Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-07 22:48 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.170 s 0.762
2022-11-07 22:43 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.139 s 0.183
2022-11-07 22:44 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.153 s 0.157
2022-11-07 22:45 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.190 s 0.659
2022-11-07 22:45 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.535 s 0.061
2022-11-07 22:52 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.196 s 0.688
2022-11-07 22:58 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.175 s 0.671
2022-11-07 23:03 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.160 s 0.388
2022-11-07 22:44 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.171 s 0.239
2022-11-07 22:49 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.266 s 0.806
2022-11-07 22:45 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.200 s 0.509
2022-11-07 23:00 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.510 s 0.511
2022-11-07 23:01 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 8.359 s -155.141
2022-11-07 22:53 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.234 s 0.558
2022-11-07 22:54 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.130 s 0.068
2022-11-07 22:54 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.273 s 0.585
2022-11-07 22:58 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.980 s -0.762
2022-11-07 22:58 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.240 s 0.583
2022-11-07 22:58 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.532 s 0.375
2022-11-07 22:59 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.181 s 0.580
2022-11-07 22:53 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.201 s 0.596
2022-11-07 23:01 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.198 s 0.468
2022-11-07 23:05 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.256 s 0.271
2022-11-07 23:06 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.175 s 0.512
2022-11-07 23:11 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.194 s 0.543
2022-11-07 23:17 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.473 s 0.605
2022-11-07 22:47 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.165 s 0.755
2022-11-07 22:48 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.143 s 0.750
2022-11-07 22:50 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.181 s 0.782
2022-11-07 22:58 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.209 s 0.613
2022-11-07 22:59 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.313 s -1.094
2022-11-07 22:44 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.201 s 0.592
2022-11-07 22:45 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.243 s 0.416
2022-11-07 22:50 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.512 s 0.513
2022-11-07 22:56 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.651 s 0.729
2022-11-07 22:59 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.135 s 1.010
2022-11-07 23:00 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.459 s 0.189
2022-11-07 23:05 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.185 s 0.248
2022-11-07 22:52 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.524 s -1.713
2022-11-07 22:53 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.644 s -18.163
2022-11-07 23:01 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.182 s 0.089
2022-11-07 23:01 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.140 s 1.399
2022-11-07 23:17 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.232 s -3.011
2022-11-07 23:17 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.313 s 0.480
2022-11-07 22:44 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.319 s -0.239
2022-11-07 22:45 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.908 s -0.496
2022-11-07 22:45 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.254 s 0.640
2022-11-07 22:48 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.135 s 0.826
2022-11-07 22:53 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.533 s 0.400
2022-11-07 23:04 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 4.989 s 1.719
2022-11-07 23:07 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.206 s 0.692
2022-11-07 23:09 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.165 s -0.428
2022-11-07 23:15 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.806 s -0.519
2022-11-07 22:45 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.230 s 0.489
2022-11-07 22:47 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.470 s 0.562
2022-11-07 22:52 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.389 s 0.038
2022-11-07 22:55 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.227 s 0.755
2022-11-07 22:57 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.128 s 0.785
2022-11-07 22:59 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.144 s 0.614
2022-11-07 23:12 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.530 s -0.436
2022-11-07 23:15 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.176 s 0.680
2022-11-07 22:46 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.187 s -0.666
2022-11-07 22:51 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.167 s 0.132
2022-11-07 22:53 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.274 s 0.668
2022-11-07 23:05 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.967 s 0.477
2022-11-07 23:08 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.062 s -1.056
2022-11-07 23:11 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.191 s 0.980
2022-11-07 23:13 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.577 s -0.128
2022-11-07 23:17 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.770 s 1.003
2022-11-07 23:18 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.589 s 0.672
2022-11-07 23:19 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.153 s 0.702
2022-11-07 22:46 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.190 s 0.539
2022-11-07 22:47 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.216 s 0.510
2022-11-07 22:54 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.947 s 0.681
2022-11-07 23:02 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.304 s 2.161
2022-11-07 23:09 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.120 s -0.682
2022-11-07 23:09 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.278 s 0.459
2022-11-07 23:11 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.171 s 0.533
2022-11-07 22:48 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.245 s 0.761
2022-11-07 22:50 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.235 s 0.819
2022-11-07 22:51 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.810 s 0.922
2022-11-07 22:51 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.112 s 0.512
2022-11-07 22:55 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.567 s 0.511
2022-11-07 22:56 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.266 s 0.525
2022-11-07 23:03 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.636 s -0.097
2022-11-07 23:06 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.158 s 1.142
2022-11-07 23:06 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.142 s 0.698
2022-11-07 23:11 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.135 s 0.592
2022-11-07 22:48 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.365 s 0.902
2022-11-07 22:49 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.177 s 0.737
2022-11-07 22:51 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.114 s 0.507
2022-11-07 23:08 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.154 s 0.388
2022-11-07 22:44 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.542 s -0.113
2022-11-07 22:46 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.322 s 0.493
2022-11-07 22:50 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.219 s 0.583
2022-11-07 22:50 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.249 s 0.584
2022-11-07 22:51 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.110 s 0.088
2022-11-07 22:56 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.295 s 0.730
2022-11-07 22:58 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.181 s 0.535
2022-11-07 23:03 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.865 s 0.739
2022-11-07 23:07 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.471 s 0.219
2022-11-07 23:08 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.168 s 0.324
2022-11-07 23:08 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.205 s 0.472
2022-11-07 23:09 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.190 s 0.583
2022-11-07 22:46 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.157 s 0.780
2022-11-07 22:51 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.627
2022-11-07 22:55 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.302 s 0.542
2022-11-07 22:56 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.225 s 0.657
2022-11-07 23:00 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.219 s 0.574
2022-11-07 23:03 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.218 s 0.800
2022-11-07 23:05 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.169 s 0.560
2022-11-07 23:15 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.226 s 0.483
2022-11-07 22:46 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.839 s 0.566
2022-11-07 22:47 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.271 s 0.818
2022-11-07 23:03 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.201 s -0.623
2022-11-07 23:07 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.146 s 0.706
2022-11-07 23:07 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.854 s 0.874
2022-11-07 23:08 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.240 s 0.684
2022-11-07 23:11 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.147 s 0.563
2022-11-07 23:13 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.184 s -0.936
2022-11-07 22:48 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.090 s -1.408
2022-11-07 22:48 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.162 s 0.682
2022-11-07 22:56 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.185 s 0.742
2022-11-07 22:58 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.271 s 0.854
2022-11-07 23:00 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.159 s 0.639
2022-11-07 23:01 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.143 s 0.316
2022-11-07 23:01 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.462 s 0.746
2022-11-07 23:06 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.583 s -2.094
2022-11-07 23:08 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.448 s 0.611
2022-11-07 23:13 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.225 s -0.876
2022-11-07 22:49 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.221 s 0.676
2022-11-07 22:56 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.360 s -0.887
2022-11-07 22:57 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.609 s 0.515
2022-11-07 23:04 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.147 s 0.428
2022-11-07 23:12 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.003 s 0.572
2022-11-07 23:18 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.162 s 0.701
2022-11-07 22:49 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.063 s 0.792
2022-11-07 22:55 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.265 s 0.651
2022-11-07 23:00 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.260 s 0.814
2022-11-07 23:03 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.125 s 0.555
2022-11-07 23:19 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.136 s 0.633
2022-11-07 22:51 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.142 s 0.375
2022-11-07 22:52 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.462 s 0.835
2022-11-07 22:54 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.225 s 0.701
2022-11-07 22:56 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.199 s 0.802
2022-11-07 23:03 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.282 s 0.420
2022-11-07 23:04 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.161 s -1.089
2022-11-07 23:07 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.201 s 0.541
2022-11-07 23:14 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.168 s 0.083
2022-11-07 23:15 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.179 s 0.645
2022-11-07 23:17 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.263 s 0.604
2022-11-07 23:01 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.274 s 0.187
2022-11-07 23:09 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.216 s 0.559
2022-11-07 23:13 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.252 s -0.664
2022-11-07 23:13 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.962 s -0.734
2022-11-07 23:19 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.381 s 0.534
2022-11-07 23:05 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.351 s 0.374
2022-11-07 23:18 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.574 s 0.226
2022-11-07 23:19 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.168 s 0.477
2022-11-07 23:08 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.135 s 0.500
2022-11-07 23:09 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.147 s 0.665
2022-11-07 23:09 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.151 s 0.575
2022-11-07 23:10 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.846 s 0.795
2022-11-07 23:16 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.298 s 0.352
2022-11-07 23:16 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.093 s 0.650
2022-11-07 23:19 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.189 s 0.338
2022-11-07 23:10 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.238 s -0.561
2022-11-07 23:11 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.524 s 0.523
2022-11-07 23:13 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.330 s -0.956
2022-11-07 23:19 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.132 s 0.774
2022-11-07 23:20 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.320 s 0.654
2022-11-07 23:11 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.330 s 0.505
2022-11-07 23:20 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.397 s -1.150
2022-11-07 23:16 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.231 s 0.746