Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-18 14:49 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.300 s 0.194
2023-01-18 14:50 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.355 s 0.605
2023-01-18 14:51 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.781 s 0.872
2023-01-18 14:49 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.228 s 0.489
2023-01-18 14:49 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.236 s 0.518
2023-01-18 14:51 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.338 s 0.544
2023-01-18 15:04 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.271 s -0.325
2023-01-18 15:01 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 5.376 s 1.094
2023-01-18 15:04 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.942 s -1.224
2023-01-18 15:05 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.281 s -0.536
2023-01-18 15:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.421 s -1.343
2023-01-18 15:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.424 s -0.723
2023-01-18 15:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.407 s -0.535
2023-01-18 15:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.328 s -0.473
2023-01-18 15:00 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.402 s -0.527
2023-01-18 15:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.344 s -1.370
2023-01-18 15:04 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.458 s -0.506
2023-01-18 15:03 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.545 s -0.295
2023-01-18 15:05 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.347 s -1.049
2023-01-18 15:06 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.378 s -0.429
2023-01-18 15:05 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.390 s -0.911
2023-01-18 15:06 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.808 s -0.826
2023-01-18 15:10 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.303 s -0.625
2023-01-18 15:11 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 7.303 s 0.882
2023-01-18 15:12 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.248 s -0.239
2023-01-18 15:12 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.321 s -0.417
2023-01-18 15:11 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.241 s -0.482
2023-01-18 15:12 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.306 s -0.495
2023-01-18 15:13 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.459 s -0.082
2023-01-18 15:13 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.346 s -0.607
2023-01-18 15:18 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 3.627 s -1.062
2023-01-18 15:17 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.271 s -0.196
2023-01-18 15:18 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.457 s -1.413
2023-01-18 15:18 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.319 s -1.033
2023-01-18 15:18 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.311 s -1.341
2023-01-18 15:18 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.395 s -0.780
2023-01-18 15:19 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.887 s -1.053
2023-01-18 15:19 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.399 s -1.020
2023-01-18 15:25 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.267 s -0.189
2023-01-18 15:24 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.917 s -0.529
2023-01-18 15:24 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 8.093 s -0.539
2023-01-18 15:25 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.197 s -0.092
2023-01-18 15:26 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.736 s -1.208
2023-01-18 15:30 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.342 s -0.807
2023-01-18 15:30 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.348 s -0.840
2023-01-18 15:29 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.502 s 0.772
2023-01-18 15:31 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.436 s -1.545
2023-01-18 15:25 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.319 s -1.100
2023-01-18 15:36 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 8.581 s 0.173
2023-01-18 15:24 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.197 s -0.191
2023-01-18 15:30 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 4.981 s 0.327
2023-01-18 15:25 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.228 s -0.663
2023-01-18 15:30 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.429 s -1.047
2023-01-18 15:31 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.477 s -1.219
2023-01-18 15:31 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.903 s -0.991
2023-01-18 15:37 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.493 s -1.137
2023-01-18 15:44 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.472 s -0.795
2023-01-18 15:36 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 1.089 s -0.333
2023-01-18 15:37 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.389 s -0.701
2023-01-18 15:37 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.533 s -0.700
2023-01-18 15:43 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.827 s -1.009
2023-01-18 15:43 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 10.057 s -0.393
2023-01-18 15:37 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.395 s -0.534
2023-01-18 15:43 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.321 s -0.443
2023-01-18 15:51 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.310 s -1.451
2023-01-18 15:52 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.410 s -2.103
2023-01-18 15:38 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.957 s -1.113
2023-01-18 15:44 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.406 s -0.366
2023-01-18 15:45 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 1.053 s -1.499
2023-01-18 15:38 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.447 s -1.353
2023-01-18 15:45 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.532 s -0.255
2023-01-18 15:50 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.415 s -1.839
2023-01-18 16:00 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 10.845 s -1.307
2023-01-18 15:44 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.355 s -0.706
2023-01-18 15:59 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.117 s -1.762
2023-01-18 16:00 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.250 s -0.686
2023-01-18 16:01 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.341 s -1.046
2023-01-18 15:58 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.257 s -0.850
2023-01-18 15:51 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 11.583 s -1.469
2023-01-18 15:51 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.310 s -0.605
2023-01-18 15:52 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.872 s -0.340
2023-01-18 15:58 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.406 s -0.981
2023-01-18 16:01 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.392 s -2.197
2023-01-18 15:57 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.194 s -2.207
2023-01-18 15:58 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.286 s -1.169
2023-01-18 15:52 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.429 s -0.499
2023-01-18 15:51 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.387 s -1.181
2023-01-18 15:57 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 9.110 s -0.572
2023-01-18 15:58 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.435 s -1.877
2023-01-18 16:08 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 35.532 s -1.073
2023-01-18 16:09 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.836 s -1.387
2023-01-18 15:59 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 1.045 s -1.179
2023-01-18 16:02 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.681 s -1.460
2023-01-18 16:12 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.265 s -1.100
2023-01-18 16:13 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.582 s -1.515
2023-01-18 15:58 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.340 s -0.780
2023-01-18 16:01 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.530 s -2.086
2023-01-18 16:02 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 3.137 s -1.616
2023-01-18 16:06 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.810 s -1.698
2023-01-18 16:09 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.310 s -0.576
2023-01-18 16:09 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.562 s -1.143
2023-01-18 16:11 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 4.873 s -1.487
2023-01-18 16:12 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.361 s -1.503
2023-01-18 16:13 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.297 s -0.930
2023-01-18 16:13 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.513 s -0.969
2023-01-18 16:20 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.373 s -0.516
2023-01-18 16:12 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 15.693 s -1.256
2023-01-18 16:09 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.226 s -0.500
2023-01-18 16:09 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.414 s -1.886
2023-01-18 16:10 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 1.333 s -1.086
2023-01-18 16:19 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.253 s -0.517
2023-01-18 16:20 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.302 s -0.042
2023-01-18 16:14 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 2.560 s -1.090
2023-01-18 16:19 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.331 s -0.805
2023-01-18 16:17 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.507 s -2.826
2023-01-18 16:20 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.255 s -0.357
2023-01-18 16:19 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 28.832 s -0.787
2023-01-18 16:20 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.831 s -0.593
2023-01-18 16:24 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.876 s -0.579
2023-01-18 16:25 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.237 s -0.201
2023-01-18 16:25 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 6.110 s -0.737
2023-01-18 16:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.314 s -0.466
2023-01-18 16:26 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.394 s -0.455
2023-01-18 16:25 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.273 s -1.026
2023-01-18 16:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.402 s -1.587
2023-01-18 16:26 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.921 s -0.704
2023-01-18 16:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.148 s -1.435
2023-01-18 16:28 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.268 s -1.443
2023-01-18 16:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 11.620 s -1.983
2023-01-18 16:28 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.354 s -0.822
2023-01-18 16:28 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.529 s -1.338
2023-01-18 16:28 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.277 s -1.586
2023-01-18 16:29 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.334 s -2.217
2023-01-18 16:29 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 2.731 s -0.364
2023-01-18 16:33 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.935 s -1.365
2023-01-18 16:35 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.258 s -0.486
2023-01-18 16:35 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 31.470 s -0.539
2023-01-18 16:35 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.237 s -0.606
2023-01-18 16:35 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.320 s -0.869
2023-01-18 16:35 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.355 s -0.246
2023-01-18 16:36 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.794 s -0.926
2023-01-18 16:36 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.540 s -1.387
2023-01-18 16:41 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 5.061 s -3.280
2023-01-18 16:42 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 13.393 s -1.941
2023-01-18 16:42 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.320 s -0.639
2023-01-18 16:42 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.419 s -1.672
2023-01-18 16:42 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.562 s -6.298
2023-01-18 16:43 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.616 s -0.505
2023-01-18 16:43 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 1.314 s -4.892
2023-01-18 16:44 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 3.194 s -3.207
2023-01-18 16:48 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 9.401 s -3.308
2023-01-18 16:49 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 31.453 s -3.218
2023-01-18 16:50 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.315 s -1.783
2023-01-18 16:50 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.556 s -1.367
2023-01-18 16:50 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.422 s -1.792
2023-01-18 16:50 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.315 s -1.249
2023-01-18 16:51 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.370 s -2.115
2023-01-18 16:51 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 3.373 s -0.510
2023-01-18 16:55 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.927 s -1.729
2023-01-18 16:58 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.491 s -4.463
2023-01-18 16:58 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 1.046 s -3.080
2023-01-18 17:11 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.283 s -1.821
2023-01-18 16:58 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 37.200 s -3.129
2023-01-18 16:58 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.924 s -4.428
2023-01-18 16:58 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.587 s -3.457
2023-01-18 16:59 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 4.040 s -3.559
2023-01-18 17:11 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.372 s -1.758
2023-01-18 17:00 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 5.187 s -2.465
2023-01-18 17:10 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=10, R 60.160 s -6.053
2023-01-18 17:07 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=10, R 44.901 s -5.109
2023-01-18 17:10 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.248 s -2.106
2023-01-18 17:11 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.258 s -2.411
2023-01-18 17:13 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 11.203 s -2.634
2023-01-18 17:10 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.328 s -1.582
2023-01-18 17:11 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.742 s -0.345
2023-01-18 17:12 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.423 s -2.560