Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-24 11:39 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.139 s 0.387
2022-11-24 11:39 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.170 s 0.149
2022-11-24 11:39 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.152 s 0.151
2022-11-24 11:39 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.202 s 0.088
2022-11-24 11:39 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.312 s 0.975
2022-11-24 11:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.543 s -0.214
2022-11-24 11:40 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.868 s 0.893
2022-11-24 11:40 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.532 s 0.225
2022-11-24 11:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.189 s 0.379
2022-11-24 11:41 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.230 s 0.102
2022-11-24 11:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.197 s 0.224
2022-11-24 11:41 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.243 s -1.349
2022-11-24 11:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.253 s 0.130
2022-11-24 11:41 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.321 s 0.244
2022-11-24 11:41 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.838 s -1.115
2022-11-24 11:41 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.163 s 0.834
2022-11-24 11:42 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.165 s 0.091
2022-11-24 11:42 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.216 s 0.189
2022-11-24 11:42 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.158 s -0.287
2022-11-24 11:42 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.190 s -0.696
2022-11-24 11:47 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.390 s 0.186
2022-11-24 11:58 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.062 s 1.992
2022-11-24 11:50 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.133 s 0.094
2022-11-24 11:50 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.223 s 0.765
2022-11-24 11:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.181 s 0.740
2022-11-24 11:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.220 s 0.045
2022-11-24 11:42 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.272 s 1.079
2022-11-24 11:42 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.478 s -0.795
2022-11-24 11:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.465 s -0.045
2022-11-24 11:48 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.199 s 0.341
2022-11-24 11:53 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.997 s -0.951
2022-11-24 11:45 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.218 s 0.284
2022-11-24 11:45 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.236 s 0.683
2022-11-24 11:51 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.185 s 0.072
2022-11-24 11:55 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.303 s 0.164
2022-11-24 11:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.451 s 0.762
2022-11-24 11:56 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.181 s -0.540
2022-11-24 11:45 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.060 s 1.063
2022-11-24 11:53 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.130 s 0.041
2022-11-24 11:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.139 s 0.570
2022-11-24 11:45 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.512 s 0.069
2022-11-24 11:59 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.024 s -1.098
2022-11-24 12:00 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.255 s 0.196
2022-11-24 12:03 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.033 s 0.838
2022-11-24 12:03 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.168 s -0.801
2022-11-24 11:46 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.141 s 0.875
2022-11-24 11:46 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.122 s -0.201
2022-11-24 11:48 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.195 s 0.983
2022-11-24 11:48 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.237 s -1.156
2022-11-24 11:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.172 s -0.998
2022-11-24 11:44 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.266 s 0.856
2022-11-24 11:48 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.522 s -0.333
2022-11-24 11:53 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.180 s 1.284
2022-11-24 11:54 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.272 s 0.707
2022-11-24 11:43 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.373 s 0.125
2022-11-24 11:45 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.177 s -0.421
2022-11-24 11:51 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.348 s -0.215
2022-11-24 11:53 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.240 s 0.103
2022-11-24 11:56 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.665 s -0.217
2022-11-24 11:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.246 s -0.325
2022-11-24 11:44 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.228 s 0.232
2022-11-24 11:57 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.332 s -1.182
2022-11-24 11:58 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.124 s 0.709
2022-11-24 11:58 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.628 s 0.268
2022-11-24 12:02 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.205 s 0.206
2022-11-24 11:45 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.248 s 0.402
2022-11-24 11:47 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.166 s -0.641
2022-11-24 11:49 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.946 s 1.326
2022-11-24 11:43 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.063 s -0.128
2022-11-24 11:45 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.179 s 2.148
2022-11-24 11:43 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.136 s -0.747
2022-11-24 11:46 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.811 s 0.325
2022-11-24 11:46 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.111 s 0.533
2022-11-24 11:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.142 s 1.433
2022-11-24 11:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.158 s 0.486
2022-11-24 11:56 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.197 s 0.699
2022-11-24 11:43 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.141 s 1.835
2022-11-24 11:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.114 s -0.616
2022-11-24 11:47 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.236
2022-11-24 11:50 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.274 s -0.580
2022-11-24 11:55 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.513 s -0.701
2022-11-24 11:43 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.162 s -0.100
2022-11-24 11:48 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.263 s -0.048
2022-11-24 11:49 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.530 s 0.504
2022-11-24 11:51 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.650 s 0.238
2022-11-24 11:51 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.228 s -1.658
2022-11-24 11:53 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.209 s 0.806
2022-11-24 11:54 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.532 s -0.197
2022-11-24 11:56 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.462 s 1.026
2022-11-24 12:00 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.970 s 0.105
2022-11-24 12:02 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.203 s -0.525
2022-11-24 11:56 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.275 s -0.948
2022-11-24 11:59 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.866 s -0.516
2022-11-24 12:01 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.164 s 0.887
2022-11-24 12:04 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.155 s -0.754
2022-11-24 11:48 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.273 s 1.341
2022-11-24 11:50 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.262 s 0.620
2022-11-24 11:50 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.567 s 0.342
2022-11-24 11:53 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.173 s 0.963
2022-11-24 11:56 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.140 s 1.975
2022-11-24 12:00 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.350 s 0.140
2022-11-24 12:02 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.147 s -0.791
2022-11-24 12:03 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.238 s 0.205
2022-11-24 11:52 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.608 s 0.451
2022-11-24 12:01 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.524 s 0.022
2022-11-24 11:52 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.199 s 0.755
2022-11-24 12:02 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.175 s -0.784
2022-11-24 11:50 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.228 s 0.070
2022-11-24 11:50 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.302 s 0.152
2022-11-24 11:55 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.262 s -0.016
2022-11-24 12:03 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.448 s 0.204
2022-11-24 11:52 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.267 s -1.121
2022-11-24 11:58 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.219 s -0.096
2022-11-24 12:00 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.146 s -0.164
2022-11-24 11:52 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.297 s -2.006
2022-11-24 11:58 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.160 s -0.719
2022-11-24 12:00 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.143 s -0.035
2022-11-24 12:03 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.152 s -0.088
2022-11-24 11:57 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.159 s -0.584
2022-11-24 12:01 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.145 s -3.889
2022-11-24 12:02 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.473 s -0.851
2022-11-24 12:03 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.134 s -0.566
2022-11-24 11:58 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.283 s -0.387
2022-11-24 12:00 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.184 s 0.268
2022-11-24 12:00 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.169 s -0.606
2022-11-24 12:03 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.865 s -1.151
2022-11-24 12:03 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.205 s 0.107
2022-11-24 12:04 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.149 s -1.149
2022-11-24 12:04 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.118 s -1.260
2022-11-24 12:04 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.278 s 0.170
2022-11-24 12:05 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.216 s -0.744
2022-11-24 12:04 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.191 s 0.595
2022-11-24 12:05 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.249 s -1.416
2022-11-24 12:04 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.151 s -0.150
2022-11-24 12:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.134 s 1.393
2022-11-24 12:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.148 s -2.276
2022-11-24 12:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.171 s 0.115
2022-11-24 12:05 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.850 s -0.199
2022-11-24 12:06 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.376 s 0.374
2022-11-24 12:06 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.329 s -0.728
2022-11-24 12:06 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.196 s -0.883
2022-11-24 12:07 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.519 s 0.786
2022-11-24 12:08 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.327 s 1.796
2022-11-24 12:07 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.050 s -1.670
2022-11-24 12:08 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.437 s 0.232
2022-11-24 12:08 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.182 s 0.567
2022-11-24 12:08 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.224 s 0.207
2022-11-24 12:08 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.963 s -0.474
2022-11-24 12:08 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.252 s -0.580
2022-11-24 12:08 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.575 s 0.950
2022-11-24 12:10 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.179 s -2.965
2022-11-24 12:09 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.066 s 1.864
2022-11-24 12:10 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.761 s 1.120
2022-11-24 12:11 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.297 s 0.182
2022-11-24 12:11 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.180 s -1.896
2022-11-24 12:11 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.227 s -0.721
2022-11-24 12:12 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.830 s -5.235
2022-11-24 12:11 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.232 s 0.200
2022-11-24 12:11 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.093 s 0.826
2022-11-24 12:13 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.480 s -0.998
2022-11-24 12:12 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.248 s -1.258
2022-11-24 12:12 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.266 s -0.658
2022-11-24 12:12 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.311 s 1.526
2022-11-24 12:13 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.611 s -0.541
2022-11-24 12:15 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.383 s -1.613
2022-11-24 12:13 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.178 s -0.530
2022-11-24 12:15 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.152 s 1.458
2022-11-24 12:13 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.571 s 1.575
2022-11-24 12:15 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.371 s 0.550
2022-11-24 12:15 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.318 s 1.007
2022-11-24 12:14 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.132 s 0.874
2022-11-24 12:14 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.135 s 0.339
2022-11-24 12:14 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.188 s 0.450
2022-11-24 12:14 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.168 s 0.497