Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-18 14:30 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.144 s -0.504
2023-01-18 14:30 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.174 s -0.133
2023-01-18 14:30 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.157 s -0.118
2023-01-18 14:31 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.313 s 0.636
2023-01-18 14:31 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.206 s 0.685
2023-01-18 14:31 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.556 s -1.466
2023-01-18 14:31 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.931 s -1.437
2023-01-18 14:32 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.195 s -0.251
2023-01-18 14:32 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.202 s -0.247
2023-01-18 14:32 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.245 s -0.068
2023-01-18 14:32 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.609 s -1.433
2023-01-18 14:32 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.234 s -0.250
2023-01-18 14:32 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.328 s -1.294
2023-01-18 14:32 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.259 s -2.023
2023-01-18 14:33 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.813 s -1.320
2023-01-18 14:33 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.161 s 1.020
2023-01-18 14:33 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.194 s -1.114
2023-01-18 14:33 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.265 s 0.051
2023-01-18 14:33 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.179 s -1.991
2023-01-18 14:33 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.169 s -0.765
2023-01-18 14:33 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.222 s -0.722
2023-01-18 14:33 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.479 s 0.142
2023-01-18 14:34 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.078 s -0.830
2023-01-18 14:35 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.166 s -0.211
2023-01-18 14:34 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.239 s -1.605
2023-01-18 14:35 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.141 s -0.016
2023-01-18 14:35 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.148 s -0.312
2023-01-18 14:35 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.249 s -0.334
2023-01-18 14:35 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.175 s 0.390
2023-01-18 14:35 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.272 s -0.109
2023-01-18 14:37 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.245 s -1.336
2023-01-18 14:36 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.254 s -0.763
2023-01-18 14:36 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.234 s -0.450
2023-01-18 14:36 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.074 s 0.157
2023-01-18 14:36 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.182 s -0.132
2023-01-18 14:36 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.188 s -0.597
2023-01-18 14:36 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.223 s -0.794
2023-01-18 14:37 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.524 s -0.728
2023-01-18 14:38 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.166 s -0.839
2023-01-18 14:37 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.817 s -0.211
2023-01-18 14:38 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.167 s -0.317
2023-01-18 14:38 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.114 s -0.632
2023-01-18 14:38 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.118 s -1.345
2023-01-18 14:38 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.143 s -0.373
2023-01-18 14:38 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.149 s -0.467
2023-01-18 14:39 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.206 s -0.436
2023-01-18 14:38 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.394 s 0.056
2023-01-18 14:39 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.514 s 0.135
2023-01-18 14:39 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.203 s -1.130
2023-01-18 14:39 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.469 s 0.794
2023-01-18 14:39 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.269 s -0.981
2023-01-18 14:40 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.281 s -1.106
2023-01-18 14:39 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.238 s 0.814
2023-01-18 14:40 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.547 s -1.688
2023-01-18 14:41 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.187 s -0.808
2023-01-18 14:41 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.233 s -0.314
2023-01-18 14:43 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.272 s -0.107
2023-01-18 14:41 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.238 s -0.112
2023-01-18 14:41 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.578 s -0.222
2023-01-18 14:43 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.301 s -0.105
2023-01-18 14:40 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.965 s -1.704
2023-01-18 14:43 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.617 s 0.089
2023-01-18 14:41 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.281 s -0.585
2023-01-18 14:41 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.312 s -1.543
2023-01-18 14:41 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.271 s 0.001
2023-01-18 14:42 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.385 s -0.319
2023-01-18 14:43 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.205 s 0.264
2023-01-18 14:42 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.654 s 0.278
2023-01-18 14:46 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.164 s -0.078
2023-01-18 14:50 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.299 s -0.611
2023-01-18 14:51 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.365 s -0.985
2023-01-18 14:53 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.724 s -1.590
2023-01-18 14:42 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.190 s -0.737
2023-01-18 14:43 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.231 s -0.639
2023-01-18 14:47 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.281 s -0.294
2023-01-18 14:49 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.326 s -0.794
2023-01-18 14:49 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.170 s -0.609
2023-01-18 14:51 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.181 s -1.269
2023-01-18 14:49 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.227 s -1.171
2023-01-18 14:50 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.097 s -0.915
2023-01-18 14:44 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.179 s -0.121
2023-01-18 14:45 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.244 s 0.184
2023-01-18 14:45 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.263 s -0.111
2023-01-18 14:46 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.226 s -0.798
2023-01-18 14:48 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.203 s -0.806
2023-01-18 14:44 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.144 s -0.824
2023-01-18 14:47 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.184 s -0.830
2023-01-18 14:53 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.209 s -0.511
2023-01-18 14:55 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.242 s -1.108
2023-01-18 14:55 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.163 s -1.437
2023-01-18 14:57 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.855 s 0.067
2023-01-18 14:57 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.137 s 0.097
2023-01-18 14:46 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.150 s -1.324
2023-01-18 14:47 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.460 s 0.844
2023-01-18 14:47 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.148 s -2.493
2023-01-18 14:50 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.896 s -0.547
2023-01-18 14:51 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.155 s -0.217
2023-01-18 14:45 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.541 s -1.812
2023-01-18 14:47 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.204 s -0.226
2023-01-18 14:49 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.128 s 0.492
2023-01-18 14:53 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.480 s -0.415
2023-01-18 14:54 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.170 s 0.222
2023-01-18 14:55 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.209 s -0.770
2023-01-18 14:58 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.149 s 1.024
2023-01-18 14:58 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.538 s -0.203
2023-01-18 14:59 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.230 s -1.457
2023-01-18 14:46 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.188 s -1.137
2023-01-18 14:50 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.645 s -1.032
2023-01-18 14:44 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.213 s 0.117
2023-01-18 14:47 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.521 s -0.294
2023-01-18 14:53 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.148 s -0.385
2023-01-18 14:59 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.243 s 1.593
2023-01-18 14:44 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.018 s 0.071
2023-01-18 14:44 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.185 s 0.070
2023-01-18 14:46 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.029 s -0.601
2023-01-18 14:46 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.295 s 0.428
2023-01-18 14:46 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.265 s 0.686
2023-01-18 14:47 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.888 s -5.190
2023-01-18 14:48 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.485 s -1.181
2023-01-18 14:49 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.444 s -1.331
2023-01-18 14:51 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.265 s -0.824
2023-01-18 14:51 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.311 s -0.900
2023-01-18 14:52 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.006 s -1.176
2023-01-18 14:52 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.213 s -0.993
2023-01-18 14:53 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.212 s 0.020
2023-01-18 14:54 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.858 s 0.033
2023-01-18 15:04 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.271 s -0.134
2023-01-18 15:05 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.587 s -0.713
2023-01-18 14:51 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.194 s -0.644
2023-01-18 14:56 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.221 s -0.119
2023-01-18 14:59 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.189 s -2.418
2023-01-18 15:00 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.336 s -0.335
2023-01-18 15:01 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.203 s -0.003
2023-01-18 15:02 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.237 s -0.613
2023-01-18 14:53 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.181 s -0.148
2023-01-18 14:53 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.154 s -1.014
2023-01-18 14:56 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.152 s 0.005
2023-01-18 14:56 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.157 s -0.671
2023-01-18 15:00 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.972 s -0.179
2023-01-18 15:03 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.791 s -1.976
2023-01-18 14:54 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.137 s -2.480
2023-01-18 14:55 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.455 s -1.295
2023-01-18 14:55 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.148 s -1.369
2023-01-18 14:56 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.196 s -0.477
2023-01-18 14:56 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.283 s -0.628
2023-01-18 14:56 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.247 s -0.673
2023-01-18 14:57 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.956 s -1.265
2023-01-18 14:58 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.174 s -0.575
2023-01-18 14:58 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.328 s -1.547
2023-01-18 14:54 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.136 s 0.313
2023-01-18 14:55 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.154 s 0.148
2023-01-18 14:58 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.199 s -0.064
2023-01-18 15:00 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.606 s -1.049
2023-01-18 15:02 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.181 s -0.871
2023-01-18 15:02 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.184 s -0.396
2023-01-18 14:59 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.988 s -0.257
2023-01-18 15:02 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 15.058 s -2.010
2023-01-18 14:59 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.260 s -1.685
2023-01-18 15:04 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.322 s -0.218
2023-01-18 15:02 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.301 s -0.451
2023-01-18 15:03 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.110 s -0.164
2023-01-18 15:04 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.504 s -1.103
2023-01-18 15:04 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.600 s -0.543
2023-01-18 15:02 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.229 s 0.448
2023-01-18 15:05 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.216 s -1.606
2023-01-18 15:04 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.278 s -1.564
2023-01-18 15:06 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.140 s -0.656
2023-01-18 15:06 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.137 s -1.771
2023-01-18 15:07 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.434 s -1.363
2023-01-18 15:06 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.171 s -1.329
2023-01-18 15:06 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.192 s -0.673
2023-01-18 15:06 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.387 s 0.613
2023-01-18 15:06 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.158 s -0.163
2023-01-18 15:06 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.325 s -0.902