Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-16 00:30 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.207 s -0.696
2023-01-16 00:30 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.552 s -1.978
2023-01-16 00:37 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.164 s -1.831
2023-01-16 00:33 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.193 s -0.564
2023-01-16 00:34 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.042 s -0.039
2023-01-16 00:38 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.167 s -0.213
2023-01-16 00:42 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.651 s 1.468
2023-01-16 00:42 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.190 s -0.898
2023-01-16 00:46 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.187 s -0.491
2023-01-16 00:46 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.525 s -2.508
2023-01-16 00:47 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.482 s -2.101
2023-01-16 00:51 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.180 s -1.385
2023-01-16 00:57 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.325 s -0.065
2023-01-16 00:30 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.143 s -0.231
2023-01-16 00:32 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.202 s -1.143
2023-01-16 00:36 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.523 s -1.131
2023-01-16 00:37 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.113 s -0.412
2023-01-16 00:41 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.310 s -0.859
2023-01-16 00:42 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.272 s -0.233
2023-01-16 00:43 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.140 s -0.821
2023-01-16 00:45 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.011 s 0.706
2023-01-16 00:32 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.157 s -0.626
2023-01-16 00:33 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.483 s -1.153
2023-01-16 00:34 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.165 s 0.179
2023-01-16 00:36 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.182 s -0.391
2023-01-16 00:36 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.243 s -0.848
2023-01-16 00:37 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.144 s -1.235
2023-01-16 00:38 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.394 s -0.110
2023-01-16 00:39 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.541 s -1.616
2023-01-16 00:47 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.703 s -1.314
2023-01-16 00:49 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.358 s -2.409
2023-01-16 00:49 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.299 s -1.089
2023-01-16 00:30 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.172 s 0.247
2023-01-16 00:31 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.572 s -0.439
2023-01-16 00:33 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.222 s -1.036
2023-01-16 00:39 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.269 s -0.967
2023-01-16 00:41 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.238 s -0.426
2023-01-16 00:44 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.030 s 0.001
2023-01-16 00:44 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.213 s -0.270
2023-01-16 00:44 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.186 s 0.010
2023-01-16 00:44 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.537 s -0.522
2023-01-16 00:46 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.225 s -0.193
2023-01-16 00:49 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.906 s -1.828
2023-01-16 00:50 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.154 s -0.577
2023-01-16 00:54 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.093 s -1.577
2023-01-16 00:31 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.234 s -0.339
2023-01-16 00:32 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.246 s -0.924
2023-01-16 00:32 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.328 s -0.412
2023-01-16 00:32 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.810 s -0.723
2023-01-16 00:34 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.175 s -0.345
2023-01-16 00:35 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.271 s 0.141
2023-01-16 00:35 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.207 s 2.046
2023-01-16 00:36 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.186 s 0.120
2023-01-16 00:36 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.253 s -0.238
2023-01-16 00:38 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.148 s -0.681
2023-01-16 00:38 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.470 s -0.323
2023-01-16 00:39 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.239 s -0.160
2023-01-16 00:41 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.272 s -0.934
2023-01-16 00:31 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.195 s -0.345
2023-01-16 00:32 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.259 s -2.219
2023-01-16 00:32 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.162 s -1.131
2023-01-16 00:34 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.217 s 0.564
2023-01-16 00:34 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.148 s -0.460
2023-01-16 00:37 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.812 s 0.350
2023-01-16 00:40 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.955 s 0.304
2023-01-16 00:42 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.231 s -0.581
2023-01-16 00:43 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.617 s -0.258
2023-01-16 00:44 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.262 s 0.573
2023-01-16 00:46 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.457 s 0.832
2023-01-16 00:47 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.231 s -3.399
2023-01-16 00:49 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.649 s -3.398
2023-01-16 00:34 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.140 s -0.231
2023-01-16 00:35 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.247 s 0.920
2023-01-16 00:36 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.223 s -0.669
2023-01-16 00:39 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.202 s -0.717
2023-01-16 00:39 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.206 s -1.175
2023-01-16 00:39 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.280 s -1.058
2023-01-16 00:40 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.281 s -0.974
2023-01-16 00:42 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.403 s -1.572
2023-01-16 00:46 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.167 s -2.777
2023-01-16 00:46 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.266 s -0.441
2023-01-16 00:51 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.266 s -2.064
2023-01-16 00:52 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.154 s -1.324
2023-01-16 00:53 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.214 s -2.106
2023-01-16 00:54 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.136 s 0.807
2023-01-16 00:30 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.156 s -0.157
2023-01-16 00:30 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.313 s 0.549
2023-01-16 00:31 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.872 s 1.371
2023-01-16 00:33 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.170 s -1.526
2023-01-16 00:33 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.265 s 0.095
2023-01-16 00:36 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.074 s -0.261
2023-01-16 00:37 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.117 s -0.828
2023-01-16 00:39 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.531 s -0.898
2023-01-16 00:40 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.178 s -1.253
2023-01-16 00:49 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.227 s -1.683
2023-01-16 00:50 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.253 s -0.562
2023-01-16 00:53 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.208 s -0.699
2023-01-16 00:55 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.281 s 0.129
2023-01-16 00:57 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.197 s 0.761
2023-01-16 00:40 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.233 s -0.732
2023-01-16 00:42 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.206 s -1.176
2023-01-16 00:43 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.301 s -0.478
2023-01-16 00:44 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.243 s 0.673
2023-01-16 00:54 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.170 s 0.035
2023-01-16 00:55 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.220 s -0.154
2023-01-16 01:01 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.968 s -2.028
2023-01-16 01:01 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.180 s -0.786
2023-01-16 01:05 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.192 s -0.949
2023-01-16 01:06 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.158 s -0.553
2023-01-16 01:06 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.390 s -1.356
2023-01-16 00:41 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.585 s -2.541
2023-01-16 00:44 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.179 s -1.683
2023-01-16 00:45 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.148 s -0.582
2023-01-16 00:47 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.146 s -0.603
2023-01-16 00:47 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.205 s -1.904
2023-01-16 00:48 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.436 s -3.026
2023-01-16 00:49 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.130 s -1.672
2023-01-16 00:56 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.250 s -1.382
2023-01-16 00:57 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.545 s -1.414
2023-01-16 00:58 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.331 s 0.599
2023-01-16 01:00 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.211 s -0.379
2023-01-16 00:45 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.312 s -0.358
2023-01-16 00:47 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.184 s -1.068
2023-01-16 00:47 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.278 s 0.356
2023-01-16 00:49 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.170 s -1.016
2023-01-16 00:52 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.182 s -0.270
2023-01-16 00:54 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.456 s -0.978
2023-01-16 00:55 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.125 s -0.874
2023-01-16 00:57 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.151 s -1.654
2023-01-16 00:59 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.229 s -1.242
2023-01-16 01:02 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.237 s -0.659
2023-01-16 00:50 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.134 s -3.540
2023-01-16 00:50 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.194 s -1.016
2023-01-16 00:51 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.366 s -2.065
2023-01-16 00:52 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.710 s -2.965
2023-01-16 00:53 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.481 s -0.823
2023-01-16 00:53 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.855 s 0.242
2023-01-16 00:54 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.154 s 0.117
2023-01-16 00:54 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.208 s -0.260
2023-01-16 00:54 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.242 s -1.302
2023-01-16 00:54 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.161 s -1.291
2023-01-16 00:55 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.156 s -0.305
2023-01-16 00:57 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.138 s 0.030
2023-01-16 00:59 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.973 s -0.479
2023-01-16 00:59 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.604 s -2.490
2023-01-16 00:51 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.004 s -2.134
2023-01-16 00:52 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.213 s -2.359
2023-01-16 00:52 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.146 s 0.793
2023-01-16 00:55 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.153 s -1.006
2023-01-16 00:57 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.615 s -0.300
2023-01-16 01:03 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.504 s -1.424
2023-01-16 01:05 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.137 s -1.464
2023-01-16 01:05 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.140 s -0.954
2023-01-16 00:55 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.195 s 0.185
2023-01-16 00:56 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.853 s 0.305
2023-01-16 01:06 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.325 s -1.847
2023-01-16 00:57 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.173 s -0.424
2023-01-16 00:59 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.187 s -1.489
2023-01-16 01:02 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.302 s -1.290
2023-01-16 01:03 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.274 s -0.085
2023-01-16 00:58 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.987 s -0.495
2023-01-16 00:59 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.259 s -1.077
2023-01-16 01:01 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.184 s -1.440
2023-01-16 01:03 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.324 s -1.672
2023-01-16 01:04 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.601 s 0.053
2023-01-16 00:59 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.336 s -0.404
2023-01-16 01:03 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.321 s -0.526
2023-01-16 01:04 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.603 s -2.615
2023-01-16 01:05 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.169 s 0.106
2023-01-16 01:01 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.231 s -2.138
2023-01-16 01:02 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.169 s -5.793
2023-01-16 01:02 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.781 s 0.393
2023-01-16 01:04 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.195 s -1.374
2023-01-16 01:06 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.422 s -1.526