murnanedaniel commited on
Commit
0a3ea81
·
verified ·
1 Parent(s): fb44329

Update hard_scatter/ttbar/v1 dataset card

Browse files
Files changed (1) hide show
  1. README.md +527 -49
README.md CHANGED
@@ -3,151 +3,281 @@ license: cc-by-4.0
3
  task_categories:
4
  - other
5
  tags:
 
6
  - physics
 
7
  - high-energy-physics
 
8
  - particle-physics
 
9
  - tracking
 
10
  - calorimetry
 
11
  - machine-learning
 
12
  - simulation
 
13
  pretty_name: ColliderML Top-Quark Pair Production (No Pileup)
14
  size_categories:
15
  - 10K<n<100K
16
  configs:
 
17
  - config_name: particles
18
  data_files:
 
19
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events1000-1999.parquet"
 
20
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events10000-10999.parquet"
 
21
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events11000-11999.parquet"
 
22
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events15000-15999.parquet"
 
23
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events2000-2999.parquet"
 
24
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events24000-24999.parquet"
 
25
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events25000-25999.parquet"
 
26
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events28000-28999.parquet"
 
27
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events33000-33999.parquet"
 
28
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events34000-34999.parquet"
 
29
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events42000-42999.parquet"
 
30
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events47000-47999.parquet"
 
31
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events51000-51999.parquet"
 
32
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events55000-55999.parquet"
 
33
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events57000-57999.parquet"
 
34
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events60000-60999.parquet"
 
35
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events61000-61999.parquet"
 
36
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events65000-65999.parquet"
 
37
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events66000-66999.parquet"
 
38
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events68000-68999.parquet"
 
39
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events75000-75999.parquet"
 
40
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events76000-76999.parquet"
 
41
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events78000-78999.parquet"
 
42
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events83000-83999.parquet"
 
43
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events88000-88999.parquet"
 
44
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events9000-9999.parquet"
 
45
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events92000-92999.parquet"
 
46
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events97000-97999.parquet"
 
 
47
  - config_name: tracker_hits
48
  data_files:
 
49
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events1000-1999.parquet"
 
50
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events10000-10999.parquet"
 
51
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events11000-11999.parquet"
 
52
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events15000-15999.parquet"
 
53
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events2000-2999.parquet"
 
54
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events24000-24999.parquet"
 
55
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events25000-25999.parquet"
 
56
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events28000-28999.parquet"
 
57
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events33000-33999.parquet"
 
58
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events34000-34999.parquet"
 
59
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events42000-42999.parquet"
 
60
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events47000-47999.parquet"
 
61
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events51000-51999.parquet"
 
62
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events55000-55999.parquet"
 
63
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events57000-57999.parquet"
 
64
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events60000-60999.parquet"
 
65
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events61000-61999.parquet"
 
66
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events65000-65999.parquet"
 
67
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events66000-66999.parquet"
 
68
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events68000-68999.parquet"
 
69
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events75000-75999.parquet"
 
70
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events76000-76999.parquet"
 
71
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events78000-78999.parquet"
 
72
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events83000-83999.parquet"
 
73
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events88000-88999.parquet"
 
74
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events9000-9999.parquet"
 
75
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events92000-92999.parquet"
 
76
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events97000-97999.parquet"
 
 
77
  - config_name: calo_hits
78
  data_files:
 
79
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events1000-1999.parquet"
 
80
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events10000-10999.parquet"
 
81
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events11000-11999.parquet"
 
82
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events15000-15999.parquet"
 
83
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events2000-2999.parquet"
 
84
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events24000-24999.parquet"
 
85
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events25000-25999.parquet"
 
86
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events28000-28999.parquet"
 
87
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events33000-33999.parquet"
 
88
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events34000-34999.parquet"
 
89
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events42000-42999.parquet"
 
90
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events47000-47999.parquet"
 
91
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events51000-51999.parquet"
 
92
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events55000-55999.parquet"
 
93
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events57000-57999.parquet"
 
94
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events60000-60999.parquet"
 
95
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events61000-61999.parquet"
 
96
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events65000-65999.parquet"
 
97
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events66000-66999.parquet"
 
98
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events68000-68999.parquet"
 
99
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events75000-75999.parquet"
 
100
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events76000-76999.parquet"
 
101
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events78000-78999.parquet"
 
102
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events83000-83999.parquet"
 
103
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events88000-88999.parquet"
 
104
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events9000-9999.parquet"
 
105
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events92000-92999.parquet"
 
106
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events97000-97999.parquet"
 
 
107
  - config_name: tracks
108
  data_files:
 
109
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events1000-1999.parquet"
 
110
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events10000-10999.parquet"
 
111
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events11000-11999.parquet"
 
112
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events15000-15999.parquet"
 
113
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events2000-2999.parquet"
 
114
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events24000-24999.parquet"
 
115
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events25000-25999.parquet"
 
116
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events28000-28999.parquet"
 
117
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events33000-33999.parquet"
 
118
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events34000-34999.parquet"
 
119
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events42000-42999.parquet"
 
120
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events47000-47999.parquet"
 
121
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events51000-51999.parquet"
 
122
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events55000-55999.parquet"
 
123
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events57000-57999.parquet"
 
124
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events60000-60999.parquet"
 
125
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events61000-61999.parquet"
 
126
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events65000-65999.parquet"
 
127
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events66000-66999.parquet"
 
128
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events68000-68999.parquet"
 
129
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events75000-75999.parquet"
 
130
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events76000-76999.parquet"
 
131
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events78000-78999.parquet"
 
132
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events83000-83999.parquet"
 
133
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events88000-88999.parquet"
 
134
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events9000-9999.parquet"
 
135
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events92000-92999.parquet"
 
136
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events97000-97999.parquet"
 
 
137
  ---
138
 
139
  # ColliderML: ColliderML Top-Quark Pair Production (No Pileup)
140
 
141
  ## Dataset Description
142
 
143
- This dataset contains simulated high-energy physics collision events generated using the **Open Data Detector (ODD)** geometry within the **ACTS (A Common Tracking Software)** framework.
144
 
145
  ### Dataset Summary
146
 
147
  - **Campaign**: `hard_scatter`
148
  - **Process**: Top-quark pair (ttbar) production
149
  - **Version**: `v1`
150
- - **Pileup**: 0
 
151
  - **Detector**: Open Data Detector (ODD)
152
  - **Format**: Apache Parquet with list columns for variable-length data
153
  - **License**: cc-by-4.0
@@ -158,99 +288,447 @@ This dataset is designed for machine learning tasks in high-energy physics, incl
158
 
159
  - **Particle tracking**: Reconstruct charged particle trajectories from detector hits
160
  - **Track-to-particle matching**: Associate reconstructed tracks with truth particles
161
- - **Jet tagging**: Identify jets originating from different particle types
162
  - **Energy reconstruction**: Predict particle energies from calorimeter deposits
163
- - **Physics analysis**: Event classification and signal/background discrimination
164
  - **Representation learning**: Study hierarchical information at different detector levels
165
 
 
 
 
 
166
  ## Dataset Structure
167
 
168
- ### Data Configurations
 
 
 
 
169
 
170
- The dataset contains 4 data types:
 
 
 
 
 
 
 
 
 
 
 
171
 
 
172
 
173
- #### particles
174
 
175
- - **Number of files**: 28
176
- - **Fields**: event_id, particle_id, pdg_id, mass, energy, charge, vx, vy, vz, time, px, py, pz, vertex_primary, parent_id
177
 
178
- #### tracker_hits
179
 
180
- - **Number of files**: 28
181
- - **Fields**: event_id, x, y, z, true_x, true_y, true_z, time, particle_id, cell_id, detector, volume_id, layer_id, surface_id
182
 
183
- #### calo_hits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
184
 
185
- - **Number of files**: 28
186
- - **Fields**: event_id, detector, total_energy, x, y, z, contrib_particle_ids, contrib_energies, contrib_times
187
 
188
- #### tracks
189
 
190
- - **Number of files**: 28
191
- - **Fields**: event_id, d0, z0, phi, theta, qop, majority_particle_id, hit_ids, track_id
192
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
193
 
194
- ### Data Location
195
 
196
- The Parquet files are hosted on NERSC public portal:
197
 
198
- Base URL: `https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet`
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
199
 
200
  ## How to Use This Dataset
201
 
202
  ### Loading the Dataset
203
 
 
 
204
  ```python
205
  from datasets import load_dataset
206
 
207
- # Load a specific configuration
208
- ds = load_dataset(
 
 
 
 
 
 
 
 
209
  "OpenDataDetector/ColliderML_ttbar_pu0",
210
- "particles", # Choose: particles, tracker_hits, calo_hits, tracks
211
  split="train"
212
  )
213
 
214
- # Iterate over events
215
- for event in ds:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
216
  event_id = event['event_id']
217
- print(f"Event {event_id}")
 
 
 
 
 
 
 
 
 
 
 
218
  ```
219
 
220
- ### Loading Multiple Configurations
221
 
222
  ```python
223
- from datasets import load_dataset
224
 
225
- # Load all configurations
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
226
  particles = load_dataset("OpenDataDetector/ColliderML_ttbar_pu0", "particles", split="train")
227
- tracker_hits = load_dataset("OpenDataDetector/ColliderML_ttbar_pu0", "tracker_hits", split="train")
228
- calo_hits = load_dataset("OpenDataDetector/ColliderML_ttbar_pu0", "calo_hits", split="train")
229
  tracks = load_dataset("OpenDataDetector/ColliderML_ttbar_pu0", "tracks", split="train")
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
230
  ```
231
 
232
- ## Citation
233
 
234
- If you use this dataset in your research, please cite:
235
 
236
- ```bibtex
237
- @dataset{colliderml_ttbar_v1,
238
- title={ColliderML: ColliderML Top-Quark Pair Production (No Pileup)},
239
- author={ColliderML Collaboration},
240
- year={2025},
241
- publisher={NERSC},
242
- howpublished={\url{https://huggingface.co/datasets/OpenDataDetector/ColliderML_ttbar_pu0}},
243
- note={Simulation performed using ACTS and the Open Data Detector}
244
- }
245
  ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
246
 
247
- ## Contact
248
 
249
- - **Primary contact**: daniel.thomas.murnane@cern.ch
250
- - **Collaboration**: ATLAS ITk ML Reconstruction working group
251
- - **Infrastructure**: NERSC (National Energy Research Scientific Computing Center)
252
 
253
- ## Acknowledgments
254
 
255
  This work was supported by:
256
  - ATLAS ITk ML Reconstruction project
@@ -260,4 +738,4 @@ This work was supported by:
260
  ---
261
 
262
  **Last updated**: October 2025
263
- **Dataset version**: v1
 
3
  task_categories:
4
  - other
5
  tags:
6
+
7
  - physics
8
+
9
  - high-energy-physics
10
+
11
  - particle-physics
12
+
13
  - tracking
14
+
15
  - calorimetry
16
+
17
  - machine-learning
18
+
19
  - simulation
20
+
21
  pretty_name: ColliderML Top-Quark Pair Production (No Pileup)
22
  size_categories:
23
  - 10K<n<100K
24
  configs:
25
+
26
  - config_name: particles
27
  data_files:
28
+
29
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events1000-1999.parquet"
30
+
31
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events10000-10999.parquet"
32
+
33
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events11000-11999.parquet"
34
+
35
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events15000-15999.parquet"
36
+
37
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events2000-2999.parquet"
38
+
39
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events24000-24999.parquet"
40
+
41
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events25000-25999.parquet"
42
+
43
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events28000-28999.parquet"
44
+
45
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events33000-33999.parquet"
46
+
47
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events34000-34999.parquet"
48
+
49
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events42000-42999.parquet"
50
+
51
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events47000-47999.parquet"
52
+
53
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events51000-51999.parquet"
54
+
55
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events55000-55999.parquet"
56
+
57
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events57000-57999.parquet"
58
+
59
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events60000-60999.parquet"
60
+
61
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events61000-61999.parquet"
62
+
63
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events65000-65999.parquet"
64
+
65
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events66000-66999.parquet"
66
+
67
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events68000-68999.parquet"
68
+
69
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events75000-75999.parquet"
70
+
71
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events76000-76999.parquet"
72
+
73
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events78000-78999.parquet"
74
+
75
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events83000-83999.parquet"
76
+
77
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events88000-88999.parquet"
78
+
79
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events9000-9999.parquet"
80
+
81
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events92000-92999.parquet"
82
+
83
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events97000-97999.parquet"
84
+
85
+
86
  - config_name: tracker_hits
87
  data_files:
88
+
89
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events1000-1999.parquet"
90
+
91
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events10000-10999.parquet"
92
+
93
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events11000-11999.parquet"
94
+
95
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events15000-15999.parquet"
96
+
97
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events2000-2999.parquet"
98
+
99
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events24000-24999.parquet"
100
+
101
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events25000-25999.parquet"
102
+
103
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events28000-28999.parquet"
104
+
105
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events33000-33999.parquet"
106
+
107
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events34000-34999.parquet"
108
+
109
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events42000-42999.parquet"
110
+
111
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events47000-47999.parquet"
112
+
113
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events51000-51999.parquet"
114
+
115
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events55000-55999.parquet"
116
+
117
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events57000-57999.parquet"
118
+
119
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events60000-60999.parquet"
120
+
121
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events61000-61999.parquet"
122
+
123
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events65000-65999.parquet"
124
+
125
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events66000-66999.parquet"
126
+
127
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events68000-68999.parquet"
128
+
129
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events75000-75999.parquet"
130
+
131
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events76000-76999.parquet"
132
+
133
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events78000-78999.parquet"
134
+
135
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events83000-83999.parquet"
136
+
137
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events88000-88999.parquet"
138
+
139
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events9000-9999.parquet"
140
+
141
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events92000-92999.parquet"
142
+
143
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events97000-97999.parquet"
144
+
145
+
146
  - config_name: calo_hits
147
  data_files:
148
+
149
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events1000-1999.parquet"
150
+
151
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events10000-10999.parquet"
152
+
153
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events11000-11999.parquet"
154
+
155
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events15000-15999.parquet"
156
+
157
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events2000-2999.parquet"
158
+
159
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events24000-24999.parquet"
160
+
161
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events25000-25999.parquet"
162
+
163
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events28000-28999.parquet"
164
+
165
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events33000-33999.parquet"
166
+
167
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events34000-34999.parquet"
168
+
169
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events42000-42999.parquet"
170
+
171
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events47000-47999.parquet"
172
+
173
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events51000-51999.parquet"
174
+
175
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events55000-55999.parquet"
176
+
177
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events57000-57999.parquet"
178
+
179
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events60000-60999.parquet"
180
+
181
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events61000-61999.parquet"
182
+
183
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events65000-65999.parquet"
184
+
185
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events66000-66999.parquet"
186
+
187
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events68000-68999.parquet"
188
+
189
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events75000-75999.parquet"
190
+
191
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events76000-76999.parquet"
192
+
193
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events78000-78999.parquet"
194
+
195
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events83000-83999.parquet"
196
+
197
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events88000-88999.parquet"
198
+
199
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events9000-9999.parquet"
200
+
201
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events92000-92999.parquet"
202
+
203
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events97000-97999.parquet"
204
+
205
+
206
  - config_name: tracks
207
  data_files:
208
+
209
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events1000-1999.parquet"
210
+
211
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events10000-10999.parquet"
212
+
213
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events11000-11999.parquet"
214
+
215
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events15000-15999.parquet"
216
+
217
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events2000-2999.parquet"
218
+
219
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events24000-24999.parquet"
220
+
221
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events25000-25999.parquet"
222
+
223
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events28000-28999.parquet"
224
+
225
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events33000-33999.parquet"
226
+
227
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events34000-34999.parquet"
228
+
229
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events42000-42999.parquet"
230
+
231
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events47000-47999.parquet"
232
+
233
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events51000-51999.parquet"
234
+
235
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events55000-55999.parquet"
236
+
237
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events57000-57999.parquet"
238
+
239
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events60000-60999.parquet"
240
+
241
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events61000-61999.parquet"
242
+
243
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events65000-65999.parquet"
244
+
245
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events66000-66999.parquet"
246
+
247
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events68000-68999.parquet"
248
+
249
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events75000-75999.parquet"
250
+
251
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events76000-76999.parquet"
252
+
253
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events78000-78999.parquet"
254
+
255
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events83000-83999.parquet"
256
+
257
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events88000-88999.parquet"
258
+
259
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events9000-9999.parquet"
260
+
261
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events92000-92999.parquet"
262
+
263
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events97000-97999.parquet"
264
+
265
+
266
  ---
267
 
268
  # ColliderML: ColliderML Top-Quark Pair Production (No Pileup)
269
 
270
  ## Dataset Description
271
 
272
+ This dataset contains simulated high-energy physics collision events for top-quark pair (ttbar) production with no pileup (single interaction per event) generated using the **Open Data Detector (ODD)** geometry within the **ACTS (A Common Tracking Software)** framework, representing a generic collider detector similar to those at the LHC.
273
 
274
  ### Dataset Summary
275
 
276
  - **Campaign**: `hard_scatter`
277
  - **Process**: Top-quark pair (ttbar) production
278
  - **Version**: `v1`
279
+ - **Number of Events**: ~28000 events
280
+ - **Pileup**: 0 (no additional interactions)
281
  - **Detector**: Open Data Detector (ODD)
282
  - **Format**: Apache Parquet with list columns for variable-length data
283
  - **License**: cc-by-4.0
 
288
 
289
  - **Particle tracking**: Reconstruct charged particle trajectories from detector hits
290
  - **Track-to-particle matching**: Associate reconstructed tracks with truth particles
291
+ - **Jet tagging**: Identify jets originating from top quarks, b-quarks, or light quarks
292
  - **Energy reconstruction**: Predict particle energies from calorimeter deposits
293
+ - **Physics analysis**: Event classification (signal vs. background discrimination)
294
  - **Representation learning**: Study hierarchical information at different detector levels
295
 
296
+ ### Languages
297
+
298
+ N/A (Physics data)
299
+
300
  ## Dataset Structure
301
 
302
+ ### Data Instances
303
+
304
+ Each row in the Parquet files represents a single collision event. Variable-length quantities (e.g., lists of particles, hits, tracks) are stored as Parquet list columns.
305
+
306
+ Example event structure:
307
 
308
+ ```python
309
+ {
310
+ 'event_id': 42,
311
+ 'particle_id': [0, 1, 2, 3, ...], # List of particle IDs
312
+ 'pdg_id': [11, -11, 211, ...], # Particle type codes
313
+ 'px': [1.2, -0.5, 3.4, ...], # Momentum components (GeV)
314
+ 'py': [0.8, 1.1, -0.3, ...],
315
+ 'pz': [5.2, -2.1, 10.5, ...],
316
+ 'energy': [5.5, 2.3, 11.2, ...],
317
+ # ... additional fields
318
+ }
319
+ ```
320
 
321
+ ### Data Fields
322
 
323
+ The dataset contains 4 data types organized by detector hierarchy:
324
 
 
 
325
 
326
+ #### 1. `particles` (Truth-level)
327
 
328
+ Truth information about generated particles before detector simulation.
 
329
 
330
+ | Field | Type | Description |
331
+ |-------|------|-------------|
332
+ | `event_id` | int64 | Unique event identifier |
333
+ | `particle_id` | list<int64> | Unique particle ID within event |
334
+ | `pdg_id` | list<int64> | PDG particle code (e.g., 11=electron, 13=muon, 211=pion) |
335
+ | `mass` | list<float64> | Particle rest mass (GeV/c²) |
336
+ | `energy` | list<float64> | Particle total energy (GeV) |
337
+ | `charge` | list<float64> | Electric charge (in units of e) |
338
+ | `px`, `py`, `pz` | list<float64> | Momentum components (GeV/c) |
339
+ | `vx`, `vy`, `vz` | list<float64> | Vertex position (mm) |
340
+ | `time` | list<float64> | Production time (ns) |
341
+ | `num_tracker_hits` | list<int64> | Number of hits in tracker |
342
+ | `num_calo_hits` | list<int64> | Number of hits in calorimeter |
343
+ | `vertex_primary` | list<int64> | Primary vertex flag (1=primary, 0=secondary) |
344
+ | `parent_id` | list<float64> | ID of parent particle |
345
 
346
+ **Typical event**: ~200-500 particles per event
 
347
 
 
348
 
 
 
349
 
350
+ #### 2. `tracker_hits` (Detector-level)
351
+
352
+ Digitized spatial measurements from the tracking detector (silicon sensors).
353
+
354
+ | Field | Type | Description |
355
+ |-------|------|-------------|
356
+ | `event_id` | int64 | Unique event identifier |
357
+ | `x`, `y`, `z` | list<float64> | Measured hit position (mm) |
358
+ | `true_x`, `true_y`, `true_z` | list<float64> | True (simulated) hit position before digitization (mm) |
359
+ | `time` | list<float64> | Hit time (ns) |
360
+ | `particle_id` | list<int64> | Truth particle that created this hit |
361
+ | `volume_id` | list<int64> | Detector volume identifier |
362
+ | `layer_id` | list<int64> | Detector layer number |
363
+ | `surface_id` | list<int64> | Sensor surface identifier |
364
+ | `cell_id` | list<int64> | Cell/pixel identifier |
365
+ | `detector` | list<int64> | Detector subsystem code |
366
+
367
+ **Typical event**: ~2,000-5,000 hits per event
368
+
369
+
370
+
371
+ #### 3. `calo_hits` (Calorimeter-level)
372
+
373
+ Energy deposits in the calorimeter system (electromagnetic + hadronic).
374
+
375
+ | Field | Type | Description |
376
+ |-------|------|-------------|
377
+ | `event_id` | int64 | Unique event identifier |
378
+ | `detector` | list<string> | Calorimeter subsystem name |
379
+ | `cell_id` | list<string> | Calorimeter cell identifier |
380
+ | `total_energy` | list<float64> | Total energy deposited in cell (GeV) |
381
+ | `x`, `y`, `z` | list<float64> | Cell center position (mm) |
382
+ | `contrib_particle_ids` | list<list<int64>> | IDs of particles contributing to this cell |
383
+ | `contrib_energies` | list<list<float64>> | Energy contribution from each particle (GeV) |
384
+ | `contrib_times` | list<list<float64>> | Time of each contribution (ns) |
385
+
386
+ **Note**: Nested lists for contributions (one cell can have multiple particle deposits).
387
+
388
+ **Typical event**: ~500-1,000 calorimeter cells with deposits
389
+
390
+
391
+
392
+ #### 4. `tracks` (Reconstruction-level)
393
+
394
+ Reconstructed particle tracks from pattern recognition and track fitting algorithms.
395
+
396
+ | Field | Type | Description |
397
+ |-------|------|-------------|
398
+ | `event_id` | int64 | Unique event identifier |
399
+ | `track_id` | list<int64> | Unique track identifier within event |
400
+ | `majority_particle_id` | list<int64> | Truth particle with most hits on this track |
401
+ | `d0` | list<float64> | Transverse impact parameter (mm) |
402
+ | `z0` | list<float64> | Longitudinal impact parameter (mm) |
403
+ | `phi` | list<float64> | Azimuthal angle (radians) |
404
+ | `theta` | list<float64> | Polar angle (radians) |
405
+ | `qop` | list<float64> | Charge divided by momentum (e/GeV) |
406
+ | `hit_ids` | list<list<int32>> | List of tracker hit IDs assigned to this track |
407
+
408
+ **Track parameters**: Standard ACTS track representation (perigee parameters at origin).
409
+
410
+ **Derived quantities**:
411
+ - Transverse momentum: `pt = abs(1/qop) * sin(theta)`
412
+ - Pseudorapidity: `eta = -ln(tan(theta/2))`
413
+ - Total momentum: `p = abs(1/qop)`
414
+
415
+ **Typical event**: ~50-150 reconstructed tracks per event
416
+
417
+
418
+ ### Data Splits
419
+
420
+ Currently, the dataset does not have predefined train/validation/test splits. Users should implement their own splitting strategy based on their use case. Recommended approach:
421
+
422
+ ```python
423
+ from sklearn.model_selection import train_test_split
424
+
425
+ # Example: 70% train, 15% validation, 15% test
426
+ all_events = list(range(28000))
427
+ train_val, test = train_test_split(all_events, test_size=0.15, random_state=42)
428
+ train, val = train_test_split(train_val, test_size=0.176, random_state=42) # 0.176 * 0.85 ≈ 0.15
429
+ ```
430
+
431
+ ## Dataset Creation
432
+
433
+ ### Curation Rationale
434
+
435
+ This dataset was created to support machine learning research in high-energy physics, specifically for:
436
+
437
+ 1. **Benchmarking tracking algorithms**: Compare traditional and ML-based track reconstruction methods
438
+ 2. **Hierarchical representation learning**: Study information flow from detector hits → tracks → particles
439
+ 3. **Physics analysis**: Develop ML models for event classification and particle identification
440
+ 4. **Open science**: Provide publicly accessible, realistic detector simulation data
441
+
442
+ This dataset contains simulated ttbar events with no pileup,
443
+ useful for developing and testing machine learning algorithms
444
+ for particle tracking and physics analysis.
445
 
 
446
 
447
+ ### Source Data
448
 
449
+ #### Initial Data Collection and Normalization
450
+
451
+ The data is generated through the following simulation chain:
452
+
453
+ 1. **Event Generation**: Events generated using a Monte Carlo event generator
454
+ 2. **Detector Simulation**: Particle propagation through the Open Data Detector using ACTS
455
+ 3. **Digitization**: Conversion of energy deposits to realistic detector signals
456
+ 4. **Reconstruction**: Track finding and fitting using ACTS tracking algorithms
457
+ 5. **Format Conversion**: EDM4HEP → Parquet using the ColliderML data pipeline
458
+
459
+ #### Who are the source data producers?
460
+
461
+ The data is produced by the **ColliderML collaboration** as part of the **ATLAS ITk ML Reconstruction** project at NERSC (National Energy Research Scientific Computing Center).
462
+
463
+ ### Annotations
464
+
465
+ #### Annotation process
466
+
467
+ The dataset includes truth-level annotations automatically generated during the simulation:
468
+
469
+ - **Particle-level truth**: Generator-level particle information
470
+ - **Hit-to-particle associations**: Which particle created each detector hit
471
+ - **Track-to-particle matching**: `majority_particle_id` links reconstructed tracks to truth particles
472
+
473
+ These annotations enable supervised learning for tasks like:
474
+ - Track efficiency (did we reconstruct this particle?)
475
+ - Track purity (how many hits belong to the correct particle?)
476
+ - Fake rate (how many tracks are not matched to real particles?)
477
+
478
+ #### Who are the annotators?
479
+
480
+ N/A (Annotations are from simulation ground truth)
481
+
482
+ ### Personal and Sensitive Information
483
+
484
+ This dataset contains only simulated physics data. No personal or sensitive information is included.
485
+
486
+ ## Considerations for Using the Data
487
+
488
+ ### Social Impact of Dataset
489
+
490
+ This dataset supports fundamental physics research and ML algorithm development. It has no direct social impact but contributes to:
491
+
492
+ - Open science and reproducible research
493
+ - Education in HEP and ML
494
+ - Development of algorithms that may have broader applications (e.g., pattern recognition, tracking in medical imaging)
495
+
496
+ ### Discussion of Biases
497
+
498
+ As a simulated dataset, biases may arise from:
499
+
500
+ 1. **Generator-level biases**: The event generator's modeling of the physics process
501
+ 2. **Detector simulation biases**: Approximations in material interactions, detector response
502
+ 3. **Reconstruction biases**: Algorithm choices in track finding and fitting
503
+ 4. **Pileup modeling**: This dataset has no pileup; real LHC data has 20-60 simultaneous collisions
504
+
505
+ Users should be aware that models trained on this data may not generalize to:
506
+ - Real detector data (requires calibration and alignment)
507
+ - Different detector geometries
508
+ - Different pileup conditions
509
+
510
+ ### Other Known Limitations
511
+
512
+ - **Limited statistics**: ~28000 events (consider data augmentation for large models)
513
+ - **Single physics process**: Only Top-quark pair (ttbar) production; does not include background processes
514
+ - **Idealized detector**: ODD is a generic detector, not an exact replica of ATLAS/CMS
515
+ - **Simplified simulation**: Some detector effects may be simplified
516
+
517
+ ## Additional Information
518
+
519
+ ### Dataset Curators
520
+
521
+ This dataset is maintained by the ColliderML team:
522
+
523
+ - Primary contact: daniel.thomas.murnane@cern.ch
524
+ - Collaboration: ATLAS ITk ML Reconstruction working group
525
+ - Infrastructure: NERSC (National Energy Research Scientific Computing Center)
526
+
527
+ ### Licensing Information
528
+
529
+ This dataset is released under the **Creative Commons Attribution 4.0 International (CC BY 4.0)** license.
530
+
531
+ You are free to:
532
+ - **Share**: Copy and redistribute the material
533
+ - **Adapt**: Remix, transform, and build upon the material
534
+
535
+ Under the following terms:
536
+ - **Attribution**: You must give appropriate credit and indicate if changes were made
537
+
538
+ ### Citation Information
539
+
540
+ If you use this dataset in your research, please cite:
541
+
542
+ ```bibtex
543
+ @dataset{colliderml_ttbar_v1_2025,
544
+ title={ {ColliderML: ColliderML Top-Quark Pair Production (No Pileup)} },
545
+ author={ {ColliderML Collaboration} },
546
+ year={ 2025 },
547
+ publisher={NERSC},
548
+ howpublished={\url{ https://huggingface.co/datasets/OpenDataDetector/ColliderML_ttbar_pu0 }},
549
+ note={Simulation performed using ACTS and the Open Data Detector}
550
+ }
551
+ ```
552
+
553
+ ### Contributions
554
+
555
+ This dataset was produced using:
556
+
557
+ - **ACTS (A Common Tracking Software)**: https://acts.readthedocs.io/
558
+ - **Open Data Detector**: https://acts.readthedocs.io/en/latest/examples/open_data_detector.html
559
+ - **EDM4HEP**: https://edm4hep.web.cern.ch/
560
+ - **ColliderML Pipeline**: https://github.com/ATLAS-ITk-ML/colliderml
561
 
562
  ## How to Use This Dataset
563
 
564
  ### Loading the Dataset
565
 
566
+ The dataset is hosted on the NERSC public portal and can be streamed directly without downloading:
567
+
568
  ```python
569
  from datasets import load_dataset
570
 
571
+
572
+ # Load particles
573
+ particles_ds = load_dataset(
574
+ "OpenDataDetector/ColliderML_ttbar_pu0",
575
+ "particles",
576
+ split="train"
577
+ )
578
+
579
+ # Load tracker_hits
580
+ tracker_hits_ds = load_dataset(
581
  "OpenDataDetector/ColliderML_ttbar_pu0",
582
+ "tracker_hits",
583
  split="train"
584
  )
585
 
586
+ # Load calo_hits
587
+ calo_hits_ds = load_dataset(
588
+ "OpenDataDetector/ColliderML_ttbar_pu0",
589
+ "calo_hits",
590
+ split="train"
591
+ )
592
+
593
+ # Load tracks
594
+ tracks_ds = load_dataset(
595
+ "OpenDataDetector/ColliderML_ttbar_pu0",
596
+ "tracks",
597
+ split="train"
598
+ )
599
+
600
+ ```
601
+
602
+ ### Example: Iterating Over Events
603
+
604
+ ```python
605
+ import numpy as np
606
+
607
+ # Iterate over first 10 events
608
+ for i, event in enumerate(particles_ds.take(10)):
609
  event_id = event['event_id']
610
+ n_particles = len(event['particle_id'])
611
+
612
+ print(f"Event {event_id}: {n_particles} particles")
613
+
614
+ # Access list columns as numpy arrays
615
+ px = np.array(event['px'])
616
+ py = np.array(event['py'])
617
+ pz = np.array(event['pz'])
618
+
619
+ # Compute transverse momentum
620
+ pt = np.sqrt(px**2 + py**2)
621
+ print(f" Mean pt: {pt.mean():.2f} GeV")
622
  ```
623
 
624
+ ### Example: Computing Track Features
625
 
626
  ```python
627
+ import numpy as np
628
 
629
+ for event in tracks_ds.take(5):
630
+ # Get track parameters
631
+ qop = np.array(event['qop'])
632
+ theta = np.array(event['theta'])
633
+ phi = np.array(event['phi'])
634
+
635
+ # Compute derived quantities
636
+ pt = np.abs(1.0 / qop) * np.sin(theta)
637
+ eta = -np.log(np.tan(theta / 2.0))
638
+
639
+ print(f"Event {event['event_id']}: {len(qop)} tracks")
640
+ print(f" pt range: [{pt.min():.2f}, {pt.max():.2f}] GeV")
641
+ print(f" eta range: [{eta.min():.2f}, {eta.max():.2f}]")
642
+ ```
643
+
644
+ ### Example: Matching Tracks to Particles
645
+
646
+ ```python
647
+ # Load both datasets
648
  particles = load_dataset("OpenDataDetector/ColliderML_ttbar_pu0", "particles", split="train")
 
 
649
  tracks = load_dataset("OpenDataDetector/ColliderML_ttbar_pu0", "tracks", split="train")
650
+
651
+ # Process event-by-event
652
+ for particle_event, track_event in zip(particles, tracks):
653
+ assert particle_event['event_id'] == track_event['event_id']
654
+
655
+ # Get particle information
656
+ particle_ids = np.array(particle_event['particle_id'])
657
+ particle_px = np.array(particle_event['px'])
658
+ particle_py = np.array(particle_event['py'])
659
+
660
+ # Get track information
661
+ track_particle_ids = np.array(track_event['majority_particle_id'])
662
+
663
+ # Compute truth pt for particles
664
+ particle_pt = np.sqrt(particle_px**2 + particle_py**2)
665
+
666
+ # Find matched tracks
667
+ for i, pid in enumerate(track_particle_ids):
668
+ if pid in particle_ids:
669
+ idx = np.where(particle_ids == pid)[0][0]
670
+ truth_pt = particle_pt[idx]
671
+ print(f"Track {i}: matched to particle {pid}, pt={truth_pt:.2f} GeV")
672
  ```
673
 
674
+ ### Data Location
675
 
676
+ The Parquet files are hosted at:
677
 
 
 
 
 
 
 
 
 
 
678
  ```
679
+ https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet
680
+
681
+ ├── truth/
682
+ │ └── particles/
683
+ │ └── *.parquet (28 files)
684
+
685
+ ├── reco/
686
+ │ └── tracker_hits/
687
+ │ └── *.parquet (28 files)
688
+
689
+ ├── reco/
690
+ │ └── calo_hits/
691
+ │ └── *.parquet (28 files)
692
+
693
+ ├── reco/
694
+ │ └── tracks/
695
+ │ └── *.parquet (28 files)
696
+
697
+ ```
698
+
699
+ ### File Naming Convention
700
+
701
+ Files follow the pattern:
702
+ ```
703
+ <campaign>.<dataset>.<version>.<category>.<object>.<event_range>.parquet
704
+ ```
705
+
706
+ Example: `hard_scatter.ttbar.v1.truth.particles.events1000-1999.parquet`
707
+ - Campaign: `hard_scatter`
708
+ - Dataset: `ttbar`
709
+ - Version: `v1`
710
+ - Category: `truth`
711
+ - Object: one of particles, tracker_hits, calo_hits, tracks
712
+ - Event range: `eventsXXXX-YYYY` (inclusive)
713
+
714
+ ### Performance Tips
715
+
716
+ 1. **Streaming**: Use the dataset API for efficient memory usage
717
+ 2. **Batch processing**: Process events in chunks for better performance
718
+ 3. **Selective loading**: Only load the data types you need
719
+ 4. **Caching**: Use dataset caching for repeated experiments
720
+
721
+ ### Related Datasets
722
+
723
+
724
 
725
+ ### Support
726
 
727
+ For questions, issues, or feature requests:
728
+ - Email: daniel.thomas.murnane@cern.ch
729
+ - GitHub: https://github.com/ATLAS-ITk-ML/colliderml/issues
730
 
731
+ ### Acknowledgments
732
 
733
  This work was supported by:
734
  - ATLAS ITk ML Reconstruction project
 
738
  ---
739
 
740
  **Last updated**: October 2025
741
+ **Dataset version**: v1