Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-23 16:41 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.187 s 1.967
2022-11-23 16:42 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.271 s 1.750
2022-11-23 16:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.197 s 0.915
2022-11-23 16:46 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.815 s -0.336
2022-11-23 16:47 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.438 s -3.340
2022-11-23 16:39 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.168 s 0.479
2022-11-23 16:41 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.158 s -0.096
2022-11-23 16:43 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.247 s -0.921
2022-11-23 16:42 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.215 s 0.384
2022-11-23 16:48 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.262 s 0.133
2022-11-23 16:49 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.128 s 0.104
2022-11-23 16:49 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.274 s -0.452
2022-11-23 16:39 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.139 s 0.213
2022-11-23 16:39 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.540 s 0.232
2022-11-23 16:45 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.509 s 0.503
2022-11-23 16:46 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.113 s 1.227
2022-11-23 16:48 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.196 s -0.327
2022-11-23 16:43 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.136 s -0.064
2022-11-23 16:45 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.181 s -0.122
2022-11-23 16:43 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.172 s -0.697
2022-11-23 16:45 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.236 s 0.296
2022-11-23 16:51 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.295 s -0.413
2022-11-23 16:58 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.159 s 0.377
2022-11-23 16:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.265 s 1.960
2022-11-23 16:46 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.092 s 0.938
2022-11-23 16:49 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.227 s 0.295
2022-11-23 16:51 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.265 s 0.275
2022-11-23 16:52 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.128 s 0.599
2022-11-23 16:56 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.463 s 0.331
2022-11-23 16:59 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.168 s 0.269
2022-11-23 16:47 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.511 s 0.072
2022-11-23 16:48 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.199 s 0.494
2022-11-23 16:51 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.224 s 1.416
2022-11-23 16:54 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.180 s 1.613
2022-11-23 16:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.513 s -0.659
2022-11-23 16:55 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.180 s 0.202
2022-11-23 16:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.521 s 0.731
2022-11-23 16:41 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.240 s 1.513
2022-11-23 16:41 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.177 s -0.976
2022-11-23 16:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.092 s -2.745
2022-11-23 16:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.147 s -0.162
2022-11-23 16:58 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.219 s 0.032
2022-11-23 16:40 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.190 s 0.060
2022-11-23 16:43 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.057 s 0.118
2022-11-23 16:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.465 s -0.165
2022-11-23 16:50 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.262 s 1.187
2022-11-23 16:39 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.152 s 0.175
2022-11-23 16:53 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.181 s 0.657
2022-11-23 16:58 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.628 s 0.311
2022-11-23 16:39 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.316 s -0.052
2022-11-23 16:51 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.199 s 0.537
2022-11-23 16:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.864 s 1.135
2022-11-23 16:42 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.165 s 0.639
2022-11-23 16:42 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.475 s -0.364
2022-11-23 16:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.235 s -0.427
2022-11-23 16:46 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.164 s 0.854
2022-11-23 16:40 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.231 s -0.035
2022-11-23 16:41 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.321 s 0.542
2022-11-23 16:48 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.534 s -0.072
2022-11-23 16:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.451 s 0.695
2022-11-23 16:57 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.123 s 1.328
2022-11-23 17:01 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.142 s 0.464
2022-11-23 17:01 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.146 s 0.708
2022-11-23 16:39 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.205 s -0.222
2022-11-23 16:43 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.160 s 1.965
2022-11-23 16:46 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.111 s 1.629
2022-11-23 16:48 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.273 s 0.894
2022-11-23 16:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.252 s 0.735
2022-11-23 16:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.835 s -0.146
2022-11-23 16:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.375 s -0.209
2022-11-23 16:44 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.177 s -0.257
2022-11-23 16:46 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.140 s 1.527
2022-11-23 16:50 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.650 s 0.311
2022-11-23 16:54 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.523 s -7.031
2022-11-23 16:43 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.142 s 1.252
2022-11-23 16:45 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.247 s 2.004
2022-11-23 16:48 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.234 s 0.898
2022-11-23 16:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.149 s -0.766
2022-11-23 16:54 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.143 s -0.104
2022-11-23 16:54 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.158 s 0.453
2022-11-23 16:55 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.141 s 0.008
2022-11-23 16:50 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.302 s 0.137
2022-11-23 16:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.216 s 2.490
2022-11-23 16:56 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.277 s -1.390
2022-11-23 16:59 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.164 s -1.274
2022-11-23 17:01 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.203 s -0.320
2022-11-23 17:04 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.191 s 0.560
2022-11-23 16:45 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.217 s 0.484
2022-11-23 16:49 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.224 s 0.759
2022-11-23 17:03 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.236 s 0.537
2022-11-23 17:14 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.154 s -0.727
2022-11-23 16:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.261 s 0.007
2022-11-23 17:00 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.348 s 0.781
2022-11-23 17:00 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.170 s -0.294
2022-11-23 17:02 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.133 s 0.885
2022-11-23 16:51 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.340 s 0.214
2022-11-23 16:51 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.607 s 0.960
2022-11-23 16:52 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.964 s 0.470
2022-11-23 16:53 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.210 s 0.198
2022-11-23 17:03 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.447 s 0.942
2022-11-23 17:08 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.330 s -0.314
2022-11-23 17:08 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.583 s -0.470
2022-11-23 17:12 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.186 s -0.148
2022-11-23 17:15 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.385 s -0.211
2022-11-23 16:49 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.953 s -0.350
2022-11-23 16:50 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.566 s 0.588
2022-11-23 17:03 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.096 s 0.021
2022-11-23 17:09 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.155 s -0.170
2022-11-23 17:10 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.836 s -0.690
2022-11-23 17:11 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.105 s -0.928
2022-11-23 16:53 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.174 s -0.302
2022-11-23 16:56 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.197 s 0.371
2022-11-23 16:59 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.008 s 0.115
2022-11-23 17:01 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.205 s 1.221
2022-11-23 17:05 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.856 s -3.851
2022-11-23 17:05 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.134 s 0.753
2022-11-23 16:53 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.238 s 0.157
2022-11-23 16:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.676 s 0.062
2022-11-23 17:01 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.173 s 1.601
2022-11-23 17:05 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.758 s -0.992
2022-11-23 17:10 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.175 s 0.933
2022-11-23 16:51 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.184 s 0.580
2022-11-23 16:53 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.274 s -1.069
2022-11-23 16:57 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.325 s -0.432
2022-11-23 16:53 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.529 s 0.733
2022-11-23 16:57 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.102 s 1.456
2022-11-23 16:58 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.867 s -0.400
2022-11-23 17:03 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.167 s 0.197
2022-11-23 17:04 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.223 s 0.019
2022-11-23 17:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.169 s 2.157
2022-11-23 17:07 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.222 s 1.988
2022-11-23 16:56 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.155 s -0.251
2022-11-23 17:10 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.178 s 0.821
2022-11-23 17:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.193 s 0.890
2022-11-23 17:07 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.312 s 1.116
2022-11-23 17:14 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.381 s -0.798
2022-11-23 16:58 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.282 s -0.170
2022-11-23 17:03 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.203 s 0.136
2022-11-23 17:04 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.278 s 0.165
2022-11-23 17:14 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.190 s -1.482
2022-11-23 16:59 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.145 s 0.926
2022-11-23 17:04 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.152 s -0.418
2022-11-23 17:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.327 s 0.644
2022-11-23 17:07 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.182 s 0.631
2022-11-23 17:11 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.778 s 0.154
2022-11-23 16:59 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.182 s 2.256
2022-11-23 17:00 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.965 s 0.588
2022-11-23 17:01 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.665 s -3.928
2022-11-23 17:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.515 s 1.975
2022-11-23 17:10 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.233 s -0.008
2022-11-23 17:07 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.252 s -0.346
2022-11-23 17:14 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.319 s 0.255
2022-11-23 16:59 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.253 s 1.611
2022-11-23 17:02 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.468 s 1.421
2022-11-23 17:02 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.038 s 0.534
2022-11-23 17:12 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.579 s -0.957
2022-11-23 17:03 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.151 s 1.288
2022-11-23 17:03 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.154 s -0.375
2022-11-23 17:04 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.147 s 1.577
2022-11-23 17:10 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.225 s 1.286
2022-11-23 17:12 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.264 s -0.238
2022-11-23 17:02 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.856 s 0.333
2022-11-23 17:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.146 s -0.081
2022-11-23 17:07 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.001 s 0.359
2022-11-23 17:12 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.477 s -0.456
2022-11-23 17:13 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.613 s -0.878
2022-11-23 17:14 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.135 s 0.363
2022-11-23 17:04 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.216 s 0.012
2022-11-23 17:08 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.960 s 0.166
2022-11-23 17:10 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.295 s 0.920
2022-11-23 17:14 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.168 s 0.038
2022-11-23 17:13 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.167 s 0.210
2022-11-23 17:12 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.315 s -1.316
2022-11-23 17:14 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.133 s -0.431