Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-18 18:00 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.147 s -4.798
2023-01-18 18:00 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.179 s -0.971
2023-01-18 18:00 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.320 s -2.087
2023-01-18 18:00 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.160 s -4.179
2023-01-18 18:00 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.210 s -3.516
2023-01-18 18:00 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.556 s -1.478
2023-01-18 18:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.211 s -9.035
2023-01-18 18:01 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.886 s 0.648
2023-01-18 18:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.336 s -4.837
2023-01-18 18:01 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.583 s -0.477
2023-01-18 18:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.243 s -7.001
2023-01-18 18:01 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.204 s -8.340
2023-01-18 18:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.257 s -9.217
2023-01-18 18:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.818 s -1.790
2023-01-18 18:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.167 s -0.896
2023-01-18 18:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.267 s -7.748
2023-01-18 18:03 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.167 s -6.912
2023-01-18 18:03 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.228 s -5.276
2023-01-18 18:03 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.198 s -5.477
2023-01-18 18:03 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.175 s -5.573
2023-01-18 18:03 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.498 s -3.063
2023-01-18 18:05 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.276 s -3.668
2023-01-18 18:03 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.271 s -6.175
2023-01-18 18:04 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.237 s -1.291
2023-01-18 18:04 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.151 s -2.985
2023-01-18 18:06 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.262 s -6.448
2023-01-18 18:06 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.530 s -1.343
2023-01-18 18:08 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.180 s -12.805
2023-01-18 18:10 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.245 s -9.891
2023-01-18 18:14 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.272 s -7.077
2023-01-18 18:06 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.230 s -7.208
2023-01-18 18:05 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.254 s -4.510
2023-01-18 18:09 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.552 s -2.544
2023-01-18 18:11 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.251 s -2.520
2023-01-18 18:11 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.284 s -8.894
2023-01-18 18:12 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.671 s -5.691
2023-01-18 18:16 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.232 s -5.334
2023-01-18 18:17 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.746 s -1.227
2023-01-18 18:04 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.066 s -0.419
2023-01-18 18:04 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.170 s -4.283
2023-01-18 18:05 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.241 s -1.017
2023-01-18 18:06 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.193 s -6.668
2023-01-18 18:07 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.157 s -0.529
2023-01-18 18:07 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.155 s -14.366
2023-01-18 18:08 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.152 s -3.375
2023-01-18 18:10 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.976 s -3.893
2023-01-18 18:06 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.188 s -6.652
2023-01-18 18:04 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.144 s -0.511
2023-01-18 18:04 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.179 s -3.531
2023-01-18 18:06 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.079 s -0.384
2023-01-18 18:17 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.492 s -2.045
2023-01-18 18:21 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.160 s -4.328
2023-01-18 18:06 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.251 s -6.352
2023-01-18 18:09 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.215 s -9.552
2023-01-18 18:09 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.279 s -8.118
2023-01-18 18:12 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.198 s -7.793
2023-01-18 18:12 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.212 s -5.992
2023-01-18 18:13 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.309 s -5.089
2023-01-18 18:14 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.186 s -1.478
2023-01-18 18:14 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.192 s -0.343
2023-01-18 18:17 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.190 s -7.049
2023-01-18 18:07 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.824 s -1.169
2023-01-18 18:08 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.404 s -0.734
2023-01-18 18:07 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.118 s -3.855
2023-01-18 18:08 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.122 s -5.043
2023-01-18 18:08 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.472 s -0.483
2023-01-18 18:09 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.526 s -0.342
2023-01-18 18:09 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.211 s -7.295
2023-01-18 18:09 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.289 s -8.257
2023-01-18 18:11 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.592 s -2.297
2023-01-18 18:12 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.281 s -1.778
2023-01-18 18:14 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.016 s 0.080
2023-01-18 18:14 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.222 s -8.051
2023-01-18 18:15 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.037 s -1.966
2023-01-18 18:16 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.530 s -1.606
2023-01-18 18:17 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.211 s -1.109
2023-01-18 18:10 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.183 s -0.651
2023-01-18 18:11 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.321 s -6.652
2023-01-18 18:12 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.238 s -6.525
2023-01-18 18:16 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.481 s -2.446
2023-01-18 18:17 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.212 s -4.165
2023-01-18 18:09 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.250 s -8.728
2023-01-18 18:11 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.292 s -7.802
2023-01-18 18:12 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.414 s -1.080
2023-01-18 18:13 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.623 s -0.744
2023-01-18 18:14 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.252 s -5.682
2023-01-18 18:14 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.541 s -1.786
2023-01-18 18:15 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.327 s -0.478
2023-01-18 18:16 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.192 s -4.586
2023-01-18 18:16 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.171 s -6.467
2023-01-18 18:16 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.272 s -4.683
2023-01-18 18:17 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.153 s -8.849
2023-01-18 18:13 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.150 s -1.988
2023-01-18 18:16 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.155 s -6.645
2023-01-18 18:18 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.445 s -1.285
2023-01-18 18:17 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.290 s -2.795
2023-01-18 18:19 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.301 s -0.924
2023-01-18 18:19 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.649 s -1.531
2023-01-18 18:19 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.901 s -0.952
2023-01-18 18:19 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.434 s -1.484
2023-01-18 18:19 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.133 s -4.633
2023-01-18 18:19 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.230 s -2.188
2023-01-18 18:19 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.174 s -1.580
2023-01-18 18:20 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.130 s -1.527
2023-01-18 18:20 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.290 s -0.552
2023-01-18 18:21 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.200 s -5.140
2023-01-18 18:21 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.185 s -4.192
2023-01-18 18:21 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.271 s -4.322
2023-01-18 18:22 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.223 s -1.475
2023-01-18 18:22 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.153 s -6.694
2023-01-18 18:21 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.367 s -1.613
2023-01-18 18:21 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.008 s -1.220
2023-01-18 18:23 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.188 s -1.307
2023-01-18 18:22 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.644 s -0.622
2023-01-18 18:23 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.213 s -4.068
2023-01-18 18:23 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.158 s -5.234
2023-01-18 18:24 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.142 s -6.118
2023-01-18 18:23 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.216 s -0.703
2023-01-18 18:24 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.856 s 0.386
2023-01-18 18:23 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.479 s -0.147
2023-01-18 18:24 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.175 s -5.262
2023-01-18 18:24 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.160 s -0.136
2023-01-18 18:24 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.080 s -0.257
2023-01-18 18:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.145 s -1.191
2023-01-18 18:25 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.155 s -0.023
2023-01-18 18:24 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.244 s -3.101
2023-01-18 18:24 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.214 s -6.149
2023-01-18 18:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.456 s -1.416
2023-01-18 18:25 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.160 s -10.347
2023-01-18 18:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.228 s -5.746
2023-01-18 18:25 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.290 s -4.780
2023-01-18 18:25 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.165 s -8.677
2023-01-18 18:25 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.206 s -7.606
2023-01-18 18:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.862 s -2.214
2023-01-18 18:26 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.260 s -1.348
2023-01-18 18:27 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.142 s -0.269
2023-01-18 18:27 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.205 s -4.475
2023-01-18 18:27 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.806 s -0.730
2023-01-18 18:28 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.539 s -0.312
2023-01-18 18:27 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.180 s -7.252
2023-01-18 18:27 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.156 s -5.991
2023-01-18 18:28 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.329 s -1.638
2023-01-18 18:28 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.004 s -0.918
2023-01-18 18:29 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.984 s -2.334
2023-01-18 18:29 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.269 s -8.910
2023-01-18 18:29 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.197 s -8.410
2023-01-18 18:29 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.346 s -2.085
2023-01-18 18:29 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.619 s -1.595
2023-01-18 18:29 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.239 s -8.879
2023-01-18 18:30 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.620 s -1.934
2023-01-18 18:31 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.171 s 0.715
2023-01-18 18:32 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 15.166 s -3.109
2023-01-18 18:32 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.241 s -9.385
2023-01-18 18:32 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.312 s -7.455
2023-01-18 18:32 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.190 s -8.279
2023-01-18 18:32 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.194 s -9.118
2023-01-18 18:33 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.580 s -1.577
2023-01-18 18:32 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.246 s -7.865
2023-01-18 18:34 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.342 s -11.324
2023-01-18 18:32 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.132 s -1.664
2023-01-18 18:33 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.803 s -2.878
2023-01-18 18:34 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.610 s -2.751
2023-01-18 18:34 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.292 s -9.729
2023-01-18 18:34 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.514 s -2.958
2023-01-18 18:34 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.595 s -1.321
2023-01-18 18:35 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.206 s -1.141
2023-01-18 18:35 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.143 s -9.347
2023-01-18 18:36 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.147 s -6.976
2023-01-18 18:36 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.163 s -5.120
2023-01-18 18:35 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.175 s -5.791
2023-01-18 18:36 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.197 s -4.049
2023-01-18 18:36 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.329 s -3.352
2023-01-18 18:36 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.392 s -1.758
2023-01-18 18:36 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.425 s -1.083