Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-16 10:03 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.311 s 1.002
2022-11-16 10:03 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.139 s -0.049
2022-11-16 10:03 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.152 s 0.118
2022-11-16 10:03 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.170 s 0.151
2022-11-16 10:03 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.201 s 0.168
2022-11-16 10:05 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.239 s 0.742
2022-11-16 10:03 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.536 s 0.740
2022-11-16 10:04 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.524 s 0.167
2022-11-16 10:04 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.229 s 0.333
2022-11-16 10:04 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.882 s 0.257
2022-11-16 10:04 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.189 s 0.892
2022-11-16 10:04 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.198 s 0.267
2022-11-16 10:05 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.319 s 0.817
2022-11-16 10:05 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.174 s -0.535
2022-11-16 10:05 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.253 s 0.447
2022-11-16 10:05 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.166 s -0.571
2022-11-16 10:05 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.829 s 1.519
2022-11-16 10:06 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.470 s 0.493
2022-11-16 10:05 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.157 s 0.609
2022-11-16 10:05 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.190 s -0.523
2022-11-16 10:06 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.215 s 0.308
2022-11-16 10:06 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.272 s 0.734
2022-11-16 10:07 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.372 s -0.003
2022-11-16 10:07 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.162 s -0.086
2022-11-16 10:07 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.049 s 0.152
2022-11-16 10:07 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.136 s 0.316
2022-11-16 10:07 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.142 s 1.384
2022-11-16 10:07 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.168 s 2.850
2022-11-16 10:07 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.245 s 0.601
2022-11-16 10:07 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.268 s 0.305
2022-11-16 10:09 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.238 s 0.031
2022-11-16 10:11 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.466 s -0.727
2022-11-16 10:11 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.508 s -0.178
2022-11-16 10:10 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.112 s -0.091
2022-11-16 10:08 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.218 s 0.193
2022-11-16 10:10 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.140 s 1.237
2022-11-16 10:08 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.236 s -0.780
2022-11-16 10:08 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.069 s -0.036
2022-11-16 10:08 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.177 s 0.349
2022-11-16 10:10 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.812 s 0.349
2022-11-16 10:10 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.112 s -0.078
2022-11-16 10:10 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.112 s 0.308
2022-11-16 10:12 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.200 s 0.100
2022-11-16 10:11 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.387 s 0.293
2022-11-16 10:09 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.179 s 1.760
2022-11-16 10:09 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.513 s -0.059
2022-11-16 10:09 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.247 s 1.083
2022-11-16 10:10 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.165 s -0.024
2022-11-16 10:10 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.165
2022-11-16 10:11 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.196 s 0.209
2022-11-16 10:12 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.234 s 0.406
2022-11-16 10:12 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.263 s 0.117
2022-11-16 10:12 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.274 s 0.197
2022-11-16 10:12 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.534 s -0.155
2022-11-16 10:13 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.112 s 0.123
2022-11-16 10:13 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.953 s -0.394
2022-11-16 10:13 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.274 s -0.397
2022-11-16 10:13 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.224 s 0.560
2022-11-16 10:19 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.452 s 0.534
2022-11-16 10:13 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.228 s 0.271
2022-11-16 10:13 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.301 s 0.275
2022-11-16 10:14 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.262 s 1.064
2022-11-16 10:15 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.266 s -0.509
2022-11-16 10:21 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.328 s -0.675
2022-11-16 10:14 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.566 s 0.303
2022-11-16 10:25 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.201 s 0.709
2022-11-16 10:14 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.652 s 0.044
2022-11-16 10:17 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.533 s -0.717
2022-11-16 10:25 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.145 s 1.396
2022-11-16 10:25 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.207 s -0.373
2022-11-16 10:18 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.149 s -0.890
2022-11-16 10:18 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.220 s 0.144
2022-11-16 10:19 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.179 s 0.640
2022-11-16 10:15 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.332 s 0.154
2022-11-16 10:15 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.224 s 1.066
2022-11-16 10:15 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.186 s 0.129
2022-11-16 10:16 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.174 s 0.206
2022-11-16 10:17 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.274 s -0.451
2022-11-16 10:15 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.199 s 1.017
2022-11-16 10:16 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.131 s -0.002
2022-11-16 10:20 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.461 s 0.603
2022-11-16 10:19 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.508 s 0.910
2022-11-16 10:19 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.197 s 0.290
2022-11-16 10:23 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.130 s 0.220
2022-11-16 10:36 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.210 s -1.003
2022-11-16 10:37 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.163 s 0.467
2022-11-16 10:25 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.174 s 0.984
2022-11-16 10:28 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.217 s 0.298
2022-11-16 10:29 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.170 s 0.525
2022-11-16 10:31 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.223 s -0.066
2022-11-16 10:32 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.583 s -0.670
2022-11-16 10:15 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.294 s 1.043
2022-11-16 10:26 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.133 s 0.774
2022-11-16 10:28 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.150 s 0.840
2022-11-16 10:32 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.955 s 0.806
2022-11-16 10:33 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.117 s 0.981
2022-11-16 10:34 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.234 s -0.965
2022-11-16 10:36 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.265 s -0.341
2022-11-16 10:19 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.260 s 0.390
2022-11-16 10:19 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.648 s 0.122
2022-11-16 10:21 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.158 s 0.534
2022-11-16 10:36 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.603 s -0.493
2022-11-16 10:15 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.606 s 0.499
2022-11-16 10:25 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.142 s 0.753
2022-11-16 10:21 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.324 s -2.851
2022-11-16 10:23 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.349 s 0.580
2022-11-16 10:22 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.629 s 0.226
2022-11-16 10:22 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.866 s -0.117
2022-11-16 10:22 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.001 s 0.727
2022-11-16 10:18 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.158 s 0.725
2022-11-16 10:20 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.274 s -0.600
2022-11-16 10:24 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.164 s 0.699
2022-11-16 10:30 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.146 s 0.734
2022-11-16 10:31 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.252 s -0.200
2022-11-16 10:16 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.974 s -0.264
2022-11-16 10:17 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.209 s 0.208
2022-11-16 10:23 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.145 s 0.795
2022-11-16 10:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.152 s 0.557
2022-11-16 10:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.237 s 0.579
2022-11-16 10:28 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.216 s 0.262
2022-11-16 10:31 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.003 s 0.306
2022-11-16 10:17 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.239 s 0.119
2022-11-16 10:18 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.283 s 0.620
2022-11-16 10:21 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.123 s 1.943
2022-11-16 10:27 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.148 s 0.384
2022-11-16 10:29 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.851 s -1.083
2022-11-16 10:34 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.181 s -0.916
2022-11-16 10:17 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.181 s 0.137
2022-11-16 10:18 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.182 s -0.320
2022-11-16 10:23 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.254 s 0.277
2022-11-16 10:25 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.547 s -0.911
2022-11-16 10:34 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.294 s 1.154
2022-11-16 10:18 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.143 s 0.281
2022-11-16 10:24 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.973 s -0.394
2022-11-16 10:25 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.469 s 0.353
2022-11-16 10:32 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.330 s -0.367
2022-11-16 10:36 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.575 s 0.104
2022-11-16 10:19 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.142 s -0.124
2022-11-16 10:20 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.164 s -1.376
2022-11-16 10:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.451 s -0.683
2022-11-16 10:34 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.225 s 0.107
2022-11-16 10:38 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.168 s -0.121
2022-11-16 10:38 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.379 s 0.102
2022-11-16 10:22 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.219 s 0.024
2022-11-16 10:26 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.055 s -0.291
2022-11-16 10:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s 0.076
2022-11-16 10:28 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.191 s 0.166
2022-11-16 10:28 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.278 s -0.312
2022-11-16 10:38 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.190 s -1.585
2022-11-16 10:22 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.282 s -0.491
2022-11-16 10:26 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.854 s 0.674
2022-11-16 10:29 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.133 s 1.413
2022-11-16 10:38 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.456 s -5.234
2022-11-16 10:23 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.184 s -0.007
2022-11-16 10:29 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.717 s -0.837
2022-11-16 10:30 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.194 s 0.028
2022-11-16 10:30 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.518 s 1.075
2022-11-16 10:31 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.193 s 2.202
2022-11-16 10:34 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.776 s 0.521
2022-11-16 10:35 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.099 s -0.472
2022-11-16 10:23 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.167 s 1.021
2022-11-16 10:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.139 s 2.021
2022-11-16 10:35 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.783 s -0.602
2022-11-16 10:26 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.165 s 1.334
2022-11-16 10:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.085 s 0.506
2022-11-16 10:36 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.312 s 0.056
2022-11-16 10:38 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.317 s 1.329
2022-11-16 10:30 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.328 s 0.271
2022-11-16 10:31 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.182 s -0.286
2022-11-16 10:36 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.478 s -0.888
2022-11-16 10:37 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.132 s 0.390
2022-11-16 10:38 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.153 s 0.147
2022-11-16 10:34 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.175 s 0.860
2022-11-16 10:38 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.135 s 0.470