Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-17 12:02 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.885 s 0.706
2023-01-17 12:04 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.266 s -1.747
2023-01-17 12:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.235 s -0.735
2023-01-17 12:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.195 s -0.838
2023-01-17 12:04 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.169 s -0.838
2023-01-17 12:04 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.481 s -0.337
2023-01-17 12:05 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.089 s -1.274
2023-01-17 12:06 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.089 s -1.574
2023-01-17 12:07 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.188 s -0.681
2023-01-17 12:01 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.206 s 0.703
2023-01-17 12:03 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.257 s -0.709
2023-01-17 12:03 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.154 s -0.165
2023-01-17 12:05 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.232 s -0.613
2023-01-17 12:02 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.589 s -0.643
2023-01-17 12:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.203 s -1.358
2023-01-17 12:03 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.323 s 1.406
2023-01-17 12:06 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.183 s -1.045
2023-01-17 12:01 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.172 s 0.312
2023-01-17 12:01 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.555 s -1.545
2023-01-17 12:03 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.245 s 0.307
2023-01-17 12:03 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.811 s -1.417
2023-01-17 12:05 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.166 s 0.018
2023-01-17 12:01 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.143 s 0.232
2023-01-17 12:01 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.158 s -1.341
2023-01-17 12:01 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.316 s -0.302
2023-01-17 12:03 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.162 s -0.628
2023-01-17 12:05 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.140 s 0.512
2023-01-17 12:05 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.250 s -1.203
2023-01-17 12:06 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.272 s -0.300
2023-01-17 12:05 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.147 s 0.486
2023-01-17 12:05 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.176 s -1.238
2023-01-17 12:07 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.254 s -0.751
2023-01-17 12:04 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.222 s -0.779
2023-01-17 12:07 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.522 s -0.646
2023-01-17 12:03 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.193 s -0.281
2023-01-17 12:07 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.223 s -0.853
2023-01-17 12:06 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.231 s -0.134
2023-01-17 12:07 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.244 s -1.383
2023-01-17 12:08 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.823 s -1.114
2023-01-17 12:08 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.114 s -0.991
2023-01-17 12:08 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.149 s -0.570
2023-01-17 12:08 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.117 s -0.859
2023-01-17 12:08 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.144 s -1.102
2023-01-17 12:08 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.167 s -0.153
2023-01-17 12:09 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.392 s 0.123
2023-01-17 12:09 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.149 s -0.805
2023-01-17 12:09 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.472 s -0.857
2023-01-17 12:09 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.523 s -0.414
2023-01-17 12:10 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.207 s -1.138
2023-01-17 12:10 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.281 s -1.413
2023-01-17 12:10 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.241 s -1.312
2023-01-17 12:10 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.270 s -1.848
2023-01-17 12:10 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.204 s -2.093
2023-01-17 12:10 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.543 s -1.198
2023-01-17 12:11 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.184 s -0.924
2023-01-17 12:11 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.233 s -0.295
2023-01-17 12:11 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.958 s -0.272
2023-01-17 12:12 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.271 s -0.210
2023-01-17 12:11 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.281 s -0.388
2023-01-17 12:12 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.581 s -0.863
2023-01-17 12:11 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.237 s -0.072
2023-01-17 12:12 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.659 s -1.380
2023-01-17 12:12 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.312 s -1.554
2023-01-17 12:13 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.269 s 0.287
2023-01-17 12:13 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.205 s 0.029
2023-01-17 12:13 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.409 s -1.090
2023-01-17 12:13 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.189 s 0.223
2023-01-17 12:13 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.302 s -1.246
2023-01-17 12:13 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.230 s 0.219
2023-01-17 12:14 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.618 s -0.188
2023-01-17 12:14 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.150 s -2.249
2023-01-17 12:15 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.046 s -0.011
2023-01-17 12:15 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.213 s -0.608
2023-01-17 12:15 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.179 s -0.156
2023-01-17 12:15 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.537 s -0.606
2023-01-17 12:15 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.185 s 0.052
2023-01-17 12:15 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.246 s -1.200
2023-01-17 12:15 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.264 s -1.192
2023-01-17 12:17 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.225 s -0.149
2023-01-17 12:16 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.030 s -0.889
2023-01-17 12:16 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.295 s 0.344
2023-01-17 12:16 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.147 s 1.178
2023-01-17 12:16 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.186 s 0.484
2023-01-17 12:16 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.164 s 0.275
2023-01-17 12:17 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.267 s -0.698
2023-01-17 12:18 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.206 s -1.320
2023-01-17 12:17 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.463 s 0.271
2023-01-17 12:17 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.524 s -1.423
2023-01-17 12:17 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.734 s -1.400
2023-01-17 12:17 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.146 s -0.544
2023-01-17 12:18 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.483 s -1.185
2023-01-17 12:18 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.183 s 0.627
2023-01-17 12:18 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.192 s -0.535
2023-01-17 12:18 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.280 s 0.131
2023-01-17 12:19 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.446 s -1.706
2023-01-17 12:20 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.170 s -0.680
2023-01-17 12:20 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.299 s -0.767
2023-01-17 12:19 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.338 s -1.138
2023-01-17 12:20 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.228 s -1.860
2023-01-17 12:20 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.129 s -1.003
2023-01-17 12:20 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.906 s -1.499
2023-01-17 12:20 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.646 s -1.427
2023-01-17 12:21 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.179 s -0.638
2023-01-17 12:21 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.104 s -1.370
2023-01-17 12:22 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.266 s -1.436
2023-01-17 12:21 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.155 s -0.973
2023-01-17 12:21 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.306 s -0.962
2023-01-17 12:21 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.194 s -0.999
2023-01-17 12:23 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.653 s -0.956
2023-01-17 12:22 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.002 s -1.218
2023-01-17 12:22 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.366 s -1.570
2023-01-17 12:23 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.149 s -1.206
2023-01-17 12:23 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.180 s 0.080
2023-01-17 12:22 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.217 s -1.588
2023-01-17 12:23 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.153 s -0.555
2023-01-17 12:24 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.484 s -0.997
2023-01-17 12:23 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.209 s -1.122
2023-01-17 12:24 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.212 s -0.071
2023-01-17 12:25 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.156 s 0.039
2023-01-17 12:24 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.865 s -0.903
2023-01-17 12:25 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.137 s -0.867
2023-01-17 12:24 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.086 s -0.802
2023-01-17 12:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.170 s -0.499
2023-01-17 12:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.209 s -0.618
2023-01-17 12:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.453 s -0.822
2023-01-17 12:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.152 s -0.570
2023-01-17 12:25 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.241 s -0.883
2023-01-17 12:26 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.281 s -0.121
2023-01-17 12:26 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.138 s -1.010
2023-01-17 12:26 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.197 s -1.005
2023-01-17 12:25 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.155 s -0.106
2023-01-17 12:26 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.258 s -1.471
2023-01-17 12:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.157 s -1.266
2023-01-17 12:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.226 s -5.058
2023-01-17 12:27 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.861 s -1.911
2023-01-17 12:28 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.549 s -1.782
2023-01-17 12:30 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.334 s 0.146
2023-01-17 12:30 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.967 s 0.280
2023-01-17 12:32 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.231 s -1.909
2023-01-17 12:28 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.199 s -0.581
2023-01-17 12:29 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.018 s -1.583
2023-01-17 12:28 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.600 s -0.120
2023-01-17 12:30 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.605 s -1.205
2023-01-17 12:32 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.962 s -1.089
2023-01-17 12:32 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.301 s -0.221
2023-01-17 12:28 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.137 s 0.101
2023-01-17 12:28 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.326 s -0.569
2023-01-17 12:33 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.107 s -0.035
2023-01-17 12:28 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.150 s -0.327
2023-01-17 12:32 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.184 s -0.859
2023-01-17 12:34 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.276 s -0.582
2023-01-17 12:36 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.137 s -1.244
2023-01-17 12:30 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.259 s -0.831
2023-01-17 12:34 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.273 s -0.190
2023-01-17 12:34 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.323 s -0.724
2023-01-17 12:29 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.591 s -1.536
2023-01-17 12:29 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.186 s -0.080
2023-01-17 12:30 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.228 s -0.222
2023-01-17 12:31 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.197 s 0.047
2023-01-17 12:33 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.238 s -1.253
2023-01-17 12:28 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.174 s -0.482
2023-01-17 12:33 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.784 s -0.342
2023-01-17 12:35 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.579 s -0.293
2023-01-17 12:36 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.158 s -0.311
2023-01-17 12:37 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.323 s 0.029
2023-01-17 12:32 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.181 s -1.409
2023-01-17 12:34 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.507 s -1.822
2023-01-17 12:35 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.173 s 0.042
2023-01-17 12:34 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.594 s 0.586
2023-01-17 12:36 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.194 s -1.669
2023-01-17 12:37 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.413 s -0.749
2023-01-17 12:36 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.171 s -0.855
2023-01-17 12:37 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.390 s -1.049
2023-01-17 12:36 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.144 s -5.030