Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-18 02:02 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.206 s 0.692
2023-01-18 02:08 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.188 s -1.209
2023-01-18 02:04 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.325 s 0.530
2023-01-18 02:04 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.194 s -1.100
2023-01-18 02:02 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.315 s -0.117
2023-01-18 02:04 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.246 s -0.248
2023-01-18 02:02 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.554 s -1.191
2023-01-18 02:05 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.488 s -1.454
2023-01-18 02:03 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.194 s 0.472
2023-01-18 02:03 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.201 s 0.273
2023-01-18 02:06 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.166 s 0.181
2023-01-18 02:02 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.143 s -0.003
2023-01-18 02:03 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.606 s -1.379
2023-01-18 02:05 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.221 s -0.091
2023-01-18 02:02 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.174 s -0.002
2023-01-18 02:03 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.886 s 0.660
2023-01-18 02:04 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.162 s -0.731
2023-01-18 02:05 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.264 s 0.688
2023-01-18 02:07 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.182 s -0.673
2023-01-18 02:08 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.223 s -0.748
2023-01-18 02:08 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.252 s 1.070
2023-01-18 02:08 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.245 s -1.474
2023-01-18 02:02 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.157 s 0.071
2023-01-18 02:03 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.235 s -0.369
2023-01-18 02:04 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.158 s -0.285
2023-01-18 02:06 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.140 s 0.227
2023-01-18 02:06 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.175 s 0.102
2023-01-18 02:04 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.809 s -0.967
2023-01-18 02:04 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.169 s -0.836
2023-01-18 02:06 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.087 s -1.173
2023-01-18 02:04 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.256 s -0.042
2023-01-18 02:06 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.233 s -0.635
2023-01-18 02:07 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.240 s -0.913
2023-01-18 02:06 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.148 s 0.162
2023-01-18 02:06 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.250 s -1.766
2023-01-18 02:07 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.271 s 0.529
2023-01-18 02:07 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.079 s -0.382
2023-01-18 02:08 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.526 s -0.968
2023-01-18 02:09 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.818 s -0.327
2023-01-18 02:09 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.117 s -0.161
2023-01-18 02:09 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.143 s -0.373
2023-01-18 02:10 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.470 s 0.419
2023-01-18 02:09 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.202 s -1.989
2023-01-18 02:09 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.114 s -0.277
2023-01-18 02:09 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.167 s -0.376
2023-01-18 02:10 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.397 s -0.237
2023-01-18 02:10 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.148 s -0.413
2023-01-18 02:11 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.201 s -0.140
2023-01-18 02:11 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.281 s -1.097
2023-01-18 02:10 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.644 s -6.604
2023-01-18 02:11 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.267 s 0.306
2023-01-18 02:11 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.207 s -0.909
2023-01-18 02:11 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.240 s -0.403
2023-01-18 02:11 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.547 s -1.653
2023-01-18 02:12 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.964 s -1.366
2023-01-18 02:12 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.233 s -0.466
2023-01-18 02:13 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.310 s -0.560
2023-01-18 02:12 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.239 s -0.344
2023-01-18 02:12 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.280 s 0.128
2023-01-18 02:12 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.245 s -2.548
2023-01-18 02:13 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.271 s -0.028
2023-01-18 02:13 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.581 s -0.606
2023-01-18 02:14 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.189 s 0.411
2023-01-18 02:14 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.206 s -0.920
2023-01-18 02:14 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.301 s -0.093
2023-01-18 02:14 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.659 s -1.281
2023-01-18 02:14 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.272 s -0.102
2023-01-18 02:14 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.406 s -0.963
2023-01-18 02:14 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.231 s -0.565
2023-01-18 02:15 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.618 s -0.068
2023-01-18 02:15 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.140 s -0.040
2023-01-18 02:16 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.039 s 0.018
2023-01-18 02:16 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.244 s 0.231
2023-01-18 02:16 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.178 s 0.146
2023-01-18 02:16 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.264 s -0.448
2023-01-18 02:16 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.184 s 0.097
2023-01-18 02:16 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.214 s -0.683
2023-01-18 02:17 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.323 s -0.403
2023-01-18 02:16 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.533 s 0.434
2023-01-18 02:17 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.036 s -1.792
2023-01-18 02:17 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.148 s 0.284
2023-01-18 02:17 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.186 s 0.545
2023-01-18 02:18 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.163 s 1.102
2023-01-18 02:18 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.266 s -0.340
2023-01-18 02:18 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.463 s 0.288
2023-01-18 02:18 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.225 s -0.111
2023-01-18 02:18 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.520 s -0.157
2023-01-18 02:18 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.738 s -1.290
2023-01-18 02:19 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.185 s -1.421
2023-01-18 02:19 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.284 s -1.002
2023-01-18 02:19 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.146 s -0.476
2023-01-18 02:19 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.205 s -0.586
2023-01-18 02:19 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.485 s -1.255
2023-01-18 02:19 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.202 s -0.835
2023-01-18 02:20 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.439 s -1.283
2023-01-18 02:21 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.128 s 0.095
2023-01-18 02:21 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.364 s -1.102
2023-01-18 02:21 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.170 s -0.543
2023-01-18 02:21 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.227 s -1.052
2023-01-18 02:21 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.645 s -1.008
2023-01-18 02:21 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.300 s -0.816
2023-01-18 02:21 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.892 s -0.265
2023-01-18 02:23 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.265 s -0.781
2023-01-18 02:22 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.194 s -0.834
2023-01-18 02:23 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.365 s -1.007
2023-01-18 02:22 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.103 s -1.077
2023-01-18 02:22 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.279 s -0.418
2023-01-18 02:23 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.180 s -1.092
2023-01-18 02:22 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.156 s -1.099
2023-01-18 02:23 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.015 s -1.743
2023-01-18 02:24 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.216 s -1.237
2023-01-18 02:24 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.180 s 0.065
2023-01-18 02:24 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.153 s -0.613
2023-01-18 02:25 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.485 s -1.061
2023-01-18 02:24 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.692 s -1.272
2023-01-18 02:24 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.147 s 0.809
2023-01-18 02:25 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.215 s -0.469
2023-01-18 02:25 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.865 s -1.295
2023-01-18 02:25 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.209 s -0.542
2023-01-18 02:26 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.454 s -0.844
2023-01-18 02:26 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.116 s -1.717
2023-01-18 02:26 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.209 s -0.717
2023-01-18 02:26 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.136 s 0.798
2023-01-18 02:26 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.172 s -1.785
2023-01-18 02:26 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.155 s 0.121
2023-01-18 02:26 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.239 s 1.343
2023-01-18 02:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.158 s -0.470
2023-01-18 02:27 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.157 s -1.038
2023-01-18 02:27 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.151 s 0.784
2023-01-18 02:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.122 s -0.252
2023-01-18 02:27 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.281 s 0.181
2023-01-18 02:27 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.196 s -0.662
2023-01-18 02:28 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.235 s -0.073
2023-01-18 02:27 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.220 s 0.643
2023-01-18 02:28 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.852 s 1.159
2023-01-18 02:29 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.173 s 0.286
2023-01-18 02:29 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.199 s -0.052
2023-01-18 02:29 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.325 s -0.019
2023-01-18 02:29 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.718 s -0.485
2023-01-18 02:35 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.273 s 1.088
2023-01-18 02:29 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.138 s 0.035
2023-01-18 02:31 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.579 s -1.317
2023-01-18 02:31 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.228 s -0.121
2023-01-18 02:31 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.185 s 1.004
2023-01-18 02:31 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.259 s -0.774
2023-01-18 02:31 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.611 s -1.472
2023-01-18 02:29 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.151 s -0.874
2023-01-18 02:30 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.003 s -0.906
2023-01-18 02:31 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.334 s 0.180
2023-01-18 02:34 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.237 s -0.988
2023-01-18 02:30 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.540 s -0.449
2023-01-18 02:34 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.230 s -0.242
2023-01-18 02:36 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.583 s -0.438
2023-01-18 02:37 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.137 s -1.193
2023-01-18 02:32 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.159 s 0.994
2023-01-18 02:35 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.322 s -0.130
2023-01-18 02:38 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.324 s -0.524
2023-01-18 02:31 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.967 s 0.389
2023-01-18 02:33 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 15.037 s -1.855
2023-01-18 02:34 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.303 s -1.849
2023-01-18 02:36 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.502 s -0.644
2023-01-18 02:36 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.603 s -1.258
2023-01-18 02:37 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.171 s -1.289
2023-01-18 02:37 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.191 s 0.620
2023-01-18 02:33 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.182 s -1.401
2023-01-18 02:34 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.184 s -0.535
2023-01-18 02:35 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.274 s -0.159
2023-01-18 02:34 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.142 s -2.461
2023-01-18 02:35 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.787 s -0.929
2023-01-18 02:36 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.198 s -0.897
2023-01-18 02:38 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.389 s -0.546
2023-01-18 02:38 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.388 s 0.293
2023-01-18 02:37 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.141 s -0.768
2023-01-18 02:38 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.158 s -0.067