Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-17 16:51 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.144 s -0.574
2023-01-17 16:51 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.172 s 0.200
2023-01-17 16:51 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.205 s 1.212
2023-01-17 16:52 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.315 s -0.191
2023-01-17 16:51 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.157 s -0.039
2023-01-17 16:52 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.552 s -1.105
2023-01-17 16:53 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.590 s -0.636
2023-01-17 16:52 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.888 s 0.557
2023-01-17 16:53 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.194 s 0.588
2023-01-17 16:53 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.200 s 0.775
2023-01-17 16:53 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.232 s 1.585
2023-01-17 16:53 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.244 s 0.668
2023-01-17 16:53 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.255 s 0.193
2023-01-17 16:53 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.323 s 1.331
2023-01-17 16:54 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.179 s -2.265
2023-01-17 16:53 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.808 s -1.034
2023-01-17 16:54 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.163 s -1.246
2023-01-17 16:54 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.221 s -0.649
2023-01-17 16:54 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.193 s -0.430
2023-01-17 16:54 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.168 s 0.081
2023-01-17 16:54 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.265 s -0.591
2023-01-17 16:54 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.483 s -0.700
2023-01-17 16:55 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.234 s -0.899
2023-01-17 16:56 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.147 s 0.334
2023-01-17 16:56 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.248 s 0.558
2023-01-17 16:59 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.118 s -1.099
2023-01-17 16:55 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.039 s 0.324
2023-01-17 16:55 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.141 s -0.507
2023-01-17 16:55 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.165 s 0.930
2023-01-17 16:56 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.174 s 1.067
2023-01-17 16:56 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.270 s 0.985
2023-01-17 16:57 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.222 s 0.111
2023-01-17 16:57 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.183 s -1.376
2023-01-17 16:57 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.187 s 0.017
2023-01-17 16:57 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.239 s -0.836
2023-01-17 16:57 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.073 s 0.145
2023-01-17 16:58 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.521 s -0.513
2023-01-17 16:57 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.243 s -0.062
2023-01-17 16:57 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.258 s -4.119
2023-01-17 16:59 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.143 s -0.085
2023-01-17 16:58 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.826 s -1.564
2023-01-17 16:59 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.154 s -7.325
2023-01-17 16:59 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.393 s 0.104
2023-01-17 16:58 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.181 s -1.529
2023-01-17 16:59 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.121 s -9.824
2023-01-17 16:59 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.166 s 0.729
2023-01-17 17:00 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.474 s -1.602
2023-01-17 17:00 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.201 s 0.184
2023-01-17 17:00 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.517 s -0.113
2023-01-17 17:00 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.238 s 0.665
2023-01-17 17:00 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.206 s -0.199
2023-01-17 17:01 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.280 s -0.621
2023-01-17 17:01 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.268 s -0.007
2023-01-17 17:01 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.541 s -0.711
2023-01-17 17:02 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.959 s -0.341
2023-01-17 17:02 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.234 s -0.981
2023-01-17 17:02 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.183 s -0.875
2023-01-17 17:02 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.278 s 1.120
2023-01-17 17:02 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.237 s 0.020
2023-01-17 17:02 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.309 s 0.302
2023-01-17 17:02 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.272 s -0.569
2023-01-17 17:03 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.578 s -0.261
2023-01-17 17:04 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.191 s -1.045
2023-01-17 17:03 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.657 s -0.853
2023-01-17 17:03 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.401 s -0.977
2023-01-17 17:04 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.205 s 0.320
2023-01-17 17:04 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.228 s 1.269
2023-01-17 17:04 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.270 s 0.267
2023-01-17 17:04 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.301 s -0.271
2023-01-17 17:04 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.622 s -0.745
2023-01-17 17:05 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.144 s -0.964
2023-01-17 17:06 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.185 s 0.075
2023-01-17 17:05 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.011 s 0.076
2023-01-17 17:05 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.214 s -0.757
2023-01-17 17:05 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.178 s 0.173
2023-01-17 17:06 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.264 s -1.067
2023-01-17 17:06 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.243 s 1.263
2023-01-17 17:06 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.535 s -0.117
2023-01-17 17:07 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.186 s 0.469
2023-01-17 17:07 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.335 s -0.753
2023-01-17 17:07 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.148 s 0.434
2023-01-17 17:07 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.029 s -0.694
2023-01-17 17:07 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.165 s -0.701
2023-01-17 17:08 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.146 s -0.422
2023-01-17 17:08 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.204 s -0.551
2023-01-17 17:07 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.266 s 0.136
2023-01-17 17:08 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.468 s -0.475
2023-01-17 17:08 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.182 s 1.409
2023-01-17 17:07 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.225 s -0.170
2023-01-17 17:08 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.523 s -1.211
2023-01-17 17:09 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.484 s -1.375
2023-01-17 17:09 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.286 s -1.796
2023-01-17 17:08 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.718 s -0.916
2023-01-17 17:09 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.212 s -1.333
2023-01-17 17:10 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.434 s -1.385
2023-01-17 17:10 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.331 s -1.040
2023-01-17 17:11 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.228 s -1.792
2023-01-17 17:11 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.297 s -0.267
2023-01-17 17:10 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.170 s -0.658
2023-01-17 17:10 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.128 s 0.132
2023-01-17 17:12 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.180 s -0.829
2023-01-17 17:11 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.647 s -1.540
2023-01-17 17:11 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.107 s -1.366
2023-01-17 17:12 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.362 s -0.295
2023-01-17 17:13 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.214 s -1.327
2023-01-17 17:14 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.211 s 0.166
2023-01-17 17:15 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.872 s -1.826
2023-01-17 17:16 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.152 s 0.545
2023-01-17 17:11 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.901 s -1.112
2023-01-17 17:14 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.148 s -0.391
2023-01-17 17:12 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.193 s -0.150
2023-01-17 17:14 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.153 s -0.115
2023-01-17 17:15 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.169 s 0.726
2023-01-17 17:14 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.614 s -0.480
2023-01-17 17:15 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.137 s -0.804
2023-01-17 17:19 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.150 s 0.282
2023-01-17 17:20 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.439 s -0.214
2023-01-17 17:12 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.267 s -0.345
2023-01-17 17:15 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.087 s -0.808
2023-01-17 17:16 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.207 s 0.988
2023-01-17 17:16 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.455 s -1.533
2023-01-17 17:16 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.133 s -0.790
2023-01-17 17:17 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.282 s -0.579
2023-01-17 17:17 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.262 s -1.647
2023-01-17 17:12 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.155 s -0.683
2023-01-17 17:16 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.153 s -1.060
2023-01-17 17:22 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.227 s -0.600
2023-01-17 17:14 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.179 s 0.285
2023-01-17 17:15 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.154 s 0.167
2023-01-17 17:17 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.156 s -0.627
2023-01-17 17:17 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.221 s -0.668
2023-01-17 17:18 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.137 s 0.152
2023-01-17 17:19 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.537 s 0.026
2023-01-17 17:20 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.228 s 0.102
2023-01-17 17:20 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.333 s 0.345
2023-01-17 17:12 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.263 s 0.025
2023-01-17 17:13 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.008 s -1.513
2023-01-17 17:14 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.478 s -0.112
2023-01-17 17:20 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.187 s -0.480
2023-01-17 17:21 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.974 s -0.465
2023-01-17 17:14 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.207 s 0.888
2023-01-17 17:16 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.240 s -0.021
2023-01-17 17:19 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.325 s -0.230
2023-01-17 17:23 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.236 s -0.363
2023-01-17 17:25 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.591 s -1.177
2023-01-17 17:17 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.196 s -0.592
2023-01-17 17:19 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.198 s 0.835
2023-01-17 17:23 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.115 s -0.578
2023-01-17 17:26 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.185 s -0.449
2023-01-17 17:28 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.324 s -0.382
2023-01-17 17:18 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.508 s 0.150
2023-01-17 17:20 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.991 s -0.460
2023-01-17 17:20 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.260 s -1.285
2023-01-17 17:25 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.320 s 0.924
2023-01-17 17:18 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.860 s -1.750
2023-01-17 17:18 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.172 s 0.994
2023-01-17 17:23 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.923 s -0.580
2023-01-17 17:23 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.299 s 0.934
2023-01-17 17:25 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.265 s -0.139
2023-01-17 17:27 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.158 s -0.315
2023-01-17 17:21 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.607 s -1.351
2023-01-17 17:23 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.178 s 1.448
2023-01-17 17:27 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.168 s 1.761
2023-01-17 17:23 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.183 s 0.376
2023-01-17 17:25 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.277 s -1.296
2023-01-17 17:23 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.229 s 0.107
2023-01-17 17:25 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.606 s -1.869
2023-01-17 17:27 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.136 s 0.212
2023-01-17 17:27 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.140 s -0.573
2023-01-17 17:24 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.781 s 0.395
2023-01-17 17:25 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.501 s -0.525
2023-01-17 17:27 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.192 s -0.248
2023-01-17 17:27 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.389 s -0.667
2023-01-17 17:28 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.401 s -0.285