Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-17 05:11 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.168 s 0.541
2022-11-17 05:15 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.161 s 1.326
2022-11-17 05:11 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.201 s 0.224
2022-11-17 05:12 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.241 s 0.064
2022-11-17 05:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.191 s 0.151
2022-11-17 05:12 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.229 s 0.977
2022-11-17 05:11 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.316 s -0.035
2022-11-17 05:13 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.836 s -0.170
2022-11-17 05:12 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.512 s 0.842
2022-11-17 05:13 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.320 s 0.599
2022-11-17 05:11 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.539 s 0.409
2022-11-17 05:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.198 s 0.509
2022-11-17 05:13 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.189 s 0.430
2022-11-17 05:10 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.139 s
2022-11-17 05:12 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.896 s -0.284
2022-11-17 05:11 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.152 s 0.119
2022-11-17 05:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.254 s 0.163
2022-11-17 05:15 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.247 s -0.448
2022-11-17 05:13 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.170 s -0.077
2022-11-17 05:15 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.170 s 1.004
2022-11-17 05:13 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.157 s 0.637
2022-11-17 05:15 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.138 s -1.377
2022-11-17 05:15 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.142 s 0.820
2022-11-17 05:13 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.165 s 0.555
2022-11-17 05:13 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.216 s 0.191
2022-11-17 05:14 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.273 s -0.008
2022-11-17 05:14 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.471 s 0.266
2022-11-17 05:14 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.372 s 0.070
2022-11-17 05:15 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.053 s 0.181
2022-11-17 05:15 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.270 s -1.059
2022-11-17 05:18 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.113 s 0.269
2022-11-17 05:27 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.268 s 1.965
2022-11-17 05:33 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.146 s 0.807
2022-11-17 05:33 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.205 s 1.160
2022-11-17 05:23 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.226 s -0.223
2022-11-17 05:26 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.300 s 0.186
2022-11-17 05:31 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.970 s 0.076
2022-11-17 05:35 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.238 s 0.448
2022-11-17 05:26 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.181 s 0.460
2022-11-17 05:34 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.859 s -0.080
2022-11-17 05:16 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.176 s 1.018
2022-11-17 05:18 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.141 s 0.533
2022-11-17 05:20 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.261 s 0.167
2022-11-17 05:20 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.537 s -0.496
2022-11-17 05:21 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.302 s 0.070
2022-11-17 05:23 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.200 s 0.370
2022-11-17 05:26 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.157 s 1.523
2022-11-17 05:16 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.236 s -0.638
2022-11-17 05:16 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.181 s 0.630
2022-11-17 05:17 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.817 s -0.484
2022-11-17 05:18 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.111 s 0.620
2022-11-17 05:19 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.469 s -2.367
2022-11-17 05:19 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.195 s 0.498
2022-11-17 05:19 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.235 s -0.193
2022-11-17 05:18 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.160 s -1.565
2022-11-17 05:24 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.130 s 0.220
2022-11-17 05:24 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.173 s 0.791
2022-11-17 05:27 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.140 s 1.288
2022-11-17 05:28 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.463 s 0.431
2022-11-17 05:16 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.066 s 0.408
2022-11-17 05:17 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.249 s 0.109
2022-11-17 05:18 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.184
2022-11-17 05:19 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.200 s 0.266
2022-11-17 05:33 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.141 s 1.237
2022-11-17 05:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.216 s 0.552
2022-11-17 05:17 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.236 s 0.919
2022-11-17 05:24 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.181 s 0.116
2022-11-17 05:26 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.260 s 0.383
2022-11-17 05:34 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s 0.096
2022-11-17 05:31 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.349 s 0.614
2022-11-17 05:17 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.514 s -0.298
2022-11-17 05:19 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.499 s 0.446
2022-11-17 05:21 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.128 s 0.098
2022-11-17 05:25 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.272 s 0.606
2022-11-17 05:26 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.143 s 0.331
2022-11-17 05:28 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.324 s -0.184
2022-11-17 05:30 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 4.995 s 1.214
2022-11-17 05:21 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.565 s 0.980
2022-11-17 05:27 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.181 s -0.348
2022-11-17 05:29 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.181 s 0.037
2022-11-17 05:29 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.159 s -0.269
2022-11-17 05:30 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.629 s 0.216
2022-11-17 05:31 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.146 s -0.274
2022-11-17 05:21 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.230 s -0.095
2022-11-17 05:22 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.332 s 0.314
2022-11-17 05:25 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.533 s -0.736
2022-11-17 05:26 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.220 s -0.004
2022-11-17 05:18 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.165 s 0.199
2022-11-17 05:18 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.393 s -0.138
2022-11-17 05:22 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.651 s 0.286
2022-11-17 05:23 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.185 s 0.270
2022-11-17 05:23 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.292 s 1.804
2022-11-17 05:25 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.147 s -0.544
2022-11-17 05:20 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.274 s 0.323
2022-11-17 05:21 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.225 s 0.374
2022-11-17 05:21 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.262 s 0.722
2022-11-17 05:23 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.607 s 0.321
2022-11-17 05:24 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.959 s 0.443
2022-11-17 05:25 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.241 s 0.080
2022-11-17 05:31 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.185 s -0.293
2022-11-17 05:32 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.167 s 0.309
2022-11-17 05:34 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.151 s 1.054
2022-11-17 05:20 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.951 s 0.111
2022-11-17 05:24 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.209 s 0.568
2022-11-17 05:31 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.114 s 1.190
2022-11-17 05:33 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.517 s 0.015
2022-11-17 05:21 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.272 s 1.171
2022-11-17 05:27 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.451 s 0.773
2022-11-17 05:29 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.124 s 1.177
2022-11-17 05:29 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.279 s 1.575
2022-11-17 05:23 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.265 s 0.298
2022-11-17 05:26 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.511 s 0.138
2022-11-17 05:27 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.635 s 0.150
2022-11-17 05:28 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.145 s 0.934
2022-11-17 05:31 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.169 s 0.052
2022-11-17 05:34 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.134 s -0.009
2022-11-17 05:33 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.174 s 0.794
2022-11-17 05:35 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.142 s 1.535
2022-11-17 05:27 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.199 s -0.714
2022-11-17 05:36 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.215 s 0.825
2022-11-17 05:36 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.212 s 0.581
2022-11-17 05:33 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.468 s 0.588
2022-11-17 05:34 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.039 s 0.375
2022-11-17 05:29 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.220 s -0.354
2022-11-17 05:30 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.865 s 0.397
2022-11-17 05:31 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.255 s 0.300
2022-11-17 05:33 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.201 s 0.879
2022-11-17 05:35 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.150 s -0.619
2022-11-17 05:34 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.167 s 0.233
2022-11-17 05:35 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.446 s 1.193
2022-11-17 05:35 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.191 s 0.965
2022-11-17 05:35 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.068 s 1.368
2022-11-17 05:35 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.151 s 0.398
2022-11-17 05:37 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.146 s 0.239
2022-11-17 05:36 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.277 s 0.108
2022-11-17 05:36 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.849 s -0.025
2022-11-17 05:37 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.375 s 0.477
2022-11-17 05:37 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.133 s 1.557
2022-11-17 05:37 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.171 s 0.742
2022-11-17 05:37 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.194 s 0.620
2022-11-17 05:39 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.225 s -0.226
2022-11-17 05:38 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.328 s 0.314
2022-11-17 05:38 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.522 s 0.313
2022-11-17 05:38 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.988 s 0.816
2022-11-17 05:39 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.501 s -0.232
2022-11-17 05:39 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.182 s -0.040
2022-11-17 05:39 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.252 s -0.182
2022-11-17 05:39 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.329 s -0.052
2022-11-17 05:40 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.578 s -0.025
2022-11-17 05:39 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.959 s 0.279
2022-11-17 05:41 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.144 s 0.266
2022-11-17 05:42 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.225 s 0.327
2022-11-17 05:42 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.112 s -2.929
2022-11-17 05:41 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.769 s 0.687
2022-11-17 05:42 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.177 s -0.151
2022-11-17 05:42 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.178 s 0.637
2022-11-17 05:43 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.265 s -0.121
2022-11-17 05:42 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.298 s -0.677
2022-11-17 05:42 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.282 s -28.085
2022-11-17 05:44 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.312 s 0.286
2022-11-17 05:43 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.160 s -0.005
2022-11-17 05:43 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.780 s -0.160
2022-11-17 05:45 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.136 s -0.322
2022-11-17 05:44 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.476 s -0.333
2022-11-17 05:44 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.595 s 0.219
2022-11-17 05:44 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.576 s 0.103
2022-11-17 05:46 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.189 s -0.677
2022-11-17 05:46 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.155 s -0.554
2022-11-17 05:44 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.170 s 0.105
2022-11-17 05:45 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.133 s 0.004
2022-11-17 05:45 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.167 s 0.976
2022-11-17 05:46 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.318 s 1.256
2022-11-17 05:46 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.391 s -0.804
2022-11-17 05:46 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.378 s 1.377