Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-10 01:07 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.164 s 0.513
2022-11-10 01:07 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.160 s 0.516
2022-11-10 01:12 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.163 s 0.393
2022-11-10 01:15 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.301 s 0.194
2022-11-10 01:05 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.200 s 0.349
2022-11-10 01:09 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.246 s 0.266
2022-11-10 01:11 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.109 s -0.285
2022-11-10 01:05 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.153 s -0.202
2022-11-10 01:09 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.170 s 0.625
2022-11-10 01:11 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.514 s -0.117
2022-11-10 01:04 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.169 s 0.250
2022-11-10 01:09 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.141 s 0.703
2022-11-10 01:06 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.520 s -0.147
2022-11-10 01:06 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.323 s -0.117
2022-11-10 01:07 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.156 s 0.626
2022-11-10 01:04 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.139 s -0.177
2022-11-10 01:12 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.110 s 0.445
2022-11-10 01:13 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.495 s -0.191
2022-11-10 01:06 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.189 s 0.417
2022-11-10 01:12 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.167
2022-11-10 01:13 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.262 s 0.145
2022-11-10 01:17 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.199 s 0.562
2022-11-10 01:23 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.125 s 0.357
2022-11-10 01:05 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.864 s 0.994
2022-11-10 01:06 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.254 s 0.206
2022-11-10 01:15 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 8.342 s -9.515
2022-11-10 01:17 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.266 s 0.034
2022-11-10 01:17 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.225 s 0.306
2022-11-10 01:07 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.835 s 0.337
2022-11-10 01:08 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.469 s 0.378
2022-11-10 01:08 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.044 s -0.132
2022-11-10 01:09 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.135 s 0.501
2022-11-10 01:10 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.076 s -0.702
2022-11-10 01:10 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.176 s 0.613
2022-11-10 01:17 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.183 s 0.621
2022-11-10 01:07 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.215 s 0.235
2022-11-10 01:09 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.161 s 0.639
2022-11-10 01:12 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.141 s 0.084
2022-11-10 01:05 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.539 s 0.036
2022-11-10 01:06 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.228 s 0.219
2022-11-10 01:06 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.197 s 0.370
2022-11-10 01:06 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.242 s -0.046
2022-11-10 01:10 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.249 s 0.083
2022-11-10 01:13 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.194 s 0.479
2022-11-10 01:13 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.234 s 0.130
2022-11-10 01:14 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.530 s 0.185
2022-11-10 01:15 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.223 s 0.465
2022-11-10 01:15 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.263 s 0.410
2022-11-10 01:07 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.188 s 0.400
2022-11-10 01:10 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.220 s 0.087
2022-11-10 01:11 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.810 s 0.616
2022-11-10 01:13 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.198 s 0.440
2022-11-10 01:05 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.314 s -0.050
2022-11-10 01:15 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.227 s 0.436
2022-11-10 01:07 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.274 s 0.065
2022-11-10 01:12 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.388 s 0.102
2022-11-10 01:16 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.323 s 0.143
2022-11-10 01:17 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.603 s 0.659
2022-11-10 01:13 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.275 s 0.181
2022-11-10 01:16 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.566 s 0.180
2022-11-10 01:08 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.382 s -1.107
2022-11-10 01:09 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.270 s -0.250
2022-11-10 01:10 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.241 s -1.443
2022-11-10 01:10 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.235 s 0.485
2022-11-10 01:13 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.463 s 0.507
2022-11-10 01:14 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.955 s -0.399
2022-11-10 01:16 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.649 s 0.443
2022-11-10 01:10 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.180 s 0.622
2022-11-10 01:12 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.113 s 0.281
2022-11-10 01:15 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.272 s 0.232
2022-11-10 01:17 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.294 s 0.502
2022-11-10 01:18 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.208 s 0.426
2022-11-10 01:19 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.180 s 0.298
2022-11-10 01:18 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.125 s 0.792
2022-11-10 01:18 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.957 s -0.125
2022-11-10 01:19 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.273 s 0.305
2022-11-10 01:18 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.174 s 0.390
2022-11-10 01:19 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.528 s 0.287
2022-11-10 01:19 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.241 s 0.047
2022-11-10 01:20 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.144 s -0.161
2022-11-10 01:20 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.141 s 0.771
2022-11-10 01:20 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.270 s 0.454
2022-11-10 01:20 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.158 s 0.579
2022-11-10 01:20 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.180 s 0.409
2022-11-10 01:20 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.263 s 0.078
2022-11-10 01:20 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.216 s 0.983
2022-11-10 01:20 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.508 s 0.553
2022-11-10 01:21 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.462 s -0.614
2022-11-10 01:24 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.867 s 0.205
2022-11-10 01:26 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.168 s 0.037
2022-11-10 01:22 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.319 s 0.306
2022-11-10 01:31 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.170 s 0.329
2022-11-10 01:25 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.962 s 0.878
2022-11-10 01:27 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.140 s 0.747
2022-11-10 01:28 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.132 s 0.708
2022-11-10 01:28 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.167 s -0.082
2022-11-10 01:29 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.148 s 0.297
2022-11-10 01:21 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.666 s 0.086
2022-11-10 01:21 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.273 s -0.028
2022-11-10 01:22 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.462 s 0.350
2022-11-10 01:32 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.330 s -0.092
2022-11-10 01:32 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.017 s -0.035
2022-11-10 01:38 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.313 s -0.044
2022-11-10 01:21 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.141 s 0.187
2022-11-10 01:24 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.626 s 0.706
2022-11-10 01:27 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.467 s 0.427
2022-11-10 01:30 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.843 s 0.969
2022-11-10 01:36 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.296 s 0.117
2022-11-10 01:37 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.779 s -0.036
2022-11-10 01:22 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.152 s 0.033
2022-11-10 01:23 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.135 s 0.676
2022-11-10 01:27 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.173 s 0.510
2022-11-10 01:29 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.151 s 0.184
2022-11-10 01:30 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.291 s -1.952
2022-11-10 01:27 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.145 s 0.566
2022-11-10 01:29 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.235 s 1.077
2022-11-10 01:29 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.085 s 0.488
2022-11-10 01:21 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.181 s -0.344
2022-11-10 01:24 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.025 s -1.268
2022-11-10 01:25 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.253 s 0.470
2022-11-10 01:25 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.352 s -0.472
2022-11-10 01:27 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.200 s 0.452
2022-11-10 01:27 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.205 s 0.443
2022-11-10 01:28 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.848 s 1.272
2022-11-10 01:23 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.280 s 0.491
2022-11-10 01:31 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.135 s 0.198
2022-11-10 01:31 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.194 s 0.064
2022-11-10 01:36 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.224 s 0.299
2022-11-10 01:21 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.196 s 0.408
2022-11-10 01:23 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.217 s 0.657
2022-11-10 01:28 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.046 s -0.255
2022-11-10 01:25 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.137 s -0.193
2022-11-10 01:27 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.551 s -1.145
2022-11-10 01:23 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.158 s 0.436
2022-11-10 01:25 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.183 s 0.286
2022-11-10 01:28 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.152 s 0.293
2022-11-10 01:29 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.192 s 0.013
2022-11-10 01:30 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.215 s 0.279
2022-11-10 01:33 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.962 s -0.655
2022-11-10 01:34 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.575 s -0.219
2022-11-10 01:36 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.096 s -0.008
2022-11-10 01:25 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.146 s 0.131
2022-11-10 01:29 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.157 s -0.302
2022-11-10 01:31 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.146 s 0.292
2022-11-10 01:33 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.223 s -0.515
2022-11-10 01:35 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.785 s 0.071
2022-11-10 01:40 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.153 s 0.260
2022-11-10 01:40 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.320 s 0.298
2022-11-10 01:36 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.231 s 0.520
2022-11-10 01:37 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.146 s -0.467
2022-11-10 01:25 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.167 s 0.574
2022-11-10 01:28 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.202 s 0.687
2022-11-10 01:31 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.953 s -1.671
2022-11-10 01:29 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.449 s 0.104
2022-11-10 01:33 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.373 s 0.716
2022-11-10 01:38 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.576 s 0.103
2022-11-10 01:30 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.238 s -0.916
2022-11-10 01:36 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.178 s 0.455
2022-11-10 01:38 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.193 s -1.075
2022-11-10 01:39 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.167 s 0.155
2022-11-10 01:32 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.520 s 0.555
2022-11-10 01:36 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.177 s 0.260
2022-11-10 01:40 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.381 s -0.081
2022-11-10 01:40 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.378 s -0.407
2022-11-10 01:33 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.182 s -0.617
2022-11-10 01:33 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.252 s -0.698
2022-11-10 01:33 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.330 s -0.898
2022-11-10 01:37 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.260 s 0.392
2022-11-10 01:39 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.135 s 0.344
2022-11-10 01:35 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.184 s -0.353
2022-11-10 01:38 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.587 s 0.461
2022-11-10 01:38 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.468 s 0.530
2022-11-10 01:39 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.132 s 0.440
2022-11-10 01:40 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.189 s -0.253