Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-15 03:49 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.241 s -0.871
2023-01-15 03:50 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.313 s -0.860
2023-01-15 03:50 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.247 s -0.701
2023-01-15 03:51 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.354 s -0.939
2023-01-15 03:50 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.373 s -0.513
2023-01-15 03:52 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.810 s -0.078
2023-01-15 04:01 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.464 s -4.286
2023-01-15 04:02 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 5.479 s 0.556
2023-01-15 04:03 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.353 s -4.253
2023-01-15 04:03 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.431 s -2.596
2023-01-15 04:03 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.361 s -4.109
2023-01-15 04:03 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.441 s -4.090
2023-01-15 04:03 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.446 s -2.671
2023-01-15 04:04 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.570 s -2.206
2023-01-15 04:13 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.268 s -3.457
2023-01-15 04:06 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.349 s -1.392
2023-01-15 04:20 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.428 s -4.466
2023-01-15 04:05 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.980 s -4.940
2023-01-15 04:14 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.367 s -3.797
2023-01-15 04:19 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.422 s -3.155
2023-01-15 04:20 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.889 s -2.132
2023-01-15 04:07 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.803 s -1.234
2023-01-15 04:12 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 7.389 s 0.304
2023-01-15 04:19 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.473 s -3.307
2023-01-15 04:06 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.397 s -1.661
2023-01-15 04:19 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.335 s -5.074
2023-01-15 04:06 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.295 s -2.681
2023-01-15 04:13 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.324 s -2.121
2023-01-15 04:14 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.477 s -1.509
2023-01-15 04:05 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.287 s -2.747
2023-01-15 04:07 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.398 s -3.129
2023-01-15 04:11 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.353 s -3.634
2023-01-15 04:05 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.482 s -1.689
2023-01-15 04:12 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.259 s -3.849
2023-01-15 04:13 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.343 s -2.316
2023-01-15 04:18 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.337 s -4.916
2023-01-15 04:18 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 3.637 s -3.921
2023-01-15 04:19 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.342 s -4.361
2023-01-15 04:25 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.969 s -5.566
2023-01-15 04:25 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 8.196 s -3.911
2023-01-15 04:25 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.210 s -3.004
2023-01-15 04:26 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.281 s -1.689
2023-01-15 04:26 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.209 s -2.955
2023-01-15 04:26 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.326 s -1.991
2023-01-15 04:27 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.720 s -1.071
2023-01-15 04:26 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.237 s -2.740
2023-01-15 04:30 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.528 s -2.730
2023-01-15 04:31 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.370 s -4.524
2023-01-15 04:31 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 5.051 s -2.088
2023-01-15 04:31 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.455 s -3.218
2023-01-15 04:31 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.377 s -4.585
2023-01-15 04:32 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.502 s -3.196
2023-01-15 04:32 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.917 s -2.157
2023-01-15 04:32 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.460 s -4.246
2023-01-15 04:37 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 1.143 s -4.764
2023-01-15 04:38 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.426 s -4.738
2023-01-15 04:38 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.579 s -4.026
2023-01-15 04:37 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 8.685 s -2.683
2023-01-15 04:38 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.532 s -4.319
2023-01-15 04:38 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.436 s -4.768
2023-01-15 04:39 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.481 s -5.112
2023-01-15 04:39 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.993 s -3.801
2023-01-15 04:44 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.877 s -4.612
2023-01-15 04:44 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 10.197 s -3.591
2023-01-15 04:45 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.444 s -3.289
2023-01-15 04:45 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.351 s -4.330
2023-01-15 04:45 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.384 s -4.492
2023-01-15 04:45 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.506 s -3.488
2023-01-15 04:46 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.579 s -4.687
2023-01-15 04:46 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 1.052 s -2.436
2023-01-15 04:51 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.471 s -5.587
2023-01-15 04:52 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 11.606 s -2.703
2023-01-15 04:52 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.326 s -4.180
2023-01-15 04:52 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.404 s -2.898
2023-01-15 04:52 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.333 s -4.158
2023-01-15 04:53 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.466 s -3.927
2023-01-15 04:53 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.421 s -3.931
2023-01-15 04:53 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.905 s -2.359
2023-01-15 04:58 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.231 s -4.588
2023-01-15 04:58 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 9.191 s -3.889
2023-01-15 04:59 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.273 s -3.673
2023-01-15 04:59 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.360 s -2.769
2023-01-15 04:59 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.440 s -2.361
2023-01-15 04:59 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.302 s -3.657
2023-01-15 05:00 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.424 s -2.846
2023-01-15 05:00 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 1.049 s -1.487
2023-01-15 05:01 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.174 s -4.495
2023-01-15 05:01 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 10.919 s -5.458
2023-01-15 05:01 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.266 s -3.581
2023-01-15 05:02 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.354 s -2.275
2023-01-15 05:02 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.407 s -4.457
2023-01-15 05:02 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.533 s -2.685
2023-01-15 05:03 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.708 s -5.830
2023-01-15 05:03 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 3.156 s -3.998
2023-01-15 05:07 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.905 s -6.057
2023-01-15 05:10 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.237 s -2.595
2023-01-15 05:10 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 35.698 s -4.552
2023-01-15 05:10 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.327 s -2.508
2023-01-15 05:10 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.436 s -5.039
2023-01-15 05:10 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.592 s -4.003
2023-01-15 05:11 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 1.348 s -2.500
2023-01-15 05:11 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.868 s -4.906
2023-01-15 05:12 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.084 s -5.314
2023-01-15 05:14 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.364 s -1.928
2023-01-15 05:13 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 15.944 s -5.029
2023-01-15 05:13 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.276 s -3.136
2023-01-15 05:14 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.313 s -3.733
2023-01-15 05:14 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.512 s -1.244
2023-01-15 05:15 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.615 s -4.890
2023-01-15 05:15 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 2.603 s -4.404
2023-01-15 05:19 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.567 s -5.293
2023-01-15 05:20 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 29.034 s -4.223
2023-01-15 05:21 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.266 s -3.401
2023-01-15 05:21 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.269 s -3.216
2023-01-15 05:21 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.344 s -2.331
2023-01-15 05:21 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.383 s -1.613
2023-01-15 05:22 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.317 s -3.029
2023-01-15 05:22 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.840 s -1.356
2023-01-15 05:25 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.898 s -3.037
2023-01-15 05:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.279 s -1.914
2023-01-15 05:28 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.209 s -3.995
2023-01-15 05:29 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 11.638 s -3.544
2023-01-15 05:30 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.536 s -1.745
2023-01-15 05:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.396 s -1.285
2023-01-15 05:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.408 s -2.652
2023-01-15 05:29 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.274 s -2.519
2023-01-15 05:29 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.363 s -1.947
2023-01-15 05:26 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 6.109 s -2.850
2023-01-15 05:26 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.249 s -1.922
2023-01-15 05:37 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.269 s -2.600
2023-01-15 05:38 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.798 s -2.235
2023-01-15 05:37 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.565 s -3.196
2023-01-15 05:29 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.283 s -2.635
2023-01-15 05:34 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.950 s -3.760
2023-01-15 05:43 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.421 s -1.496
2023-01-15 05:26 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.325 s -1.352
2023-01-15 05:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.907 s -0.786
2023-01-15 05:30 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.339 s -3.081
2023-01-15 05:30 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 2.745 s -1.892
2023-01-15 05:36 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.245 s -2.185
2023-01-15 05:36 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.326 s -1.463
2023-01-15 05:36 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 31.782 s -3.412
2023-01-15 05:37 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.365 s -1.506
2023-01-15 05:45 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 3.172 s -3.523
2023-01-15 05:51 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.318 s -2.495
2023-01-15 05:43 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 13.337 s -3.167
2023-01-15 05:51 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 31.361 s -4.064
2023-01-15 06:01 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 5.178 s -2.811
2023-01-15 05:43 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.332 s -2.991
2023-01-15 05:44 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 1.267 s -3.092
2023-01-15 05:51 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.545 s -1.061
2023-01-15 05:52 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 3.386 s -1.289
2023-01-15 05:42 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 4.892 s -2.867
2023-01-15 05:49 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 9.319 s -2.872
2023-01-15 05:51 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.419 s -1.639
2023-01-15 05:44 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.622 s -1.118
2023-01-15 05:59 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.575 s -2.749
2023-01-15 05:51 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.324 s -2.717
2023-01-15 05:59 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.901 s -3.842
2023-01-15 06:00 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 1.026 s -2.541
2023-01-15 05:44 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.537 s -3.715
2023-01-15 05:52 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.373 s -2.537
2023-01-15 05:57 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.933 s -1.707
2023-01-15 05:59 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 37.039 s -3.094
2023-01-15 06:13 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.419 s -3.208
2023-01-15 05:59 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.481 s -3.682
2023-01-15 06:12 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.284 s -2.300
2023-01-15 06:12 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.739 s -0.737
2023-01-15 06:00 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 3.935 s -3.067
2023-01-15 06:08 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=10, R 42.503 s -2.965
2023-01-15 06:11 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.328 s -1.788
2023-01-15 06:11 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=10, R 56.513 s -2.654
2023-01-15 06:14 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 11.145 s -2.871
2023-01-15 06:11 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.247 s -2.265
2023-01-15 06:11 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.255 s -2.321
2023-01-15 06:11 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.363 s -1.317