Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-09 19:30 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.328 s -1.474
2022-11-09 19:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.309 s -0.951
2022-11-09 19:45 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.502 s -1.569
2022-11-09 19:49 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.287 s -1.525
2022-11-09 19:36 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.559 s -0.897
2022-11-09 19:34 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.405 s -0.286
2022-11-09 19:35 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.411 s -0.697
2022-11-09 19:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.327 s -0.891
2022-11-09 19:36 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.406 s -0.021
2022-11-09 19:38 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.377 s -0.411
2022-11-09 19:50 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 3.570 s -0.137
2022-11-09 19:37 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.911 s -0.098
2022-11-09 19:38 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.281 s -0.511
2022-11-09 19:37 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.569 s -2.491
2022-11-09 19:35 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.325 s -0.262
2022-11-09 19:35 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.431 s -0.958
2022-11-09 19:37 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.345 s -0.839
2022-11-09 19:38 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.394 s -0.956
2022-11-09 19:38 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.880 s -1.446
2022-11-09 19:50 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.301 s -0.138
2022-11-09 19:29 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.234 s -0.723
2022-11-09 19:30 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.242 s -0.697
2022-11-09 19:35 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 6.195 s -1.770
2022-11-09 19:50 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.392 s -0.568
2022-11-09 19:35 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.331 s -0.007
2022-11-09 19:30 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.393 s -1.305
2022-11-09 19:30 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.357 s -1.520
2022-11-09 19:31 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.933 s -1.700
2022-11-09 19:43 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 7.982 s -1.044
2022-11-09 19:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.327 s -0.657
2022-11-09 19:37 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.270 s -0.409
2022-11-09 19:50 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.311 s -0.173
2022-11-09 19:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.237 s -0.514
2022-11-09 19:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.247 s -0.742
2022-11-09 19:45 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.343 s -0.669
2022-11-09 19:50 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.452 s -1.107
2022-11-09 19:51 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.937 s -1.430
2022-11-09 19:51 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.386 s -0.220
2022-11-09 19:56 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.908 s -0.244
2022-11-09 19:56 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 8.338 s -0.475
2022-11-09 19:56 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.196 s -0.619
2022-11-09 19:57 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.196 s -0.665
2022-11-09 19:57 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.277 s -1.026
2022-11-09 19:57 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.319 s -0.683
2022-11-09 19:57 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.227 s -0.530
2022-11-09 19:58 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.795 s -0.908
2022-11-09 20:01 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.498 s -0.490
2022-11-09 20:02 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.425 s -0.753
2022-11-09 20:02 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 5.569 s -1.358
2022-11-09 20:02 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.337 s -0.147
2022-11-09 20:02 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.334 s -0.301
2022-11-09 20:03 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.984 s -1.835
2022-11-09 20:02 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.473 s -0.810
2022-11-09 20:03 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.420 s -0.278
2022-11-09 20:16 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.490 s -1.356
2022-11-09 20:17 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 1.106 s -1.589
2022-11-09 20:10 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 1.011 s -1.369
2022-11-09 20:22 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.298 s -0.258
2022-11-09 20:09 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.382 s 0.037
2022-11-09 20:15 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.412 s -0.623
2022-11-09 20:31 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.088 s -0.209
2022-11-09 20:10 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.422 s 0.142
2022-11-09 20:08 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 1.085 s -0.538
2022-11-09 20:29 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 9.272 s -0.293
2022-11-09 20:32 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.337 s -0.888
2022-11-09 20:15 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 10.312 s -0.601
2022-11-09 20:22 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.360 s 0.053
2022-11-09 20:29 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.277 s -0.382
2022-11-09 20:08 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.373 s 0.058
2022-11-09 20:14 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.802 s 0.126
2022-11-09 20:15 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.318 s -0.147
2022-11-09 20:08 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 8.848 s -0.337
2022-11-09 20:09 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.476 s -0.406
2022-11-09 20:16 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.350 s -0.260
2022-11-09 20:29 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.348 s -1.507
2022-11-09 20:09 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.528 s -0.578
2022-11-09 20:16 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.524 s 0.151
2022-11-09 20:22 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 11.722 s -0.668
2022-11-09 20:30 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.452 s -2.229
2022-11-09 20:32 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 10.981 s -5.780
2022-11-09 20:33 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 3.097 s -1.123
2022-11-09 20:30 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.395 s -0.040
2022-11-09 20:23 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.304 s -0.154
2022-11-09 20:24 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.394 s -0.242
2022-11-09 20:28 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.185 s -0.934
2022-11-09 20:32 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.246 s -0.853
2022-11-09 20:24 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.941 s -1.133
2022-11-09 20:23 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.376 s -0.528
2022-11-09 20:33 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.657 s -1.746
2022-11-09 20:23 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.432 s -0.744
2022-11-09 20:30 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 1.210 s -1.809
2022-11-09 20:32 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.369 s -0.630
2022-11-09 20:32 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.525 s -1.271
2022-11-09 20:29 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.251 s -0.427
2022-11-09 20:38 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.591 s -0.981
2022-11-09 20:45 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 2.529 s -0.286
2022-11-09 20:56 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.270 s -0.730
2022-11-09 20:51 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.295 s -0.414
2022-11-09 20:58 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.259 s -0.472
2022-11-09 20:44 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.528 s -1.258
2022-11-09 20:55 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.828 s -0.208
2022-11-09 20:41 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 1.385 s -1.646
2022-11-09 21:13 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.490 s -0.376
2022-11-09 20:42 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 4.667 s -0.371
2022-11-09 20:43 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.249 s -0.430
2022-11-09 20:40 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.397 s -0.113
2022-11-09 20:51 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.940 s -1.670
2022-11-09 20:59 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.594 s -2.770
2022-11-09 20:57 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.399 s -0.362
2022-11-09 21:07 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.514 s -0.670
2022-11-09 20:40 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 35.201 s -0.371
2022-11-09 20:41 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.797 s 0.199
2022-11-09 20:50 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.245 s -0.211
2022-11-09 20:59 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.267 s -0.420
2022-11-09 21:00 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.322 s -0.577
2022-11-09 20:51 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.249 s -0.493
2022-11-09 20:43 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 15.442 s -0.298
2022-11-09 20:43 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.344 s -0.853
2022-11-09 20:40 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.550 s -0.810
2022-11-09 20:40 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.224 s -0.649
2022-11-09 20:40 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.306 s -0.679
2022-11-09 20:44 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.551 s 0.165
2022-11-09 20:57 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 1.046 s -1.570
2022-11-09 20:59 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.352 s -0.875
2022-11-09 20:44 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.280 s -0.281
2022-11-09 20:51 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.373 s -0.683
2022-11-09 20:56 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.319 s -0.988
2022-11-09 21:07 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.848 s -1.596
2022-11-09 21:14 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 1.150 s 0.300
2022-11-09 21:20 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.416 s -1.034
2022-11-09 20:50 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 28.662 s -1.463
2022-11-09 20:56 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 6.585 s -1.578
2022-11-09 20:50 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.324 s -0.548
2022-11-09 20:56 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.403 s -1.284
2022-11-09 21:00 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 2.805 s -3.653
2022-11-09 21:21 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.576 s -1.548
2022-11-09 21:21 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 3.350 s -0.664
2022-11-09 20:48 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.333 s -0.691
2022-11-09 20:58 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 11.534 s -1.569
2022-11-09 20:58 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.127 s -0.354
2022-11-09 21:12 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 13.174 s -2.110
2022-11-09 20:56 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.239 s -0.588
2022-11-09 21:26 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.928 s -1.765
2022-11-09 21:28 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 36.552 s 0.214
2022-11-09 21:28 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.538 s -0.540
2022-11-09 21:05 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 31.577 s -0.214
2022-11-09 21:20 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 30.667 s -0.058
2022-11-09 21:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.238 s -0.534
2022-11-09 21:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.259 s -0.500
2022-11-09 21:20 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.309 s -0.588
2022-11-09 21:20 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.310 s -0.446
2022-11-09 21:21 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.361 s -0.528
2022-11-09 21:28 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.426 s 0.297
2022-11-09 21:04 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.923 s -0.776
2022-11-09 21:12 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.308 s -0.998
2022-11-09 21:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.330 s -1.321
2022-11-09 21:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.373 s -1.374
2022-11-09 21:11 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 4.394 s 0.037
2022-11-09 21:18 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 8.732 s -0.938
2022-11-09 21:28 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.813 s 0.232
2022-11-09 21:13 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.411 s -1.704
2022-11-09 21:13 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.662 s -2.286
2022-11-09 21:14 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 3.054 s -1.498
2022-11-09 21:29 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 3.556 s -0.434
2022-11-09 21:29 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.981 s -1.163
2022-11-09 21:30 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 5.029 s -0.266
2022-11-09 21:40 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.244 s -0.971
2022-11-09 21:36 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=10, R 38.698 s -0.318
2022-11-09 21:39 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=10, R 53.313 s -2.013
2022-11-09 21:40 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.318 s -0.953
2022-11-09 21:40 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.273 s -1.040
2022-11-09 21:42 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 11.105 s -1.676
2022-11-09 21:40 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.364 s -1.045
2022-11-09 21:40 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.236 s -0.768
2022-11-09 21:41 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.826 s -1.560
2022-11-09 21:41 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.393 s -0.176