Dataset Viewer
Auto-converted to Parquet Duplicate
dataset
string
algorithm
string
case
string
engine
string
scope
string
rows
int64
source_files
int64
source_bytes
int64
output_bytes
int64
compressed_column_bytes
int64
savings_vs_no_sort
float64
compression
string
compression_level
int64
row_group_size
int64
sort_keys_json
string
planning_seconds
float64
input_read_seconds
float64
permutation_seconds
float64
gathering_seconds
float64
combined_scan_sort_gather_seconds
float64
schema_restore_seconds
float64
writing_seconds
float64
rewrite_wall_seconds
float64
range_sampling_seconds
float64
key_sampling_source_scans
int64
source_scans_for_sort
int64
range_sample_method
string
reused_result_of
string
correctness_scope
string
status
string
covid
none
none
arrow
global_dataset
8,730,363
9
41,504,757
42,559,145
null
0
zstd
1
1,000,000
[]
0.000101
null
null
null
0.314817
0.00353
2.245453
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
covid
codec_fast
codec_fast
arrow
global_dataset
8,730,363
9
41,504,757
42,559,145
null
0
zstd
1
1,000,000
[]
0.211009
null
null
null
0.314817
0.00353
2.245453
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
covid
portfolio
portfolio
arrow
global_dataset
8,730,363
9
41,504,757
42,559,145
null
0
zstd
1
1,000,000
[]
0.372321
null
null
null
0.314817
0.00353
2.245453
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
hits
none
none
arrow
global_dataset
5,000,000
5
606,642,056
614,423,473
null
0
zstd
1
1,000,000
[]
0.000291
null
null
null
2.431203
0.0631
14.376561
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
hits
codec_fast
codec_fast
duckdb
global_dataset
5,000,000
5
606,642,056
613,183,190
null
0.002019
zstd
1
1,000,000
["OriginalURL"]
6.695263
null
null
null
35.319382
0.120863
13.828799
null
0
0
4
planning_sample
null
all_rows_probabilistic_hash_and_global_key_order
pass
hits
portfolio
portfolio
arrow
global_dataset
5,000,000
5
606,642,056
614,423,473
null
0
zstd
1
1,000,000
[]
4.595545
null
null
null
2.431203
0.0631
14.376561
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
stock
none
none
arrow
global_dataset
14,910,341
15
136,215,087
149,611,214
null
0
zstd
1
1,000,000
[]
0.000107
null
null
null
0.712593
0.003281
2.207886
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
stock
codec_fast
codec_fast
duckdb
global_dataset
14,910,341
15
136,215,087
105,923,469
null
0.292008
zstd
1
1,000,000
["price", "high", "open"]
2.425048
null
null
null
15.652005
0.014626
3.38683
null
0
0
16
planning_sample
null
all_rows_probabilistic_hash_and_global_key_order
pass
stock
portfolio
portfolio
duckdb
global_dataset
14,910,341
15
136,215,087
99,431,243
null
0.335402
zstd
1
1,000,000
["open", "low", "high", "price", "volume", "date"]
0.99098
null
null
null
15.37511
0.011239
3.076533
null
0
0
16
planning_sample
null
all_rows_probabilistic_hash_and_global_key_order
pass
cell_towers
none
none
arrow
global_dataset
22,000,000
22
549,723,200
511,329,686
null
0
zstd
1
1,000,000
[]
0.00012
null
null
null
0.562293
0.012791
5.767272
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
cell_towers
codec_fast
codec_fast
arrow
global_dataset
22,000,000
22
549,723,200
511,329,686
null
0
zstd
1
1,000,000
[]
0.561036
null
null
null
0.562293
0.012791
5.767272
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
cell_towers
portfolio
portfolio
arrow
global_dataset
22,000,000
22
549,723,200
511,329,686
null
0
zstd
1
1,000,000
[]
0.611879
null
null
null
0.562293
0.012791
5.767272
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
cisco_umbrella
none
none
arrow
global_dataset
95,000,000
95
528,416,964
498,935,894
null
0
zstd
1
1,000,000
[]
0.000074
null
null
null
3.938851
0.01707
9.91144
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
cisco_umbrella
codec_fast
codec_fast
duckdb
global_dataset
95,000,000
95
528,416,964
1,142,558,616
null
-1.289991
zstd
1
1,000,000
["date"]
0.22905
null
null
null
91.685145
0.063474
17.302861
null
0
0
16
planning_sample
null
all_rows_probabilistic_hash_and_global_key_order
pass
cisco_umbrella
portfolio
portfolio
arrow
global_dataset
95,000,000
95
528,416,964
498,935,894
null
0
zstd
1
1,000,000
[]
0.478923
null
null
null
3.938851
0.01707
9.91144
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
dns
none
none
arrow
global_dataset
52,000,000
52
529,172,719
354,905,226
null
0
zstd
1
1,000,000
[]
0.002271
null
null
null
4.754453
0.038144
16.706843
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
dns
codec_fast
codec_fast
duckdb
global_dataset
52,000,000
52
529,172,719
330,224,234
null
0.069542
zstd
1
1,000,000
["cname", "a"]
0.616836
null
null
null
35.099534
0.498105
7.846484
null
0
0
16
planning_sample
null
all_rows_probabilistic_hash_and_global_key_order
pass
dns
portfolio
portfolio
duckdb
global_dataset
52,000,000
52
529,172,719
335,982,788
null
0.053317
zstd
1
1,000,000
["aaaa", "cname", "a", "timestamp"]
0.29686
null
null
null
53.632981
0.678581
8.514644
null
0
0
16
planning_sample
null
all_rows_probabilistic_hash_and_global_key_order
pass
forex
none
none
arrow
global_dataset
90,000,000
90
527,447,168
407,544,843
null
0
zstd
1
1,000,000
[]
0.00018
null
null
null
4.420747
0.019416
15.377464
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
forex
codec_fast
codec_fast
duckdb
global_dataset
90,000,000
90
527,447,168
331,862,507
null
0.185703
zstd
1
1,000,000
["bid", "ask"]
0.275425
null
null
null
74.195907
0.345289
13.237904
null
0
0
16
planning_sample
null
all_rows_probabilistic_hash_and_global_key_order
pass
forex
portfolio
portfolio
duckdb
global_dataset
90,000,000
90
527,447,168
331,212,398
null
0.187298
zstd
1
1,000,000
["ask", "bid"]
1.091503
null
null
null
75.628658
0.283984
12.81825
null
0
0
16
planning_sample
null
all_rows_probabilistic_hash_and_global_key_order
pass
lineorder
none
none
arrow
global_dataset
19,000,000
19
544,960,623
483,238,306
null
0
zstd
1
1,000,000
[]
0.000184
null
null
null
0.619794
0.010355
5.641251
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
lineorder
codec_fast
codec_fast
arrow
global_dataset
19,000,000
19
544,960,623
483,238,306
null
0
zstd
1
1,000,000
[]
0.761898
null
null
null
0.619794
0.010355
5.641251
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
lineorder
portfolio
portfolio
arrow
global_dataset
19,000,000
19
544,960,623
483,238,306
null
0
zstd
1
1,000,000
[]
0.750627
null
null
null
0.619794
0.010355
5.641251
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
hackernews
none
none
arrow
global_dataset
4,000,000
4
576,124,440
631,657,310
null
0
zstd
1
1,000,000
[]
0.000205
null
null
null
2.278764
0.002411
5.662731
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
hackernews
codec_fast
codec_fast
duckdb
global_dataset
4,000,000
4
576,124,440
619,119,787
null
0.019849
zstd
1
1,000,000
["url"]
3.850712
null
null
null
9.104407
0.029921
6.431315
null
0
0
5
planning_sample
null
all_rows_probabilistic_hash_and_global_key_order
pass
hackernews
portfolio
portfolio
duckdb
global_dataset
4,000,000
4
576,124,440
619,330,776
null
0.019515
zstd
1
1,000,000
["poll", "deleted", "dead", "descendants", "type", "url", "score", "title"]
1.842515
null
null
null
14.201047
0.012119
4.369469
null
1.510826
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
hackernews_history
none
none
arrow
global_dataset
4,000,000
4
576,773,571
632,057,105
null
0
zstd
1
1,000,000
[]
0.000169
null
null
null
1.961611
0.002224
5.870133
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
hackernews_history
codec_fast
codec_fast
duckdb
global_dataset
4,000,000
4
576,773,571
625,357,708
null
0.010599
zstd
1
1,000,000
["type"]
3.137014
null
null
null
12.941923
0.017636
4.41338
null
0.929377
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
hackernews_history
portfolio
portfolio
duckdb
global_dataset
4,000,000
4
576,773,571
621,058,591
null
0.017401
zstd
1
1,000,000
["poll", "deleted", "dead", "descendants", "type", "url", "score", "title"]
1.981093
null
null
null
16.035731
0.03039
4.632645
null
1.819699
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
hackernews_top
none
none
arrow
global_dataset
9,000,000
9
542,640,822
413,271,315
null
0
zstd
1
1,000,000
[]
0.00071
null
null
null
9.77624
0.001044
36.820584
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
hackernews_top
codec_fast
codec_fast
duckdb
global_dataset
9,000,000
9
542,640,822
290,085,236
null
0.298076
zstd
1
1,000,000
["type"]
2.104585
null
null
null
84.122008
0.070018
34.648357
null
1.056382
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
hackernews_top
portfolio
portfolio
duckdb
global_dataset
9,000,000
9
542,640,822
290,085,236
null
0.298076
zstd
1
1,000,000
["type"]
2.138062
null
null
null
84.122008
0.070018
34.648357
null
1.056382
1
17
full_input_key_reservoir
codec_fast
all_rows_probabilistic_hash_and_global_key_order
pass
noaa_v2
none
none
arrow
global_dataset
364,000,000
364
524,886,014
1,041,187,598
null
0
zstd
1
1,000,000
[]
0.000353
null
null
null
7.181148
0.180407
69.959248
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
noaa_v2
codec_fast
codec_fast
duckdb
global_dataset
364,000,000
364
524,886,014
3,110,626,753
null
-1.987576
zstd
1
1,000,000
["date"]
0.452326
null
null
null
345.576071
0.485787
78.605757
null
0
0
16
planning_sample
null
all_rows_probabilistic_hash_and_global_key_order
pass
noaa_v2
portfolio
portfolio
duckdb
global_dataset
364,000,000
364
524,886,014
988,749,668
null
0.050364
zstd
1
1,000,000
["elevation", "snowDepth", "maxWindSpeed", "snowfall", "tempAvg", "tempMin", "tempMax", "precipitation"]
0.330391
null
null
null
264.597776
0.482509
70.939856
null
5.738889
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
ontime
none
none
arrow
global_dataset
33,000,000
33
527,055,658
920,647,786
null
0
zstd
1
1,000,000
[]
0.000574
null
null
null
2.735042
0.084713
34.996593
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
ontime
codec_fast
codec_fast
duckdb
global_dataset
33,000,000
33
527,055,658
361,741,845
null
0.607079
zstd
1
1,000,000
["OriginCityName", "DestCityName"]
4.341773
null
null
null
83.377744
1.587468
39.762121
null
3.077868
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
ontime
portfolio
portfolio
duckdb
global_dataset
33,000,000
33
527,055,658
313,593,436
null
0.659377
zstd
1
1,000,000
["DestCityName", "OriginCityName", "DepTimeBlk", "ArrTimeBlk", "DestStateName", "OriginStateName", "Dest", "Origin"]
1.575272
null
null
null
114.496748
1.869347
39.273928
null
4.157949
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
opensky
none
none
arrow
global_dataset
13,000,000
13
528,956,309
492,726,796
null
0
zstd
1
1,000,000
[]
0.000227
null
null
null
0.554655
0.005719
6.055775
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
opensky
codec_fast
codec_fast
arrow
global_dataset
13,000,000
13
528,956,309
492,726,796
null
0
zstd
1
1,000,000
[]
0.941954
null
null
null
0.554655
0.005719
6.055775
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
opensky
portfolio
portfolio
arrow
global_dataset
13,000,000
13
528,956,309
492,726,796
null
0
zstd
1
1,000,000
[]
1.133374
null
null
null
0.554655
0.005719
6.055775
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
recipes
none
none
arrow
global_dataset
2,000,000
5
559,271,811
571,808,707
null
0
zstd
1
1,000,000
[]
0.000255
null
null
null
1.785219
0.000514
6.921799
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
recipes
codec_fast
codec_fast
arrow
global_dataset
2,000,000
5
559,271,811
571,808,707
null
0
zstd
1
1,000,000
[]
1.863433
null
null
null
1.785219
0.000514
6.921799
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
recipes
portfolio
portfolio
arrow
global_dataset
2,000,000
5
559,271,811
571,808,707
null
0
zstd
1
1,000,000
[]
1.748128
null
null
null
1.785219
0.000514
6.921799
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
tranco
none
none
arrow
global_dataset
122,000,000
122
524,514,983
543,822,995
null
0
zstd
1
1,000,000
[]
0.00014
null
null
null
1.540805
0.012548
6.907728
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
tranco
codec_fast
codec_fast
duckdb
global_dataset
122,000,000
122
524,514,983
1,264,522,154
null
-1.325246
zstd
1
1,000,000
["date"]
0.135702
null
null
null
72.865098
0.053376
14.388227
null
2.131409
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
tranco
portfolio
portfolio
arrow
global_dataset
122,000,000
122
524,514,983
543,822,995
null
0
zstd
1
1,000,000
[]
0.087044
null
null
null
1.540805
0.012548
6.907728
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
trips
none
none
arrow
global_dataset
15,000,000
15
544,044,520
514,513,898
null
0
zstd
1
1,000,000
[]
0.000147
null
null
null
1.018078
0.015603
9.746089
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
trips
codec_fast
codec_fast
duckdb
global_dataset
15,000,000
15
544,044,520
343,241,262
null
0.332882
zstd
1
1,000,000
["dropoff", "pickup", "pickup_boroct2010", "dropoff_boroct2010"]
6.261952
null
null
null
32.327565
0.875491
11.844053
null
3.042058
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
trips
portfolio
portfolio
duckdb
global_dataset
15,000,000
15
544,044,520
345,373,487
null
0.328738
zstd
1
1,000,000
["pickup_ntaname", "dropoff_ntaname", "pickup", "dropoff", "pickup_boroct2010", "dropoff_boroct2010", "trip_distance", "dropoff_datetime"]
1.246621
null
null
null
46.41802
3.147523
12.762454
null
3.441106
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
uk_price_paid
none
none
arrow
global_dataset
31,192,662
32
178,544,535
183,242,158
null
0
zstd
1
1,000,000
[]
0.000212
null
null
null
0.801953
0.00996
8.717322
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
uk_price_paid
codec_fast
codec_fast
duckdb
global_dataset
31,192,662
32
178,544,535
182,667,382
null
0.003137
zstd
1
1,000,000
["county"]
0.744363
null
null
null
24.057519
0.040487
9.858571
null
1.747986
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
uk_price_paid
portfolio
portfolio
arrow
global_dataset
31,192,662
32
178,544,535
183,242,158
null
0
zstd
1
1,000,000
[]
0.633677
null
null
null
0.801953
0.00996
8.717322
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
workflow_jobs
none
none
arrow
global_dataset
18,000,000
18
542,970,887
441,714,031
null
0
zstd
1
1,000,000
[]
0.000171
null
null
null
2.367468
0.011697
19.685882
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
workflow_jobs
codec_fast
codec_fast
duckdb
global_dataset
18,000,000
18
542,970,887
389,715,016
null
0.117721
zstd
1
1,000,000
["run_url"]
2.125383
null
null
null
55.715766
0.252315
24.033734
null
2.597491
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
workflow_jobs
portfolio
portfolio
duckdb
global_dataset
18,000,000
18
542,970,887
437,244,057
null
0.01012
zstd
1
1,000,000
["run_url", "repository", "name", "head_branch", "workflow_name", "head_sha", "status", "runner_name"]
1.457145
null
null
null
74.294854
0.248753
25.003896
null
5.666738
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
solana
none
none
arrow
global_dataset
6,105,615
20
1,699,760,331
1,841,823,643
null
0
snappy
null
1,000,000
[]
0.000283
null
null
null
1.382674
0.006409
7.4051
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
solana
codec_fast
codec_fast
duckdb
global_dataset
6,105,615
20
1,699,760,331
871,729,591
null
0.526703
snappy
null
1,000,000
["FROM_ACCOUNT", "TO_ACCOUNT_DESTINATION"]
5.859924
null
null
null
20.7044
0.058047
6.76833
null
2.869696
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
solana
portfolio
portfolio
duckdb
global_dataset
6,105,615
20
1,699,760,331
1,049,768,448
null
0.430039
snappy
null
1,000,000
["PROGRAM_ID", "TOKEN_ADDRESS", "TO_ACCOUNT_OWNER", "FROM_ACCOUNT_OWNER", "ACCOUNT_AUTHORITY", "TO_ACCOUNT", "TO_ACCOUNT_DESTINATION", "FROM_ACCOUNT"]
2.062059
null
null
null
32.588347
0.086403
8.340292
null
5.415878
1
17
full_input_key_reservoir
null
all_rows_probabilistic_hash_and_global_key_order
pass
pypi
none
none
arrow
global_dataset
40,000,000
40
534,248,788
487,539,382
null
0
zstd
1
1,000,000
[]
0.000319
null
null
null
4.625392
0.022022
25.806518
null
0
0
1
none
null
all_rows_probabilistic_hash_and_global_key_order
pass
pypi
codec_fast
codec_fast
arrow
global_dataset
40,000,000
40
534,248,788
487,539,382
null
0
zstd
1
1,000,000
[]
1.260396
null
null
null
4.625392
0.022022
25.806518
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass
pypi
portfolio
portfolio
arrow
global_dataset
40,000,000
40
534,248,788
487,539,382
null
0
zstd
1
1,000,000
[]
0.759544
null
null
null
4.625392
0.022022
25.806518
null
0
0
1
none
none
all_rows_probabilistic_hash_and_global_key_order
pass

oparq benchmark results

source code · PyPI package · benchmark inputs

Results only: 21 datasets, 967,938,981 input rows, 986 source files. No original source rows are distributed. The viewer rows describe algorithm measurements, not individual source events.

Full-corpus results sort all input rows globally using fixed writer settings; only key planning is sampled. The separate Arrow/DuckDB comparison sorts within each physical file using saved keys, and must not be conflated with the global comparison. ZSTD1 is an explicit controlled setting, not an inferred source level; Snappy remains Snappy. Nulls are encoded automatically by Parquet definition levels.

See summaries/, results/ (path-sanitized checkpoints), input-manifest.json, source-provenance.json, and REPRODUCE.md. Full-file SHA256 completeness: True. Bundle files have SHA256 checksums.

Important limitations: the original export queries and upstream immutable revisions were not established. Inputs whose upstream terms allow republication are published separately with their licences; the others are not. The full corpus is not independently reproducible from public inputs alone, even when all local source hashes are supplied. The snapshot records current code, not a separately archived historical executable for each development-time case. Timings are single local measurements with cache and hardware effects. Full-corpus content verification uses probabilistic all-row fingerprints; the engine comparison checks every value against an independent stable Arrow permutation.

The pypi source dataset contains invalid UTF-8 bytes in a STRING column. Its benchmark preserves raw bytes through explicit binary views and restores the original schema; no cleaning is performed, and the source remains nonconforming. See the checkpoint's data_quality record.

The benchmark results, documentation, and bundled oparq source are MIT licensed; see reproduction/LICENSE. This does not license the original source data or imply source-data redistribution permission.

Downloads last month
1,274