Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-15 06:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.250 s -1.741
2023-01-15 06:41 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.386 s -1.309
2023-01-15 06:41 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.251 s -1.018
2023-01-15 06:41 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.354 s -0.953
2023-01-15 06:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.326 s -1.761
2023-01-15 06:41 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.886 s -2.163
2023-01-15 06:46 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.327 s -0.596
2023-01-15 06:45 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.432 s -2.313
2023-01-15 06:46 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 6.198 s -2.333
2023-01-15 06:46 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.421 s -1.814
2023-01-15 06:46 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.337 s -0.740
2023-01-15 06:46 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.433 s -1.577
2023-01-15 06:47 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.561 s -1.608
2023-01-15 06:47 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.413 s -0.711
2023-01-15 06:48 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.526 s -2.931
2023-01-15 06:48 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.931 s -1.569
2023-01-15 06:48 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.276 s -1.228
2023-01-15 06:49 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.386 s -1.717
2023-01-15 06:49 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.285 s -1.277
2023-01-15 06:48 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.353 s -1.648
2023-01-15 06:50 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.870 s -3.839
2023-01-15 06:49 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.421 s -3.393
2023-01-15 06:54 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.368 s -4.106
2023-01-15 06:55 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.318 s -1.563
2023-01-15 06:55 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 7.813 s -1.663
2023-01-15 06:55 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.254 s -2.939
2023-01-15 06:55 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.250 s -0.675
2023-01-15 06:56 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.336 s -1.691
2023-01-15 06:56 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.344 s -0.432
2023-01-15 06:56 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.508 s -3.398
2023-01-15 07:02 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 4.015 s -23.504
2023-01-15 07:02 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.418 s -10.563
2023-01-15 07:03 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.521 s -7.123
2023-01-15 07:03 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.404 s -1.635
2023-01-15 07:02 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.306 s -0.725
2023-01-15 07:03 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.314 s -0.634
2023-01-15 07:04 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.974 s -5.710
2023-01-15 07:04 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.405 s -2.016
2023-01-15 07:09 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 8.100 s -1.599
2023-01-15 07:09 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.198 s -0.710
2023-01-15 07:09 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.274 s -0.935
2023-01-15 07:11 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.780 s -3.542
2023-01-15 07:15 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 5.291 s -6.116
2023-01-15 07:14 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.527 s -2.105
2023-01-15 07:15 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.474 s -1.095
2023-01-15 07:08 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.942 s -2.773
2023-01-15 07:21 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 8.646 s -1.803
2023-01-15 07:15 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.432 s -1.407
2023-01-15 07:15 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.341 s 0.021
2023-01-15 07:16 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.424 s -0.173
2023-01-15 07:16 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.955 s -3.520
2023-01-15 07:10 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.229 s -1.036
2023-01-15 07:22 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.395 s -1.564
2023-01-15 07:10 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.203 s -1.686
2023-01-15 07:10 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.318 s -1.152
2023-01-15 07:22 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.388 s 0.019
2023-01-15 07:23 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 1.012 s -4.592
2023-01-15 07:28 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 10.045 s -0.633
2023-01-15 07:15 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.334 s 0.155
2023-01-15 07:22 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.490 s -1.234
2023-01-15 07:22 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.551 s -2.136
2023-01-15 07:23 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.432 s -0.129
2023-01-15 07:21 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 1.108 s -2.086
2023-01-15 07:36 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.302 s -0.723
2023-01-15 07:29 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.406 s -0.459
2023-01-15 07:29 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.349 s -0.144
2023-01-15 07:29 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.475 s -1.079
2023-01-15 07:27 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.825 s -1.100
2023-01-15 07:28 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.321 s -0.406
2023-01-15 07:37 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.393 s -0.222
2023-01-15 07:30 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.528 s 0.102
2023-01-15 07:30 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 1.058 s -2.430
2023-01-15 07:47 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.675 s -2.230
2023-01-15 07:35 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.392 s -1.777
2023-01-15 07:36 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.308 s -0.601
2023-01-15 07:37 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.964 s -4.875
2023-01-15 07:43 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.255 s -0.665
2023-01-15 07:43 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.367 s -3.469
2023-01-15 07:36 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 11.529 s -1.343
2023-01-15 07:36 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.379 s -0.816
2023-01-15 07:42 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 9.156 s -1.969
2023-01-15 07:43 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.420 s -1.015
2023-01-15 07:46 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.378 s -1.011
2023-01-15 07:36 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.442 s -1.779
2023-01-15 07:46 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.531 s -2.492
2023-01-15 07:43 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.285 s -1.214
2023-01-15 07:44 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.080 s -0.092
2023-01-15 07:46 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.356 s -2.440
2023-01-15 07:42 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.192 s -2.292
2023-01-15 07:44 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 1.187 s -3.467
2023-01-15 07:45 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 11.261 s -9.882
2023-01-15 07:45 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.253 s -1.367
2023-01-15 07:43 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.398 s 0.013
2023-01-15 07:47 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 3.121 s -2.215
2023-01-15 07:53 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 35.471 s -2.485
2023-01-15 07:54 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.227 s -0.701
2023-01-15 07:58 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.565 s -0.389
2023-01-15 08:03 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.381 s -0.945
2023-01-15 07:51 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.749 s -2.907
2023-01-15 07:54 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.827 s -1.613
2023-01-15 07:54 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.404 s -0.647
2023-01-15 07:58 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.296 s -1.142
2023-01-15 07:55 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 1.391 s -3.370
2023-01-15 07:54 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.328 s -2.566
2023-01-15 07:57 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.363 s -1.890
2023-01-15 07:59 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 2.590 s -3.627
2023-01-15 07:58 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.567 s -4.100
2023-01-15 08:05 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.338 s -1.593
2023-01-15 08:05 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.306 s -0.968
2023-01-15 08:10 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.238 s -0.285
2023-01-15 08:11 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.997 s -2.883
2023-01-15 07:54 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.575 s -2.667
2023-01-15 07:57 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 15.745 s -2.977
2023-01-15 07:56 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 4.836 s -2.157
2023-01-15 07:57 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.273 s -2.664
2023-01-15 08:13 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 11.809 s -7.499
2023-01-15 08:13 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.381 s -3.507
2023-01-15 08:04 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 28.793 s -1.797
2023-01-15 08:13 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.271 s -0.803
2023-01-15 08:13 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.550 s -2.188
2023-01-15 08:10 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.269 s -0.419
2023-01-15 08:11 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.391 s -0.053
2023-01-15 08:20 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.321 s -0.968
2023-01-15 08:14 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.325 s -0.917
2023-01-15 08:06 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.915 s -3.796
2023-01-15 08:10 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 6.358 s -4.681
2023-01-15 08:11 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.393 s -0.993
2023-01-15 08:04 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.252 s -0.655
2023-01-15 08:05 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.401 s -3.264
2023-01-15 08:12 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.097 s 0.247
2023-01-15 08:20 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.243 s -1.839
2023-01-15 08:27 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 13.297 s -2.285
2023-01-15 08:09 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.881 s -1.435
2023-01-15 08:10 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.318 s -0.746
2023-01-15 08:21 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.506 s 0.630
2023-01-15 08:05 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.254 s -0.576
2023-01-15 08:13 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.262 s -0.701
2023-01-15 08:14 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 2.741 s -0.992
2023-01-15 08:36 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.361 s -0.848
2023-01-15 08:18 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.971 s -6.154
2023-01-15 08:20 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.259 s -0.827
2023-01-15 08:27 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.411 s -0.801
2023-01-15 08:29 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 3.066 s -0.467
2023-01-15 08:20 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 31.698 s -2.172
2023-01-15 08:21 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.857 s -5.198
2023-01-15 08:21 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.487 s -12.345
2023-01-15 08:27 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.509 s -0.595
2023-01-15 08:36 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 3.388 s -1.260
2023-01-15 08:26 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 4.620 s 0.613
2023-01-15 08:28 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 1.167 s 0.176
2023-01-15 08:35 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.308 s -0.270
2023-01-15 08:51 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=10, R 40.349 s 0.349
2023-01-15 08:28 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.644 s -2.072
2023-01-15 08:33 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 8.760 s 0.026
2023-01-15 08:44 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 3.598 s 0.328
2023-01-15 08:55 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.239 s -0.625
2023-01-15 08:55 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.275 s -0.694
2023-01-15 08:34 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 30.889 s -0.996
2023-01-15 08:27 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.320 s -1.039
2023-01-15 08:35 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.326 s -4.025
2023-01-15 08:43 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.549 s -0.827
2023-01-15 08:43 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 36.986 s -2.709
2023-01-15 08:43 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.967 s -0.175
2023-01-15 08:55 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.365 s -1.453
2023-01-15 08:45 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 4.989 s 0.107
2023-01-15 08:57 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.406 s -1.053
2023-01-15 08:35 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.416 s -1.357
2023-01-15 08:35 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.576 s -2.676
2023-01-15 08:43 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.830 s 0.265
2023-01-15 08:40 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.930 s -1.498
2023-01-15 08:43 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.451 s -0.295
2023-01-15 08:55 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.246 s -0.757
2023-01-15 08:56 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.807 s -2.816
2023-01-15 08:55 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.325 s -1.509
2023-01-15 08:54 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=10, R 55.551 s -0.869
2023-01-15 08:57 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 11.138 s -1.573