Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-13 19:02 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.908 s -0.253
2023-01-13 19:01 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.551 s -3.101
2023-01-13 19:01 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.318 s -1.058
2023-01-13 19:04 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.222 s -1.818
2023-01-13 19:01 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.156 s -0.285
2023-01-13 19:01 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.207 s -0.847
2023-01-13 19:05 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.140 s -0.492
2023-01-13 19:08 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.142 s 0.152
2023-01-13 19:09 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.395 s -0.175
2023-01-13 19:11 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.234 s -1.611
2023-01-13 19:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.234 s -0.443
2023-01-13 19:03 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.324 s 0.203
2023-01-13 19:03 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.809 s -0.451
2023-01-13 19:07 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.187 s -0.740
2023-01-13 19:01 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.143 s 0.065
2023-01-13 19:01 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.173 s -0.177
2023-01-13 19:18 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.204 s -2.057
2023-01-13 19:22 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.367 s -3.292
2023-01-13 19:24 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.078 s -1.238
2023-01-13 19:28 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.174 s -1.805
2023-01-13 19:30 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.332 s 0.277
2023-01-13 19:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.196 s -2.245
2023-01-13 19:03 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.193 s -0.847
2023-01-13 19:10 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.205 s -0.163
2023-01-13 19:17 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.520 s -1.975
2023-01-13 19:23 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.148 s -1.547
2023-01-13 19:26 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.177 s -4.101
2023-01-13 19:30 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.600 s -3.179
2023-01-13 19:04 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.477 s -0.144
2023-01-13 19:06 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.183 s -1.354
2023-01-13 19:09 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.471 s -0.655
2023-01-13 19:10 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.278 s 0.961
2023-01-13 19:11 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.950 s 1.424
2023-01-13 19:11 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.310 s -1.248
2023-01-13 19:18 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.145 s -0.086
2023-01-13 19:02 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.588 s -1.012
2023-01-13 19:03 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.246 s -1.200
2023-01-13 19:03 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.154 s -0.280
2023-01-13 19:05 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.215 s 0.692
2023-01-13 19:05 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.271 s 0.035
2023-01-13 19:08 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.167 s -0.877
2023-01-13 19:16 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.016 s 0.700
2023-01-13 19:17 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.734 s -2.819
2023-01-13 19:20 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.330 s -5.423
2023-01-13 19:20 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.297 s -0.999
2023-01-13 19:03 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.255 s 0.385
2023-01-13 19:04 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.265 s 0.349
2023-01-13 19:12 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.653 s 0.551
2023-01-13 19:18 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.282 s -1.426
2023-01-13 19:21 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.155 s -1.665
2023-01-13 19:04 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.167 s 1.111
2023-01-13 19:09 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.514 s -0.331
2023-01-13 19:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.202 s -1.111
2023-01-13 19:05 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.166 s -0.267
2023-01-13 19:07 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.244 s -1.963
2023-01-13 19:08 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.814 s 0.035
2023-01-13 19:13 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.389 s -1.630
2023-01-13 19:13 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.299 s 0.131
2023-01-13 19:15 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.244 s 0.147
2023-01-13 19:15 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.537 s -0.634
2023-01-13 19:16 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.187 s -1.340
2023-01-13 19:19 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.422 s -18.070
2023-01-13 19:05 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.146 s 1.089
2023-01-13 19:08 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.117 s -1.293
2023-01-13 19:11 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.163 s -1.333
2023-01-13 19:20 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.225 s -1.122
2023-01-13 19:21 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.179 s -1.426
2023-01-13 19:23 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.181 s -0.132
2023-01-13 19:24 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.478 s -0.477
2023-01-13 19:28 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.327 s -0.933
2023-01-13 19:32 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.231 s -2.011
2023-01-13 19:03 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.161 s 0.337
2023-01-13 19:06 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.223 s -0.935
2023-01-13 19:07 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.523 s -3.773
2023-01-13 19:24 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.212 s -1.157
2023-01-13 19:26 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.197 s -2.024
2023-01-13 19:10 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.545 s -4.721
2023-01-13 19:22 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.262 s -0.055
2023-01-13 19:26 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.246 s -1.444
2023-01-13 19:28 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.137 s -0.644
2023-01-13 19:10 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.267 s 0.289
2023-01-13 19:12 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.582 s -3.185
2023-01-13 19:13 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.271 s -0.148
2023-01-13 19:15 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.185 s -0.924
2023-01-13 19:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.170 s -0.563
2023-01-13 19:29 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.186 s -0.223
2023-01-13 19:32 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.303 s -2.250
2023-01-13 19:05 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.061 s -0.788
2023-01-13 19:06 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.215 s 1.395
2023-01-13 19:09 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.202 s -0.946
2023-01-13 19:12 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.272 s -0.971
2023-01-13 19:15 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 8.159 s -131.127
2023-01-13 19:20 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.128 s 0.228
2023-01-13 19:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.153 s -2.153
2023-01-13 19:10 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.239 s 0.190
2023-01-13 19:14 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.148 s -3.046
2023-01-13 19:15 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.179 s -1.956
2023-01-13 19:22 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.002 s -2.381
2023-01-13 19:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.454 s -0.675
2023-01-13 19:30 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.256 s 0.400
2023-01-13 19:08 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.149 s -1.221
2023-01-13 19:11 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.237 s -0.189
2023-01-13 19:16 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.333 s -1.048
2023-01-13 19:24 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.862 s -0.683
2023-01-13 19:29 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.230 s -2.731
2023-01-13 19:31 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.212 s -0.420
2023-01-13 19:08 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.114 s -1.387
2023-01-13 19:11 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.281 s -1.114
2023-01-13 19:18 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.486 s -8.494
2023-01-13 19:21 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.311 s -1.594
2023-01-13 19:29 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.408 s -0.110
2023-01-13 19:05 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.246 s 1.932
2023-01-13 19:13 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.231 s -0.738
2023-01-13 19:15 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.213 s -0.937
2023-01-13 19:17 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.226 s -1.573
2023-01-13 19:17 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.470 s -1.018
2023-01-13 19:20 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.645 s -7.661
2023-01-13 19:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.208 s 0.090
2023-01-13 19:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.219 s 0.320
2023-01-13 19:05 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.174 s 0.676
2023-01-13 19:06 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.091 s -2.267
2023-01-13 19:07 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.253 s -0.746
2023-01-13 19:08 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.182 s -3.727
2023-01-13 19:13 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.627 s -2.324
2023-01-13 19:17 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.165 s -1.028
2023-01-13 19:20 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.170 s -1.245
2023-01-13 19:23 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.696 s -4.337
2023-01-13 19:25 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.137 s -0.447
2023-01-13 19:29 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.990 s -0.743
2023-01-13 19:33 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.110 s -0.877
2023-01-13 19:32 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.988 s -3.065
2023-01-13 19:13 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.204 s 0.573
2023-01-13 19:20 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.893 s -1.009
2023-01-13 19:21 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.109 s -6.716
2023-01-13 19:26 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.285 s -2.268
2023-01-13 19:13 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.190 s -0.491
2023-01-13 19:16 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.148 s -0.366
2023-01-13 19:18 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.218 s -5.629
2023-01-13 19:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.155 s -0.009
2023-01-13 19:30 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.970 s -0.167
2023-01-13 19:15 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.261 s 0.887
2023-01-13 19:17 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.266 s -0.620
2023-01-13 19:18 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.184 s -0.938
2023-01-13 19:32 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.184 s -1.324
2023-01-13 19:23 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.207 s -0.160
2023-01-13 19:27 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.851 s 0.678
2023-01-13 19:28 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.198 s 0.420
2023-01-13 19:21 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.193 s -1.066
2023-01-13 19:25 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.237 s 2.658
2023-01-13 19:22 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.210 s -2.930
2023-01-13 19:23 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.151 s 0.413
2023-01-13 19:25 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.154 s 0.146
2023-01-13 19:25 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.156 s -0.638
2023-01-13 19:32 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.180 s -0.356
2023-01-13 19:28 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.540 s -0.949
2023-01-13 19:28 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.149 s 0.110
2023-01-13 19:33 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.235 s 0.402
2023-01-13 19:33 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.777 s 0.951
2023-01-13 19:27 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.302 s 0.636
2023-01-13 19:34 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.261 s -0.306
2023-01-13 19:34 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.276 s -1.115
2023-01-13 19:34 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.321 s 0.040
2023-01-13 19:34 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.498 s -0.658
2023-01-13 19:34 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.599 s 0.062
2023-01-13 19:35 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.585 s -1.068
2023-01-13 19:35 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.183 s -1.155
2023-01-13 19:37 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.476 s -4.758
2023-01-13 19:37 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.325 s -1.512
2023-01-13 19:36 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.136 s -0.213
2023-01-13 19:36 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.170 s -1.004
2023-01-13 19:36 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.140 s -1.155
2023-01-13 19:36 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.192 s -1.166
2023-01-13 19:37 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.157 s -0.175
2023-01-13 19:37 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.389 s -1.234