Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-15 16:14 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.140 s -0.624
2022-11-15 16:14 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.169 s 0.365
2022-11-15 16:16 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.231 s -0.853
2022-11-15 16:17 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.158 s 0.267
2022-11-15 16:19 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.171 s 0.646
2022-11-15 16:15 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.316 s -0.358
2022-11-15 16:14 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.152 s -0.058
2022-11-15 16:15 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.201 s 0.138
2022-11-15 16:15 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.538 s 0.276
2022-11-15 16:16 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.197 s 0.726
2022-11-15 16:16 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.191 s 0.022
2022-11-15 16:17 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.187 s 1.848
2022-11-15 16:17 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.168 s -0.125
2022-11-15 16:15 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.881 s 0.288
2022-11-15 16:17 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.829 s 1.558
2022-11-15 16:16 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.517 s 0.246
2022-11-15 16:16 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.322 s -0.345
2022-11-15 16:16 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.244 s -1.601
2022-11-15 16:16 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.253 s 0.568
2022-11-15 16:17 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.470 s 0.282
2022-11-15 16:20 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.220 s 0.374
2022-11-15 16:20 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.181 s 1.147
2022-11-15 16:20 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.249 s -0.430
2022-11-15 16:25 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.570 s -0.741
2022-11-15 16:30 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.220 s -0.188
2022-11-15 16:30 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.514 s -1.012
2022-11-15 16:34 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.863 s 1.039
2022-11-15 16:18 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.136 s 0.273
2022-11-15 16:27 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.610 s -0.115
2022-11-15 16:28 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.980 s -0.687
2022-11-15 16:28 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.209 s 0.648
2022-11-15 16:17 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.165 s 0.889
2022-11-15 16:19 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.162 s 0.388
2022-11-15 16:20 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.066 s 0.296
2022-11-15 16:25 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.229 s 0.225
2022-11-15 16:29 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.271 s 0.961
2022-11-15 16:30 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.159 s 0.515
2022-11-15 16:30 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.316 s -33.972
2022-11-15 16:20 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.238 s 0.323
2022-11-15 16:21 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.511 s 0.044
2022-11-15 16:26 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.185 s 0.310
2022-11-15 16:28 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.133 s -0.685
2022-11-15 16:28 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.181 s 0.172
2022-11-15 16:31 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.445 s 1.482
2022-11-15 16:25 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.121 s 0.136
2022-11-15 16:27 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.263 s 0.654
2022-11-15 16:30 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.181 s 0.683
2022-11-15 16:31 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.270 s 0.694
2022-11-15 16:17 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.215 s 0.203
2022-11-15 16:19 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.266 s 1.706
2022-11-15 16:22 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.112 s -0.616
2022-11-15 16:17 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.272 s 1.322
2022-11-15 16:20 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.218 s 0.312
2022-11-15 16:30 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.143 s 0.093
2022-11-15 16:31 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.141 s 0.185
2022-11-15 16:33 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.322 s 0.005
2022-11-15 16:35 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.145 s 0.236
2022-11-15 16:37 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.142 s 0.273
2022-11-15 16:39 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.082 s 0.711
2022-11-15 16:41 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.207 s 0.962
2022-11-15 16:44 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.582 s -0.653
2022-11-15 16:23 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.264 s 0.055
2022-11-15 16:22 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.164 s -0.128
2022-11-15 16:22 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.386 s 0.307
2022-11-15 16:23 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.195 s 0.330
2022-11-15 16:25 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.225 s 0.478
2022-11-15 16:27 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.200 s 0.600
2022-11-15 16:33 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.130 s -4.790
2022-11-15 16:20 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.176 s 1.109
2022-11-15 16:21 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.812 s 0.430
2022-11-15 16:22 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.114 s 0.058
2022-11-15 16:24 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.274 s 0.431
2022-11-15 16:24 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.531 s 0.035
2022-11-15 16:24 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.949 s 0.171
2022-11-15 16:22 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.123 s -0.672
2022-11-15 16:22 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.140 s 0.615
2022-11-15 16:25 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.272 s 0.663
2022-11-15 16:31 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.179 s 0.467
2022-11-15 16:18 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.054 s -0.183
2022-11-15 16:23 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.502 s -0.225
2022-11-15 16:23 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.202 s -1.082
2022-11-15 16:26 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.379 s -1.813
2022-11-15 16:30 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.273 s 0.643
2022-11-15 16:28 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.239 s 0.852
2022-11-15 16:29 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.529 s 0.203
2022-11-15 16:38 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.166 s -0.030
2022-11-15 16:39 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.204 s 0.105
2022-11-15 16:18 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.374 s -0.321
2022-11-15 16:19 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.142 s 1.148
2022-11-15 16:19 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.243 s 1.682
2022-11-15 16:23 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.465 s -0.517
2022-11-15 16:31 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.663 s 0.083
2022-11-15 16:33 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.164 s -4.178
2022-11-15 16:35 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.126 s 0.423
2022-11-15 16:25 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.262 s 1.196
2022-11-15 16:28 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.173 s 1.099
2022-11-15 16:31 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.198 s -0.111
2022-11-15 16:35 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.351 s -0.613
2022-11-15 16:43 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.223 s -0.358
2022-11-15 16:50 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.135 s 0.526
2022-11-15 16:22 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.215
2022-11-15 16:26 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.649 s 0.480
2022-11-15 16:27 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.296 s 0.350
2022-11-15 16:29 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.138 s 0.541
2022-11-15 16:32 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.463 s 0.273
2022-11-15 16:23 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.233 s 0.466
2022-11-15 16:32 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.133 s 2.095
2022-11-15 16:33 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.170 s 0.091
2022-11-15 16:41 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.848 s 0.090
2022-11-15 16:48 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.312 s -0.014
2022-11-15 16:38 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.135 s -0.486
2022-11-15 16:38 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.153 s -0.291
2022-11-15 16:41 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.171 s -0.142
2022-11-15 16:43 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.327 s -0.217
2022-11-15 16:45 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.158 s 0.288
2022-11-15 16:25 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.300 s 0.463
2022-11-15 16:26 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.227 s -1.210
2022-11-15 16:41 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.135 s -0.263
2022-11-15 16:43 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.010 s 0.088
2022-11-15 16:46 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.821 s -0.628
2022-11-15 16:48 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.572 s 0.124
2022-11-15 16:50 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.378 s -0.235
2022-11-15 16:35 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.254 s 0.009
2022-11-15 16:37 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.470 s -0.070
2022-11-15 16:50 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.188 s -0.518
2022-11-15 16:35 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.973 s -0.474
2022-11-15 16:37 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.201 s 0.275
2022-11-15 16:43 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.252 s -0.509
2022-11-15 16:46 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.225 s 0.108
2022-11-15 16:49 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.183 s -0.684
2022-11-15 16:34 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.025 s -1.349
2022-11-15 16:33 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.218 s 0.619
2022-11-15 16:47 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.775 s 0.266
2022-11-15 16:34 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.281 s 0.066
2022-11-15 16:35 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.169 s 0.018
2022-11-15 16:35 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.185 s -0.988
2022-11-15 16:46 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.297 s -0.234
2022-11-15 16:39 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.149 s -0.656
2022-11-15 16:34 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.629 s 0.058
2022-11-15 16:39 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.190 s 0.378
2022-11-15 16:42 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.193 s 0.384
2022-11-15 16:42 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.524 s -0.099
2022-11-15 16:43 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.490 s -0.220
2022-11-15 16:50 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.318 s 0.757
2022-11-15 16:38 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.067 s -0.864
2022-11-15 16:39 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.241 s 0.126
2022-11-15 16:39 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.151 s 0.391
2022-11-15 16:44 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.967 s -1.170
2022-11-15 16:46 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.098 s -0.220
2022-11-15 16:47 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.113 s 0.659
2022-11-15 16:50 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.378 s 0.680
2022-11-15 16:39 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.446 s 1.167
2022-11-15 16:41 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.146 s 0.657
2022-11-15 16:49 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.168 s -0.660
2022-11-15 16:36 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.164 s 0.690
2022-11-15 16:37 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.206 s 0.273
2022-11-15 16:46 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.176 s 0.523
2022-11-15 16:37 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.543 s -1.061
2022-11-15 16:37 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.174 s 0.479
2022-11-15 16:42 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.328 s 0.051
2022-11-15 16:37 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.147 s -0.236
2022-11-15 16:48 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.265 s -0.628
2022-11-15 16:48 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.619 s -2.074
2022-11-15 16:50 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.153 s 0.599
2022-11-15 16:38 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.861 s -0.227
2022-11-15 16:46 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.232 s 0.582
2022-11-15 16:49 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.133 s -0.122
2022-11-15 16:40 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.152 s -0.849
2022-11-15 16:43 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.183 s -0.549
2022-11-15 16:40 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.277 s 0.011
2022-11-15 16:40 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.243 s -1.172
2022-11-15 16:40 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.216 s 0.021
2022-11-15 16:46 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.178 s 0.614
2022-11-15 16:48 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.479 s -1.210