Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-23 19:41 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.872 s 0.774
2022-11-23 19:52 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.266 s -0.818
2022-11-23 19:56 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.274 s -0.310
2022-11-23 19:58 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.290 s -4.945
2022-11-23 19:59 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.866 s -0.303
2022-11-23 20:04 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.152 s -0.117
2022-11-23 19:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.111 s 0.596
2022-11-23 19:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.159 s -0.349
2022-11-23 19:56 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.141 s 0.226
2022-11-23 20:04 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.449 s 0.040
2022-11-23 19:52 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.294 s 0.521
2022-11-23 19:57 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.159 s -0.678
2022-11-23 19:58 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.125 s -0.568
2022-11-23 19:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.154 s -0.145
2022-11-23 19:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.248 s -1.513
2022-11-23 19:47 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.141 s 0.496
2022-11-23 19:41 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.242 s -0.673
2022-11-23 19:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.172 s -0.445
2022-11-23 19:48 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.234 s 0.519
2022-11-23 19:49 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.264 s 0.095
2022-11-23 19:55 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.315 s -0.140
2022-11-23 19:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.263 s -0.197
2022-11-23 19:59 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.630 s 0.030
2022-11-23 19:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.169 s 0.232
2022-11-23 19:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.190 s 0.207
2022-11-23 19:41 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.229 s 0.302
2022-11-23 19:43 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.472 s 0.290
2022-11-23 19:47 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.145 s -1.215
2022-11-23 19:46 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.237 s -0.542
2022-11-23 19:48 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.465 s 0.020
2022-11-23 19:48 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.199 s 0.338
2022-11-23 19:49 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.533 s 0.089
2022-11-23 19:54 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.241 s 0.076
2022-11-23 19:58 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.160 s -1.141
2022-11-23 19:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.538 s 0.606
2022-11-23 19:42 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.190 s -0.188
2022-11-23 19:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.182 s 0.035
2022-11-23 19:42 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.834 s 0.116
2022-11-23 19:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.274 s -1.284
2022-11-23 19:59 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.028 s -1.467
2022-11-23 20:00 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.153 s -0.656
2022-11-23 20:00 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.185 s -0.279
2022-11-23 20:00 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.969 s 0.210
2022-11-23 20:03 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.115 s -3.071
2022-11-23 19:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.202 s 0.155
2022-11-23 19:46 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.250 s -1.334
2022-11-23 19:48 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.513 s -0.008
2022-11-23 19:50 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.263 s -0.165
2022-11-23 19:53 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.982 s -0.333
2022-11-23 19:58 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.220 s -0.947
2022-11-23 19:44 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.088 s -1.094
2022-11-23 19:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.267 s 0.614
2022-11-23 19:52 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.199 s 0.702
2022-11-23 19:58 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.213 s -0.361
2022-11-23 20:00 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.170 s -1.265
2022-11-23 19:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.198 s 0.029
2022-11-23 19:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.255 s -1.337
2022-11-23 19:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.142 s 0.723
2022-11-23 19:47 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.165 s 0.330
2022-11-23 19:49 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.275 s -0.738
2022-11-23 19:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.507 s 1.230
2022-11-23 19:56 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.458 s -0.251
2022-11-23 19:39 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.139 s 0.233
2022-11-23 19:42 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.165 s 0.437
2022-11-23 19:45 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.178 s -1.292
2022-11-23 19:45 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.181 s 0.253
2022-11-23 19:48 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.196 s -0.037
2022-11-23 19:50 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.303 s 0.037
2022-11-23 19:52 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.227 s -0.593
2022-11-23 19:42 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.322 s -0.221
2022-11-23 19:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.162 s -0.329
2022-11-23 19:45 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.059 s 1.232
2022-11-23 19:45 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.220 s -0.055
2022-11-23 19:53 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.209 s 0.687
2022-11-23 19:42 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.158 s -0.252
2022-11-23 19:49 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.957 s -1.059
2022-11-23 19:50 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.137 s 0.088
2022-11-23 19:50 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.224 s 0.384
2022-11-23 20:00 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.354 s -1.511
2022-11-23 19:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.314 s 0.547
2022-11-23 19:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.276 s -2.548
2022-11-23 19:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.382 s -0.988
2022-11-23 19:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.135 s 0.201
2022-11-23 19:45 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.236 s -0.481
2022-11-23 19:47 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.391 s 0.186
2022-11-23 19:51 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.338 s 0.326
2022-11-23 19:52 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.615 s -1.939
2022-11-23 19:57 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.463 s 0.279
2022-11-23 19:41 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.561 s -1.343
2022-11-23 19:42 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.217 s -0.074
2022-11-23 19:46 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.514 s -0.241
2022-11-23 19:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.113 s 0.095
2022-11-23 19:50 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.228 s 0.197
2022-11-23 19:51 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.654 s -0.261
2022-11-23 19:55 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.151 s -1.054
2022-11-23 19:56 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.181 s -0.651
2022-11-23 20:11 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.233 s -0.001
2022-11-23 20:11 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.100 s -0.204
2022-11-23 19:42 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.172 s -0.330
2022-11-23 19:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.146 s 0.046
2022-11-23 19:53 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.133 s -0.877
2022-11-23 19:53 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.174 s -0.618
2022-11-23 19:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.144 s -1.047
2022-11-23 19:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.223 s -1.619
2022-11-23 20:07 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.325 s 1.687
2022-11-23 20:08 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.332 s -2.062
2022-11-23 20:13 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.316 s -1.895
2022-11-23 19:46 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.819 s -0.982
2022-11-23 19:50 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.565 s 0.854
2022-11-23 20:02 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.605 s -2.064
2022-11-23 20:02 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.146 s 0.642
2022-11-23 20:02 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.474 s -1.294
2022-11-23 20:06 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.904 s -24.491
2022-11-23 20:08 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.393 s 0.515
2022-11-23 20:09 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.578 s 0.417
2022-11-23 19:50 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.275 s -1.340
2022-11-23 19:52 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.184 s 0.595
2022-11-23 19:54 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.536 s -1.660
2022-11-23 19:56 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.199 s -1.327
2022-11-23 20:00 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.256 s -0.835
2022-11-23 20:01 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.172 s -0.613
2022-11-23 20:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.171 s 0.536
2022-11-23 20:08 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.008 s 0.092
2022-11-23 19:53 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.180 s 1.002
2022-11-23 19:57 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.327 s -0.556
2022-11-23 20:05 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.216 s -0.042
2022-11-23 20:11 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.177 s -1.666
2022-11-23 20:12 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.782 s -0.209
2022-11-23 20:13 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.576 s 0.073
2022-11-23 19:56 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.652 s 0.115
2022-11-23 20:06 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.904 s -1.502
2022-11-23 20:02 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.142 s -0.713
2022-11-23 20:05 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.216 s 0.430
2022-11-23 20:08 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.253 s -1.410
2022-11-23 20:16 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.366 s 0.804
2022-11-23 20:04 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.149 s -0.105
2022-11-23 20:07 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.520 s 0.728
2022-11-23 20:02 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.207 s -1.667
2022-11-23 20:05 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.153 s -2.109
2022-11-23 20:11 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.179 s -0.293
2022-11-23 20:00 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.145 s 0.401
2022-11-23 20:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.134 s 0.368
2022-11-23 20:03 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.166 s 0.816
2022-11-23 20:03 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.153 s -1.177
2022-11-23 20:04 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.239 s 0.115
2022-11-23 20:02 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.174 s 0.729
2022-11-23 20:07 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.194 s 0.127
2022-11-23 20:09 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.968 s -1.340
2022-11-23 20:13 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.212 s -0.611
2022-11-23 20:15 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.154 s -0.408
2022-11-23 20:02 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.203 s -1.199
2022-11-23 20:04 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.195 s -3.653
2022-11-23 20:03 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.133 s 0.470
2022-11-23 20:03 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s 0.090
2022-11-23 20:11 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.298 s -0.547
2022-11-23 20:16 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.319 s -0.131
2022-11-23 20:03 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.862 s -0.685
2022-11-23 20:08 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.225 s -0.669
2022-11-23 20:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.144 s 2.615
2022-11-23 20:11 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.847 s -1.087
2022-11-23 20:14 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.613 s -0.816
2022-11-23 20:15 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.190 s -1.000
2022-11-23 20:04 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.106 s -0.517
2022-11-23 20:05 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.277 s 0.370
2022-11-23 20:10 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.181 s -0.848
2022-11-23 20:15 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.135 s 0.327
2022-11-23 20:15 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.380 s 0.192
2022-11-23 20:08 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.183 s -0.845
2022-11-23 20:11 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.227 s -1.332
2022-11-23 20:13 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.266 s -0.853
2022-11-23 20:13 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.479 s -0.956
2022-11-23 20:14 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.166 s 0.328
2022-11-23 20:15 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.169 s -0.391
2022-11-23 20:15 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.131 s 1.711