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Update hard_scatter/ttbar/v1 dataset card

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  1. README.md +582 -300
README.md CHANGED
@@ -26,242 +26,818 @@ configs:
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  - config_name: particles
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  data_files:
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events1000-1999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events10000-10999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events11000-11999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events15000-15999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events2000-2999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events24000-24999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events25000-25999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events28000-28999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events33000-33999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events34000-34999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events42000-42999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events47000-47999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events51000-51999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events55000-55999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events57000-57999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events60000-60999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events61000-61999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events65000-65999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events66000-66999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events68000-68999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events75000-75999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events76000-76999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events78000-78999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events83000-83999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events88000-88999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events9000-9999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events92000-92999.parquet"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events97000-97999.parquet"
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  - config_name: tracker_hits
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  data_files:
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - "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"
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  - config_name: calo_hits
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  - "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"
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  - "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"
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  - "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"
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  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events1000-1999.parquet"
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  - "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
 
@@ -269,14 +845,14 @@ configs:
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
@@ -413,7 +989,7 @@ Truth information about generated particles before detector simulation.
413
  | `time` | list<float64> | Production time (ns) |
414
  | `num_tracker_hits` | list<int64> | Number of hits in tracker |
415
  | `num_calo_hits` | list<int64> | Number of hits in calorimeter |
416
- | `vertex_primary` | list<int64> | Primary vertex flag (1=primary, 0=secondary) |
417
  | `parent_id` | list<float64> | ID of parent particle |
418
 
419
  **Typical event**: ~200-500 particles per event
@@ -496,317 +1072,23 @@ Currently, the dataset does not have predefined train/validation/test splits. Us
496
  from sklearn.model_selection import train_test_split
497
 
498
  # Example: 70% train, 15% validation, 15% test
499
- all_events = list(range(28000))
500
  train_val, test = train_test_split(all_events, test_size=0.15, random_state=42)
501
  train, val = train_test_split(train_val, test_size=0.176, random_state=42) # 0.176 * 0.85 ≈ 0.15
502
  ```
503
 
504
- ## Dataset Creation
505
-
506
- ### Curation Rationale
507
-
508
- This dataset was created to support machine learning research in high-energy physics, specifically for:
509
-
510
- 1. **Benchmarking tracking algorithms**: Compare traditional and ML-based track reconstruction methods
511
- 2. **Hierarchical representation learning**: Study information flow from detector hits → tracks → particles
512
- 3. **Physics analysis**: Develop ML models for event classification and particle identification
513
- 4. **Open science**: Provide publicly accessible, realistic detector simulation data
514
-
515
- This dataset contains simulated ttbar events with no pileup,
516
- useful for developing and testing machine learning algorithms
517
- for particle tracking and physics analysis.
518
-
519
-
520
- ### Source Data
521
-
522
- #### Initial Data Collection and Normalization
523
-
524
- The data is generated through the following simulation chain:
525
-
526
- 1. **Event Generation**: Events generated using a Monte Carlo event generator
527
- 2. **Detector Simulation**: Particle propagation through the Open Data Detector using ACTS
528
- 3. **Digitization**: Conversion of energy deposits to realistic detector signals
529
- 4. **Reconstruction**: Track finding and fitting using ACTS tracking algorithms
530
- 5. **Format Conversion**: EDM4HEP → Parquet using the ColliderML data pipeline
531
-
532
- #### Who are the source data producers?
533
-
534
- 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).
535
-
536
- ### Annotations
537
-
538
- #### Annotation process
539
-
540
- The dataset includes truth-level annotations automatically generated during the simulation:
541
-
542
- - **Particle-level truth**: Generator-level particle information
543
- - **Hit-to-particle associations**: Which particle created each detector hit
544
- - **Track-to-particle matching**: `majority_particle_id` links reconstructed tracks to truth particles
545
-
546
- These annotations enable supervised learning for tasks like:
547
- - Track efficiency (did we reconstruct this particle?)
548
- - Track purity (how many hits belong to the correct particle?)
549
- - Fake rate (how many tracks are not matched to real particles?)
550
-
551
- #### Who are the annotators?
552
-
553
- N/A (Annotations are from simulation ground truth)
554
-
555
- ### Personal and Sensitive Information
556
-
557
- This dataset contains only simulated physics data. No personal or sensitive information is included.
558
-
559
- ## Considerations for Using the Data
560
-
561
- ### Social Impact of Dataset
562
-
563
- This dataset supports fundamental physics research and ML algorithm development. It has no direct social impact but contributes to:
564
-
565
- - Open science and reproducible research
566
- - Education in HEP and ML
567
- - Development of algorithms that may have broader applications (e.g., pattern recognition, tracking in medical imaging)
568
-
569
- ### Discussion of Biases
570
-
571
- As a simulated dataset, biases may arise from:
572
-
573
- 1. **Generator-level biases**: The event generator's modeling of the physics process
574
- 2. **Detector simulation biases**: Approximations in material interactions, detector response
575
- 3. **Reconstruction biases**: Algorithm choices in track finding and fitting
576
- 4. **Pileup modeling**: This dataset has no pileup; real LHC data has 20-60 simultaneous collisions
577
-
578
- Users should be aware that models trained on this data may not generalize to:
579
- - Real detector data (requires calibration and alignment)
580
- - Different detector geometries
581
- - Different pileup conditions
582
-
583
- ### Other Known Limitations
584
-
585
- - **Limited statistics**: ~28000 events (consider data augmentation for large models)
586
- - **Single physics process**: Only Top-quark pair (ttbar) production; does not include background processes
587
- - **Idealized detector**: ODD is a generic detector, not an exact replica of ATLAS/CMS
588
- - **Simplified simulation**: Some detector effects may be simplified
589
-
590
- ## Additional Information
591
-
592
- ### Dataset Curators
593
-
594
- This dataset is maintained by the ColliderML team:
595
-
596
- - Primary contact: [email protected]
597
- - Collaboration: ATLAS ITk ML Reconstruction working group
598
- - Infrastructure: NERSC (National Energy Research Scientific Computing Center)
599
-
600
- ### Licensing Information
601
-
602
- This dataset is released under the **Creative Commons Attribution 4.0 International (CC BY 4.0)** license.
603
-
604
- You are free to:
605
- - **Share**: Copy and redistribute the material
606
- - **Adapt**: Remix, transform, and build upon the material
607
-
608
- Under the following terms:
609
- - **Attribution**: You must give appropriate credit and indicate if changes were made
610
-
611
- ### Citation Information
612
-
613
- If you use this dataset in your research, please cite:
614
-
615
- ```bibtex
616
- @dataset{colliderml_ttbar_v1_2025,
617
- title={ {ColliderML: ColliderML Top-Quark Pair Production (No Pileup)} },
618
- author={ {ColliderML Collaboration} },
619
- year={ 2025 },
620
- publisher={NERSC},
621
- howpublished={\url{ https://huggingface.co/datasets/OpenDataDetector/ColliderML_ttbar_pu0 }},
622
- note={Simulation performed using ACTS and the Open Data Detector}
623
- }
624
- ```
625
-
626
- ### Contributions
627
-
628
- This dataset was produced using:
629
-
630
- - **ACTS (A Common Tracking Software)**: https://acts.readthedocs.io/
631
- - **Open Data Detector**: https://acts.readthedocs.io/en/latest/examples/open_data_detector.html
632
- - **EDM4HEP**: https://edm4hep.web.cern.ch/
633
- - **ColliderML Pipeline**: https://github.com/ATLAS-ITk-ML/colliderml
634
-
635
- ## How to Use This Dataset
636
-
637
- ### Loading the Dataset
638
-
639
- The dataset is hosted on the NERSC public portal and can be streamed directly without downloading:
640
-
641
- ```python
642
- from datasets import load_dataset
643
-
644
-
645
- # Load particles
646
- particles_ds = load_dataset(
647
- "OpenDataDetector/ColliderML_ttbar_pu0",
648
- "particles",
649
- split="train"
650
- )
651
-
652
- # Load tracker_hits
653
- tracker_hits_ds = load_dataset(
654
- "OpenDataDetector/ColliderML_ttbar_pu0",
655
- "tracker_hits",
656
- split="train"
657
- )
658
-
659
- # Load calo_hits
660
- calo_hits_ds = load_dataset(
661
- "OpenDataDetector/ColliderML_ttbar_pu0",
662
- "calo_hits",
663
- split="train"
664
- )
665
-
666
- # Load tracks
667
- tracks_ds = load_dataset(
668
- "OpenDataDetector/ColliderML_ttbar_pu0",
669
- "tracks",
670
- split="train"
671
- )
672
-
673
- ```
674
-
675
- ### Example: Iterating Over Events
676
-
677
- ```python
678
- import numpy as np
679
-
680
- # Iterate over first 10 events
681
- for i, event in enumerate(particles_ds.take(10)):
682
- event_id = event['event_id']
683
- n_particles = len(event['particle_id'])
684
-
685
- print(f"Event {event_id}: {n_particles} particles")
686
-
687
- # Access list columns as numpy arrays
688
- px = np.array(event['px'])
689
- py = np.array(event['py'])
690
- pz = np.array(event['pz'])
691
-
692
- # Compute transverse momentum
693
- pt = np.sqrt(px**2 + py**2)
694
- print(f" Mean pt: {pt.mean():.2f} GeV")
695
- ```
696
-
697
- ### Example: Computing Track Features
698
-
699
- ```python
700
- import numpy as np
701
-
702
- for event in tracks_ds.take(5):
703
- # Get track parameters
704
- qop = np.array(event['qop'])
705
- theta = np.array(event['theta'])
706
- phi = np.array(event['phi'])
707
-
708
- # Compute derived quantities
709
- pt = np.abs(1.0 / qop) * np.sin(theta)
710
- eta = -np.log(np.tan(theta / 2.0))
711
-
712
- print(f"Event {event['event_id']}: {len(qop)} tracks")
713
- print(f" pt range: [{pt.min():.2f}, {pt.max():.2f}] GeV")
714
- print(f" eta range: [{eta.min():.2f}, {eta.max():.2f}]")
715
- ```
716
-
717
- ### Example: Matching Tracks to Particles
718
-
719
- ```python
720
- # Load both datasets
721
- particles = load_dataset("OpenDataDetector/ColliderML_ttbar_pu0", "particles", split="train")
722
- tracks = load_dataset("OpenDataDetector/ColliderML_ttbar_pu0", "tracks", split="train")
723
-
724
- # Process event-by-event
725
- for particle_event, track_event in zip(particles, tracks):
726
- assert particle_event['event_id'] == track_event['event_id']
727
-
728
- # Get particle information
729
- particle_ids = np.array(particle_event['particle_id'])
730
- particle_px = np.array(particle_event['px'])
731
- particle_py = np.array(particle_event['py'])
732
-
733
- # Get track information
734
- track_particle_ids = np.array(track_event['majority_particle_id'])
735
-
736
- # Compute truth pt for particles
737
- particle_pt = np.sqrt(particle_px**2 + particle_py**2)
738
-
739
- # Find matched tracks
740
- for i, pid in enumerate(track_particle_ids):
741
- if pid in particle_ids:
742
- idx = np.where(particle_ids == pid)[0][0]
743
- truth_pt = particle_pt[idx]
744
- print(f"Track {i}: matched to particle {pid}, pt={truth_pt:.2f} GeV")
745
- ```
746
-
747
- ### Data Location
748
-
749
- The Parquet files are hosted at:
750
-
751
- ```
752
- https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet
753
-
754
- ├── truth/
755
- │ └── particles/
756
- │ └── *.parquet (28 files)
757
-
758
- ├── reco/
759
- │ └── tracker_hits/
760
- │ └── *.parquet (28 files)
761
-
762
- ├── reco/
763
- │ └── calo_hits/
764
- │ └── *.parquet (28 files)
765
-
766
- ├── reco/
767
- │ └── tracks/
768
- │ └── *.parquet (28 files)
769
-
770
- ```
771
-
772
- ### File Naming Convention
773
-
774
- Files follow the pattern:
775
- ```
776
- <campaign>.<dataset>.<version>.<category>.<object>.<event_range>.parquet
777
- ```
778
-
779
- Example: `hard_scatter.ttbar.v1.truth.particles.events1000-1999.parquet`
780
- - Campaign: `hard_scatter`
781
- - Dataset: `ttbar`
782
- - Version: `v1`
783
- - Category: `truth`
784
- - Object: one of particles, tracker_hits, calo_hits, tracks
785
- - Event range: `eventsXXXX-YYYY` (inclusive)
786
-
787
- ### Performance Tips
788
-
789
- 1. **Streaming**: Use the dataset API for efficient memory usage
790
- 2. **Batch processing**: Process events in chunks for better performance
791
- 3. **Selective loading**: Only load the data types you need
792
- 4. **Caching**: Use dataset caching for repeated experiments
793
-
794
- ### Related Datasets
795
-
796
-
797
-
798
  ### Support
799
 
800
  For questions, issues, or feature requests:
801
  - Email: [email protected]
802
- - GitHub: https://github.com/ATLAS-ITk-ML/colliderml/issues
803
 
804
  ### Acknowledgments
805
 
806
  This work was supported by:
807
- - ATLAS ITk ML Reconstruction project
808
  - NERSC computing resources
809
  - U.S. Department of Energy, Office of Science
 
810
 
811
  ---
812
 
 
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.events0-999.parquet"
30
+
31
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events1000-1999.parquet"
32
 
33
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events10000-10999.parquet"
34
 
35
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events11000-11999.parquet"
36
 
37
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events12000-12999.parquet"
38
+
39
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events13000-13999.parquet"
40
+
41
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events14000-14999.parquet"
42
+
43
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events15000-15999.parquet"
44
 
45
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events16000-16999.parquet"
46
+
47
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events17000-17999.parquet"
48
+
49
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events18000-18999.parquet"
50
+
51
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events19000-19999.parquet"
52
+
53
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events2000-2999.parquet"
54
 
55
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events20000-20999.parquet"
56
+
57
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events21000-21999.parquet"
58
+
59
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events22000-22999.parquet"
60
+
61
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events23000-23999.parquet"
62
+
63
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events24000-24999.parquet"
64
 
65
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events25000-25999.parquet"
66
 
67
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events26000-26999.parquet"
68
+
69
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events27000-27999.parquet"
70
+
71
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events28000-28999.parquet"
72
 
73
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events29000-29999.parquet"
74
+
75
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events3000-3999.parquet"
76
+
77
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events30000-30999.parquet"
78
+
79
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events31000-31999.parquet"
80
+
81
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events32000-32999.parquet"
82
+
83
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events33000-33999.parquet"
84
 
85
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events34000-34999.parquet"
86
 
87
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events35000-35999.parquet"
88
+
89
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events36000-36999.parquet"
90
+
91
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events37000-37999.parquet"
92
+
93
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events38000-38999.parquet"
94
+
95
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events39000-39999.parquet"
96
+
97
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events4000-4999.parquet"
98
+
99
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events40000-40999.parquet"
100
+
101
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events41000-41999.parquet"
102
+
103
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events42000-42999.parquet"
104
 
105
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events43000-43999.parquet"
106
+
107
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events44000-44999.parquet"
108
+
109
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events45000-45999.parquet"
110
+
111
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events46000-46999.parquet"
112
+
113
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events47000-47999.parquet"
114
 
115
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events48000-48999.parquet"
116
+
117
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events49000-49999.parquet"
118
+
119
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events5000-5999.parquet"
120
+
121
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events50000-50999.parquet"
122
+
123
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events51000-51999.parquet"
124
 
125
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events52000-52999.parquet"
126
+
127
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events53000-53999.parquet"
128
+
129
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events54000-54999.parquet"
130
+
131
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events55000-55999.parquet"
132
 
133
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events56000-56999.parquet"
134
+
135
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events57000-57999.parquet"
136
 
137
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events58000-58999.parquet"
138
+
139
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events59000-59999.parquet"
140
+
141
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events6000-6999.parquet"
142
+
143
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events60000-60999.parquet"
144
 
145
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events61000-61999.parquet"
146
 
147
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events62000-62999.parquet"
148
+
149
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events63000-63999.parquet"
150
+
151
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events64000-64999.parquet"
152
+
153
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events65000-65999.parquet"
154
 
155
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events66000-66999.parquet"
156
 
157
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events67000-67999.parquet"
158
+
159
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events68000-68999.parquet"
160
 
161
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events69000-69999.parquet"
162
+
163
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events7000-7999.parquet"
164
+
165
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events70000-70999.parquet"
166
+
167
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events71000-71999.parquet"
168
+
169
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events72000-72999.parquet"
170
+
171
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events73000-73999.parquet"
172
+
173
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events74000-74999.parquet"
174
+
175
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events75000-75999.parquet"
176
 
177
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events76000-76999.parquet"
178
 
179
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events77000-77999.parquet"
180
+
181
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events78000-78999.parquet"
182
 
183
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events79000-79999.parquet"
184
+
185
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events8000-8999.parquet"
186
+
187
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events80000-80999.parquet"
188
+
189
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events81000-81999.parquet"
190
+
191
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events82000-82999.parquet"
192
+
193
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events83000-83999.parquet"
194
 
195
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events84000-84999.parquet"
196
+
197
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events85000-85999.parquet"
198
+
199
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events86000-86999.parquet"
200
+
201
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events87000-87999.parquet"
202
+
203
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events88000-88999.parquet"
204
 
205
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events89000-89999.parquet"
206
+
207
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events9000-9999.parquet"
208
 
209
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events90000-90999.parquet"
210
+
211
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events91000-91999.parquet"
212
+
213
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events92000-92999.parquet"
214
 
215
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events93000-93999.parquet"
216
+
217
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events94000-94999.parquet"
218
+
219
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events95000-95999.parquet"
220
+
221
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events96000-96999.parquet"
222
+
223
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events97000-97999.parquet"
224
 
225
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events98000-98999.parquet"
226
+
227
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/truth/particles/hard_scatter.ttbar.v1.truth.particles.events99000-99999.parquet"
228
+
229
 
230
  - config_name: tracker_hits
231
  data_files:
232
 
233
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events0-999.parquet"
234
+
235
  - "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"
236
 
237
  - "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"
238
 
239
  - "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"
240
 
241
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events12000-12999.parquet"
242
+
243
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events13000-13999.parquet"
244
+
245
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events14000-14999.parquet"
246
+
247
  - "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"
248
 
249
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events16000-16999.parquet"
250
+
251
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events17000-17999.parquet"
252
+
253
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events18000-18999.parquet"
254
+
255
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events19000-19999.parquet"
256
+
257
  - "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"
258
 
259
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events20000-20999.parquet"
260
+
261
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events21000-21999.parquet"
262
+
263
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events22000-22999.parquet"
264
+
265
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events23000-23999.parquet"
266
+
267
  - "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"
268
 
269
  - "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"
270
 
271
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events26000-26999.parquet"
272
+
273
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events27000-27999.parquet"
274
+
275
  - "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"
276
 
277
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events29000-29999.parquet"
278
+
279
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events3000-3999.parquet"
280
+
281
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events30000-30999.parquet"
282
+
283
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events31000-31999.parquet"
284
+
285
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events32000-32999.parquet"
286
+
287
  - "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"
288
 
289
  - "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"
290
 
291
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events35000-35999.parquet"
292
+
293
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events36000-36999.parquet"
294
+
295
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events37000-37999.parquet"
296
+
297
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events38000-38999.parquet"
298
+
299
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events39000-39999.parquet"
300
+
301
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events4000-4999.parquet"
302
+
303
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events40000-40999.parquet"
304
+
305
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events41000-41999.parquet"
306
+
307
  - "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"
308
 
309
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events43000-43999.parquet"
310
+
311
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events44000-44999.parquet"
312
+
313
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events45000-45999.parquet"
314
+
315
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events46000-46999.parquet"
316
+
317
  - "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"
318
 
319
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events48000-48999.parquet"
320
+
321
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events49000-49999.parquet"
322
+
323
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events5000-5999.parquet"
324
+
325
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events50000-50999.parquet"
326
+
327
  - "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"
328
 
329
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events52000-52999.parquet"
330
+
331
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events53000-53999.parquet"
332
+
333
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events54000-54999.parquet"
334
+
335
  - "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"
336
 
337
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events56000-56999.parquet"
338
+
339
  - "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"
340
 
341
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events58000-58999.parquet"
342
+
343
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events59000-59999.parquet"
344
+
345
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events6000-6999.parquet"
346
+
347
  - "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"
348
 
349
  - "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"
350
 
351
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events62000-62999.parquet"
352
+
353
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events63000-63999.parquet"
354
+
355
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events64000-64999.parquet"
356
+
357
  - "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"
358
 
359
  - "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"
360
 
361
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events67000-67999.parquet"
362
+
363
  - "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"
364
 
365
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events69000-69999.parquet"
366
+
367
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events7000-7999.parquet"
368
+
369
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events70000-70999.parquet"
370
+
371
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events71000-71999.parquet"
372
+
373
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events72000-72999.parquet"
374
+
375
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events73000-73999.parquet"
376
+
377
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events74000-74999.parquet"
378
+
379
  - "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"
380
 
381
  - "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"
382
 
383
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events77000-77999.parquet"
384
+
385
  - "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"
386
 
387
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events79000-79999.parquet"
388
+
389
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events8000-8999.parquet"
390
+
391
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events80000-80999.parquet"
392
+
393
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events81000-81999.parquet"
394
+
395
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events82000-82999.parquet"
396
+
397
  - "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"
398
 
399
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events84000-84999.parquet"
400
+
401
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events85000-85999.parquet"
402
+
403
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events86000-86999.parquet"
404
+
405
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events87000-87999.parquet"
406
+
407
  - "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"
408
 
409
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events89000-89999.parquet"
410
+
411
  - "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"
412
 
413
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events90000-90999.parquet"
414
+
415
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events91000-91999.parquet"
416
+
417
  - "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"
418
 
419
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events93000-93999.parquet"
420
+
421
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events94000-94999.parquet"
422
+
423
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events95000-95999.parquet"
424
+
425
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events96000-96999.parquet"
426
+
427
  - "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"
428
 
429
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events98000-98999.parquet"
430
+
431
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracker_hits/hard_scatter.ttbar.v1.reco.tracker_hits.events99000-99999.parquet"
432
+
433
 
434
  - config_name: calo_hits
435
  data_files:
436
 
437
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events0-999.parquet"
438
+
439
  - "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"
440
 
441
  - "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"
442
 
443
  - "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"
444
 
445
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events12000-12999.parquet"
446
+
447
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events13000-13999.parquet"
448
+
449
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events14000-14999.parquet"
450
+
451
  - "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"
452
 
453
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events16000-16999.parquet"
454
+
455
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events17000-17999.parquet"
456
+
457
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events18000-18999.parquet"
458
+
459
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events19000-19999.parquet"
460
+
461
  - "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"
462
 
463
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events20000-20999.parquet"
464
+
465
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events21000-21999.parquet"
466
+
467
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events22000-22999.parquet"
468
+
469
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events23000-23999.parquet"
470
+
471
  - "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"
472
 
473
  - "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"
474
 
475
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events26000-26999.parquet"
476
+
477
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events27000-27999.parquet"
478
+
479
  - "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"
480
 
481
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events29000-29999.parquet"
482
+
483
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events3000-3999.parquet"
484
+
485
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events30000-30999.parquet"
486
+
487
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events31000-31999.parquet"
488
+
489
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events32000-32999.parquet"
490
+
491
  - "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"
492
 
493
  - "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"
494
 
495
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events35000-35999.parquet"
496
+
497
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events36000-36999.parquet"
498
+
499
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events37000-37999.parquet"
500
+
501
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events38000-38999.parquet"
502
+
503
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events39000-39999.parquet"
504
+
505
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events4000-4999.parquet"
506
+
507
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events40000-40999.parquet"
508
+
509
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events41000-41999.parquet"
510
+
511
  - "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"
512
 
513
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events43000-43999.parquet"
514
+
515
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events44000-44999.parquet"
516
+
517
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events45000-45999.parquet"
518
+
519
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events46000-46999.parquet"
520
+
521
  - "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"
522
 
523
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events48000-48999.parquet"
524
+
525
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events49000-49999.parquet"
526
+
527
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events5000-5999.parquet"
528
+
529
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events50000-50999.parquet"
530
+
531
  - "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"
532
 
533
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events52000-52999.parquet"
534
+
535
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events53000-53999.parquet"
536
+
537
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events54000-54999.parquet"
538
+
539
  - "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"
540
 
541
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events56000-56999.parquet"
542
+
543
  - "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"
544
 
545
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events58000-58999.parquet"
546
+
547
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events59000-59999.parquet"
548
+
549
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events6000-6999.parquet"
550
+
551
  - "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"
552
 
553
  - "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"
554
 
555
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events62000-62999.parquet"
556
+
557
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events63000-63999.parquet"
558
+
559
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events64000-64999.parquet"
560
+
561
  - "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"
562
 
563
  - "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"
564
 
565
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events67000-67999.parquet"
566
+
567
  - "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"
568
 
569
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events69000-69999.parquet"
570
+
571
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events7000-7999.parquet"
572
+
573
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events70000-70999.parquet"
574
+
575
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events71000-71999.parquet"
576
+
577
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events72000-72999.parquet"
578
+
579
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events73000-73999.parquet"
580
+
581
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events74000-74999.parquet"
582
+
583
  - "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"
584
 
585
  - "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"
586
 
587
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events77000-77999.parquet"
588
+
589
  - "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"
590
 
591
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events79000-79999.parquet"
592
+
593
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events8000-8999.parquet"
594
+
595
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events80000-80999.parquet"
596
+
597
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events81000-81999.parquet"
598
+
599
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events82000-82999.parquet"
600
+
601
  - "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"
602
 
603
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events84000-84999.parquet"
604
+
605
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events85000-85999.parquet"
606
+
607
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events86000-86999.parquet"
608
+
609
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events87000-87999.parquet"
610
+
611
  - "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"
612
 
613
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events89000-89999.parquet"
614
+
615
  - "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"
616
 
617
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events90000-90999.parquet"
618
+
619
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events91000-91999.parquet"
620
+
621
  - "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"
622
 
623
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events93000-93999.parquet"
624
+
625
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events94000-94999.parquet"
626
+
627
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events95000-95999.parquet"
628
+
629
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events96000-96999.parquet"
630
+
631
  - "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"
632
 
633
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events98000-98999.parquet"
634
+
635
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/calo_hits/hard_scatter.ttbar.v1.reco.calo_hits.events99000-99999.parquet"
636
+
637
 
638
  - config_name: tracks
639
  data_files:
640
 
641
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events0-999.parquet"
642
+
643
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events1000-1999.parquet"
644
 
645
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events10000-10999.parquet"
646
 
647
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events11000-11999.parquet"
648
 
649
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events12000-12999.parquet"
650
+
651
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events13000-13999.parquet"
652
+
653
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events14000-14999.parquet"
654
+
655
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events15000-15999.parquet"
656
 
657
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events16000-16999.parquet"
658
+
659
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events17000-17999.parquet"
660
+
661
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events18000-18999.parquet"
662
+
663
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events19000-19999.parquet"
664
+
665
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events2000-2999.parquet"
666
 
667
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events20000-20999.parquet"
668
+
669
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events21000-21999.parquet"
670
+
671
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events22000-22999.parquet"
672
+
673
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events23000-23999.parquet"
674
+
675
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events24000-24999.parquet"
676
 
677
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events25000-25999.parquet"
678
 
679
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events26000-26999.parquet"
680
+
681
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events27000-27999.parquet"
682
+
683
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events28000-28999.parquet"
684
 
685
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events29000-29999.parquet"
686
+
687
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events3000-3999.parquet"
688
+
689
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events30000-30999.parquet"
690
+
691
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events31000-31999.parquet"
692
+
693
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events32000-32999.parquet"
694
+
695
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events33000-33999.parquet"
696
 
697
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events34000-34999.parquet"
698
 
699
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events35000-35999.parquet"
700
+
701
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events36000-36999.parquet"
702
+
703
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events37000-37999.parquet"
704
+
705
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events38000-38999.parquet"
706
+
707
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events39000-39999.parquet"
708
+
709
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events4000-4999.parquet"
710
+
711
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events40000-40999.parquet"
712
+
713
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events41000-41999.parquet"
714
+
715
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events42000-42999.parquet"
716
 
717
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events43000-43999.parquet"
718
+
719
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events44000-44999.parquet"
720
+
721
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events45000-45999.parquet"
722
+
723
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events46000-46999.parquet"
724
+
725
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events47000-47999.parquet"
726
 
727
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events48000-48999.parquet"
728
+
729
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events49000-49999.parquet"
730
+
731
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events5000-5999.parquet"
732
+
733
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events50000-50999.parquet"
734
+
735
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events51000-51999.parquet"
736
 
737
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events52000-52999.parquet"
738
+
739
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events53000-53999.parquet"
740
+
741
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events54000-54999.parquet"
742
+
743
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events55000-55999.parquet"
744
 
745
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events56000-56999.parquet"
746
+
747
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events57000-57999.parquet"
748
 
749
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events58000-58999.parquet"
750
+
751
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events59000-59999.parquet"
752
+
753
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events6000-6999.parquet"
754
+
755
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events60000-60999.parquet"
756
 
757
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events61000-61999.parquet"
758
 
759
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events62000-62999.parquet"
760
+
761
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events63000-63999.parquet"
762
+
763
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events64000-64999.parquet"
764
+
765
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events65000-65999.parquet"
766
 
767
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events66000-66999.parquet"
768
 
769
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events67000-67999.parquet"
770
+
771
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events68000-68999.parquet"
772
 
773
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events69000-69999.parquet"
774
+
775
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events7000-7999.parquet"
776
+
777
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events70000-70999.parquet"
778
+
779
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events71000-71999.parquet"
780
+
781
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events72000-72999.parquet"
782
+
783
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events73000-73999.parquet"
784
+
785
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events74000-74999.parquet"
786
+
787
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events75000-75999.parquet"
788
 
789
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events76000-76999.parquet"
790
 
791
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events77000-77999.parquet"
792
+
793
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events78000-78999.parquet"
794
 
795
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events79000-79999.parquet"
796
+
797
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events8000-8999.parquet"
798
+
799
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events80000-80999.parquet"
800
+
801
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events81000-81999.parquet"
802
+
803
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events82000-82999.parquet"
804
+
805
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events83000-83999.parquet"
806
 
807
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events84000-84999.parquet"
808
+
809
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events85000-85999.parquet"
810
+
811
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events86000-86999.parquet"
812
+
813
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events87000-87999.parquet"
814
+
815
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events88000-88999.parquet"
816
 
817
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events89000-89999.parquet"
818
+
819
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events9000-9999.parquet"
820
 
821
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events90000-90999.parquet"
822
+
823
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events91000-91999.parquet"
824
+
825
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events92000-92999.parquet"
826
 
827
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events93000-93999.parquet"
828
+
829
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events94000-94999.parquet"
830
+
831
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events95000-95999.parquet"
832
+
833
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events96000-96999.parquet"
834
+
835
  - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events97000-97999.parquet"
836
 
837
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events98000-98999.parquet"
838
+
839
+ - "https://portal.nersc.gov/cfs/m4958/ColliderML/hard_scatter/ttbar/v1/parquet/reco/tracks/hard_scatter.ttbar.v1.reco.tracks.events99000-99999.parquet"
840
+
841
 
842
  ---
843
 
 
845
 
846
  ## Dataset Description
847
 
848
+ 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 **Key4hep** and **ACTS (A Common Tracking Software)** frameworks, representing a generic collider detector similar to those at the HL-LHC.
849
 
850
  ### Dataset Summary
851
 
852
  - **Campaign**: `hard_scatter`
853
  - **Process**: Top-quark pair (ttbar) production
854
  - **Version**: `v1`
855
+ - **Number of Events**: ~100000 events
856
  - **Pileup**: 0 (no additional interactions)
857
  - **Detector**: Open Data Detector (ODD)
858
  - **Format**: Apache Parquet with list columns for variable-length data
 
989
  | `time` | list<float64> | Production time (ns) |
990
  | `num_tracker_hits` | list<int64> | Number of hits in tracker |
991
  | `num_calo_hits` | list<int64> | Number of hits in calorimeter |
992
+ | `vertex_primary` | list<int64> | Primary vertex flag (1 = hard scatter, 2,...,N = pileup) |
993
  | `parent_id` | list<float64> | ID of parent particle |
994
 
995
  **Typical event**: ~200-500 particles per event
 
1072
  from sklearn.model_selection import train_test_split
1073
 
1074
  # Example: 70% train, 15% validation, 15% test
1075
+ all_events = list(range(100000))
1076
  train_val, test = train_test_split(all_events, test_size=0.15, random_state=42)
1077
  train, val = train_test_split(train_val, test_size=0.176, random_state=42) # 0.176 * 0.85 ≈ 0.15
1078
  ```
1079
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1080
  ### Support
1081
 
1082
  For questions, issues, or feature requests:
1083
  - Email: [email protected]
1084
+ - You can also open a discussion in the HuggingFace community panel for this dataset.
1085
 
1086
  ### Acknowledgments
1087
 
1088
  This work was supported by:
 
1089
  - NERSC computing resources
1090
  - U.S. Department of Energy, Office of Science
1091
+ - Danish Data Science Academy (DDSA)
1092
 
1093
  ---
1094