Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-23 02:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.139 s 0.326
2022-11-23 02:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.202 s 0.187
2022-11-23 02:41 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.542 s -0.019
2022-11-23 02:42 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.230 s 0.176
2022-11-23 02:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.271 s 1.700
2022-11-23 02:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.162 s 0.058
2022-11-23 02:42 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.321 s 0.470
2022-11-23 02:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.170 s 1.214
2022-11-23 02:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.155 s -0.150
2022-11-23 02:43 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.190 s -0.015
2022-11-23 02:42 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.199 s -0.403
2022-11-23 02:43 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.215 s 0.434
2022-11-23 02:43 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.471 s 0.443
2022-11-23 02:41 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.924 s -1.388
2022-11-23 02:42 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.253 s 0.341
2022-11-23 02:42 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.191 s 0.066
2022-11-23 02:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.143 s -0.500
2022-11-23 02:41 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.558 s -1.238
2022-11-23 02:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.170 s 0.120
2022-11-23 02:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.157 s 1.063
2022-11-23 02:44 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.042 s 0.713
2022-11-23 02:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.316 s -0.063
2022-11-23 02:42 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.240 s 1.692
2022-11-23 02:42 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.840 s -1.039
2022-11-23 02:42 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.185 s -1.772
2022-11-23 02:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.164 s 1.177
2022-11-23 02:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.136 s -0.258
2022-11-23 02:45 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.266 s 1.776
2022-11-23 02:44 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.368 s 0.621
2022-11-23 02:45 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.243 s 2.036
2022-11-23 02:45 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.214 s 1.191
2022-11-23 02:46 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.181 s 0.759
2022-11-23 02:46 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.177 s 0.301
2022-11-23 02:46 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.071 s -0.286
2022-11-23 02:46 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.507 s 0.766
2022-11-23 02:46 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.218 s 0.213
2022-11-23 02:46 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.248 s 0.654
2022-11-23 02:47 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.142 s -0.805
2022-11-23 02:46 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.236 s 0.423
2022-11-23 02:47 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.809 s 0.613
2022-11-23 02:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.111 s 1.611
2022-11-23 02:47 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.093 s 0.814
2022-11-23 02:48 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.215
2022-11-23 02:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.114 s 0.014
2022-11-23 02:49 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.196 s 0.294
2022-11-23 02:48 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.389 s 0.293
2022-11-23 02:48 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.166 s -0.891
2022-11-23 02:48 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.464 s 0.274
2022-11-23 02:49 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.198 s 1.039
2022-11-23 02:49 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.264 s 0.093
2022-11-23 02:49 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.509 s 0.161
2022-11-23 02:50 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.225 s 0.216
2022-11-23 02:51 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.230 s -0.143
2022-11-23 02:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.142 s 1.010
2022-11-23 02:56 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.159 s 0.183
2022-11-23 02:56 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.259 s 0.393
2022-11-23 02:49 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.235 s 0.103
2022-11-23 02:49 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.533 s 0.202
2022-11-23 02:49 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.274 s 0.255
2022-11-23 02:50 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.273 s 0.625
2022-11-23 03:00 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.123 s 0.817
2022-11-23 03:02 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.175 s -0.045
2022-11-23 02:51 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.567 s 0.645
2022-11-23 02:54 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.970 s 0.157
2022-11-23 02:54 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.240 s 0.107
2022-11-23 02:57 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.276 s -0.964
2022-11-23 02:57 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.166 s -1.547
2022-11-23 02:59 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.865 s 0.258
2022-11-23 02:58 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.325 s -0.454
2022-11-23 02:52 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.338 s 0.184
2022-11-23 02:52 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.265 s -0.116
2022-11-23 02:55 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.391 s -3.059
2022-11-23 02:56 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.506 s 1.607
2022-11-23 03:02 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.164 s 0.876
2022-11-23 03:04 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s 0.098
2022-11-23 02:50 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.130 s 0.100
2022-11-23 02:56 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.220 s 0.300
2022-11-23 02:56 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.678 s 0.058
2022-11-23 02:57 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.180 s -0.281
2022-11-23 02:59 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.261 s -1.239
2022-11-23 03:05 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.191 s 0.571
2022-11-23 03:05 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.245 s -1.407
2022-11-23 02:54 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.210 s -0.491
2022-11-23 03:01 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.256 s -0.061
2022-11-23 03:05 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.215 s 0.539
2022-11-23 02:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.181 s 0.120
2022-11-23 03:02 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.202 s 0.031
2022-11-23 02:54 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.532 s -0.464
2022-11-23 03:03 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.864 s -1.053
2022-11-23 03:04 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.238 s 0.303
2022-11-23 02:51 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.304 s -0.177
2022-11-23 02:52 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.227 s -1.275
2022-11-23 03:02 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.143 s -0.483
2022-11-23 03:03 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.207 s -1.089
2022-11-23 03:03 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.470 s 0.127
2022-11-23 03:04 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.044 s 0.220
2022-11-23 03:04 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.167 s 0.589
2022-11-23 03:04 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.451 s -1.056
2022-11-23 03:07 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.171 s -0.083
2022-11-23 02:59 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.281 s 0.336
2022-11-23 02:52 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.647 s 0.751
2022-11-23 02:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.174 s -0.322
2022-11-23 02:59 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.221 s -1.547
2022-11-23 03:01 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.349 s 0.478
2022-11-23 03:04 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.150 s 0.243
2022-11-23 03:06 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.850 s -0.675
2022-11-23 02:53 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.609 s 0.162
2022-11-23 02:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.183 s -1.354
2022-11-23 02:59 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.158 s 0.939
2022-11-23 03:00 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.184 s 0.755
2022-11-23 03:04 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.153 s -0.667
2022-11-23 02:50 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.948 s 0.673
2022-11-23 02:52 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.185 s -0.106
2022-11-23 02:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.272 s 0.728
2022-11-23 02:55 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.132 s 1.292
2022-11-23 02:57 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.198 s 0.131
2022-11-23 02:57 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.466 s -0.902
2022-11-23 02:59 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.636 s -1.195
2022-11-23 02:56 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.460 s -0.438
2022-11-23 02:53 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.295 s 0.450
2022-11-23 03:01 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.970 s 0.111
2022-11-23 03:02 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.505 s 0.366
2022-11-23 03:04 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.135 s -0.710
2022-11-23 03:05 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.151 s 0.275
2022-11-23 02:52 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.199 s 0.948
2022-11-23 02:53 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.131 s -0.142
2022-11-23 03:00 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.006 s 0.286
2022-11-23 03:00 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.146 s -0.199
2022-11-23 03:02 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.147 s -0.707
2022-11-23 02:51 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.262 s 0.836
2022-11-23 03:01 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.167 s 1.076
2022-11-23 03:05 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.281 s -1.462
2022-11-23 02:57 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.141 s 0.937
2022-11-23 02:59 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.125 s 0.001
2022-11-23 03:05 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.103 s -0.402
2022-11-23 03:07 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.136 s -0.899
2022-11-23 03:05 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.148 s 0.587
2022-11-23 03:07 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.408 s 0.231
2022-11-23 03:07 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.147 s -0.636
2022-11-23 03:08 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.000 s 0.374
2022-11-23 03:07 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.194 s 0.336
2022-11-23 03:07 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.329 s -0.671
2022-11-23 03:07 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.520 s 0.833
2022-11-23 03:09 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.328 s 0.814
2022-11-23 03:08 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.395 s 0.652
2022-11-23 03:09 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.224 s 0.078
2022-11-23 03:08 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.182 s 0.296
2022-11-23 03:09 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.252 s -0.200
2022-11-23 03:09 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.959 s 0.299
2022-11-23 03:09 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.584 s -0.859
2022-11-23 03:10 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.123 s 0.662
2022-11-23 03:11 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.180 s -0.483
2022-11-23 03:11 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.177 s -0.731
2022-11-23 03:11 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.813 s -0.399
2022-11-23 03:12 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.150 s -10.160
2022-11-23 03:11 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.226 s 0.134
2022-11-23 03:12 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.233 s 0.083
2022-11-23 03:12 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.778 s 0.172
2022-11-23 03:11 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.296 s 0.340
2022-11-23 03:13 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.267 s -1.096
2022-11-23 03:14 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.161 s 0.633
2022-11-23 03:13 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.158 s 0.213
2022-11-23 03:13 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.311 s 1.331
2022-11-23 03:13 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.477 s -0.568
2022-11-23 03:13 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.578 s -0.553
2022-11-23 03:14 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.603 s -0.215
2022-11-23 03:15 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.133 s -0.664
2022-11-23 03:15 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.153 s 0.199
2022-11-23 03:15 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.383 s -1.911
2022-11-23 03:15 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.169 s -1.108
2022-11-23 03:16 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.363 s 0.910
2022-11-23 03:15 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.135 s 0.761
2022-11-23 03:16 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.318 s 0.586
2022-11-23 03:15 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.188 s 0.316