Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-16 01:29 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.143 s -0.380
2023-01-16 01:29 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.173 s 0.116
2023-01-16 01:29 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.207 s -0.593
2023-01-16 01:29 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.156 s 0.468
2023-01-16 01:29 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.316 s -0.413
2023-01-16 01:29 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.551 s -1.550
2023-01-16 01:30 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.234 s -0.284
2023-01-16 01:30 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.584 s -0.758
2023-01-16 01:30 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.202 s -1.174
2023-01-16 01:31 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.256 s -0.484
2023-01-16 01:30 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.917 s -0.662
2023-01-16 01:31 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.246 s -0.870
2023-01-16 01:31 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.161 s 0.191
2023-01-16 01:31 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.172 s -2.057
2023-01-16 01:30 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.194 s 0.100
2023-01-16 01:31 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.326 s -0.029
2023-01-16 01:31 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.193 s -0.654
2023-01-16 01:31 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.815 s -1.198
2023-01-16 01:32 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.223 s -2.451
2023-01-16 01:31 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.168 s -0.335
2023-01-16 01:32 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.488 s -2.000
2023-01-16 01:32 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.264 s 0.429
2023-01-16 01:33 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.218 s 0.533
2023-01-16 01:33 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.065 s -0.797
2023-01-16 01:33 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.141 s -0.636
2023-01-16 01:33 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.148 s -0.382
2023-01-16 01:33 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.165 s 0.760
2023-01-16 01:33 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.175 s -0.027
2023-01-16 01:34 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.271 s -0.014
2023-01-16 01:33 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.248 s 0.235
2023-01-16 01:35 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.222 s 0.155
2023-01-16 01:34 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.214 s 1.384
2023-01-16 01:34 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.072 s -0.090
2023-01-16 01:34 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.181 s -0.329
2023-01-16 01:35 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.243 s -0.558
2023-01-16 01:35 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.188 s -1.127
2023-01-16 01:35 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.253 s -0.757
2023-01-16 01:35 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.523 s -1.086
2023-01-16 01:36 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.114 s -0.710
2023-01-16 01:36 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.811 s 0.464
2023-01-16 01:36 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.176 s -2.228
2023-01-16 01:37 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.149 s -1.334
2023-01-16 01:36 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.142 s 0.494
2023-01-16 01:36 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.167 s -0.683
2023-01-16 01:36 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.117 s -1.313
2023-01-16 01:38 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.524 s -0.636
2023-01-16 01:38 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.206 s -0.325
2023-01-16 01:37 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.394 s -0.120
2023-01-16 01:37 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.470 s -0.154
2023-01-16 01:38 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.239 s 0.215
2023-01-16 01:38 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.200 s 0.898
2023-01-16 01:38 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.268 s -0.550
2023-01-16 01:38 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.544 s -2.287
2023-01-16 01:38 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.279 s -0.173
2023-01-16 01:39 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.175 s -1.116
2023-01-16 01:39 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.950 s 1.522
2023-01-16 01:39 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.233 s -0.600
2023-01-16 01:39 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.280 s -0.243
2023-01-16 01:40 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.237 s -0.128
2023-01-16 01:40 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.272 s -1.219
2023-01-16 01:40 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.311 s -1.074
2023-01-16 01:40 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.585 s -2.353
2023-01-16 01:41 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.653 s 0.455
2023-01-16 01:41 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.190 s -0.819
2023-01-16 01:41 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.205 s -0.286
2023-01-16 01:41 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.412 s -1.790
2023-01-16 01:41 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.270 s 0.127
2023-01-16 01:41 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.230 s -0.157
2023-01-16 01:42 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.614 s 0.247
2023-01-16 01:42 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.301 s -0.957
2023-01-16 01:42 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.144 s -1.562
2023-01-16 01:43 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.004 s 0.065
2023-01-16 01:43 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.212 s 0.250
2023-01-16 01:43 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.178 s -0.226
2023-01-16 01:43 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.184 s 0.097
2023-01-16 01:43 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.247 s -2.346
2023-01-16 01:43 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.263 s 0.209
2023-01-16 01:43 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.538 s -0.787
2023-01-16 01:44 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.013 s 0.647
2023-01-16 01:45 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.148 s -0.030
2023-01-16 01:45 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.187 s -0.437
2023-01-16 01:44 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.344 s -1.251
2023-01-16 01:45 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.225 s -0.244
2023-01-16 01:45 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.266 s -0.151
2023-01-16 01:45 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.165 s -0.977
2023-01-16 01:45 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.521 s -1.466
2023-01-16 01:45 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.464 s -0.124
2023-01-16 01:46 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.845 s -6.729
2023-01-16 01:46 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.145 s -0.503
2023-01-16 01:46 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.204 s -1.257
2023-01-16 01:46 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.287 s -2.952
2023-01-16 01:46 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.184 s -0.771
2023-01-16 01:46 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.486 s -2.792
2023-01-16 01:46 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.214 s -2.341
2023-01-16 01:47 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.429 s -2.649
2023-01-16 01:48 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.362 s -2.356
2023-01-16 01:48 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.127 s 1.102
2023-01-16 01:48 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.170 s -1.184
2023-01-16 01:48 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.224 s -0.116
2023-01-16 01:49 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.902 s -1.439
2023-01-16 01:48 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.294 s -0.291
2023-01-16 01:48 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.644 s -2.201
2023-01-16 01:49 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.105 s -2.454
2023-01-16 01:49 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.300 s -1.196
2023-01-16 01:50 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.154 s -0.736
2023-01-16 01:50 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.194 s -1.002
2023-01-16 01:50 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.362 s -0.857
2023-01-16 01:50 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.180 s -1.569
2023-01-16 01:50 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.264 s -0.589
2023-01-16 01:50 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.999 s -1.681
2023-01-16 01:51 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.207 s -1.753
2023-01-16 01:51 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.762 s -3.630
2023-01-16 01:52 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.180 s -0.059
2023-01-16 01:51 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.147 s 0.044
2023-01-16 01:52 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.153 s -1.084
2023-01-16 01:52 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.209 s -1.117
2023-01-16 01:52 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.213 s -1.342
2023-01-16 01:52 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.476 s -0.038
2023-01-16 01:53 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.069 s -0.505
2023-01-16 01:53 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.136 s -0.110
2023-01-16 01:53 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.858 s -0.100
2023-01-16 01:53 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.155 s 0.074
2023-01-16 01:53 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s 1.716
2023-01-16 01:53 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.171 s -0.745
2023-01-16 01:54 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.449 s 0.211
2023-01-16 01:53 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.240 s 0.332
2023-01-16 01:54 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.159 s -0.881
2023-01-16 01:54 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.117 s -0.501
2023-01-16 01:54 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.152 s -0.514
2023-01-16 01:54 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.196 s -0.872
2023-01-16 01:55 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.281 s -0.094
2023-01-16 01:55 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.221 s -1.279
2023-01-16 01:54 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.156 s -0.480
2023-01-16 01:55 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.853 s 0.334
2023-01-16 01:55 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.251 s -1.417
2023-01-16 01:56 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.394 s 0.427
2023-01-16 01:56 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.138 s 0.055
2023-01-16 01:56 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.172 s 0.999
2023-01-16 01:57 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.199 s -0.294
2023-01-16 01:57 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.326 s -0.455
2023-01-16 01:56 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.149 s 0.536
2023-01-16 01:57 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.553 s -2.315
2023-01-16 01:58 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.018 s -1.845
2023-01-16 01:58 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.187 s -0.904
2023-01-16 01:58 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.443 s -0.411
2023-01-16 01:58 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.229 s -1.391
2023-01-16 01:58 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.333 s 0.071
2023-01-16 01:59 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.587 s -0.486
2023-01-16 01:58 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.259 s -1.136
2023-01-16 01:59 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.972 s -0.354
2023-01-16 02:00 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.200 s -0.138
2023-01-16 02:01 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.934 s -1.455
2023-01-16 02:01 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.180 s -0.559
2023-01-16 02:01 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.183 s -0.191
2023-01-16 02:01 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.230 s -1.070
2023-01-16 02:01 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.234 s 1.097
2023-01-16 02:01 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.301 s -0.514
2023-01-16 02:01 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.104 s -0.047
2023-01-16 02:03 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.235 s -0.116
2023-01-16 02:02 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.774 s 2.381
2023-01-16 02:03 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.595 s 0.098
2023-01-16 02:03 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.275 s -0.182
2023-01-16 02:03 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.489 s 1.083
2023-01-16 02:03 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.324 s -1.559
2023-01-16 02:04 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.198 s -1.543
2023-01-16 02:03 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.591 s -1.463
2023-01-16 02:05 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.170 s -0.799
2023-01-16 02:05 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.136 s -0.145
2023-01-16 02:05 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.141 s -1.352
2023-01-16 02:05 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.191 s 0.136
2023-01-16 02:05 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.157 s 0.230
2023-01-16 02:05 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.390 s -1.297
2023-01-16 02:06 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.425 s -1.600
2023-01-16 02:05 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.331 s -5.574