Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-15 03:35 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.224 s 0.789
2022-11-15 03:37 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.262 s 1.519
2022-11-15 03:24 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.139 s -0.351
2022-11-15 03:27 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.157 s 0.745
2022-11-15 03:31 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.511 s 0.002
2022-11-15 03:33 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.506 s -0.425
2022-11-15 03:34 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.532 s -0.060
2022-11-15 03:35 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.567 s -0.214
2022-11-15 03:41 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.464 s 0.062
2022-11-15 03:43 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.217 s 1.280
2022-11-15 03:49 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.191 s 0.043
2022-11-15 03:26 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.254 s 0.123
2022-11-15 03:30 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.181 s 1.155
2022-11-15 03:31 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.811 s 0.579
2022-11-15 03:33 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.464 s 0.285
2022-11-15 03:38 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.131 s 0.044
2022-11-15 03:38 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.243 s -2.064
2022-11-15 03:27 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.165 s 0.632
2022-11-15 03:30 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.249 s -0.180
2022-11-15 03:32 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.104 s -0.137
2022-11-15 03:25 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.315 s -0.169
2022-11-15 03:25 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.864 s 0.970
2022-11-15 03:27 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.158 s 0.087
2022-11-15 03:27 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.189 s 0.789
2022-11-15 03:32 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.164 s -0.189
2022-11-15 03:32 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.388 s 0.117
2022-11-15 03:37 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.611 s -0.277
2022-11-15 03:28 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.471 s 0.107
2022-11-15 03:32 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.112 s -0.550
2022-11-15 03:33 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.200 s 0.160
2022-11-15 03:40 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.508 s 0.677
2022-11-15 03:42 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.151 s 0.161
2022-11-15 03:45 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.256 s -0.718
2022-11-15 03:47 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.206 s 0.090
2022-11-15 03:29 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.135 s 1.007
2022-11-15 03:29 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.171 s 0.194
2022-11-15 03:32 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.113 s 0.224
2022-11-15 03:26 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.514 s 0.262
2022-11-15 03:26 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.198 s 0.285
2022-11-15 03:26 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.189 s 0.988
2022-11-15 03:28 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.041 s 0.057
2022-11-15 03:30 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.176 s 1.131
2022-11-15 03:33 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.262 s 0.122
2022-11-15 03:45 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.168 s 0.078
2022-11-15 03:46 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.142 s 0.625
2022-11-15 03:27 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.275 s -0.554
2022-11-15 03:39 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.273 s 0.242
2022-11-15 03:44 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.007 s 0.247
2022-11-15 03:47 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.202 s -0.120
2022-11-15 03:47 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.471 s -0.131
2022-11-15 03:49 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.449 s -0.261
2022-11-15 03:49 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.103 s -0.306
2022-11-15 03:27 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.217 s -0.041
2022-11-15 03:33 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.197 s -0.030
2022-11-15 03:35 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.227 s 0.577
2022-11-15 03:41 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.673 s 0.062
2022-11-15 03:44 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.863 s 0.891
2022-11-15 03:49 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.147 s 0.956
2022-11-15 03:26 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.231 s -0.925
2022-11-15 03:26 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.319 s 0.587
2022-11-15 03:27 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.833 s 0.737
2022-11-15 03:30 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.218 s 0.216
2022-11-15 03:35 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.272 s 0.473
2022-11-15 03:41 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.446 s 1.331
2022-11-15 03:43 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.125 s 0.540
2022-11-15 03:47 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.174 s 0.210
2022-11-15 03:26 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.241 s -0.562
2022-11-15 03:28 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.386 s -1.785
2022-11-15 03:34 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.274 s 0.222
2022-11-15 03:30 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.237 s -0.983
2022-11-15 03:32 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.142 s -0.714
2022-11-15 03:38 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.174 s 0.406
2022-11-15 03:41 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.199 s -0.754
2022-11-15 03:45 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.349 s 0.472
2022-11-15 03:51 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.170 s 0.703
2022-11-15 03:53 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.583 s -0.922
2022-11-15 03:25 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.203 s -0.186
2022-11-15 03:29 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.143 s 0.212
2022-11-15 03:37 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.200 s 0.794
2022-11-15 03:42 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.320 s 0.218
2022-11-15 03:46 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.168 s 0.002
2022-11-15 03:48 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s 0.078
2022-11-15 03:52 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.528 s -0.635
2022-11-15 03:25 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.153 s -0.525
2022-11-15 03:30 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.238 s 0.354
2022-11-15 03:35 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.263 s 0.645
2022-11-15 03:36 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.352 s -0.905
2022-11-15 03:38 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.990 s -1.106
2022-11-15 03:38 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.211 s -1.276
2022-11-15 03:40 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.182 s -0.505
2022-11-15 03:41 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.275 s -1.182
2022-11-15 03:45 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.184 s -0.092
2022-11-15 03:50 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.216 s -0.292
2022-11-15 03:24 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.170 s -0.112
2022-11-15 03:29 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.245 s 0.495
2022-11-15 03:33 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.235 s -0.491
2022-11-15 03:39 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.141 s 0.165
2022-11-15 03:43 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.627 s 0.557
2022-11-15 03:51 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.670 s -0.710
2022-11-15 03:53 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.328 s -0.408
2022-11-15 03:56 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.097 s -0.121
2022-11-15 03:58 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.576 s 0.082
2022-11-15 03:25 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.544 s -0.709
2022-11-15 03:32 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.083
2022-11-15 03:36 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.183 s 0.895
2022-11-15 03:40 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.220 s -0.212
2022-11-15 03:45 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.130 s 0.222
2022-11-15 03:48 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.238 s 0.578
2022-11-15 03:49 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.149 s -0.665
2022-11-15 03:53 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.183 s -0.717
2022-11-15 03:53 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.962 s -0.536
2022-11-15 03:59 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.136 s -0.157
2022-11-15 03:29 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.162 s 0.455
2022-11-15 03:38 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.181 s 0.158
2022-11-15 03:40 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.143 s 0.473
2022-11-15 03:40 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.158 s 1.000
2022-11-15 03:51 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.193 s 0.332
2022-11-15 03:55 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.780 s 0.363
2022-11-15 03:29 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.269 s -0.421
2022-11-15 03:30 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.070 s -0.216
2022-11-15 03:36 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.703 s -5.913
2022-11-15 03:51 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.331 s -1.207
2022-11-15 03:34 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.960 s -1.773
2022-11-15 03:41 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.178 s 0.404
2022-11-15 03:48 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.134 s -0.059
2022-11-15 03:56 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.228 s -1.974
2022-11-15 03:35 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.113 s 0.144
2022-11-15 03:35 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.303 s -0.634
2022-11-15 03:36 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.226 s -0.080
2022-11-15 03:53 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.740 s -2.195
2022-11-15 03:57 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.176 s -0.751
2022-11-15 03:37 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.295 s 0.868
2022-11-15 03:39 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.530 s -0.065
2022-11-15 03:43 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.157 s 1.273
2022-11-15 03:45 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.970 s -0.317
2022-11-15 03:46 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.502 s 0.161
2022-11-15 03:51 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.135 s 0.021
2022-11-15 03:53 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.253 s -0.808
2022-11-15 03:56 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.179 s 0.426
2022-11-15 03:59 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.133 s -0.346
2022-11-15 03:43 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.289 s -2.183
2022-11-15 03:47 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.146 s 0.337
2022-11-15 03:58 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.619 s -2.494
2022-11-15 03:40 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.258 s 2.157
2022-11-15 03:41 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.141 s -0.285
2022-11-15 03:45 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.147 s -0.639
2022-11-15 03:50 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.229 s -0.484
2022-11-15 03:58 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.163 s 0.339
2022-11-15 03:59 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.188 s -0.156
2022-11-15 03:40 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.286 s 0.144
2022-11-15 03:43 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.280 s 0.680
2022-11-15 03:51 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.146 s 0.362
2022-11-15 03:55 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.146 s 0.498
2022-11-15 03:56 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.232 s 0.501
2022-11-15 03:57 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.780 s -0.299
2022-11-15 03:57 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.264 s -0.301
2022-11-15 04:00 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.321 s -0.569
2022-11-15 03:49 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.150 s 0.386
2022-11-15 03:52 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.005 s 0.286
2022-11-15 03:48 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.856 s 0.384
2022-11-15 03:48 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.152 s 0.105
2022-11-15 03:50 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.846 s 0.499
2022-11-15 04:00 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.152 s 1.154
2022-11-15 03:48 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.072 s -1.113
2022-11-15 03:48 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.166 s 0.072
2022-11-15 03:49 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.275 s 0.407
2022-11-15 03:53 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.223 s -0.435
2022-11-15 03:58 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.478 s -1.143
2022-11-15 03:56 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.299 s -1.094
2022-11-15 04:00 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.382 s -0.498
2022-11-15 03:55 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.176 s 0.212
2022-11-15 04:00 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.430 s -3.763
2022-11-15 03:57 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.312 s -0.210
2022-11-15 03:59 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.170 s -1.662