Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-22 23:39 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.539 s 0.444
2022-11-22 23:39 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.202 s 0.227
2022-11-22 23:41 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.321 s 0.438
2022-11-22 23:48 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.194 s 1.324
2022-11-22 23:43 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.135 s 1.075
2022-11-22 23:39 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.139 s 0.250
2022-11-22 23:40 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.230 s 0.163
2022-11-22 23:41 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.245 s -3.513
2022-11-22 23:42 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.473 s 0.033
2022-11-22 23:43 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.161 s 0.828
2022-11-22 23:50 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.571 s -1.000
2022-11-22 23:51 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.296 s -0.146
2022-11-22 23:54 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.180 s 1.387
2022-11-22 23:39 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.170 s 0.230
2022-11-22 23:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.523 s 0.502
2022-11-22 23:41 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.172 s -0.360
2022-11-22 23:43 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.142 s 0.949
2022-11-22 23:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.268 s 0.465
2022-11-22 23:40 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.189 s 0.394
2022-11-22 23:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.196 s 1.261
2022-11-22 23:43 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.246 s -0.396
2022-11-22 23:45 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.516 s -0.405
2022-11-22 23:48 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.274 s 0.538
2022-11-22 23:47 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.499 s 0.725
2022-11-22 23:48 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.235 s 0.214
2022-11-22 23:52 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.132 s -0.309
2022-11-22 23:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.260 s 0.341
2022-11-22 23:41 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.157 s 0.566
2022-11-22 23:53 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.533 s -0.512
2022-11-22 23:41 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.190 s -0.312
2022-11-22 23:50 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.303 s 0.033
2022-11-22 23:46 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.114 s 0.067
2022-11-22 23:48 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.262 s 0.141
2022-11-22 23:39 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.153 s 0.145
2022-11-22 23:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.254 s 0.166
2022-11-22 23:42 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.217 s 0.039
2022-11-22 23:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.232 s -0.277
2022-11-22 23:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.178
2022-11-22 23:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.466 s -0.752
2022-11-22 23:48 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.199 s 0.553
2022-11-22 23:51 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.225 s 0.757
2022-11-22 23:39 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.315 s 0.164
2022-11-22 23:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.837 s -0.420
2022-11-22 23:42 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.164 s 1.201
2022-11-22 23:42 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.273 s 0.162
2022-11-22 23:45 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.249 s 0.369
2022-11-22 23:46 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.111 s 0.184
2022-11-22 23:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.453 s 0.501
2022-11-22 23:46 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.165 s -0.098
2022-11-22 23:45 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.218 s 0.230
2022-11-22 23:49 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.950 s 0.362
2022-11-22 23:51 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.185 s 0.182
2022-11-22 23:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.865 s 1.050
2022-11-22 23:43 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.052 s 0.323
2022-11-22 23:45 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.181 s 0.336
2022-11-22 23:48 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.533 s 0.165
2022-11-22 23:49 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.119 s 0.121
2022-11-22 23:49 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.223 s 0.894
2022-11-22 23:49 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.272 s 1.235
2022-11-22 23:49 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.228 s 0.252
2022-11-22 23:50 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.262 s 0.814
2022-11-22 23:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.377 s -0.367
2022-11-22 23:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.061 s 1.086
2022-11-23 00:02 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.472 s -0.067
2022-11-23 00:04 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.110 s -0.774
2022-11-22 23:43 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.170 s 1.172
2022-11-22 23:46 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.812 s 0.222
2022-11-22 23:51 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.607 s 0.817
2022-11-22 23:45 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.177 s 0.054
2022-11-22 23:51 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.199 s 1.088
2022-11-22 23:51 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.266 s -0.533
2022-11-22 23:58 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.124 s 0.622
2022-11-23 00:05 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.850 s -0.473
2022-11-22 23:45 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.238 s -0.124
2022-11-22 23:46 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.111 s 0.743
2022-11-22 23:47 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.392 s -0.035
2022-11-22 23:52 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.969 s 0.181
2022-11-22 23:54 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.144 s -0.384
2022-11-23 00:15 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.368 s 0.640
2022-11-22 23:46 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.140 s 1.612
2022-11-22 23:51 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.423 s -5.262
2022-11-22 23:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.617 s 0.188
2022-11-23 00:00 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.968 s 0.365
2022-11-23 00:03 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s 0.099
2022-11-23 00:10 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.813 s -0.388
2022-11-23 00:13 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.158 s 0.830
2022-11-23 00:14 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.319 s 0.277
2022-11-22 23:50 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.653 s 0.015
2022-11-22 23:56 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.153 s 0.003
2022-11-22 23:57 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.181 s 0.155
2022-11-22 23:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.148 s -0.634
2022-11-22 23:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.218 s 1.088
2022-11-22 23:58 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.158 s 0.514
2022-11-23 00:05 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.566 s -0.318
2022-11-23 00:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.170 s 1.008
2022-11-23 00:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.518 s 1.214
2022-11-23 00:08 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.582 s -0.515
2022-11-23 00:09 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.127 s 0.554
2022-11-22 23:54 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.308 s -0.086
2022-11-22 23:55 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.141 s 0.381
2022-11-23 00:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.135 s -0.186
2022-11-22 23:53 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.273 s -0.089
2022-11-22 23:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.511 s 0.026
2022-11-22 23:56 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.276 s -1.103
2022-11-23 00:01 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.527 s -0.245
2022-11-23 00:03 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.239 s 0.212
2022-11-23 00:04 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.280 s -0.881
2022-11-23 00:07 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.989 s 0.757
2022-11-22 23:53 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.210 s -0.420
2022-11-22 23:53 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.239 s 0.120
2022-11-22 23:56 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.466 s -1.454
2022-11-23 00:03 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.167 s -0.028
2022-11-23 00:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.145 s 1.214
2022-11-23 00:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.197 s -1.703
2022-11-23 00:07 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.183 s -0.587
2022-11-23 00:11 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.232 s 0.254
2022-11-23 00:12 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.472 s 0.608
2022-11-23 00:14 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.170 s -1.641
2022-11-22 23:58 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.219 s -0.312
2022-11-22 23:58 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.630 s -0.013
2022-11-22 23:59 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.005 s 0.345
2022-11-22 23:59 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.146 s -0.119
2022-11-23 00:01 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.143 s -0.295
2022-11-23 00:04 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.195 s 1.752
2022-11-23 00:11 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.778 s 0.129
2022-11-22 23:58 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.870 s -1.538
2022-11-23 00:01 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.173 s 1.552
2022-11-23 00:02 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.857 s 0.250
2022-11-22 23:54 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.159 s 0.295
2022-11-22 23:53 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.172 s 1.539
2022-11-22 23:58 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.284 s -1.482
2022-11-23 00:07 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.702 s -1.777
2022-11-22 23:53 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.180 s 0.159
2022-11-22 23:56 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.180 s 0.035
2022-11-22 23:59 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.141 s -0.161
2022-11-23 00:00 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.255 s 0.334
2022-11-23 00:01 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.203 s -0.558
2022-11-23 00:03 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.133 s 1.058
2022-11-23 00:03 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.150 s 1.419
2022-11-23 00:04 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.215 s 1.271
2022-11-23 00:12 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.575 s 0.108
2022-11-23 00:14 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.135 s 0.470
2022-11-22 23:56 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.198 s -0.117
2022-11-23 00:01 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.146 s 0.608
2022-11-23 00:03 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.152 s -0.110
2022-11-23 00:04 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.149 s 0.062
2022-11-23 00:10 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.227 s -0.851
2022-11-23 00:13 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.605 s -0.317
2022-11-22 23:57 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.322 s 0.021
2022-11-23 00:02 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.103 s -2.562
2022-11-23 00:08 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.252 s -0.260
2022-11-23 00:14 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.189 s -0.205
2022-11-23 00:14 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.380 s -0.429
2022-11-23 00:00 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.353 s -1.203
2022-11-23 00:00 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.164 s 1.000
2022-11-23 00:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.328 s 0.232
2022-11-23 00:04 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.153 s -1.126
2022-11-23 00:10 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.176 s 0.438
2022-11-23 00:12 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.268 s -1.236
2022-11-22 23:59 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.185 s -0.132
2022-11-23 00:04 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.192 s -0.272
2022-11-23 00:08 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.957 s 0.689
2022-11-22 23:59 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.169 s -0.138
2022-11-23 00:02 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.206 s 0.357
2022-11-23 00:03 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.451 s -0.793
2022-11-23 00:08 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.330 s -0.792
2022-11-23 00:10 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.179 s 0.324
2022-11-23 00:11 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.097 s 0.105
2022-11-23 00:08 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.223 s 1.158
2022-11-23 00:10 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.297 s 0.235
2022-11-23 00:12 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.179 s -0.199
2022-11-23 00:14 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.133 s -0.837
2022-11-23 00:12 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.313 s 0.093
2022-11-23 00:14 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.155 s -1.160