Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-19 15:10 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.179 s -0.881
2023-01-19 15:12 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.245 s -4.406
2023-01-19 15:10 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.319 s -1.383
2023-01-19 15:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.205 s -3.747
2023-01-19 15:10 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.147 s -2.961
2023-01-19 15:10 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.211 s -2.838
2023-01-19 15:11 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.603 s -0.962
2023-01-19 15:10 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.161 s -3.092
2023-01-19 15:11 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.907 s -0.351
2023-01-19 15:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.817 s -1.489
2023-01-19 15:11 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.557 s -1.424
2023-01-19 15:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.213 s -4.467
2023-01-19 15:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.267 s -4.006
2023-01-19 15:12 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.337 s -3.127
2023-01-19 15:13 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.228 s -3.226
2023-01-19 15:12 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.258 s -4.511
2023-01-19 15:13 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.179 s -1.720
2023-01-19 15:13 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.167 s -3.277
2023-01-19 15:13 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.200 s -3.888
2023-01-19 15:13 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.174 s -2.885
2023-01-19 15:13 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.507 s -4.302
2023-01-19 15:13 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.273 s -4.115
2023-01-19 15:15 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.180 s -3.082
2023-01-19 15:14 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.237 s -1.143
2023-01-19 15:14 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.109 s -1.799
2023-01-19 15:14 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.171 s -3.282
2023-01-19 15:14 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.145 s -0.685
2023-01-19 15:15 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.253 s -2.808
2023-01-19 15:15 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.274 s -1.785
2023-01-19 15:15 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.151 s -2.529
2023-01-19 15:16 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.194 s -3.412
2023-01-19 15:16 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.190 s -4.192
2023-01-19 15:16 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.230 s -0.123
2023-01-19 15:16 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.081 s -0.462
2023-01-19 15:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.232 s -4.194
2023-01-19 15:16 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.249 s -2.980
2023-01-19 15:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.260 s -3.010
2023-01-19 15:17 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.828 s -1.594
2023-01-19 15:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.531 s -1.284
2023-01-19 15:18 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.119 s -1.237
2023-01-19 15:18 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.179 s -3.768
2023-01-19 15:18 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.405 s -0.851
2023-01-19 15:18 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.155 s -4.152
2023-01-19 15:18 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.152 s -2.445
2023-01-19 15:17 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.182 s -1.203
2023-01-19 15:18 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.118 s -2.943
2023-01-19 15:19 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.210 s -3.270
2023-01-19 15:19 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.250 s -3.698
2023-01-19 15:19 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.215 s -3.692
2023-01-19 15:19 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.476 s -2.009
2023-01-19 15:19 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.531 s -0.515
2023-01-19 15:19 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.289 s -3.762
2023-01-19 15:19 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.278 s -3.469
2023-01-19 15:21 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.175 s -0.327
2023-01-19 15:20 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.588 s -7.816
2023-01-19 15:20 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.968 s -1.718
2023-01-19 15:21 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.293 s -3.791
2023-01-19 15:21 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.592 s -1.841
2023-01-19 15:21 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.248 s -4.562
2023-01-19 15:21 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.251 s -2.021
2023-01-19 15:21 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.322 s -3.654
2023-01-19 15:21 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.287 s -4.147
2023-01-19 15:22 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.670 s -3.012
2023-01-19 15:23 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.281 s -1.576
2023-01-19 15:23 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.214 s -3.946
2023-01-19 15:22 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.405 s -0.709
2023-01-19 15:22 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.199 s -3.949
2023-01-19 15:22 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.239 s -3.378
2023-01-19 15:23 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.627 s -1.154
2023-01-19 15:23 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.309 s -3.199
2023-01-19 15:24 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.151 s -1.877
2023-01-19 15:24 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.254 s -3.907
2023-01-19 15:24 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.187 s -1.367
2023-01-19 15:24 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.040 s 0.027
2023-01-19 15:24 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.192 s -0.322
2023-01-19 15:24 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.224 s -4.516
2023-01-19 15:25 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.541 s -1.330
2023-01-19 15:25 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.271 s -3.543
2023-01-19 15:25 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.036 s -1.532
2023-01-19 15:26 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.346 s -0.950
2023-01-19 15:26 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.155 s -3.644
2023-01-19 15:26 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.233 s -3.769
2023-01-19 15:26 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.272 s -3.283
2023-01-19 15:26 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.194 s -3.768
2023-01-19 15:26 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.171 s -3.765
2023-01-19 15:26 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.523 s -0.446
2023-01-19 15:27 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.472 s -0.938
2023-01-19 15:27 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.190 s -3.324
2023-01-19 15:27 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.725 s -0.654
2023-01-19 15:27 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.154 s -4.436
2023-01-19 15:29 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.436 s -0.996
2023-01-19 15:27 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.213 s -3.100
2023-01-19 15:28 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.490 s -1.564
2023-01-19 15:28 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.207 s -0.853
2023-01-19 15:27 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.290 s -2.323
2023-01-19 15:29 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.173 s -1.336
2023-01-19 15:29 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.134 s -3.932
2023-01-19 15:29 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.493 s -1.748
2023-01-19 15:30 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.899 s -0.671
2023-01-19 15:29 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.230 s -1.851
2023-01-19 15:30 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.300 s -0.537
2023-01-19 15:30 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.162 s -2.011
2023-01-19 15:30 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.649 s -1.291
2023-01-19 15:31 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.200 s -2.847
2023-01-19 15:31 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.160 s -2.402
2023-01-19 15:31 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.287 s -0.422
2023-01-19 15:31 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.272 s -3.369
2023-01-19 15:31 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.185 s -2.429
2023-01-19 15:31 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.371 s -2.374
2023-01-19 15:32 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.013 s -1.398
2023-01-19 15:33 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.186 s -2.961
2023-01-19 15:32 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.222 s -1.274
2023-01-19 15:33 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.680 s -0.899
2023-01-19 15:33 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.155 s -4.270
2023-01-19 15:33 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.158 s -3.202
2023-01-19 15:33 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.214 s -3.456
2023-01-19 15:33 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.218 s -0.979
2023-01-19 15:33 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.475 s 0.494
2023-01-19 15:34 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.150 s -2.664
2023-01-19 15:34 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.864 s -0.875
2023-01-19 15:34 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.142 s -3.771
2023-01-19 15:35 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.161 s -3.515
2023-01-19 15:35 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.245 s -2.562
2023-01-19 15:34 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.177 s -4.340
2023-01-19 15:35 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.213 s -2.810
2023-01-19 15:35 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.456 s -1.260
2023-01-19 15:35 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.165 s -1.571
2023-01-19 15:36 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.289 s -2.489
2023-01-19 15:36 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.162 s -4.254
2023-01-19 15:35 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.126 s -0.318
2023-01-19 15:36 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.165 s -3.751
2023-01-19 15:36 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.206 s -3.929
2023-01-19 15:36 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.230 s -3.809
2023-01-19 15:36 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.246 s -0.499
2023-01-19 15:37 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.871 s -4.100
2023-01-19 15:38 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.143 s -0.379
2023-01-19 15:37 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.436 s 0.546
2023-01-19 15:38 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.179 s -3.272
2023-01-19 15:38 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.156 s -3.390
2023-01-19 15:38 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.327 s -0.788
2023-01-19 15:38 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.204 s -2.379
2023-01-19 15:38 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.535 s 0.436
2023-01-19 15:39 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.563 s -1.070
2023-01-19 15:39 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.996 s -0.550
2023-01-19 15:39 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.197 s -3.753
2023-01-19 15:40 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.267 s -2.919
2023-01-19 15:40 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.346 s -1.724
2023-01-19 15:40 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.615 s -1.349
2023-01-19 15:39 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.239 s -3.682
2023-01-19 15:40 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.976 s -0.888
2023-01-19 15:41 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.167 s 0.780
2023-01-19 15:42 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.241 s -3.707
2023-01-19 15:42 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.194 s -3.859
2023-01-19 15:42 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.976 s -0.820
2023-01-19 15:42 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.190 s -3.743
2023-01-19 15:43 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.247 s -4.007
2023-01-19 15:42 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.311 s -2.843
2023-01-19 15:43 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.127 s -1.174
2023-01-19 15:43 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.793 s -1.182
2023-01-19 15:44 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.320 s -0.309
2023-01-19 15:44 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.518 s -2.864
2023-01-19 15:44 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.294 s -4.275
2023-01-19 15:45 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.598 s -1.450
2023-01-19 15:44 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.616 s -2.914
2023-01-19 15:44 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.340 s -3.752
2023-01-19 15:45 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.216 s -1.437
2023-01-19 15:46 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.197 s -2.689
2023-01-19 15:46 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.177 s -3.894
2023-01-19 15:46 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.142 s -3.518
2023-01-19 15:46 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.146 s -3.641
2023-01-19 15:47 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.396 s -3.129
2023-01-19 15:46 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.163 s -3.159
2023-01-19 15:47 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.328 s -2.037
2023-01-19 15:47 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.414 s -0.593