Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-04 23:00 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.354 s 0.136
2022-11-04 23:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.473 s 0.329
2022-11-04 23:03 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.392 s -0.084
2022-11-04 22:47 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.372 s 0.084
2022-11-04 22:46 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.235 s 0.258
2022-11-04 22:46 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.247 s 0.053
2022-11-04 22:59 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 5.558 s 0.350
2022-11-04 23:00 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.579 s 0.187
2022-11-04 22:46 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.310 s -0.186
2022-11-04 22:59 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.429 s -0.248
2022-11-04 23:01 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.957 s -0.616
2022-11-04 22:48 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.352 s -0.082
2022-11-04 22:48 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.819 s 0.335
2022-11-04 22:57 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.457 s -2.187
2022-11-04 23:00 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.447 s -0.151
2022-11-04 22:59 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.353 s -0.137
2022-11-04 23:00 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.435 s -0.105
2022-11-04 23:04 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.810 s 0.315
2022-11-04 23:02 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.285 s -0.046
2022-11-04 23:02 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.350 s -0.181
2022-11-04 23:03 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.289 s 0.114
2022-11-04 23:03 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.393 s 0.122
2022-11-04 23:08 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.365 s -1.528
2022-11-04 23:09 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 7.429 s 0.353
2022-11-04 23:09 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.247 s -0.085
2022-11-04 23:09 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.321 s -0.650
2022-11-04 23:10 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.258 s -0.251
2022-11-04 23:10 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.359 s -0.546
2022-11-04 23:10 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.339 s -0.101
2022-11-04 23:11 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.485 s 0.314
2022-11-04 23:15 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.338 s -2.525
2022-11-04 23:22 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.212 s -0.970
2022-11-04 23:23 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.743 s 0.254
2022-11-04 23:29 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.455 s -0.295
2022-11-04 23:15 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 3.600 s 0.337
2022-11-04 23:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.421 s -0.421
2022-11-04 23:15 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.325 s 0.050
2022-11-04 23:17 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.905 s 0.291
2022-11-04 23:17 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.419 s -0.333
2022-11-04 23:27 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 5.128 s 0.318
2022-11-04 23:28 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.369 s -0.325
2022-11-04 23:41 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.338 s 0.199
2022-11-04 23:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.469 s -0.170
2022-11-04 23:22 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 8.255 s 0.319
2022-11-04 23:27 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.537 s -2.154
2022-11-04 23:28 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.370 s -0.171
2022-11-04 23:28 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.504 s -0.409
2022-11-04 23:41 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 10.177 s 0.324
2022-11-04 23:21 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.960 s -0.837
2022-11-04 23:23 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.239 s -0.917
2022-11-04 23:23 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.333 s -0.471
2022-11-04 23:23 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.211 s -0.894
2022-11-04 23:22 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.285 s -0.837
2022-11-04 23:16 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.333 s 0.091
2022-11-04 23:34 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.419 s -0.062
2022-11-04 23:28 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.453 s -0.594
2022-11-04 23:34 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 1.134 s -0.863
2022-11-04 23:29 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.936 s 0.283
2022-11-04 23:41 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.435 s -0.317
2022-11-04 23:42 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.376 s -0.044
2022-11-04 23:34 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 8.743 s 0.322
2022-11-04 23:40 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.859 s -0.339
2022-11-04 23:35 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.420 s 0.091
2022-11-04 23:35 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.561 s -0.146
2022-11-04 23:36 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.984 s 0.295
2022-11-04 23:35 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.523 s -0.509
2022-11-04 23:36 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.461 s 0.099
2022-11-04 23:42 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.496 s -0.104
2022-11-04 23:43 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 1.075 s 0.292
2022-11-04 23:43 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.565 s -0.271
2022-11-04 23:55 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 9.402 s 0.307
2022-11-04 23:56 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.352 s -0.853
2022-11-04 23:57 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.196 s -4.350
2022-11-04 23:58 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.352 s -1.334
2022-11-04 23:48 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.480 s -2.531
2022-11-04 23:49 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.468 s -0.647
2022-11-04 23:56 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.427 s -0.621
2022-11-04 23:56 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 1.012 s -0.906
2022-11-04 23:58 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 10.868 s -5.107
2022-11-04 23:49 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.317 s 0.012
2022-11-04 23:50 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.423 s -0.404
2022-11-04 23:56 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.425 s -1.030
2022-11-04 23:59 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.401 s -2.059
2022-11-04 23:50 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.889 s 0.311
2022-11-04 23:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.238 s -1.460
2022-11-04 23:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.266 s -0.349
2022-11-04 23:58 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.264 s -1.154
2022-11-04 23:59 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.682 s -1.873
2022-11-05 00:04 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.773 s -7.033
2022-11-04 23:59 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.540 s -2.209
2022-11-04 23:49 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.401 s -0.593
2022-11-04 23:49 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.328 s -0.139
2022-11-04 23:48 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 11.654 s 0.320
2022-11-05 00:00 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 3.124 s -1.911
2022-11-04 23:56 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.296 s -0.555
2022-11-05 00:06 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.232 s -0.018
2022-11-05 00:06 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 35.225 s -1.138
2022-11-05 00:07 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.426 s -1.210
2022-11-05 00:07 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.566 s -1.249
2022-11-05 00:06 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.321 s -0.916
2022-11-05 00:07 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.837 s -1.565
2022-11-05 00:07 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 1.305 s -1.147
2022-11-05 00:09 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 4.895 s -5.060
2022-11-05 00:10 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.505 s -0.948
2022-11-05 00:11 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 2.568 s -2.370
2022-11-05 00:10 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.256 s 0.055
2022-11-05 00:10 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.296 s -0.454
2022-11-05 00:10 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 15.678 s -4.087
2022-11-05 00:10 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.346 s -0.443
2022-11-05 00:11 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.587 s -2.101
2022-11-05 00:17 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.336 s -0.517
2022-11-05 00:15 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.519 s -4.789
2022-11-05 00:26 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.515 s -0.536
2022-11-05 00:24 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.938 s -1.553
2022-11-05 00:17 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 28.774 s -2.972
2022-11-05 00:18 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.834 s 0.295
2022-11-05 00:23 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.333 s -1.177
2022-11-05 00:23 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.401 s -0.884
2022-11-05 00:23 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.417 s -0.763
2022-11-05 00:17 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.385 s -0.095
2022-11-05 00:18 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.310 s -0.254
2022-11-05 00:24 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.269 s -5.166
2022-11-05 00:17 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.255 s 0.115
2022-11-05 00:22 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 6.106 s 0.326
2022-11-05 00:26 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.371 s -0.787
2022-11-05 00:22 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.253 s -0.647
2022-11-05 00:17 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.258 s 0.043
2022-11-05 00:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 11.688 s -4.016
2022-11-05 00:22 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.863 s -0.758
2022-11-05 00:30 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.951 s -0.851
2022-11-05 00:32 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 31.691 s -3.319
2022-11-05 00:25 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.278 s -0.261
2022-11-05 00:41 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 3.146 s -3.946
2022-11-05 00:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.283 s -0.117
2022-11-05 00:34 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.809 s 0.281
2022-11-05 00:40 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.535 s -3.237
2022-11-05 00:23 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.281 s -0.458
2022-11-05 00:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.338 s -0.183
2022-11-05 00:33 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.334 s -0.662
2022-11-05 00:47 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 31.236 s -4.995
2022-11-05 00:48 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.554 s -0.738
2022-11-05 00:27 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 2.750 s -1.482
2022-11-05 00:34 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.564 s -2.356
2022-11-05 00:33 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.269 s -0.014
2022-11-05 00:32 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.250 s -0.174
2022-11-05 00:40 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.419 s -1.973
2022-11-05 00:41 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 1.308 s -5.824
2022-11-05 00:40 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.328 s -2.063
2022-11-05 00:56 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.908 s -1.093
2022-11-05 00:48 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.325 s -0.074
2022-11-05 00:48 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.378 s -0.310
2022-11-05 00:33 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.367 s 0.060
2022-11-05 00:40 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.633 s -2.231
2022-11-05 00:39 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 13.221 s 0.333
2022-11-05 00:55 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.467 s 0.202
2022-11-05 00:38 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 4.710 s -4.598
2022-11-05 00:56 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 1.047 s -0.847
2022-11-05 01:07 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.251 s -0.878
2022-11-05 00:45 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 9.256 s -4.231
2022-11-05 00:47 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.430 s -0.949
2022-11-05 00:47 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.322 s -0.057
2022-11-05 00:55 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 36.852 s -2.515
2022-11-05 00:49 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 3.385 s -1.834
2022-11-05 01:04 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=10, R 41.186 s -5.334
2022-11-05 00:55 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.574 s -0.294
2022-11-05 01:09 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.416 s -1.153
2022-11-05 01:10 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 11.149 s -2.911
2022-11-05 01:08 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.285 s -0.814
2022-11-05 00:57 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 3.990 s -4.220
2022-11-05 00:53 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.940 s -0.934
2022-11-05 01:08 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.377 s -1.606
2022-11-05 01:07 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=10, R 55.262 s 0.020
2022-11-05 01:08 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.750 s -0.944
2022-11-05 00:57 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 5.217 s -0.007
2022-11-05 01:08 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.258 s -1.016
2022-11-05 01:07 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.333 s -1.409