Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-13 15:41 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.097 s -2.218
2023-01-13 15:41 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.236 s 0.696
2023-01-13 15:39 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.195 s -1.186
2023-01-13 15:40 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.194 s -1.485
2023-01-13 15:40 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.481 s -1.326
2023-01-13 15:39 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.236 s -2.279
2023-01-13 15:39 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.202 s -1.206
2023-01-13 15:38 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.576 s -15.643
2023-01-13 15:42 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.148 s -0.999
2023-01-13 15:43 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.232 s -0.194
2023-01-13 15:39 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.589 s -1.050
2023-01-13 15:40 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.160 s -0.283
2023-01-13 15:42 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.167 s -1.375
2023-01-13 15:39 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.328 s -0.483
2023-01-13 15:41 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.141 s -1.510
2023-01-13 15:39 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.258 s -1.113
2023-01-13 15:37 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.156 s -0.704
2023-01-13 15:37 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.208 s -2.614
2023-01-13 15:38 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.316 s -0.218
2023-01-13 15:40 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.265 s 0.708
2023-01-13 15:48 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.174 s -1.944
2023-01-13 15:40 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.164 s -3.279
2023-01-13 15:40 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.815 s -0.167
2023-01-13 15:42 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.176 s -1.847
2023-01-13 15:38 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.912 s -0.393
2023-01-13 15:43 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.181 s -0.093
2023-01-13 15:43 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.243 s -1.698
2023-01-13 15:37 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.143 s 0.138
2023-01-13 15:37 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.175 s -3.402
2023-01-13 15:39 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.249 s -3.636
2023-01-13 15:40 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.168 s 0.280
2023-01-13 15:42 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.249 s -0.659
2023-01-13 15:43 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.187 s -1.501
2023-01-13 15:45 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.117 s -1.564
2023-01-13 15:43 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.222 s -0.132
2023-01-13 15:48 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.275 s -3.912
2023-01-13 15:40 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.221 s -1.101
2023-01-13 15:42 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.273 s -1.653
2023-01-13 15:43 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.254 s -2.135
2023-01-13 15:43 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.076 s -0.777
2023-01-13 15:44 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.528 s -0.169
2023-01-13 15:45 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.113 s -0.832
2023-01-13 15:44 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.825 s -3.589
2023-01-13 15:44 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.167 s -3.783
2023-01-13 15:45 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.148 s -1.625
2023-01-13 15:45 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.143 s -0.923
2023-01-13 15:45 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.167 s -0.913
2023-01-13 15:46 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.472 s -2.076
2023-01-13 15:45 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.393 s -0.298
2023-01-13 15:46 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.202 s -1.005
2023-01-13 15:47 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.281 s -1.896
2023-01-13 15:47 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.545 s -5.204
2023-01-13 15:46 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.513 s 0.093
2023-01-13 15:46 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.241 s -2.029
2023-01-13 15:46 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.206 s -1.428
2023-01-13 15:46 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.269 s -2.073
2023-01-13 15:47 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.961 s -1.014
2023-01-13 15:48 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.237 s -0.300
2023-01-13 15:48 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.233 s -1.997
2023-01-13 15:48 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.311 s -2.828
2023-01-13 15:50 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.205 s -0.642
2023-01-13 15:48 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.585 s -5.653
2023-01-13 15:48 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.284 s -3.387
2023-01-13 15:49 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.656 s -0.067
2023-01-13 15:49 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.231 s -1.425
2023-01-13 15:50 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.273 s -0.456
2023-01-13 15:49 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.413 s -2.648
2023-01-13 15:49 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.190 s -1.000
2023-01-13 15:50 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.302 s -1.787
2023-01-13 15:50 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.613 s 0.109
2023-01-13 15:51 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.142 s -1.752
2023-01-13 15:51 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.015 s -1.410
2023-01-13 15:51 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.245 s -1.355
2023-01-13 15:51 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.186 s -1.799
2023-01-13 15:51 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.177 s -0.385
2023-01-13 15:52 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.264 s 0.584
2023-01-13 15:51 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.215 s -2.570
2023-01-13 15:52 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.535 s -0.309
2023-01-13 15:53 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.344 s -2.384
2023-01-13 15:53 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.267 s -1.648
2023-01-13 15:53 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.227 s -2.805
2023-01-13 15:53 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.523 s -3.584
2023-01-13 15:53 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.185 s 0.101
2023-01-13 15:53 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.165 s -1.667
2023-01-13 15:52 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.036 s 0.660
2023-01-13 15:53 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.150 s -2.120
2023-01-13 15:54 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.472 s -1.432
2023-01-13 15:54 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.732 s -2.447
2023-01-13 15:54 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.280 s -1.112
2023-01-13 15:54 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.146 s -2.028
2023-01-13 15:54 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.207 s -4.484
2023-01-13 15:54 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.485 s -8.498
2023-01-13 15:54 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.185 s -2.344
2023-01-13 15:55 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.209 s -4.640
2023-01-13 15:55 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.434 s -21.438
2023-01-13 15:56 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.500 s -8.377
2023-01-13 15:56 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.299 s -5.883
2023-01-13 15:56 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.230 s -3.209
2023-01-13 15:56 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.171 s -11.195
2023-01-13 15:56 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.129 s -1.019
2023-01-13 15:57 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.646 s -7.497
2023-01-13 15:57 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.891 s -3.809
2023-01-13 15:58 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.179 s -2.760
2023-01-13 15:57 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.105 s -7.126
2023-01-13 15:58 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.282 s -5.753
2023-01-13 15:58 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.195 s -4.265
2023-01-13 15:58 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.155 s -2.876
2023-01-13 16:02 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.166 s -2.309
2023-01-13 15:58 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.266 s -3.928
2023-01-13 15:58 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.366 s -3.399
2023-01-13 16:00 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.147 s -0.393
2023-01-13 16:01 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.138 s -1.853
2023-01-13 16:13 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.321 s 0.500
2023-01-13 15:58 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.000 s -2.466
2023-01-13 15:59 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.692 s -4.143
2023-01-13 16:02 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.151 s 0.350
2023-01-13 16:00 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.479 s -1.828
2023-01-13 16:00 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.181 s -0.214
2023-01-13 16:03 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.220 s -0.588
2023-01-13 16:06 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.973 s -0.488
2023-01-13 16:13 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.192 s -0.916
2023-01-13 15:59 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.219 s -3.606
2023-01-13 16:01 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.156 s 0.052
2023-01-13 16:01 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.081 s -1.723
2023-01-13 16:05 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.032 s -2.218
2023-01-13 16:06 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.186 s -1.484
2023-01-13 16:10 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.785 s -0.305
2023-01-13 16:04 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.174 s -1.879
2023-01-13 16:06 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.334 s -1.482
2023-01-13 16:09 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.302 s -2.024
2023-01-13 16:02 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.196 s -2.113
2023-01-13 16:00 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.208 s -0.853
2023-01-13 16:08 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.283 s -1.938
2023-01-13 16:13 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.426 s -2.892
2023-01-13 16:01 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.241 s -1.127
2023-01-13 16:02 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.456 s -1.001
2023-01-13 16:04 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.199 s -1.105
2023-01-13 16:06 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.228 s -1.594
2023-01-13 16:04 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.151 s -1.546
2023-01-13 16:11 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.205 s -2.492
2023-01-13 16:12 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.136 s -0.773
2023-01-13 16:00 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.212 s -1.372
2023-01-13 16:01 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.871 s -1.978
2023-01-13 16:01 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.210 s -2.576
2023-01-13 16:03 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.285 s -2.548
2023-01-13 16:03 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.243 s -1.203
2023-01-13 16:04 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.758 s -0.822
2023-01-13 16:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.326 s 0.619
2023-01-13 16:02 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.157 s -2.015
2023-01-13 16:05 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.324 s 0.442
2023-01-13 16:09 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.236 s -0.735
2023-01-13 16:10 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.276 s -1.597
2023-01-13 16:11 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.503 s -1.463
2023-01-13 16:00 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.153 s -1.431
2023-01-13 16:07 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.611 s -4.707
2023-01-13 16:08 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.945 s -2.118
2023-01-13 16:11 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.322 s -1.348
2023-01-13 16:13 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.158 s -1.273
2023-01-13 16:02 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.126 s -1.617
2023-01-13 16:05 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.545 s -1.371
2023-01-13 16:01 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.172 s -2.621
2023-01-13 16:03 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.858 s -1.221
2023-01-13 16:04 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.138 s -1.320
2023-01-13 16:06 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.259 s -1.632
2023-01-13 16:09 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.180 s -1.135
2023-01-13 16:09 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.184 s -1.392
2023-01-13 16:09 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.109 s -1.166
2023-01-13 16:11 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.579 s -0.202
2023-01-13 16:09 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.229 s -1.013
2023-01-13 16:10 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.307 s -2.491
2023-01-13 16:11 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.597 s 0.070
2023-01-13 16:13 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.141 s -2.027
2023-01-13 16:13 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.389 s -1.420
2023-01-13 16:12 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.171 s -2.309