Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-15 08:17 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.833 s 0.715
2022-11-15 08:23 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.463 s 0.621
2022-11-15 08:15 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.202 s -0.035
2022-11-15 08:19 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.165 s -2.054
2022-11-15 08:19 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.270 s -1.686
2022-11-15 08:16 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.842 s 1.732
2022-11-15 08:19 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.137 s -0.561
2022-11-15 08:25 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.956 s -1.071
2022-11-15 08:26 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.346 s -0.631
2022-11-15 08:17 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.254 s -0.074
2022-11-15 08:23 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.200 s 0.265
2022-11-15 08:25 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.271 s 0.826
2022-11-15 08:27 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.226 s -0.061
2022-11-15 08:29 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.272 s 0.787
2022-11-15 08:43 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.330 s -0.674
2022-11-15 08:16 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.190 s 0.483
2022-11-15 08:16 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.198 s 0.184
2022-11-15 08:20 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.239 s -1.152
2022-11-15 08:26 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.568 s -0.395
2022-11-15 08:18 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.274 s -0.102
2022-11-15 08:19 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.246 s -0.064
2022-11-15 08:15 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.170 s -0.018
2022-11-15 08:23 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.194 s 0.556
2022-11-15 08:18 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.487 s -2.730
2022-11-15 08:19 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.074 s -0.752
2022-11-15 08:31 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.179 s 0.038
2022-11-15 08:16 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.231 s -0.841
2022-11-15 08:20 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.219 s 0.008
2022-11-15 08:21 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.250 s -0.789
2022-11-15 08:22 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.111 s 0.520
2022-11-15 08:22 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.113 s 0.101
2022-11-15 08:22 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.077
2022-11-15 08:24 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.262 s 0.105
2022-11-15 08:17 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.323 s -0.994
2022-11-15 08:29 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.530 s -0.109
2022-11-15 08:30 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.327 s -0.988
2022-11-15 08:35 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.136 s -0.107
2022-11-15 08:15 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.140 s -0.561
2022-11-15 08:22 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.164 s 0.059
2022-11-15 08:29 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.180 s 0.207
2022-11-15 08:30 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.158 s 1.022
2022-11-15 08:21 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.508 s 0.434
2022-11-15 08:24 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.273 s 0.848
2022-11-15 08:25 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.229 s 0.348
2022-11-15 08:31 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.666 s 0.076
2022-11-15 08:32 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.153 s -0.088
2022-11-15 08:38 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.057 s -0.582
2022-11-15 08:39 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.289 s -8.721
2022-11-15 08:17 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.189 s 0.629
2022-11-15 08:17 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.217 s -0.065
2022-11-15 08:24 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.530 s 0.165
2022-11-15 08:27 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.266 s -0.648
2022-11-15 08:30 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.181 s 0.205
2022-11-15 08:35 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.183 s 0.154
2022-11-15 08:38 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.152 s -0.053
2022-11-15 08:20 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.182 s 0.490
2022-11-15 08:31 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.443 s 1.799
2022-11-15 08:33 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.218 s 0.706
2022-11-15 08:34 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 4.994 s 1.332
2022-11-15 08:38 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.205 s 0.089
2022-11-15 08:15 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.152 s -0.246
2022-11-15 08:17 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.157 s 1.168
2022-11-15 08:18 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.378 s -0.776
2022-11-15 08:20 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.178 s 0.478
2022-11-15 08:22 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.101 s -0.030
2022-11-15 08:22 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.142 s -0.338
2022-11-15 08:22 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.388 s 0.115
2022-11-15 08:37 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.207 s -0.333
2022-11-15 08:19 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.171 s 0.462
2022-11-15 08:25 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.225 s 0.521
2022-11-15 08:30 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.222 s -1.333
2022-11-15 08:37 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.201 s 0.460
2022-11-15 08:37 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.476 s -1.097
2022-11-15 08:39 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.151 s 0.419
2022-11-15 08:42 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.330 s -0.609
2022-11-15 08:50 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.153 s 0.698
2022-11-15 08:16 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.620 s -3.804
2022-11-15 08:16 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.241 s -0.147
2022-11-15 08:27 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.609 s -0.016
2022-11-15 08:28 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.209 s 0.566
2022-11-15 08:35 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.971 s -0.454
2022-11-15 08:48 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.479 s -1.361
2022-11-15 08:17 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.166 s -0.059
2022-11-15 08:23 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.235 s -0.332
2022-11-15 08:25 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.304 s -1.256
2022-11-15 08:35 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.146 s -0.019
2022-11-15 08:38 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.847 s 1.395
2022-11-15 08:42 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.527 s -0.635
2022-11-15 08:46 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.794 s 0.046
2022-11-15 08:48 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.314 s -0.904
2022-11-15 08:15 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.539 s 0.045
2022-11-15 08:17 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.173 s -0.596
2022-11-15 08:20 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.068 s 0.043
2022-11-15 08:23 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.515 s -0.762
2022-11-15 08:26 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.653 s 0.027
2022-11-15 08:28 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.042 s -2.686
2022-11-15 08:29 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.240 s -0.054
2022-11-15 08:31 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.270 s 0.694
2022-11-15 08:47 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.778 s -0.038
2022-11-15 08:15 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.316 s -0.542
2022-11-15 08:19 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.143 s 0.598
2022-11-15 08:28 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.173 s 1.087
2022-11-15 08:31 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.141 s -0.242
2022-11-15 08:31 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.197 s 0.099
2022-11-15 08:33 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.323 s -0.113
2022-11-15 08:37 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.146 s 0.640
2022-11-15 08:39 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.454 s -2.188
2022-11-15 08:39 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.088 s 0.377
2022-11-15 08:40 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.152 s -0.754
2022-11-15 08:40 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.845 s 0.793
2022-11-15 08:43 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.001 s 0.411
2022-11-15 08:21 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.810 s 0.779
2022-11-15 08:25 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.264 s 0.522
2022-11-15 08:27 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.184 s 0.592
2022-11-15 08:45 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.252 s -1.987
2022-11-15 08:49 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.133 s -0.194
2022-11-15 08:21 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.237 s 0.648
2022-11-15 08:25 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.149 s 0.094
2022-11-15 08:27 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.199 s 1.344
2022-11-15 08:30 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.143 s 0.513
2022-11-15 08:34 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.629 s 0.126
2022-11-15 08:47 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.227 s -1.673
2022-11-15 08:33 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.200 s -0.483
2022-11-15 08:33 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.158 s 0.302
2022-11-15 08:34 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.281 s -0.056
2022-11-15 08:34 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.867 s -0.019
2022-11-15 08:35 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.254 s 0.004
2022-11-15 08:40 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.278 s -0.425
2022-11-15 08:40 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.215 s 0.247
2022-11-15 08:41 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.148 s -0.921
2022-11-15 08:43 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.224 s -0.596
2022-11-15 08:49 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.136 s 0.242
2022-11-15 08:28 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.131 s 0.146
2022-11-15 08:30 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.140 s 0.220
2022-11-15 08:35 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.352 s -1.358
2022-11-15 08:36 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.168 s -0.127
2022-11-15 08:38 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.134 s 0.069
2022-11-15 08:40 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.254 s -1.783
2022-11-15 08:43 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.183 s -0.584
2022-11-15 08:49 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.169 s -1.431
2022-11-15 08:50 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.189 s -0.984
2022-11-15 08:50 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.319 s 0.628
2022-11-15 08:50 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.380 s -0.417
2022-11-15 08:30 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.510 s 0.199
2022-11-15 08:46 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.178 s 0.673
2022-11-15 08:46 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.235 s -1.040
2022-11-15 08:27 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.294 s 1.196
2022-11-15 08:30 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.261 s 0.453
2022-11-15 08:32 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.461 s 0.539
2022-11-15 08:33 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.125 s 0.451
2022-11-15 08:35 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.170 s -0.957
2022-11-15 08:37 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.141 s 0.997
2022-11-15 08:38 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.167 s -0.311
2022-11-15 08:39 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.148 s 0.076
2022-11-15 08:42 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.196 s -1.395
2022-11-15 08:43 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.334 s 1.025
2022-11-15 08:43 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.962 s -0.524
2022-11-15 08:44 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.590 s -1.636
2022-11-15 08:37 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.516 s -0.247
2022-11-15 08:37 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.174 s 0.701
2022-11-15 08:39 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.193 s -1.141
2022-11-15 08:41 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.134 s 0.381
2022-11-15 08:48 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.265 s -0.679
2022-11-15 08:48 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.619 s -2.315
2022-11-15 08:46 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.177 s -0.125
2022-11-15 08:46 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.095 s 0.093
2022-11-15 08:41 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.363 s 0.373
2022-11-15 08:43 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.253 s -0.767
2022-11-15 08:41 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.170 s 0.514
2022-11-15 08:46 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.297 s -0.452
2022-11-15 08:48 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.571 s 0.133
2022-11-15 08:48 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.195 s -1.609
2022-11-15 08:50 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.379 s 0.233
2022-11-15 08:46 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.227 s -0.880