Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-15 03:46 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.226 s 0.593
2023-01-15 03:46 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.233 s 0.644
2023-01-15 03:47 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.360 s 0.229
2023-01-15 03:46 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.299 s 0.102
2023-01-15 03:48 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.336 s 0.672
2023-01-15 03:48 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.804 s 0.084
2023-01-15 03:57 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.434 s -2.280
2023-01-15 03:59 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.318 s 0.686
2023-01-15 03:59 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.327 s 0.684
2023-01-15 03:58 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 5.433 s 0.753
2023-01-15 03:59 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.391 s 0.546
2023-01-15 03:59 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.405 s 0.646
2023-01-15 03:59 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.402 s 0.646
2023-01-15 04:00 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.533 s 0.310
2023-01-15 04:01 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.261 s 0.816
2023-01-15 04:01 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.444 s -0.564
2023-01-15 04:01 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.914 s -0.301
2023-01-15 04:02 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.271 s 0.621
2023-01-15 04:02 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.327 s 0.226
2023-01-15 04:03 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.885 s -5.129
2023-01-15 04:02 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.372 s 0.179
2023-01-15 04:03 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.367 s 0.716
2023-01-15 04:08 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.374 s -4.477
2023-01-15 04:09 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.242 s 0.618
2023-01-15 04:09 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.302 s -0.231
2023-01-15 04:09 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.328 s -1.041
2023-01-15 04:09 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.252 s -2.398
2023-01-15 04:14 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.267 s -0.244
2023-01-15 04:15 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 3.597 s -1.615
2023-01-15 04:15 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.300 s 0.269
2023-01-15 04:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.442 s -0.652
2023-01-15 04:10 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.343 s -0.214
2023-01-15 04:15 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.386 s -0.066
2023-01-15 04:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.920 s -3.473
2023-01-15 04:08 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 7.522 s -0.253
2023-01-15 04:10 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.501 s -3.082
2023-01-15 04:15 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.308 s 0.351
2023-01-15 04:16 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.380 s 0.718
2023-01-15 04:21 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.971 s -4.870
2023-01-15 04:22 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.274 s -0.922
2023-01-15 04:22 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.198 s -0.504
2023-01-15 04:22 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.319 s -1.190
2023-01-15 04:21 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 8.083 s -1.081
2023-01-15 04:22 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.201 s -1.250
2023-01-15 04:23 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.228 s -0.811
2023-01-15 04:23 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.806 s -5.451
2023-01-15 04:26 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.556 s -6.039
2023-01-15 04:27 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 5.294 s -8.255
2023-01-15 04:27 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.333 s 0.303
2023-01-15 04:27 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.419 s -0.254
2023-01-15 04:27 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.338 s 0.368
2023-01-15 04:28 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.465 s -0.367
2023-01-15 04:28 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.422 s 0.143
2023-01-15 04:28 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.967 s -4.475
2023-01-15 04:33 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 1.098 s -1.061
2023-01-15 04:34 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.376 s 0.399
2023-01-15 04:34 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 8.605 s -0.868
2023-01-15 04:34 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.487 s -0.861
2023-01-15 04:34 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.385 s 0.394
2023-01-15 04:34 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.524 s -0.290
2023-01-15 04:35 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.428 s 0.343
2023-01-15 04:35 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.978 s -2.752
2023-01-15 04:40 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.833 s -1.414
2023-01-15 04:40 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 10.094 s -1.456
2023-01-15 04:41 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.314 s 0.532
2023-01-15 04:41 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.402 s -0.102
2023-01-15 04:41 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.347 s 0.220
2023-01-15 04:41 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.490 s -2.121
2023-01-15 04:42 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.524 s 0.467
2023-01-15 04:42 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 1.084 s -3.877
2023-01-15 04:47 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.367 s -0.367
2023-01-15 04:48 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 11.556 s -1.757
2023-01-15 04:48 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.295 s 0.386
2023-01-15 04:48 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.373 s -0.233
2023-01-15 04:48 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.304 s 0.112
2023-01-15 04:49 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.443 s -1.739
2023-01-15 04:49 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.391 s 0.113
2023-01-15 04:49 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.917 s -2.791
2023-01-15 04:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.168 s -0.525
2023-01-15 04:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.259 s -1.215
2023-01-15 04:55 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 9.416 s -8.853
2023-01-15 04:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.337 s -0.580
2023-01-15 04:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.278 s -0.115
2023-01-15 04:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.429 s -1.510
2023-01-15 04:56 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.401 s -0.208
2023-01-15 04:56 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 1.144 s -2.958
2023-01-15 04:57 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.080 s -0.025
2023-01-15 04:57 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 11.042 s -7.115
2023-01-15 04:57 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.246 s 0.050
2023-01-15 04:58 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.333 s -0.430
2023-01-15 04:58 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.370 s 0.060
2023-01-15 04:58 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.530 s -2.405
2023-01-15 04:59 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.666 s -1.055
2023-01-15 04:59 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 3.112 s -1.604
2023-01-15 05:03 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.720 s -2.029
2023-01-15 05:05 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 35.493 s -2.496
2023-01-15 05:06 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.221 s 0.553
2023-01-15 05:06 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.562 s -1.598
2023-01-15 05:06 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.318 s -1.622
2023-01-15 05:06 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.396 s 0.444
2023-01-15 05:07 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.820 s -0.921
2023-01-15 05:07 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 1.424 s -4.809
2023-01-15 05:08 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 4.767 s -1.095
2023-01-15 05:09 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.262 s -0.834
2023-01-15 05:09 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 15.576 s -1.098
2023-01-15 05:09 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.351 s -0.755
2023-01-15 05:10 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.291 s -0.313
2023-01-15 05:10 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.533 s -2.369
2023-01-15 05:10 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.561 s 0.051
2023-01-15 05:11 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 2.547 s -0.997
2023-01-15 05:15 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.405 s -1.274
2023-01-15 05:17 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.352 s -2.929
2023-01-15 05:17 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.255 s -1.033
2023-01-15 05:16 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 28.833 s -2.029
2023-01-15 05:17 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.252 s -0.173
2023-01-15 05:17 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.382 s -1.483
2023-01-15 05:18 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.302 s -0.212
2023-01-15 05:18 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.912 s -4.020
2023-01-15 05:21 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.890 s -2.110
2023-01-15 05:22 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.235 s 0.207
2023-01-15 05:22 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.314 s -0.370
2023-01-15 05:22 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 6.579 s -12.930
2023-01-15 05:23 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.270 s -0.588
2023-01-15 05:23 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.401 s -1.621
2023-01-15 05:23 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.389 s 0.403
2023-01-15 05:23 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 1.044 s -4.547
2023-01-15 05:24 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.096 s 0.337
2023-01-15 05:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 11.515 s -0.627
2023-01-15 05:25 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.263 s -0.675
2023-01-15 05:25 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.267 s -0.171
2023-01-15 05:25 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.369 s -2.403
2023-01-15 05:26 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.571 s -3.192
2023-01-15 05:26 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 2.943 s -11.041
2023-01-15 05:30 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.921 s -0.412
2023-01-15 05:32 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.313 s -0.245
2023-01-15 05:34 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.818 s -3.212
2023-01-15 05:38 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 4.648 s 0.285
2023-01-15 05:33 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.259 s -0.735
2023-01-15 05:33 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.355 s -0.654
2023-01-15 05:39 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.317 s -0.405
2023-01-15 05:32 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.234 s 0.040
2023-01-15 05:39 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 13.315 s -2.581
2023-01-15 05:40 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.407 s -0.524
2023-01-15 05:40 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.661 s -3.114
2023-01-15 05:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.322 s -0.315
2023-01-15 05:33 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.508 s 0.533
2023-01-15 05:48 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.304 s 0.353
2023-01-15 05:53 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.916 s -0.358
2023-01-15 05:32 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 32.406 s -6.943
2023-01-15 05:48 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.407 s -0.500
2023-01-15 05:41 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 3.082 s -0.836
2023-01-15 05:48 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.576 s -2.804
2023-01-15 05:48 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.353 s 0.337
2023-01-15 05:57 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 4.996 s 0.030
2023-01-15 05:40 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.509 s -0.516
2023-01-15 05:40 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 1.165 s 0.288
2023-01-15 05:47 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 31.042 s -1.803
2023-01-15 05:49 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 3.466 s -4.220
2023-01-15 06:08 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.368 s -1.683
2023-01-15 06:08 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.861 s -5.309
2023-01-15 05:56 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.545 s -0.448
2023-01-15 05:56 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.967 s -0.157
2023-01-15 05:55 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 36.786 s -1.326
2023-01-15 05:55 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.455 s -0.597
2023-01-15 06:07 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.244 s -1.505
2023-01-15 05:45 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 8.724 s 0.249
2023-01-15 05:56 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.833 s 0.160
2023-01-15 05:47 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.299 s 0.685
2023-01-15 06:08 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.278 s -1.203
2023-01-15 05:57 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 3.607 s 0.268
2023-01-15 06:04 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=10, R 40.238 s 0.550
2023-01-15 06:07 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=10, R 55.557 s -0.826
2023-01-15 06:08 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.325 s -1.536
2023-01-15 06:08 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.241 s 0.147
2023-01-15 06:09 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.432 s -4.926
2023-01-15 06:10 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 11.319 s -10.163