Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-17 15:41 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.342 s -7.271
2022-11-17 15:41 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.161 s -10.528
2022-11-17 15:43 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.242 s -0.925
2022-11-17 15:41 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.198 s -8.408
2022-11-17 15:43 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.585 s -2.640
2022-11-17 15:41 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.187 s -5.740
2022-11-17 15:41 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.249 s -10.141
2022-11-17 15:42 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.595 s -9.218
2022-11-17 15:43 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.835 s 0.062
2022-11-17 15:42 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.902 s -0.505
2022-11-17 15:43 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.255 s -0.505
2022-11-17 15:44 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.273 s 0.394
2022-11-17 15:43 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.284 s -46.745
2022-11-17 15:43 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.323 s -0.695
2022-11-17 15:43 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.228 s -21.450
2022-11-17 15:44 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.217 s -0.062
2022-11-17 15:43 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.199 s -0.125
2022-11-17 15:44 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.167 s -0.790
2022-11-17 15:44 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.178 s -0.969
2022-11-17 15:44 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.158 s 0.119
2022-11-17 15:45 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.136 s -0.194
2022-11-17 15:52 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.226 s -0.233
2022-11-17 16:05 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.153 s -0.167
2022-11-17 15:47 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.181 s 0.445
2022-11-17 15:49 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.146 s -0.016
2022-11-17 16:00 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.189 s -0.077
2022-11-17 16:04 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.863 s -0.691
2022-11-17 16:06 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.152 s -0.766
2022-11-17 16:10 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.182 s 0.127
2022-11-17 15:44 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.191 s -1.012
2022-11-17 15:44 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.473 s 0.082
2022-11-17 15:50 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.196 s 0.435
2022-11-17 15:52 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.227 s 0.518
2022-11-17 15:54 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.267 s -1.251
2022-11-17 15:56 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.302 s 0.133
2022-11-17 15:57 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.512 s -0.441
2022-11-17 16:01 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.138 s -0.131
2022-11-17 16:08 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.135 s 0.084
2022-11-17 16:09 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.015 s -0.159
2022-11-17 16:13 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.179 s 0.400
2022-11-17 16:13 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.231 s 0.387
2022-11-17 15:48 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.141 s -0.913
2022-11-17 15:49 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.165 s -0.256
2022-11-17 16:00 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.626 s 0.714
2022-11-17 16:03 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.170 s -0.113
2022-11-17 16:07 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.246 s -1.184
2022-11-17 16:17 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.319 s 0.273
2022-11-17 15:46 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.173 s -1.979
2022-11-17 15:50 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.535 s -0.262
2022-11-17 15:57 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.159 s 0.254
2022-11-17 15:58 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.464 s 0.162
2022-11-17 16:04 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.145 s 1.181
2022-11-17 16:04 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.206 s 0.537
2022-11-17 16:05 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.055 s -0.262
2022-11-17 16:06 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.123 s -1.491
2022-11-17 15:45 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.161 s 0.898
2022-11-17 15:46 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.267 s 1.076
2022-11-17 15:45 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.367 s 0.657
2022-11-17 15:51 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.133 s 0.091
2022-11-17 15:52 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.569 s -0.147
2022-11-17 15:55 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.131 s -0.114
2022-11-17 15:55 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.183 s 0.024
2022-11-17 15:56 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.140 s 0.343
2022-11-17 16:00 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.123 s 1.272
2022-11-17 16:08 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.170 s 1.200
2022-11-17 16:08 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.194 s 0.331
2022-11-17 15:49 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.114 s 0.005
2022-11-17 15:51 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.949 s 0.405
2022-11-17 16:05 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.240 s 0.201
2022-11-17 15:45 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.050 s 0.311
2022-11-17 15:50 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.602 s -4.885
2022-11-17 15:52 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.305 s -0.369
2022-11-17 15:54 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.295 s 0.367
2022-11-17 16:02 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.973 s -0.254
2022-11-17 16:03 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.531 s -0.303
2022-11-17 16:04 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.475 s -0.621
2022-11-17 16:05 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.450 s -0.280
2022-11-17 15:47 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.239 s -0.336
2022-11-17 15:50 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.200 s -0.004
2022-11-17 15:53 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.653 s 0.086
2022-11-17 16:00 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.161 s -1.766
2022-11-17 16:14 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.267 s -0.775
2022-11-17 15:48 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.111 s 1.215
2022-11-17 15:54 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.611 s -0.258
2022-11-17 15:55 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.210 s -0.077
2022-11-17 15:56 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.532 s -0.241
2022-11-17 15:58 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.161 s -1.012
2022-11-17 16:00 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.865 s 0.405
2022-11-17 16:02 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.185 s -0.310
2022-11-17 16:06 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.215 s 1.293
2022-11-17 15:57 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.261 s 0.105
2022-11-17 16:01 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.005 s 0.398
2022-11-17 16:03 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.142 s 0.693
2022-11-17 16:03 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.176 s -0.818
2022-11-17 16:04 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.203 s -0.475
2022-11-17 15:48 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.815 s -0.178
2022-11-17 15:55 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.979 s -0.289
2022-11-17 15:57 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.222 s -0.992
2022-11-17 15:58 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.141 s 0.701
2022-11-17 16:06 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.153 s -0.043
2022-11-17 15:46 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.145 s -1.361
2022-11-17 15:47 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.177 s 0.519
2022-11-17 15:50 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.275 s -0.033
2022-11-17 15:52 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.264 s 0.088
2022-11-17 15:53 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.185 s 0.124
2022-11-17 15:57 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.181 s 0.642
2022-11-17 16:00 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.284 s -1.861
2022-11-17 16:08 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.146 s 0.481
2022-11-17 16:10 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.253 s -0.366
2022-11-17 16:12 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.175 s 0.986
2022-11-17 15:47 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.252 s -3.264
2022-11-17 15:49 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.389 s 0.255
2022-11-17 15:50 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.266 s 0.040
2022-11-17 15:52 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.274 s -0.125
2022-11-17 15:55 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.274 s -0.515
2022-11-17 15:57 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.467 s -1.455
2022-11-17 15:59 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.330 s -0.932
2022-11-17 16:01 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.146 s 0.104
2022-11-17 16:02 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.169 s 0.264
2022-11-17 16:02 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.353 s -1.383
2022-11-17 16:13 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.103 s -1.046
2022-11-17 15:50 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.464 s 0.087
2022-11-17 15:55 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.242 s 0.070
2022-11-17 16:02 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.257 s -1.103
2022-11-17 16:05 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.134 s 0.530
2022-11-17 16:06 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.148 s 0.706
2022-11-17 16:07 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.849 s -0.263
2022-11-17 16:11 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.131 s 0.530
2022-11-17 16:16 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.132 s 0.701
2022-11-17 16:17 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.377 s 0.057
2022-11-17 15:46 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.244 s 0.938
2022-11-17 15:47 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.224 s 0.214
2022-11-17 15:58 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.200 s -1.740
2022-11-17 16:08 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.327 s 0.839
2022-11-17 16:10 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.965 s -0.745
2022-11-17 16:14 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.481 s -1.271
2022-11-17 16:15 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.184 s -0.622
2022-11-17 15:47 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.070 s -0.191
2022-11-17 15:47 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.220 s -0.072
2022-11-17 15:47 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.515 s -0.280
2022-11-17 15:49 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.142 s -0.056
2022-11-17 15:53 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.354 s -0.778
2022-11-17 15:53 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.225 s 0.391
2022-11-17 15:53 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.199 s 0.836
2022-11-17 15:58 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.666 s 0.085
2022-11-17 15:58 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.271 s 0.819
2022-11-17 15:50 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.235 s -0.219
2022-11-17 15:55 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.176 s -0.980
2022-11-17 16:05 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.167 s 0.175
2022-11-17 16:06 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.191 s 0.983
2022-11-17 16:10 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.576 s 0.328
2022-11-17 16:16 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.153 s 0.533
2022-11-17 16:16 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.382 s -1.297
2022-11-17 15:57 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.144 s -0.188
2022-11-17 15:58 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.180 s 0.448
2022-11-17 16:08 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 8.790 s 2.564
2022-11-17 16:10 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.328 s 0.363
2022-11-17 16:00 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.219 s -0.040
2022-11-17 16:05 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s 0.094
2022-11-17 16:06 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.280 s -0.696
2022-11-17 16:10 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.659 s -1.465
2022-11-17 16:14 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.316 s -1.554
2022-11-17 16:15 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.574 s 0.115
2022-11-17 16:15 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.614 s -1.295
2022-11-17 16:16 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.168 s -0.349
2022-11-17 16:16 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.190 s -1.697
2022-11-17 16:08 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.522 s 0.304
2022-11-17 16:12 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.865 s -1.742
2022-11-17 16:14 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.256 s -1.697
2022-11-17 16:10 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.224 s -0.112
2022-11-17 16:12 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.226 s -0.006
2022-11-17 16:13 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.296 s 0.355
2022-11-17 16:14 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.776 s 0.307
2022-11-17 16:16 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.136 s 0.272