Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-19 01:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.177 s -0.660
2023-01-19 01:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.317 s -0.717
2023-01-19 01:42 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.266 s -4.109
2023-01-19 01:43 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.199 s -4.271
2023-01-19 01:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.205 s -4.813
2023-01-19 01:42 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.185 s -2.225
2023-01-19 01:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.148 s -3.962
2023-01-19 01:41 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.891 s 0.408
2023-01-19 01:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.168 s -4.808
2023-01-19 01:41 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.633 s -2.224
2023-01-19 01:42 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.211 s -4.368
2023-01-19 01:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.170 s -2.861
2023-01-19 01:46 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.186 s -2.501
2023-01-19 01:46 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.261 s -3.582
2023-01-19 01:48 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.180 s -4.988
2023-01-19 01:48 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.406 s -0.955
2023-01-19 01:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.212 s -3.609
2023-01-19 01:42 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.818 s -1.722
2023-01-19 01:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.174 s -3.792
2023-01-19 01:43 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.227 s -3.598
2023-01-19 01:42 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.339 s -4.363
2023-01-19 01:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.144 s -0.492
2023-01-19 01:45 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.240 s -0.887
2023-01-19 01:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.161 s -4.075
2023-01-19 01:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.560 s -2.061
2023-01-19 01:42 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.255 s -4.326
2023-01-19 01:43 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.486 s -0.954
2023-01-19 01:44 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.069 s -0.496
2023-01-19 01:45 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.274 s -1.765
2023-01-19 01:46 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.194 s -4.381
2023-01-19 01:48 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.473 s -1.046
2023-01-19 01:42 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.243 s -4.586
2023-01-19 01:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.271 s -3.572
2023-01-19 01:46 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.531 s -1.350
2023-01-19 01:49 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.532 s -0.571
2023-01-19 01:49 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.289 s -4.270
2023-01-19 01:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.151 s -2.931
2023-01-19 01:45 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.179 s -2.574
2023-01-19 01:46 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.250 s -3.595
2023-01-19 01:51 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.591 s -1.901
2023-01-19 01:52 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.672 s -4.188
2023-01-19 01:53 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.305 s -1.907
2023-01-19 01:58 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.439 s -1.102
2023-01-19 02:01 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.271 s -3.453
2023-01-19 01:44 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.238 s -1.316
2023-01-19 01:46 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.079 s -0.273
2023-01-19 01:47 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.170 s -0.871
2023-01-19 01:49 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.215 s -4.487
2023-01-19 01:50 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.222 s -1.640
2023-01-19 01:52 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.197 s -3.984
2023-01-19 01:52 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.278 s -1.194
2023-01-19 01:45 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.253 s -2.904
2023-01-19 01:46 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.232 s -5.481
2023-01-19 01:47 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.827 s -1.553
2023-01-19 01:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.119 s -4.007
2023-01-19 01:47 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.155 s -5.168
2023-01-19 01:48 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.121 s -3.613
2023-01-19 01:55 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.033 s -1.163
2023-01-19 01:55 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.316 s -0.150
2023-01-19 01:56 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.170 s -3.358
2023-01-19 01:56 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.533 s -1.892
2023-01-19 01:48 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.152 s -3.214
2023-01-19 01:49 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.208 s -3.032
2023-01-19 01:49 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.249 s -4.131
2023-01-19 01:49 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.558 s -3.223
2023-01-19 01:51 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.323 s -4.844
2023-01-19 01:55 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.539 s -1.079
2023-01-19 01:56 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.155 s -4.171
2023-01-19 01:59 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.133 s -3.754
2023-01-19 01:49 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.278 s -4.140
2023-01-19 01:50 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.245 s -4.675
2023-01-19 01:52 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.212 s -3.421
2023-01-19 01:57 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.289 s -2.271
2023-01-19 01:53 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.147 s -1.242
2023-01-19 01:57 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.205 s -0.811
2023-01-19 01:52 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.471 s -2.551
2023-01-19 01:52 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.239 s -4.357
2023-01-19 01:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.185 s -1.174
2023-01-19 01:57 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.213 s -3.607
2023-01-19 01:50 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.968 s -1.873
2023-01-19 01:51 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.293 s -4.640
2023-01-19 01:51 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.288 s -5.465
2023-01-19 01:56 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.460 s 0.811
2023-01-19 01:57 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.741 s -1.057
2023-01-19 01:57 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.488 s -1.334
2023-01-19 01:59 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.231 s -2.682
2023-01-19 01:51 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.253 s -2.545
2023-01-19 01:53 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.624 s -0.782
2023-01-19 01:54 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.045 s 0.012
2023-01-19 01:56 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.193 s -3.896
2023-01-19 01:56 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.271 s -3.135
2023-01-19 01:57 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.153 s -4.932
2023-01-19 01:59 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.645 s -0.906
2023-01-19 01:54 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.222 s -4.669
2023-01-19 01:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.270 s -3.356
2023-01-19 01:57 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.191 s -4.532
2023-01-19 01:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.191 s -0.272
2023-01-19 01:54 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.253 s -4.470
2023-01-19 01:56 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.231 s -3.313
2023-01-19 01:59 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.301 s -0.919
2023-01-19 02:03 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.159 s -4.612
2023-01-19 01:59 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.398 s -1.166
2023-01-19 01:59 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.174 s -1.480
2023-01-19 02:00 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.277 s -0.286
2023-01-19 02:01 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.185 s -2.815
2023-01-19 02:01 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.004 s -0.922
2023-01-19 02:02 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.227 s -1.605
2023-01-19 02:04 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.175 s -3.321
2023-01-19 02:00 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.900 s -0.831
2023-01-19 02:00 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.124 s -1.329
2023-01-19 02:03 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.185 s -2.798
2023-01-19 02:03 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.215 s -4.711
2023-01-19 02:05 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.461 s -3.192
2023-01-19 02:05 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.161 s -4.988
2023-01-19 02:06 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.231 s -5.050
2023-01-19 02:08 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.205 s -3.339
2023-01-19 02:12 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.314 s -4.787
2023-01-19 02:13 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.118 s -0.608
2023-01-19 02:01 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.163 s -4.284
2023-01-19 02:05 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.167 s -1.960
2023-01-19 02:01 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.199 s -3.144
2023-01-19 02:02 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.154 s -4.621
2023-01-19 02:03 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.488 s -1.526
2023-01-19 02:01 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.376 s -3.860
2023-01-19 02:02 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.685 s -0.990
2023-01-19 02:05 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.206 s -4.660
2023-01-19 02:03 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.218 s -1.068
2023-01-19 02:04 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.865 s -1.126
2023-01-19 02:04 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.110 s -1.274
2023-01-19 02:04 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.213 s -3.259
2023-01-19 02:04 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.245 s -2.926
2023-01-19 02:08 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.155 s -3.366
2023-01-19 02:04 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.142 s -4.234
2023-01-19 02:04 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.160 s -0.160
2023-01-19 02:05 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.132 s -0.592
2023-01-19 02:05 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.167 s -5.320
2023-01-19 02:06 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.294 s -5.142
2023-01-19 02:06 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.230 s 0.246
2023-01-19 02:07 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.872 s -5.120
2023-01-19 02:07 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.777 s -0.635
2023-01-19 02:07 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.141 s -0.201
2023-01-19 02:08 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.179 s -4.244
2023-01-19 02:08 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.330 s -1.851
2023-01-19 02:08 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.554 s -2.240
2023-01-19 02:14 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.325 s -0.344
2023-01-19 02:16 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.146 s -4.217
2023-01-19 02:10 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.346 s -1.958
2023-01-19 02:09 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.985 s -0.069
2023-01-19 02:09 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.197 s -4.260
2023-01-19 02:09 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.241 s -5.768
2023-01-19 02:09 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.402 s 0.288
2023-01-19 02:10 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.979 s -1.337
2023-01-19 02:12 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.241 s -4.643
2023-01-19 02:14 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.293 s -4.873
2023-01-19 02:16 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.164 s -4.606
2023-01-19 02:09 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.269 s -4.415
2023-01-19 02:16 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.177 s -5.003
2023-01-19 02:16 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.198 s -4.005
2023-01-19 02:10 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.608 s -0.955
2023-01-19 02:11 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.251 s -1.158
2023-01-19 02:12 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.959 s -0.661
2023-01-19 02:12 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.190 s -4.592
2023-01-19 02:12 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.193 s -4.007
2023-01-19 02:13 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.248 s -5.224
2023-01-19 02:13 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.793 s -1.308
2023-01-19 02:14 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.341 s -4.947
2023-01-19 02:14 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.614 s -2.948
2023-01-19 02:15 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.604 s -1.983
2023-01-19 02:14 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.515 s -2.666
2023-01-19 02:15 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.209 s -1.249
2023-01-19 02:16 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.142 s -4.883
2023-01-19 02:16 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.394 s -2.239
2023-01-19 02:17 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.329 s -2.964
2023-01-19 02:17 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.402 s -0.175