Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-15 03:30 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.173 s -0.172
2023-01-15 03:31 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.234 s -0.059
2023-01-15 03:30 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.206 s -0.205
2023-01-15 03:31 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.194 s -0.006
2023-01-15 03:32 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.256 s -0.189
2023-01-15 03:30 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.157 s -0.846
2023-01-15 03:30 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.552 s -2.536
2023-01-15 03:33 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.217 s 0.630
2023-01-15 03:30 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.142 s 0.607
2023-01-15 03:31 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.201 s -0.271
2023-01-15 03:30 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.311 s 1.445
2023-01-15 03:32 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.162 s -0.952
2023-01-15 03:31 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.883 s 0.870
2023-01-15 03:31 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.602 s -1.352
2023-01-15 03:32 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.246 s -0.649
2023-01-15 03:32 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.193 s -0.187
2023-01-15 03:32 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.327 s -0.237
2023-01-15 03:33 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.477 s -0.116
2023-01-15 03:36 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.522 s -1.302
2023-01-15 03:42 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.230 s -0.471
2023-01-15 03:42 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.622 s -1.269
2023-01-15 03:34 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.102 s -2.185
2023-01-15 03:40 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.182 s -1.671
2023-01-15 03:42 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.190 s -0.577
2023-01-15 03:34 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.173 s 1.881
2023-01-15 03:37 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.149 s -1.652
2023-01-15 03:38 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.200 s 0.927
2023-01-15 03:40 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.238 s -0.345
2023-01-15 03:32 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.169 s -0.726
2023-01-15 03:34 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.166 s -0.689
2023-01-15 03:36 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.188 s -1.547
2023-01-15 03:32 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.812 s -0.623
2023-01-15 03:37 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.117 s -0.717
2023-01-15 03:38 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.509 s -0.123
2023-01-15 03:39 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.279 s -0.111
2023-01-15 03:40 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.310 s -1.102
2023-01-15 03:33 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.221 s -0.915
2023-01-15 03:34 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.140 s 0.165
2023-01-15 03:34 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.147 s 0.515
2023-01-15 03:37 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.147 s -1.601
2023-01-15 03:37 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.143 s -0.899
2023-01-15 03:40 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.232 s -0.061
2023-01-15 03:41 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.272 s -1.008
2023-01-15 03:41 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.651 s 1.157
2023-01-15 03:42 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.420 s -2.516
2023-01-15 03:32 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.166 s -1.371
2023-01-15 03:33 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.263 s 0.673
2023-01-15 03:34 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.270 s 0.410
2023-01-15 03:35 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.181 s -0.214
2023-01-15 03:36 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.255 s -2.009
2023-01-15 03:36 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.243 s -0.897
2023-01-15 03:38 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.392 s 0.011
2023-01-15 03:39 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.239 s -0.414
2023-01-15 03:39 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.206 s -0.774
2023-01-15 03:40 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.948 s 1.837
2023-01-15 03:42 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.205 s -0.496
2023-01-15 03:34 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.248 s 0.302
2023-01-15 03:37 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.811 s 0.441
2023-01-15 03:35 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.207 s 2.006
2023-01-15 03:38 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.475 s -2.453
2023-01-15 03:39 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.542 s -2.269
2023-01-15 03:41 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.585 s -3.198
2023-01-15 03:42 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.273 s -0.414
2023-01-15 03:43 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.992 s 0.083
2023-01-15 03:35 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.075 s -0.538
2023-01-15 03:35 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.222 s -0.339
2023-01-15 03:39 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.269 s -1.434
2023-01-15 03:40 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.283 s -2.418
2023-01-15 03:42 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.302 s -1.234
2023-01-15 03:37 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.114 s -1.213
2023-01-15 03:37 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.167 s -0.513
2023-01-15 03:44 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.211 s 0.880
2023-01-15 03:43 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.141 s -1.125
2023-01-15 03:44 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.177 s 0.016
2023-01-15 03:46 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.266 s -0.352
2023-01-15 03:44 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.185 s 0.030
2023-01-15 03:44 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.262 s 0.563
2023-01-15 03:44 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.536 s -0.374
2023-01-15 03:45 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.014 s 0.703
2023-01-15 03:44 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.245 s -0.859
2023-01-15 03:45 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.186 s 0.170
2023-01-15 03:45 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.225 s -1.049
2023-01-15 03:45 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.323 s -0.739
2023-01-15 03:45 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.149 s -1.513
2023-01-15 03:45 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.164 s -0.224
2023-01-15 03:46 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.727 s -2.209
2023-01-15 03:46 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.183 s 0.119
2023-01-15 03:46 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.146 s -1.118
2023-01-15 03:46 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.525 s -3.146
2023-01-15 03:46 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.463 s -0.032
2023-01-15 03:47 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.485 s -4.448
2023-01-15 03:47 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.281 s -0.956
2023-01-15 03:47 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.217 s -3.522
2023-01-15 03:48 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.435 s -4.853
2023-01-15 03:47 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.208 s -3.951
2023-01-15 03:49 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.128 s 0.192
2023-01-15 03:48 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.473 s -5.208
2023-01-15 03:49 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.225 s -0.934
2023-01-15 03:49 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.169 s -1.104
2023-01-15 03:49 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.298 s -1.070
2023-01-15 03:49 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.645 s -4.086
2023-01-15 03:49 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.898 s -1.300
2023-01-15 03:50 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.101 s -3.723
2023-01-15 03:51 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.265 s -1.377
2023-01-15 03:50 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.296 s -1.314
2023-01-15 03:50 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.194 s -1.128
2023-01-15 03:51 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.362 s -0.919
2023-01-15 03:50 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.156 s -1.684
2023-01-15 03:50 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.181 s -2.362
2023-01-15 03:51 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.011 s -2.806
2023-01-15 03:52 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.147 s 0.222
2023-01-15 03:52 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.180 s -0.088
2023-01-15 03:51 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.207 s -2.554
2023-01-15 03:53 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.212 s -1.290
2023-01-15 03:52 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.674 s -2.877
2023-01-15 03:52 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.207 s 0.303
2023-01-15 03:52 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.154 s -2.160
2023-01-15 03:53 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.482 s -1.119
2023-01-15 03:53 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.079 s -1.169
2023-01-15 03:53 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.860 s -0.442
2023-01-15 03:54 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.137 s -0.233
2023-01-15 03:54 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.170 s -0.698
2023-01-15 03:54 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.209 s -1.034
2023-01-15 03:54 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.155 s 0.079
2023-01-15 03:54 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.240 s -0.206
2023-01-15 03:55 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.153 s -1.517
2023-01-15 03:54 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.451 s -0.125
2023-01-15 03:54 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.150 s 0.452
2023-01-15 03:55 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.196 s -0.587
2023-01-15 03:55 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.283 s -1.118
2023-01-15 03:55 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.157 s -1.490
2023-01-15 03:55 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.144 s -1.981
2023-01-15 03:55 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.238 s -0.849
2023-01-15 03:55 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.221 s -0.685
2023-01-15 03:57 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.136 s 0.891
2023-01-15 03:57 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.172 s 0.653
2023-01-15 03:56 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.853 s 0.231
2023-01-15 03:57 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.150 s -0.363
2023-01-15 03:56 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.670 s -0.535
2023-01-15 03:57 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.198 s 0.254
2023-01-15 03:57 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.324 s 0.380
2023-01-15 03:57 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.538 s -0.531
2023-01-15 03:58 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.974 s 0.016
2023-01-15 03:59 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.335 s -0.199
2023-01-15 03:59 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.258 s -0.856
2023-01-15 03:58 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.229 s -1.172
2023-01-15 03:58 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.533 s -1.223
2023-01-15 03:58 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.187 s -1.512
2023-01-15 03:59 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.970 s -0.287
2023-01-15 03:59 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.602 s -2.729
2023-01-15 04:00 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.165 s 0.565
2023-01-15 04:01 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.185 s -1.601
2023-01-15 04:01 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.181 s -1.198
2023-01-15 04:01 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.960 s -2.223
2023-01-15 04:01 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.230 s -1.427
2023-01-15 04:01 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.301 s -1.274
2023-01-15 04:02 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.124 s -2.192
2023-01-15 04:02 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.236 s -0.334
2023-01-15 04:02 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.777 s 1.022
2023-01-15 04:03 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.225 s -0.114
2023-01-15 04:03 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.276 s -1.221
2023-01-15 04:03 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.496 s -0.210
2023-01-15 04:03 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.603 s 0.034
2023-01-15 04:03 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.319 s 0.973
2023-01-15 04:04 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.593 s -1.652
2023-01-15 04:04 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.219 s -2.976
2023-01-15 04:05 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.136 s -0.008
2023-01-15 04:06 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.393 s -2.844
2023-01-15 04:05 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.191 s -0.366
2023-01-15 04:05 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.140 s -0.979
2023-01-15 04:06 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.410 s -1.180
2023-01-15 04:05 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.170 s -1.008
2023-01-15 04:05 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.158 s -1.093
2023-01-15 04:06 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.324 s -1.314