Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-16 01:29 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.306 s -0.307
2023-01-16 01:28 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.233 s -0.030
2023-01-16 01:29 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.241 s -0.050
2023-01-16 01:29 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.368 s -0.168
2023-01-16 01:30 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.344 s -0.034
2023-01-16 01:31 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.802 s 0.209
2023-01-16 01:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.434 s -1.982
2023-01-16 01:41 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 5.437 s 0.750
2023-01-16 01:42 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.413 s -1.001
2023-01-16 01:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.338 s -1.657
2023-01-16 01:43 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.557 s -1.141
2023-01-16 01:42 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.345 s -1.480
2023-01-16 01:42 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.428 s -0.992
2023-01-16 01:42 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.426 s -1.768
2023-01-16 01:43 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.967 s -2.838
2023-01-16 01:44 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.445 s -0.454
2023-01-16 01:44 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.276 s -0.970
2023-01-16 01:45 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.284 s -0.933
2023-01-16 01:44 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.340 s -0.643
2023-01-16 01:45 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.385 s -0.625
2023-01-16 01:45 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.384 s -1.159
2023-01-16 01:46 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.796 s -0.520
2023-01-16 01:50 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.327 s -1.591
2023-01-16 01:51 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 8.598 s -5.322
2023-01-16 01:51 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.319 s -1.464
2023-01-16 01:51 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.252 s -1.953
2023-01-16 01:52 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.258 s -1.695
2023-01-16 01:52 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.333 s -1.329
2023-01-16 01:52 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.358 s -2.132
2023-01-16 01:53 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.482 s -1.335
2023-01-16 01:57 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.296 s -1.257
2023-01-16 01:58 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.319 s -2.236
2023-01-16 01:57 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 3.603 s -0.617
2023-01-16 01:58 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.411 s -1.968
2023-01-16 01:58 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.327 s -2.019
2023-01-16 01:58 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.456 s -1.309
2023-01-16 01:59 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.410 s -2.122
2023-01-16 01:59 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.875 s -0.934
2023-01-16 02:03 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.935 s -1.702
2023-01-16 02:04 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 8.136 s -1.972
2023-01-16 02:04 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.202 s -1.139
2023-01-16 02:05 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.204 s -1.522
2023-01-16 02:04 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.278 s -1.247
2023-01-16 02:05 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.322 s -1.352
2023-01-16 02:06 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.722 s -0.688
2023-01-16 02:05 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.231 s -1.147
2023-01-16 02:09 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.524 s -1.635
2023-01-16 02:10 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.354 s -2.186
2023-01-16 02:10 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 5.040 s -0.647
2023-01-16 02:10 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.443 s -1.999
2023-01-16 02:10 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.356 s -1.627
2023-01-16 02:10 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.490 s -2.059
2023-01-16 02:11 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.910 s -1.274
2023-01-16 02:11 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.444 s -2.172
2023-01-16 02:16 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 1.114 s -2.055
2023-01-16 02:16 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.405 s -2.076
2023-01-16 02:17 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.504 s -1.805
2023-01-16 02:16 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 8.638 s -1.395
2023-01-16 02:17 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.410 s -1.751
2023-01-16 02:17 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.561 s -2.271
2023-01-16 02:18 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.962 s -1.303
2023-01-16 02:18 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.456 s -2.068
2023-01-16 02:23 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 10.122 s -1.824
2023-01-16 02:24 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.487 s -1.744
2023-01-16 02:23 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.336 s -2.179
2023-01-16 02:25 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.550 s -1.676
2023-01-16 02:22 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.841 s -1.793
2023-01-16 02:24 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.425 s -1.663
2023-01-16 02:24 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.365 s -1.885
2023-01-16 02:25 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 1.066 s -1.947
2023-01-16 02:30 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.408 s -1.630
2023-01-16 02:31 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.314 s -1.931
2023-01-16 02:31 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 11.599 s -2.088
2023-01-16 02:31 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.395 s -1.795
2023-01-16 02:31 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.322 s -1.929
2023-01-16 02:32 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.443 s -1.476
2023-01-16 02:32 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.408 s -1.816
2023-01-16 02:32 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.884 s -0.799
2023-01-16 02:37 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.184 s -1.432
2023-01-16 02:37 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 9.130 s -1.156
2023-01-16 02:38 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.351 s -1.665
2023-01-16 02:38 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.266 s -2.262
2023-01-16 02:38 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.292 s -1.905
2023-01-16 02:38 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.436 s -1.992
2023-01-16 02:39 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 1.059 s -1.312
2023-01-16 02:38 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.418 s -2.074
2023-01-16 02:39 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.133 s -2.253
2023-01-16 02:40 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 10.859 s -1.750
2023-01-16 02:41 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.342 s -1.113
2023-01-16 02:41 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.395 s -2.577
2023-01-16 02:40 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.256 s -1.531
2023-01-16 02:41 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.522 s -1.460
2023-01-16 02:42 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 3.138 s -2.315
2023-01-16 02:42 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.688 s -2.661
2023-01-16 02:46 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.798 s -2.641
2023-01-16 02:48 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 35.620 s -2.757
2023-01-16 02:49 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.231 s -1.320
2023-01-16 02:49 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.579 s -2.306
2023-01-16 02:49 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.325 s -1.905
2023-01-16 02:49 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.416 s -1.893
2023-01-16 02:49 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.846 s -2.441
2023-01-16 02:50 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 1.338 s -1.419
2023-01-16 02:51 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 4.953 s -2.755
2023-01-16 02:52 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 15.788 s -2.616
2023-01-16 02:52 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.366 s -1.925
2023-01-16 02:52 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.272 s -2.181
2023-01-16 02:53 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.304 s -2.034
2023-01-16 02:53 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.522 s -1.435
2023-01-16 02:53 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.591 s -2.253
2023-01-16 02:54 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 2.589 s -2.752
2023-01-16 03:00 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.312 s -1.823
2023-01-16 03:07 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.172 s -2.114
2023-01-16 03:07 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 11.605 s -1.872
2023-01-16 02:57 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.469 s -2.404
2023-01-16 02:59 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 28.960 s -2.739
2023-01-16 02:59 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.262 s -2.105
2023-01-16 02:59 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.341 s -1.620
2023-01-16 03:00 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.264 s -2.029
2023-01-16 03:00 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.389 s -1.834
2023-01-16 03:04 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.888 s -1.778
2023-01-16 03:13 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.940 s -1.909
2023-01-16 03:15 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.367 s -0.889
2023-01-16 03:16 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.551 s -2.120
2023-01-16 03:01 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.879 s -2.092
2023-01-16 03:05 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 6.098 s -0.870
2023-01-16 03:05 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.247 s -1.503
2023-01-16 03:05 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.278 s -1.780
2023-01-16 03:06 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.410 s -2.684
2023-01-16 03:06 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.941 s -1.203
2023-01-16 03:23 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 1.251 s -2.344
2023-01-16 03:23 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 3.149 s -2.094
2023-01-16 03:05 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.323 s -1.087
2023-01-16 03:05 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.398 s -1.242
2023-01-16 03:08 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.514 s -0.651
2023-01-16 03:30 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.321 s -2.209
2023-01-16 03:08 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.280 s -1.961
2023-01-16 03:09 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.334 s -2.269
2023-01-16 03:31 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 3.375 s -0.747
2023-01-16 03:35 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.931 s -1.344
2023-01-16 03:16 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.837 s -2.644
2023-01-16 03:23 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.639 s -1.703
2023-01-16 03:39 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 3.913 s -2.447
2023-01-16 03:28 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 9.252 s -2.365
2023-01-16 03:30 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.553 s -1.247
2023-01-16 03:15 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.325 s -1.311
2023-01-16 03:15 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.267 s -2.070
2023-01-16 03:21 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 4.857 s -2.258
2023-01-16 03:29 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 31.439 s -3.753
2023-01-16 03:22 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 13.344 s -2.418
2023-01-16 03:30 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.316 s -1.987
2023-01-16 03:08 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.271 s -1.877
2023-01-16 03:15 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 31.667 s -1.827
2023-01-16 03:22 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.421 s -1.412
2023-01-16 03:31 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.371 s -2.187
2023-01-16 03:08 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.365 s -1.787
2023-01-16 03:09 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 2.744 s -0.987
2023-01-16 03:15 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.243 s -1.581
2023-01-16 03:22 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.524 s -1.991
2023-01-16 03:22 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.330 s -2.384
2023-01-16 03:37 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.471 s -2.038
2023-01-16 03:38 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.898 s -2.973
2023-01-16 03:30 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.421 s -1.579
2023-01-16 03:39 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 5.189 s -2.578
2023-01-16 03:46 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=10, R 42.593 s -2.584
2023-01-16 03:38 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 1.015 s -1.837
2023-01-16 03:49 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=10, R 56.720 s -2.323
2023-01-16 03:52 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.413 s -1.517
2023-01-16 03:37 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 36.851 s -1.421
2023-01-16 03:38 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.570 s -2.040
2023-01-16 03:50 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.253 s -1.641
2023-01-16 03:51 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.746 s -0.510
2023-01-16 03:50 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.326 s -1.421
2023-01-16 03:50 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.249 s -2.191
2023-01-16 03:52 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 11.140 s -1.315
2023-01-16 03:50 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.285 s -1.949
2023-01-16 03:50 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.366 s -1.316