Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-16 10:54 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.202 s -0.029
2022-11-16 10:54 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.138 s 0.307
2022-11-16 10:54 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.170 s 0.077
2022-11-16 10:54 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.152 s 0.066
2022-11-16 10:56 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.199 s -0.226
2022-11-16 10:56 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.191 s -0.305
2022-11-16 10:55 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.315 s 0.120
2022-11-16 10:55 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.539 s 0.302
2022-11-16 10:56 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.523 s 0.223
2022-11-16 10:56 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.252 s 1.103
2022-11-16 10:57 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.173 s -0.446
2022-11-16 10:56 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.230 s -0.215
2022-11-16 10:55 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.912 s -0.929
2022-11-16 10:57 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.165 s 0.796
2022-11-16 10:57 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.193 s -2.998
2022-11-16 10:56 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.243 s -0.947
2022-11-16 10:56 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.320 s 0.408
2022-11-16 10:57 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.218 s -0.202
2022-11-16 10:56 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.836 s -0.098
2022-11-16 10:57 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.158 s -0.264
2022-11-16 10:57 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.473 s -0.127
2022-11-16 11:00 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.175 s 1.302
2022-11-16 11:02 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.146 s 0.025
2022-11-16 11:00 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.220 s -0.128
2022-11-16 11:01 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.199 s -2.949
2022-11-16 11:06 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.200 s 0.546
2022-11-16 11:01 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.811 s 0.483
2022-11-16 10:57 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.273 s 0.219
2022-11-16 11:01 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.111 s 0.213
2022-11-16 10:59 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.173 s -1.775
2022-11-16 10:58 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.374 s -0.323
2022-11-16 11:00 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.243 s -1.308
2022-11-16 11:02 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.113 s 0.245
2022-11-16 11:03 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.466 s -0.635
2022-11-16 10:59 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.145 s -1.659
2022-11-16 10:59 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.247 s -0.673
2022-11-16 10:58 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.164 s -1.162
2022-11-16 11:00 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.247 s 1.354
2022-11-16 11:00 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.511 s 0.085
2022-11-16 11:02 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.142 s -0.428
2022-11-16 10:58 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.042 s 0.375
2022-11-16 10:59 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.271 s -1.820
2022-11-16 10:58 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.135 s 0.849
2022-11-16 11:00 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.181 s 0.943
2022-11-16 11:00 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.069 s 0.028
2022-11-16 11:02 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.389 s 0.125
2022-11-16 11:00 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.236 s 0.721
2022-11-16 11:02 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.164 s 0.307
2022-11-16 11:03 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.195 s 0.322
2022-11-16 11:03 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.239 s -2.139
2022-11-16 11:03 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.496 s 0.381
2022-11-16 11:03 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.201 s -0.191
2022-11-16 11:03 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.275 s -0.097
2022-11-16 11:03 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.263 s 0.102
2022-11-16 11:03 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.532 s 0.081
2022-11-16 11:04 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.131 s 0.088
2022-11-16 11:04 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.226 s 0.026
2022-11-16 11:04 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.960 s -1.727
2022-11-16 11:05 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.263 s 0.552
2022-11-16 11:05 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.303 s -0.517
2022-11-16 11:05 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.228 s 0.318
2022-11-16 11:05 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.276 s -1.225
2022-11-16 11:05 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.571 s -0.923
2022-11-16 11:06 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.659 s -0.730
2022-11-16 11:07 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.295 s 0.373
2022-11-16 11:06 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.225 s 0.472
2022-11-16 11:06 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.340 s -0.171
2022-11-16 11:06 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.185 s 0.340
2022-11-16 11:06 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.266 s -0.967
2022-11-16 11:08 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.970 s -0.100
2022-11-16 11:08 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.175 s -0.116
2022-11-16 11:07 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.613 s -0.541
2022-11-16 11:07 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.133 s -0.572
2022-11-16 11:08 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.241 s 0.079
2022-11-16 11:08 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.211 s -0.774
2022-11-16 11:08 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.181 s 0.145
2022-11-16 11:08 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.273 s 0.175
2022-11-16 11:08 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.543 s -3.986
2022-11-16 11:11 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.279 s -2.369
2022-11-16 11:13 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.178 s 0.035
2022-11-16 11:15 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.185 s -0.387
2022-11-16 11:10 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.220 s -0.026
2022-11-16 11:09 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.152 s -1.295
2022-11-16 11:10 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.144 s -0.527
2022-11-16 11:10 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.459 s -0.344
2022-11-16 11:09 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.335 s -1.158
2022-11-16 11:10 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.182 s -0.624
2022-11-16 11:12 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.322 s 0.041
2022-11-16 11:14 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.145 s 0.515
2022-11-16 11:15 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.352 s -1.152
2022-11-16 11:13 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.863 s 0.980
2022-11-16 11:10 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.263 s -0.159
2022-11-16 11:16 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.167 s 0.204
2022-11-16 11:18 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.133 s 0.492
2022-11-16 11:10 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.510 s 0.285
2022-11-16 11:18 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.152 s 0.279
2022-11-16 11:19 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.157 s -0.694
2022-11-16 11:19 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.151 s 0.601
2022-11-16 11:20 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.849 s -0.174
2022-11-16 11:21 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.327 s 0.601
2022-11-16 11:27 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.142 s 0.229
2022-11-16 11:10 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.158 s 0.842
2022-11-16 11:11 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.468 s -0.589
2022-11-16 11:15 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.169 s -0.231
2022-11-16 11:18 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.237 s 0.633
2022-11-16 11:30 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.372 s 0.240
2022-11-16 11:15 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.256 s -0.513
2022-11-16 11:18 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s 0.078
2022-11-16 11:18 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.447 s 0.656
2022-11-16 11:21 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.198 s -2.429
2022-11-16 11:23 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.359 s 0.861
2022-11-16 11:16 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.698 s -4.815
2022-11-16 11:17 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.475 s -0.736
2022-11-16 11:19 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.096 s -0.083
2022-11-16 11:11 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.141 s 0.158
2022-11-16 11:13 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.124 s 0.628
2022-11-16 11:14 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.003 s 0.578
2022-11-16 11:17 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.147 s -0.441
2022-11-16 11:17 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.205 s 1.207
2022-11-16 11:17 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.854 s 0.614
2022-11-16 11:19 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.148 s 0.206
2022-11-16 11:13 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.629 s 0.139
2022-11-16 11:21 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.133 s 1.378
2022-11-16 11:25 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.226 s -0.233
2022-11-16 11:29 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.168 s -0.315
2022-11-16 11:13 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.159 s -0.142
2022-11-16 11:17 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.203 s -0.910
2022-11-16 11:18 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.043 s 0.146
2022-11-16 11:19 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.277 s 0.247
2022-11-16 11:20 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.195 s 1.411
2022-11-16 11:11 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.663 s 0.089
2022-11-16 11:13 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.283 s -1.234
2022-11-16 11:15 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.023 s -6.259
2022-11-16 11:19 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.192 s -0.611
2022-11-16 11:21 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.675 s -0.663
2022-11-16 11:11 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.180 s -0.343
2022-11-16 11:11 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.148 s 0.497
2022-11-16 11:14 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.168 s -1.890
2022-11-16 11:21 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.531 s -1.578
2022-11-16 11:25 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.175 s 0.743
2022-11-16 11:27 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.313 s -0.409
2022-11-16 11:21 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.173 s -1.172
2022-11-16 11:24 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.075 s 1.903
2022-11-16 11:26 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.234 s -0.833
2022-11-16 11:28 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.578 s 0.082
2022-11-16 11:30 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.319 s 0.344
2022-11-16 11:16 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.143 s -0.477
2022-11-16 11:22 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.974 s 1.339
2022-11-16 11:23 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.954 s 1.014
2022-11-16 11:11 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.198 s -0.230
2022-11-16 11:23 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.252 s -0.345
2022-11-16 11:13 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.218 s 0.794
2022-11-16 11:19 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.215 s 0.951
2022-11-16 11:25 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.788 s 0.229
2022-11-16 11:16 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.177 s -1.893
2022-11-16 11:29 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.153 s 0.697
2022-11-16 11:28 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.602 s -0.394
2022-11-16 11:18 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.167 s 0.188
2022-11-16 11:23 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.329 s -0.263
2022-11-16 11:26 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.179 s 0.147
2022-11-16 11:27 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.779 s -0.156
2022-11-16 11:29 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.134 s 1.001
2022-11-16 11:21 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.145 s 0.823
2022-11-16 11:23 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.182 s -0.146
2022-11-16 11:26 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.100 s -0.807
2022-11-16 11:27 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.475 s -0.304
2022-11-16 11:29 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.190 s -1.062
2022-11-16 11:23 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.224 s -0.305
2022-11-16 11:29 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.132 s 0.815
2022-11-16 11:26 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.297 s -0.406
2022-11-16 11:30 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.380 s -0.471
2022-11-16 11:27 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.267 s -0.851
2022-11-16 11:28 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.160 s 0.623
2022-11-16 11:23 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.570 s 0.825