Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-10 08:16 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.158 s 0.278
2022-11-10 08:13 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.139 s -0.442
2022-11-10 08:14 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.315 s -0.294
2022-11-10 08:14 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.152 s -0.438
2022-11-10 08:14 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.202 s 0.016
2022-11-10 08:14 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.540 s -0.106
2022-11-10 08:15 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.191 s 0.096
2022-11-10 08:14 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.170 s 0.071
2022-11-10 08:16 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.174 s -0.704
2022-11-10 08:16 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.833 s 0.872
2022-11-10 08:15 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.905 s -0.561
2022-11-10 08:15 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.544 s -1.027
2022-11-10 08:15 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.230 s -0.399
2022-11-10 08:15 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.197 s 0.684
2022-11-10 08:15 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.241 s -0.384
2022-11-10 08:15 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.253 s 0.549
2022-11-10 08:16 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.322 s -0.544
2022-11-10 08:16 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.189 s 0.457
2022-11-10 08:16 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.166 s 0.389
2022-11-10 08:16 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.217 s -0.039
2022-11-10 08:17 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.474 s -0.461
2022-11-10 08:16 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.273 s 0.719
2022-11-10 08:18 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.053 s -0.358
2022-11-10 08:17 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.386 s -2.287
2022-11-10 08:18 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.162 s 0.696
2022-11-10 08:18 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.171 s 0.095
2022-11-10 08:18 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.135 s 1.186
2022-11-10 08:20 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.508 s 0.351
2022-11-10 08:21 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.388 s 0.085
2022-11-10 08:18 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.143 s 0.295
2022-11-10 08:19 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.239 s -1.557
2022-11-10 08:21 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.114 s 0.004
2022-11-10 08:19 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.183 s 0.317
2022-11-10 08:20 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.237 s 0.704
2022-11-10 08:21 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.112 s -0.638
2022-11-10 08:23 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.956 s -1.383
2022-11-10 08:18 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.267 s 0.587
2022-11-10 08:18 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.247 s -0.481
2022-11-10 08:19 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.176 s 1.470
2022-11-10 08:19 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.219 s 0.121
2022-11-10 08:21 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.165 s -0.433
2022-11-10 08:19 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.247 s 0.839
2022-11-10 08:19 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.064 s 0.423
2022-11-10 08:21 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.106 s -0.235
2022-11-10 08:22 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.195 s 0.474
2022-11-10 08:20 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.812 s 0.428
2022-11-10 08:21 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.146 s 0.046
2022-11-10 08:22 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.463 s 0.968
2022-11-10 08:21 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.142 s -0.668
2022-11-10 08:22 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.262 s 0.124
2022-11-10 08:22 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.498 s -0.275
2022-11-10 08:22 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.235 s -0.675
2022-11-10 08:22 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.198 s 1.264
2022-11-10 08:23 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.274 s 0.512
2022-11-10 08:23 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.533 s -0.581
2022-11-10 08:24 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.224 s 1.009
2022-11-10 08:24 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.129 s 0.129
2022-11-10 08:24 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.274 s -0.364
2022-11-10 08:24 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.228 s 0.799
2022-11-10 08:24 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.301 s 0.054
2022-11-10 08:24 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.569 s -0.651
2022-11-10 08:24 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.263 s 0.942
2022-11-10 08:26 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.296 s 0.646
2022-11-10 08:25 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.353 s -0.983
2022-11-10 08:25 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.184 s 0.697
2022-11-10 08:25 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.647 s 0.603
2022-11-10 08:26 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.226 s -0.034
2022-11-10 08:26 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.263 s 1.070
2022-11-10 08:26 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.200 s 0.944
2022-11-10 08:27 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.174 s 0.524
2022-11-10 08:26 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.610 s -0.229
2022-11-10 08:27 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.130 s 0.431
2022-11-10 08:27 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.957 s -0.151
2022-11-10 08:27 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.210 s -0.306
2022-11-10 08:28 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.530 s -0.189
2022-11-10 08:27 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.240 s -0.316
2022-11-10 08:40 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.133 s 1.497
2022-11-10 08:27 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.180 s 0.211
2022-11-10 08:29 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.261 s 0.510
2022-11-10 08:30 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.454 s 0.197
2022-11-10 08:28 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.273 s 0.360
2022-11-10 08:35 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.163 s 0.690
2022-11-10 08:36 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.142 s 0.342
2022-11-10 08:38 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.276 s 0.048
2022-11-10 08:42 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.488 s -0.170
2022-11-10 08:44 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.134 s 0.743
2022-11-10 08:34 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.146 s -0.017
2022-11-10 08:48 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.133 s -0.406
2022-11-10 08:49 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.318 s 0.888
2022-11-10 08:28 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.143 s -0.326
2022-11-10 08:29 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.183 s -1.309
2022-11-10 08:32 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.159 s -0.696
2022-11-10 08:34 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.967 s -0.048
2022-11-10 08:38 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.146 s 1.364
2022-11-10 08:39 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.215 s 0.334
2022-11-10 08:30 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.181 s -0.878
2022-11-10 08:36 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.203 s -0.933
2022-11-10 08:38 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.148 s 0.212
2022-11-10 08:42 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.183 s -0.803
2022-11-10 08:46 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.313 s -0.709
2022-11-10 08:47 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.576 s 0.095
2022-11-10 08:30 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.462 s 0.311
2022-11-10 08:32 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.221 s -0.719
2022-11-10 08:40 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.670 s -0.697
2022-11-10 08:40 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.196 s -1.306
2022-11-10 08:42 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.578 s -0.540
2022-11-10 08:45 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.179 s 0.367
2022-11-10 08:45 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.231 s 1.081
2022-11-10 08:46 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.775 s 0.220
2022-11-10 08:31 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.155 s -0.363
2022-11-10 08:34 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.138 s -0.251
2022-11-10 08:37 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.240 s 0.328
2022-11-10 08:29 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.298 s -0.314
2022-11-10 08:30 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.275 s -0.922
2022-11-10 08:29 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.514 s -1.030
2022-11-10 08:37 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.152 s 0.238
2022-11-10 08:36 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.470 s -0.022
2022-11-10 08:38 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.151 s 0.150
2022-11-10 08:40 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.145 s 1.019
2022-11-10 08:40 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.326 s 1.363
2022-11-10 08:32 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.195 s -0.582
2022-11-10 08:32 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.281 s -0.159
2022-11-10 08:45 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.297 s -0.674
2022-11-10 08:46 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.411 s -8.002
2022-11-10 08:30 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.632 s 0.151
2022-11-10 08:34 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.184 s -0.331
2022-11-10 08:29 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.144 s 0.076
2022-11-10 08:30 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.142 s -0.504
2022-11-10 08:31 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.324 s -0.359
2022-11-10 08:32 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.124 s 1.295
2022-11-10 08:33 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 4.995 s 1.249
2022-11-10 08:36 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.207 s -0.615
2022-11-10 08:37 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.032 s 0.188
2022-11-10 08:39 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.236 s -0.821
2022-11-10 08:40 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.170 s 0.192
2022-11-10 08:44 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.176 s 0.773
2022-11-10 08:38 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.192 s -0.415
2022-11-10 08:47 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.474 s -0.448
2022-11-10 08:49 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.154 s -0.256
2022-11-10 08:29 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.219 s 0.238
2022-11-10 08:35 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.502 s 0.100
2022-11-10 08:36 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.174 s 0.380
2022-11-10 08:41 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.995 s 0.600
2022-11-10 08:34 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.169 s -0.389
2022-11-10 08:37 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s -1.064
2022-11-10 08:38 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.095 s 0.060
2022-11-10 08:33 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.632 s -0.375
2022-11-10 08:36 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.147 s -0.091
2022-11-10 08:37 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.166 s 0.059
2022-11-10 08:29 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.157 s 1.858
2022-11-10 08:37 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.860 s -0.093
2022-11-10 08:30 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.197 s 0.218
2022-11-10 08:33 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.863 s 1.019
2022-11-10 08:34 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.255 s -0.286
2022-11-10 08:37 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.134 s -0.280
2022-11-10 08:39 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.845 s 0.675
2022-11-10 08:42 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.250 s -0.432
2022-11-10 08:34 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.349 s 0.234
2022-11-10 08:38 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.447 s 0.440
2022-11-10 08:41 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.532 s -1.249
2022-11-10 08:42 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.327 s -0.472
2022-11-10 08:47 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.596 s -0.551
2022-11-10 08:48 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.136 s 0.317
2022-11-10 08:42 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.954 s 0.351
2022-11-10 08:47 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.155 s 0.774
2022-11-10 08:48 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.189 s -1.283
2022-11-10 08:49 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.432 s -4.168
2022-11-10 08:42 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.225 s -0.762
2022-11-10 08:46 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.261 s 0.447
2022-11-10 08:45 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.224 s 0.252
2022-11-10 08:44 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.814 s -0.574
2022-11-10 08:45 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.094 s 0.183
2022-11-10 08:48 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.169 s -1.409
2022-11-10 08:49 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.381 s -0.174