Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-17 04:15 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.247 s -0.479
2022-11-17 04:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.197 s 0.758
2022-11-17 04:10 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.169 s 0.276
2022-11-17 04:13 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.189 s 0.247
2022-11-17 04:13 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.216 s 0.118
2022-11-17 04:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.251 s -2.050
2022-11-17 04:23 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.294 s 0.777
2022-11-17 04:15 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.269 s -0.501
2022-11-17 04:18 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.391 s 0.052
2022-11-17 04:20 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.274 s 0.238
2022-11-17 04:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.190 s 0.249
2022-11-17 04:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.256 s -0.944
2022-11-17 04:13 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.272 s 0.975
2022-11-17 04:24 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.132 s -0.432
2022-11-17 04:13 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.514 s -7.705
2022-11-17 04:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.219 s 0.150
2022-11-17 04:12 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.524 s 0.282
2022-11-17 04:19 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.200 s 0.295
2022-11-17 04:21 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.304 s -0.325
2022-11-17 04:11 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.317 s -0.513
2022-11-17 04:16 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.178 s 0.069
2022-11-17 04:18 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.135
2022-11-17 04:20 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.531 s 0.329
2022-11-17 04:29 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.220 s -0.456
2022-11-17 04:11 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.203 s -0.012
2022-11-17 04:12 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.231 s -0.567
2022-11-17 04:12 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.325 s -1.767
2022-11-17 04:17 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.818 s -0.697
2022-11-17 04:22 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.184 s 0.497
2022-11-17 04:29 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.283 s -0.931
2022-11-17 04:14 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.047 s 0.362
2022-11-17 04:18 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.108 s 0.193
2022-11-17 04:18 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.164 s 0.425
2022-11-17 04:19 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.506 s 0.050
2022-11-17 04:19 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.196 s 0.252
2022-11-17 04:10 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.153 s 0.006
2022-11-17 04:14 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.377 s -0.672
2022-11-17 04:15 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.137 s -1.081
2022-11-17 04:18 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.112 s -0.130
2022-11-17 04:18 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.113 s 0.159
2022-11-17 04:19 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.465 s -0.398
2022-11-17 04:22 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.328 s 0.482
2022-11-17 04:11 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.910 s -0.856
2022-11-17 04:13 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.838 s -0.527
2022-11-17 04:13 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.166 s -0.187
2022-11-17 04:16 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.181 s 0.725
2022-11-17 04:17 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.236 s 0.836
2022-11-17 04:19 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.264 s 0.089
2022-11-17 04:22 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.228 s -1.582
2022-11-17 04:21 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.274 s -0.425
2022-11-17 04:21 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.570 s -0.649
2022-11-17 04:11 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.543 s -0.238
2022-11-17 04:12 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.241 s 0.367
2022-11-17 04:17 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.509 s 0.439
2022-11-17 04:18 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.141 s 0.094
2022-11-17 04:13 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.159 s -0.568
2022-11-17 04:19 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.236 s -0.522
2022-11-17 04:13 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.165 s 0.356
2022-11-17 04:21 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.227 s 0.424
2022-11-17 04:15 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.143 s 0.164
2022-11-17 04:16 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.245 s -1.359
2022-11-17 04:20 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.957 s -1.052
2022-11-17 04:22 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.654 s -0.110
2022-11-17 04:23 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.265 s -0.105
2022-11-17 04:21 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.121 s 0.111
2022-11-17 04:15 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.162 s 0.270
2022-11-17 04:15 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.171 s 0.022
2022-11-17 04:16 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.065 s 0.411
2022-11-17 04:21 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.224 s 0.562
2022-11-17 04:23 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.199 s 0.822
2022-11-17 04:25 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.273 s 0.237
2022-11-17 04:21 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.263 s 0.358
2022-11-17 04:23 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.611 s -0.213
2022-11-17 04:24 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.175 s -0.225
2022-11-17 04:24 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.956 s 0.538
2022-11-17 04:26 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.261 s 0.210
2022-11-17 04:24 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.210 s -0.355
2022-11-17 04:25 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.532 s -0.421
2022-11-17 04:24 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.241 s 0.090
2022-11-17 04:24 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.182 s 0.105
2022-11-17 04:25 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.153 s -1.360
2022-11-17 04:26 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.158 s 1.139
2022-11-17 04:26 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.360 s -1.992
2022-11-17 04:26 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.220 s -0.217
2022-11-17 04:26 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.144 s -0.081
2022-11-17 04:27 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.464 s 0.179
2022-11-17 04:26 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.183 s -1.814
2022-11-17 04:26 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.510 s 0.229
2022-11-17 04:27 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.197 s 0.996
2022-11-17 04:27 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.276 s -0.982
2022-11-17 04:27 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.457 s -0.049
2022-11-17 04:27 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.141 s 0.092
2022-11-17 04:27 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.665 s 0.088
2022-11-17 04:27 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.179 s 0.444
2022-11-17 04:28 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.138 s 1.760
2022-11-17 04:28 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.323 s -0.133
2022-11-17 04:29 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.373 s -3.701
2022-11-17 04:36 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.849 s -0.140
2022-11-17 04:31 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.258 s -1.718
2022-11-17 04:29 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.125 s -0.201
2022-11-17 04:29 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.159 s -0.388
2022-11-17 04:29 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.631 s -0.178
2022-11-17 04:31 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.158 s -1.322
2022-11-17 04:30 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.872 s -2.209
2022-11-17 04:33 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.146 s 0.397
2022-11-17 04:30 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.001 s 0.711
2022-11-17 04:31 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.168 s 0.573
2022-11-17 04:31 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.352 s -1.092
2022-11-17 04:31 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.146 s 0.137
2022-11-17 04:33 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.174 s 0.348
2022-11-17 04:36 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.215 s 0.886
2022-11-17 04:33 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.202 s -0.036
2022-11-17 04:38 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.328 s 0.052
2022-11-17 04:32 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.144 s -1.247
2022-11-17 04:34 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.854 s 0.572
2022-11-17 04:37 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.172 s -0.475
2022-11-17 04:39 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.332 s -1.053
2022-11-17 04:31 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.184 s -0.112
2022-11-17 04:34 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.169 s -1.092
2022-11-17 04:39 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.530 s -0.464
2022-11-17 04:42 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.225 s 0.322
2022-11-17 04:42 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.104 s -1.341
2022-11-17 04:35 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.448 s 0.517
2022-11-17 04:35 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.150 s -0.734
2022-11-17 04:37 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.147 s 0.011
2022-11-17 04:37 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.196 s -0.915
2022-11-17 04:39 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.224 s -0.172
2022-11-17 04:33 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.207 s -0.791
2022-11-17 04:37 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.135 s -0.054
2022-11-17 04:42 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.175 s 1.120
2022-11-17 04:37 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.966 s -1.708
2022-11-17 04:34 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.207 s 0.073
2022-11-17 04:36 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.202 s 1.080
2022-11-17 04:31 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.979 s -0.863
2022-11-17 04:35 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.192 s -0.467
2022-11-17 04:43 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.180 s -0.361
2022-11-17 04:32 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.183 s -2.528
2022-11-17 04:32 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.511 s 0.146
2022-11-17 04:35 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.152 s -0.131
2022-11-17 04:33 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.472 s -0.198
2022-11-17 04:39 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.181 s 0.153
2022-11-17 04:39 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.253 s -0.521
2022-11-17 04:42 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.178 s 0.575
2022-11-17 04:42 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.232 s 0.554
2022-11-17 04:43 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.780 s -0.166
2022-11-17 04:34 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.053 s -0.236
2022-11-17 04:34 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.239 s 0.308
2022-11-17 04:35 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.278 s -0.134
2022-11-17 04:34 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.135 s -0.768
2022-11-17 04:38 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.020 s -0.360
2022-11-17 04:39 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.969 s -1.471
2022-11-17 04:34 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.153 s -0.237
2022-11-17 04:38 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.520 s 0.903
2022-11-17 04:41 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.766 s 0.770
2022-11-17 04:44 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.172 s -0.024
2022-11-17 04:35 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.148 s 0.610
2022-11-17 04:35 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.099 s -0.229
2022-11-17 04:40 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.583 s -0.668
2022-11-17 04:42 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.297 s -0.196
2022-11-17 04:41 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.134 s 0.519
2022-11-17 04:43 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.267 s -0.792
2022-11-17 04:44 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.313 s -0.185
2022-11-17 04:46 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.380 s -0.223
2022-11-17 04:44 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.473 s 0.207
2022-11-17 04:44 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.579 s 0.073
2022-11-17 04:44 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.605 s -0.547
2022-11-17 04:45 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.132 s 0.650
2022-11-17 04:45 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.168 s -0.365
2022-11-17 04:45 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.136 s -0.180
2022-11-17 04:46 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.153 s 0.355
2022-11-17 04:46 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.318 s 0.754
2022-11-17 04:46 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.388 s -0.621
2022-11-17 04:45 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.190 s -1.799