Datasets:

luxury-lakehouse
/

obso-pausa-inputs

event_id stringlengths 14 14	frame_id int32 10k 70.5k	alignment_confidence float64 0.1 1	alignment_error_seconds float64 0 1.02
18226500000848	65,088	0.6066	0.591
18226500000849	65,926	0.6	0.5
18226500000850	66,033	0.6107	0.773
18226500000851	66,033	0.6069	0.85
18226500000853	66,222	0.6	0.699
18226500000855	66,287	0.6	0.63
18226500000862	70,275	0.6078	0.703
18226500000863	70,275	0.6095	0.152
18226500000864	70,315	0.6115	0.494
18226500000865	70,386	0.6557	0.94
18226500000866	70,364	0.6306	0.454
18226500000867	70,437	0.6143	0.669
18226500000868	70,500	0.6178	0.368
18226500000869	70,500	0.6118	0.19
18226500000871	70,500	0.6356	0.57
18226500000873	60,460	0.6172	0.45
18226500000159	10,001	0.6402	0.454
18226500000161	10,046	0.6105	0.727
18226500000162	10,126	0.6067	0.495
18226500000168	10,487	0.6196	0.956
18226500000169	10,581	0.6174	0.032
18226500000170	10,706	0.6089	0.623
18226500000171	10,916	0.9532	0.658
18226500000174	10,963	0.6266	0.435
18226500000176	11,072	0.6186	0.887
18226500000177	11,023	0.6118	0.5
18226500000178	11,072	0.6755	0.275
18226500000179	11,142	0.6259	0.151
18226500000180	11,142	0.6122	0.572
18226500000181	11,303	0.6102	0.259
18226500000182	11,277	0.6092	0.875
18226500000183	11,388	0.9573	0.433
18226500000184	11,450	0.7785	0.063
18226500000185	11,481	0.6219	0.4
18226500000186	11,615	0.6072	0.164
18226500000187	11,719	0.6077	1.01
18226500000189	13,001	0.6683	0.07
18226500000190	13,124	0.6435	0.258
18226500000191	13,124	0.6159	0.566
18226500000194	13,251	0.6135	0.871
18226500000195	13,246	0.613	0.587
18226500000196	13,315	0.6103	0.227
18226500000197	13,324	0.6208	0.856
18226500000199	13,449	0.6108	0.023
18226500000202	13,974	0.6085	0.503
18226500000203	14,015	0.6077	0.768
18226500000204	14,047	0.615	0.187
18226500000205	14,168	0.6101	0.449
18226500000206	14,105	0.6089	0.625
18226500000207	14,168	0.6104	0.953
18226500000208	14,259	0.6266	0.178
18226500000211	14,333	0.6076	0.996
18226500000213	14,333	0.6126	0.174
18226500000214	14,333	0.6126	0.36
18226500000215	14,379	0.9956	0.923
18226500000216	14,496	0.6273	0.674
18226500000217	14,514	0.8412	0.733
18226500000218	14,616	0.6113	0.116
18226500000219	14,659	0.61	0.573
18226500000220	14,722	0.6214	0.03
18226500000221	14,806	0.6713	0.317
18226500000222	14,864	0.6119	0.351
18226500000223	14,970	0.7415	0.628
18226500000224	15,075	0.6141	1.001
18226500000225	15,234	0.9049	0.432
18226500000226	15,246	0.6156	0.456
18226500000227	15,424	0.6078	0.721
18226500000228	15,539	0.6256	0.333
18226500000229	15,652	0.6082	0.164
18226500000230	15,695	0.6585	0.173
18226500000232	15,745	0.6109	0.823
18226500000233	15,781	0.6108	0.403
18226500000234	15,800	0.6198	0.421
18226500000235	15,862	0.6465	0.539
18226500000243	16,228	0.6348	0.226
18226500000244	16,302	0.6082	0.904
18226500000245	16,302	0.611	0.306
18226500000246	16,446	0.6094	0.82
18226500000247	16,375	0.6178	0.446
18226500000248	16,446	0.6147	0.439
18226500000249	16,496	0.611	0.34
18226500000250	16,514	0.6071	0.122
18226500000251	16,574	0.609	0.544
18226500000252	13,142	0.6141	0.85
18226500000255	13,164	0.6182	0.21
18226500000258	16,805	0.6186	0.21
18226500000259	16,880	0.619	0.194
18226500000260	16,916	0.7917	0.72
18226500000263	17,289	0.6209	0.749
18226500000264	13,220	0.6215	0.59
18226500000267	17,542	0.6119	0.017
18226500000268	17,597	0.6135	0.223
18226500000270	17,660	0.6096	0.725
18226500000271	13,317	0.6246	1.01
18226500000272	17,768	0.6136	0.068
18226500000273	13,324	0.6105	0.93
18226500000274	17,820	0.6211	0.581
18226500000275	17,910	0.6146	0.106
18226500000276	13,373	0.6084	0.87
18226500000277	17,985	0.609	0.508

End of preview. Expand in Data Studio

OBSO/PAUSA Input Data (IDSSE Events + ELASTIC Sync)

Prerequisite datasets for computing OBSO value surfaces and PAUSA pass timing scores. Contains IDSSE Bundesliga event data and ELASTIC event-tracking synchronization results for 7 matches.

Part of the (Right! Luxury!) Lakehouse soccer analytics platform.

Datasets

Events (`data/events/`)

DFL event data from 7 IDSSE Bundesliga matches. One row per event with position data. Coordinates are in DFL pitch-origin meters (x: 0-105, y: 0-68).

Column	Type	Description
`match_id`	string	Match identifier (`idsse_J03...`)
`event_id`	string	Unique event identifier within match
`event_type`	string	DFL event type (`Play`, `KickOff`, `TacklingGame`, etc.)
`timestamp_seconds`	double	Seconds from period start
`period`	int	Match half (1 or 2)
`player_id`	string	DFL PersonId of acting player
`team`	string	Team affiliation (`home` or `away`)
`x`	double	Event x-coordinate (DFL pitch-origin meters, 0-105)
`y`	double	Event y-coordinate (DFL pitch-origin meters, 0-68)

ELASTIC Sync Results (`data/elastic_sync/`)

Event-to-frame alignments produced by the ELASTIC algorithm (Kim et al. 2025). Maps each event to its best-matching tracking frame via ball acceleration and player-ball proximity features.

Column	Type	Description
`match_id`	string	Match identifier (`idsse_J03...`)
`event_id`	string	Event identifier (joins to events)
`frame_id`	int	Best-matching tracking frame number
`alignment_confidence`	double	Confidence score (0 to 1)
`alignment_error_seconds`	double	Time error between event and aligned frame

Coordinate Systems

Events: DFL pitch-origin meters (x: 0-105, y: 0-68). Transform to StatsBomb 120x80: x_sb = x / 105.0 * 120.0, y_sb = y / 68.0 * 80.0.
Tracking (separate dataset): Already in StatsBomb 120x80 at luxury-lakehouse/pitch-control-tracking (IDSSE partition).
Frame mapping: elastic_sync.frame_id maps to tracking frame column.

Usage with OBSO Pipeline

from datasets import load_dataset

events = load_dataset("luxury-lakehouse/obso-pausa-inputs", "events")["train"]
sync = load_dataset("luxury-lakehouse/obso-pausa-inputs", "elastic_sync")["train"]
tracking = load_dataset("luxury-lakehouse/pitch-control-tracking",
                        data_files="data/source_provider=idsse/**/*.parquet")["train"]

References

Bassek et al. (2025). "An integrated dataset of spatiotemporal and event data in elite soccer." Scientific Data, Nature. CC-BY 4.0.
Kim, H.S. et al. (2025). "ELASTIC: Event-Tracking Data Synchronization in Soccer Without Annotated Event Locations." ECML-PKDD MLSA 2025. arXiv:2508.09238.