Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-15 09:04 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.538 s 0.285
2022-11-15 09:03 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.140 s -0.638
2022-11-15 09:04 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.316 s -0.357
2022-11-15 09:03 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.169 s 0.194
2022-11-15 09:03 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.153 s -0.483
2022-11-15 09:04 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.204 s -0.403
2022-11-15 09:05 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.324 s -1.453
2022-11-15 09:05 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.252 s 0.890
2022-11-15 09:04 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.895 s -0.227
2022-11-15 09:05 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.537 s -0.538
2022-11-15 09:05 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.190 s 0.084
2022-11-15 09:05 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.241 s -0.490
2022-11-15 09:05 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.199 s -0.227
2022-11-15 09:05 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.230 s -0.536
2022-11-15 09:07 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.136 s 0.368
2022-11-15 09:06 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.836 s -0.056
2022-11-15 09:06 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.166 s -0.201
2022-11-15 09:06 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.190 s -0.472
2022-11-15 09:06 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.164 s 0.212
2022-11-15 09:06 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.216 s 0.112
2022-11-15 09:06 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.157 s 0.934
2022-11-15 09:07 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.098 s -1.356
2022-11-15 09:06 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.276 s -1.840
2022-11-15 09:06 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.475 s -0.592
2022-11-15 09:07 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.382 s -1.320
2022-11-15 09:08 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.246 s -0.226
2022-11-15 09:08 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.162 s 0.810
2022-11-15 09:08 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.145 s -0.790
2022-11-15 09:08 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.172 s -0.545
2022-11-15 09:08 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.270 s -1.363
2022-11-15 09:09 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.218 s 0.202
2022-11-15 09:09 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.234 s -0.759
2022-11-15 09:09 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.177 s 0.738
2022-11-15 09:09 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.072 s -0.366
2022-11-15 09:10 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.516 s -0.560
2022-11-15 09:09 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.184 s -0.332
2022-11-15 09:09 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.249 s -0.471
2022-11-15 09:09 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.237 s 0.620
2022-11-15 09:10 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.115 s -0.441
2022-11-15 09:11 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.111 s 0.012
2022-11-15 09:10 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.812 s 0.477
2022-11-15 09:11 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.141 s -0.007
2022-11-15 09:11 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.113 s 0.212
2022-11-15 09:11 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.165 s -0.538
2022-11-15 09:11 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.107
2022-11-15 09:11 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.389 s -0.020
2022-11-15 09:12 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.463 s 0.669
2022-11-15 09:13 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.531 s 0.051
2022-11-15 09:12 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.238 s -1.754
2022-11-15 09:12 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.275 s -0.147
2022-11-15 09:12 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.263 s 0.081
2022-11-15 09:12 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.499 s -0.149
2022-11-15 09:12 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.196 s 0.220
2022-11-15 09:12 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.198 s 1.174
2022-11-15 09:14 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.130 s 0.121
2022-11-15 09:14 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.272 s 0.300
2022-11-15 09:14 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.225 s 0.587
2022-11-15 09:14 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.302 s -0.231
2022-11-15 09:13 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.956 s -1.188
2022-11-15 09:14 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.264 s 0.414
2022-11-15 09:14 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.229 s 0.281
2022-11-15 09:14 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.574 s -1.576
2022-11-15 09:15 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.185 s 0.457
2022-11-15 09:15 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.225 s 0.299
2022-11-15 09:15 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.652 s 0.138
2022-11-15 09:16 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.200 s 0.930
2022-11-15 09:16 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.612 s -0.432
2022-11-15 09:15 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.350 s -0.775
2022-11-15 09:16 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.264 s 0.068
2022-11-15 09:16 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.295 s 0.878
2022-11-15 09:17 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.973 s -0.507
2022-11-15 09:17 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.128 s 0.921
2022-11-15 09:17 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.175 s -0.165
2022-11-15 09:17 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.180 s 0.239
2022-11-15 09:17 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.209 s 0.555
2022-11-15 09:17 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.239 s 0.935
2022-11-15 09:18 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.273 s 0.298
2022-11-15 09:18 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.530 s -0.009
2022-11-15 09:19 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.226 s -4.340
2022-11-15 09:18 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.146 s -0.557
2022-11-15 09:19 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.183 s -1.818
2022-11-15 09:19 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.289 s 0.104
2022-11-15 09:19 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.143 s 0.379
2022-11-15 09:19 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.158 s 0.788
2022-11-15 09:19 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.261 s 0.628
2022-11-15 09:19 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.457 s -0.085
2022-11-15 09:19 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.514 s -1.155
2022-11-15 09:20 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.653 s 0.105
2022-11-15 09:20 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.141 s -0.158
2022-11-15 09:20 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.181 s -0.729
2022-11-15 09:20 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.198 s -0.293
2022-11-15 09:20 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.273 s -0.218
2022-11-15 09:32 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.383 s 0.622
2022-11-15 09:32 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.225 s -0.702
2022-11-15 09:20 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.462 s 0.376
2022-11-15 09:21 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.156 s -0.491
2022-11-15 09:21 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.327 s -0.561
2022-11-15 09:22 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.159 s -0.373
2022-11-15 09:24 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.145 s 0.598
2022-11-15 09:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.134 s -0.250
2022-11-15 09:28 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.152 s 0.188
2022-11-15 09:31 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.007 s 0.196
2022-11-15 09:22 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.628 s 0.350
2022-11-15 09:25 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.175 s -1.185
2022-11-15 09:27 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.848 s 1.208
2022-11-15 09:38 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.132 s 0.895
2022-11-15 09:39 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.319 s 0.376
2022-11-15 09:24 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.184 s -0.458
2022-11-15 09:35 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.226 s -0.392
2022-11-15 09:23 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.142 s -0.382
2022-11-15 09:26 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.175 s -0.693
2022-11-15 09:28 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.192 s -0.757
2022-11-15 09:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s 0.078
2022-11-15 09:27 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.043 s -0.138
2022-11-15 09:28 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.279 s -0.896
2022-11-15 09:30 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.883 s -1.443
2022-11-15 09:31 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.526 s -0.487
2022-11-15 09:35 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.232 s 0.395
2022-11-15 09:22 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.283 s -1.046
2022-11-15 09:23 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.870 s -0.845
2022-11-15 09:26 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.202 s -0.158
2022-11-15 09:25 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.505 s 0.082
2022-11-15 09:26 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.471 s -0.247
2022-11-15 09:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.449 s 0.091
2022-11-15 09:24 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.257 s -1.161
2022-11-15 09:32 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.331 s -0.838
2022-11-15 09:32 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.585 s -1.056
2022-11-15 09:36 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.780 s -0.250
2022-11-15 09:24 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.965 s 0.456
2022-11-15 09:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.168 s -0.940
2022-11-15 09:28 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.094 s 0.059
2022-11-15 09:29 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.206 s 0.748
2022-11-15 09:30 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.173 s -1.177
2022-11-15 09:30 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.195 s -0.569
2022-11-15 09:34 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.811 s -0.384
2022-11-15 09:39 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.379 s -0.342
2022-11-15 09:22 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.101 s 1.343
2022-11-15 09:23 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.004 s 0.476
2022-11-15 09:26 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.146 s 0.294
2022-11-15 09:30 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.147 s 0.042
2022-11-15 09:32 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.253 s -0.649
2022-11-15 09:25 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.142 s 0.373
2022-11-15 09:26 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.205 s 0.553
2022-11-15 09:28 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.149 s -0.108
2022-11-15 09:29 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.847 s 0.252
2022-11-15 09:36 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.313 s -0.479
2022-11-15 09:22 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.125 s 0.108
2022-11-15 09:22 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.222 s -1.627
2022-11-15 09:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.151 s 0.867
2022-11-15 09:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.237 s 0.632
2022-11-15 09:24 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.168 s 0.046
2022-11-15 09:24 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.352 s -0.995
2022-11-15 09:29 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.215 s 0.300
2022-11-15 09:32 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.966 s -1.082
2022-11-15 09:35 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.178 s 0.856
2022-11-15 09:30 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.135 s 0.088
2022-11-15 09:30 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.330 s -0.537
2022-11-15 09:28 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.151 s -0.134
2022-11-15 09:32 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.182 s -0.447
2022-11-15 09:39 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.382 s -0.775
2022-11-15 09:33 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.223 s -1.278
2022-11-15 09:37 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.477 s -0.840
2022-11-15 09:37 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.581 s 0.042
2022-11-15 09:38 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.136 s -0.057
2022-11-15 09:34 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.175 s 1.086
2022-11-15 09:35 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.297 s -0.391
2022-11-15 09:35 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.096 s 0.041
2022-11-15 09:36 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.239 s -1.881
2022-11-15 09:36 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.267 s -1.244
2022-11-15 09:38 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.169 s -1.414
2022-11-15 09:37 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.616 s -2.022
2022-11-15 09:38 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.188 s -0.553
2022-11-15 09:37 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.262 s -5.619
2022-11-15 09:39 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.153 s 0.389