Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-15 00:31 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.202 s -0.013
2022-11-15 00:33 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.232 s -1.390
2022-11-15 00:31 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.152 s -0.366
2022-11-15 00:34 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.166 s -0.072
2022-11-15 00:33 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.321 s -0.081
2022-11-15 00:36 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.239 s -1.124
2022-11-15 00:31 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.314 s 0.006
2022-11-15 00:33 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.198 s 0.098
2022-11-15 00:32 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.539 s 0.060
2022-11-15 00:34 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.190 s -0.501
2022-11-15 00:38 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.144 s -1.576
2022-11-15 00:40 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.535 s -0.516
2022-11-15 00:41 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.123 s 0.130
2022-11-15 00:41 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.274 s -0.525
2022-11-15 00:33 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.171 s -0.462
2022-11-15 00:37 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.070 s -0.120
2022-11-15 00:38 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.091 s 0.253
2022-11-15 00:48 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.180 s -0.610
2022-11-15 00:50 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.631 s -0.222
2022-11-15 00:31 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.170 s -0.106
2022-11-15 00:32 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.517 s 0.108
2022-11-15 00:34 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.217 s -0.146
2022-11-15 00:33 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.839 s -0.512
2022-11-15 00:32 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.873 s 0.654
2022-11-15 00:34 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.158 s 0.399
2022-11-15 00:40 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.273 s 0.795
2022-11-15 00:42 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.575 s -1.884
2022-11-15 00:45 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.175 s -0.151
2022-11-15 00:36 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.246 s 0.382
2022-11-15 00:47 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.159 s 0.032
2022-11-15 00:50 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.283 s -1.270
2022-11-15 00:44 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.127 s 1.232
2022-11-15 00:47 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.455 s 0.172
2022-11-15 00:48 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.197 s 0.455
2022-11-15 00:33 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.192 s -0.706
2022-11-15 00:33 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.254 s 0.217
2022-11-15 00:33 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.241 s -0.285
2022-11-15 00:37 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.236 s 1.255
2022-11-15 00:42 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.303 s -0.882
2022-11-15 00:42 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.262 s 1.319
2022-11-15 00:43 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.651 s 0.292
2022-11-15 00:31 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.140 s -0.551
2022-11-15 00:38 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.812 s 0.381
2022-11-15 00:36 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.171 s 0.032
2022-11-15 00:43 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.201 s 0.566
2022-11-15 00:45 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.962 s -0.253
2022-11-15 00:56 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.215 s 0.428
2022-11-15 01:02 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.227 s -1.188
2022-11-15 00:37 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.519 s -0.869
2022-11-15 00:37 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.182 s 0.776
2022-11-15 00:40 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.199 s 0.675
2022-11-15 00:41 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.226 s 0.272
2022-11-15 00:42 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.227 s 0.655
2022-11-15 00:50 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.868 s -0.160
2022-11-15 00:52 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.351 s -0.815
2022-11-15 00:56 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.226 s -0.335
2022-11-15 00:45 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.531 s -0.417
2022-11-15 00:52 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.966 s 0.269
2022-11-15 00:54 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.471 s -0.215
2022-11-15 00:55 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.167 s -0.327
2022-11-15 00:35 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.378 s -0.872
2022-11-15 00:37 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.177 s 0.650
2022-11-15 00:35 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.135 s 1.187
2022-11-15 00:45 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.211 s -1.390
2022-11-15 00:48 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.464 s 0.062
2022-11-15 00:50 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.158 s 0.225
2022-11-15 00:52 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.255 s -0.392
2022-11-15 01:00 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.253 s -0.798
2022-11-15 01:00 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.957 s 0.050
2022-11-15 00:40 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.236 s -0.805
2022-11-15 00:47 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.513 s -0.637
2022-11-15 00:56 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.191 s 0.001
2022-11-15 00:58 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.146 s 0.555
2022-11-15 01:00 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.224 s -0.564
2022-11-15 01:00 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.330 s -0.767
2022-11-15 00:34 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.274 s -0.324
2022-11-15 00:37 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.272 s -39.442
2022-11-15 00:40 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.504 s -0.369
2022-11-15 00:58 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.330 s -0.684
2022-11-15 00:35 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.111 s -1.757
2022-11-15 00:35 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.162 s 0.562
2022-11-15 00:35 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.143 s 0.576
2022-11-15 00:39 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.466 s -0.918
2022-11-15 00:36 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.270 s -1.063
2022-11-15 00:43 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.185 s 0.454
2022-11-15 00:39 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.067
2022-11-15 00:50 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.166 s 0.126
2022-11-15 00:34 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.473 s -0.369
2022-11-15 00:37 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.250 s -0.775
2022-11-15 00:39 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.166 s -1.029
2022-11-15 00:39 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.389 s -0.049
2022-11-15 00:40 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.265 s 0.034
2022-11-15 00:46 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.264 s 0.739
2022-11-15 00:38 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.112 s -0.854
2022-11-15 00:41 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.957 s -1.285
2022-11-15 00:43 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.265 s -0.050
2022-11-15 00:43 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.296 s 0.552
2022-11-15 00:46 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.148 s -0.798
2022-11-15 00:53 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.578 s -2.128
2022-11-15 00:55 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.239 s 0.377
2022-11-15 01:01 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.141 s 0.587
2022-11-15 01:02 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.175 s 1.078
2022-11-15 01:07 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.356 s 1.146
2022-11-15 00:40 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.196 s 0.150
2022-11-15 00:55 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.152 s 0.467
2022-11-15 00:59 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.996 s 0.551
2022-11-15 01:02 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.179 s 0.441
2022-11-15 01:03 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.232 s 0.190
2022-11-15 01:03 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.783 s -0.564
2022-11-15 01:04 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.575 s 0.094
2022-11-15 00:39 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.114 s -0.096
2022-11-15 00:43 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.334 s -0.251
2022-11-15 00:43 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.227 s -0.655
2022-11-15 00:45 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.274 s 0.040
2022-11-15 00:47 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.260 s 0.885
2022-11-15 00:51 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.145 s 0.349
2022-11-15 00:53 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.176 s -1.338
2022-11-15 00:53 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.176 s -1.571
2022-11-15 00:55 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.133 s 0.697
2022-11-15 00:56 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.148 s 0.067
2022-11-15 00:51 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.156 s -1.078
2022-11-15 00:58 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.760 s -1.031
2022-11-15 01:04 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.266 s -1.014
2022-11-15 01:04 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.478 s -1.157
2022-11-15 00:45 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.181 s 0.181
2022-11-15 00:53 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.143 s -0.013
2022-11-15 00:55 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.047 s -0.287
2022-11-15 00:56 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.102 s -0.258
2022-11-15 00:57 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.844 s 0.906
2022-11-15 01:03 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.097 s -0.157
2022-11-15 00:44 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.613 s -0.589
2022-11-15 00:45 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.240 s -0.209
2022-11-15 00:47 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.220 s -0.249
2022-11-15 00:47 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.643 s 0.124
2022-11-15 00:51 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.002 s 0.714
2022-11-15 00:55 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.449 s -0.236
2022-11-15 00:59 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.353 s 0.885
2022-11-15 01:06 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.132 s 0.684
2022-11-15 00:46 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.142 s 1.265
2022-11-15 00:48 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.140 s 0.309
2022-11-15 00:54 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.848 s 1.289
2022-11-15 01:06 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.167 s 0.022
2022-11-15 01:06 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.189 s -0.865
2022-11-15 00:47 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.182 s -1.101
2022-11-15 01:02 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.847 s -1.333
2022-11-15 00:48 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.271 s 0.537
2022-11-15 00:49 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.321 s 0.043
2022-11-15 00:56 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.277 s -0.127
2022-11-15 01:06 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.158 s -2.722
2022-11-15 00:48 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.167 s -1.725
2022-11-15 00:50 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.123 s 1.515
2022-11-15 00:50 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.219 s 0.092
2022-11-15 00:55 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s 0.077
2022-11-15 01:02 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.297 s -0.492
2022-11-15 00:51 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.186 s -1.311
2022-11-15 00:52 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.169 s -0.110
2022-11-15 00:53 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.202 s -0.543
2022-11-15 00:58 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.136 s -0.635
2022-11-15 01:00 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.583 s -0.876
2022-11-15 01:07 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.326 s -2.942
2022-11-15 00:53 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.145 s 1.456
2022-11-15 00:56 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.150 s 0.585
2022-11-15 01:05 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.188 s -1.197
2022-11-15 01:06 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.383 s -0.676
2022-11-15 00:54 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.207 s -0.237
2022-11-15 00:55 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.148 s 0.857
2022-11-15 00:58 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.172 s -0.672
2022-11-15 00:58 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.522 s 0.276
2022-11-15 00:59 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.184 s -0.784
2022-11-15 00:58 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.196 s -0.981
2022-11-15 01:04 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.172 s -0.672
2022-11-15 01:05 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.628 s -3.511
2022-11-15 01:04 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.315 s -1.021
2022-11-15 01:06 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.134 s 1.187