Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-18 22:22 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.232 s 0.087
2023-01-18 22:22 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.302 s 0.004
2023-01-18 22:23 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.368 s -0.159
2023-01-18 22:22 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.239 s 0.158
2023-01-18 22:24 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.795 s 0.481
2023-01-18 22:24 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.339 s 0.429
2023-01-18 22:33 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.385 s 0.127
2023-01-18 22:34 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 5.414 s 0.947
2023-01-18 22:34 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.339 s -1.795
2023-01-18 22:34 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.343 s -1.277
2023-01-18 22:34 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.411 s -0.879
2023-01-18 22:35 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.422 s -1.371
2023-01-18 22:35 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.435 s -1.534
2023-01-18 22:35 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.560 s -1.265
2023-01-18 22:36 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.941 s -1.134
2023-01-18 22:37 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.277 s -1.118
2023-01-18 22:36 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.442 s -0.087
2023-01-18 22:37 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.283 s -0.884
2023-01-18 22:37 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.336 s -0.265
2023-01-18 22:38 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.379 s -0.566
2023-01-18 22:37 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.378 s -0.151
2023-01-18 22:38 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.778 s 0.317
2023-01-18 22:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.282 s 0.258
2023-01-18 22:43 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 8.147 s -2.448
2023-01-18 22:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.248 s -1.564
2023-01-18 22:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.252 s -0.869
2023-01-18 22:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.310 s -0.895
2023-01-18 22:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.323 s -0.635
2023-01-18 22:45 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.351 s -1.351
2023-01-18 22:45 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.455 s 0.093
2023-01-18 22:49 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.250 s 0.643
2023-01-18 22:50 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 3.586 s -0.254
2023-01-18 22:50 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.316 s -1.946
2023-01-18 22:50 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.403 s -1.527
2023-01-18 22:50 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.325 s -1.874
2023-01-18 22:50 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.448 s -0.838
2023-01-18 22:51 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.406 s -1.755
2023-01-18 22:51 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.866 s -0.374
2023-01-18 22:56 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.918 s -0.641
2023-01-18 22:56 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 8.079 s -0.248
2023-01-18 22:56 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.200 s -0.890
2023-01-18 22:57 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.283 s -1.758
2023-01-18 22:57 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.201 s -0.994
2023-01-18 22:57 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.325 s -1.695
2023-01-18 22:57 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.230 s -0.919
2023-01-18 22:58 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.722 s -0.641
2023-01-18 23:02 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.434 s -1.435
2023-01-18 23:02 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.480 s -1.483
2023-01-18 23:01 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.508 s 0.103
2023-01-18 23:02 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.356 s -1.741
2023-01-18 23:07 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 1.096 s -0.918
2023-01-18 23:02 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.347 s -1.455
2023-01-18 23:09 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.454 s -2.105
2023-01-18 23:10 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.942 s -0.485
2023-01-18 23:03 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.432 s -1.096
2023-01-18 23:08 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.405 s -2.283
2023-01-18 23:09 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.413 s -2.328
2023-01-18 23:09 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.548 s -1.656
2023-01-18 23:02 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 5.071 s -0.877
2023-01-18 23:03 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.891 s -0.495
2023-01-18 23:08 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 8.570 s 0.441
2023-01-18 23:08 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.495 s -1.368
2023-01-18 23:15 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.359 s -1.212
2023-01-18 23:14 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.825 s -0.868
2023-01-18 23:15 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 10.145 s -2.383
2023-01-18 23:15 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.327 s -1.276
2023-01-18 23:15 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.423 s -1.702
2023-01-18 23:16 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.475 s -0.975
2023-01-18 23:16 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.543 s -1.216
2023-01-18 23:17 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 1.015 s -0.174
2023-01-18 23:21 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.363 s 0.069
2023-01-18 23:22 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 11.453 s 0.428
2023-01-18 23:22 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.308 s -1.296
2023-01-18 23:23 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.316 s -1.388
2023-01-18 23:23 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.386 s -1.175
2023-01-18 23:23 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.439 s -1.216
2023-01-18 23:23 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.401 s -1.108
2023-01-18 23:24 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.863 s -0.062
2023-01-18 23:29 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 9.074 s 0.015
2023-01-18 23:28 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.153 s 0.294
2023-01-18 23:29 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.262 s -1.821
2023-01-18 23:29 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.284 s -0.852
2023-01-18 23:30 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.403 s -0.624
2023-01-18 23:29 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.344 s -1.093
2023-01-18 23:29 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.414 s -0.459
2023-01-18 23:30 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.949 s 0.229
2023-01-18 23:31 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.067 s 0.695
2023-01-18 23:32 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.344 s -1.316
2023-01-18 23:31 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 10.758 s -0.311
2023-01-18 23:32 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.511 s -0.767
2023-01-18 23:31 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.258 s -2.141
2023-01-18 23:32 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.390 s -2.086
2023-01-18 23:33 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.688 s -2.026
2023-01-18 23:33 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 3.119 s -0.913
2023-01-18 23:43 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.269 s -1.776
2023-01-18 23:44 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.575 s -0.900
2023-01-18 23:51 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.796 s 0.513
2023-01-18 23:40 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.831 s -1.049
2023-01-18 23:43 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.497 s -0.206
2023-01-18 23:50 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 28.835 s -0.776
2023-01-18 23:43 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 15.580 s -0.370
2023-01-18 23:43 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.303 s -1.941
2023-01-18 23:55 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.244 s -1.251
2023-01-18 23:58 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.355 s -0.987
2023-01-18 23:37 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.726 s -0.707
2023-01-18 23:40 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.318 s -1.384
2023-01-18 23:41 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 1.313 s -0.550
2023-01-18 23:56 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.273 s -1.047
2023-01-19 00:00 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 2.749 s -0.913
2023-01-18 23:40 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.555 s -0.685
2023-01-18 23:55 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 6.046 s -0.090
2023-01-18 23:56 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.317 s -0.776
2023-01-18 23:58 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.273 s -2.161
2023-01-18 23:39 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.231 s -1.475
2023-01-18 23:48 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.377 s -0.156
2023-01-18 23:39 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 35.447 s -0.627
2023-01-18 23:42 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 4.762 s -0.355
2023-01-18 23:50 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.274 s -4.305
2023-01-18 23:58 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 11.522 s -0.211
2023-01-19 00:05 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 31.603 s -1.152
2023-01-18 23:51 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.395 s -2.381
2023-01-18 23:56 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.397 s -0.858
2023-01-18 23:50 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.357 s -3.176
2023-01-18 23:55 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.895 s -2.232
2023-01-18 23:56 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.386 s -0.317
2023-01-18 23:40 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.410 s -1.345
2023-01-18 23:43 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.364 s -1.785
2023-01-18 23:44 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 2.588 s -2.415
2023-01-18 23:50 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.280 s -4.747
2023-01-18 23:51 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.315 s -2.517
2023-01-18 23:56 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.880 s 0.208
2023-01-18 23:59 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.524 s -1.126
2023-01-19 00:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.523 s -0.277
2023-01-18 23:59 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.291 s -3.697
2023-01-19 00:05 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.325 s -1.361
2023-01-18 23:57 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.097 s 0.402
2023-01-18 23:59 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.355 s -5.466
2023-01-19 00:07 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.787 s -0.675
2023-01-19 00:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.358 s -0.453
2023-01-19 00:05 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.245 s -2.159
2023-01-19 00:03 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.943 s -2.082
2023-01-19 00:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.265 s -1.876
2023-01-19 00:11 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 4.878 s -1.391
2023-01-19 00:12 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.338 s -3.652
2023-01-19 00:12 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 13.327 s -1.108
2023-01-19 00:12 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.436 s -3.221
2023-01-19 00:13 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.549 s -4.101
2023-01-19 00:13 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 1.307 s -4.127
2023-01-19 00:13 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.636 s -1.539
2023-01-19 00:14 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 3.172 s -2.536
2023-01-19 00:18 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 8.678 s 0.707
2023-01-19 00:20 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.317 s -2.202
2023-01-19 00:20 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 30.927 s -0.401
2023-01-19 00:20 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.322 s -2.384
2023-01-19 00:20 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.544 s -0.723
2023-01-19 00:20 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.420 s -1.637
2023-01-19 00:21 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.370 s -2.159
2023-01-19 00:21 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 3.361 s -0.110
2023-01-19 00:25 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.922 s -1.145
2023-01-19 00:27 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 36.736 s -0.435
2023-01-19 00:28 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.508 s -5.740
2023-01-19 00:28 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.593 s -3.627
2023-01-19 00:28 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.912 s -3.451
2023-01-19 00:28 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 1.031 s -2.360
2023-01-19 00:30 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 5.019 s 0.026
2023-01-19 00:29 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 3.645 s 0.192
2023-01-19 00:36 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=10, R 42.565 s -1.797
2023-01-19 00:40 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.340 s -2.586
2023-01-19 00:40 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=10, R 56.378 s -0.793
2023-01-19 00:40 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.257 s -3.501
2023-01-19 00:40 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.260 s -2.750
2023-01-19 00:40 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.377 s -2.112
2023-01-19 00:41 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.298 s -4.063
2023-01-19 00:42 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.402 s -0.240
2023-01-19 00:43 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 11.118 s -0.361
2023-01-19 00:41 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.738 s -0.257