvik.com and masseyratings.com (robots disallow AI crawlers), PrizePicks, Underdog, DraftKings.

Questions, corrections and takedown requests: open a discussion on this dataset.

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