Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-15 14:10 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.173 s -0.211
2023-01-15 14:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.223 s -0.975
2023-01-15 14:19 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.206 s -0.360
2023-01-15 14:10 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.207 s -0.927
2023-01-15 14:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.257 s -1.277
2023-01-15 14:12 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.179 s -2.637
2023-01-15 14:13 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.222 s -1.083
2023-01-15 14:10 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.143 s -0.539
2023-01-15 14:11 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.199 s -4.420
2023-01-15 14:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.812 s -0.822
2023-01-15 14:13 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.264 s 0.486
2023-01-15 14:14 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.141 s -0.691
2023-01-15 14:14 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.148 s -0.670
2023-01-15 14:15 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.247 s 1.263
2023-01-15 14:10 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.550 s -1.565
2023-01-15 14:12 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.232 s 1.418
2023-01-15 14:12 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.202 s -1.495
2023-01-15 14:12 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.247 s -1.559
2023-01-15 14:13 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.169 s -0.580
2023-01-15 14:15 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.210 s 1.811
2023-01-15 14:16 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.182 s -0.591
2023-01-15 14:13 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.161 s -0.188
2023-01-15 14:18 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.148 s -0.471
2023-01-15 14:19 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.202 s -1.179
2023-01-15 14:21 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.235 s 0.198
2023-01-15 14:22 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.232 s -1.409
2023-01-15 14:23 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.300 s -0.262
2023-01-15 14:23 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.141 s -1.047
2023-01-15 14:24 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.179 s -1.742
2023-01-15 14:24 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.263 s 0.368
2023-01-15 14:13 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.484 s -1.246
2023-01-15 14:14 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.222 s 0.468
2023-01-15 14:17 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.160 s -1.718
2023-01-15 14:17 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.118 s -1.605
2023-01-15 14:18 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.168 s -1.279
2023-01-15 14:22 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.654 s 0.227
2023-01-15 14:24 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.046 s -0.039
2023-01-15 14:24 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.214 s -0.942
2023-01-15 14:24 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.536 s -0.477
2023-01-15 14:26 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.188 s -1.375
2023-01-15 14:10 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.157 s -0.411
2023-01-15 14:10 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.312 s 0.988
2023-01-15 14:17 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.143 s -0.712
2023-01-15 14:20 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.215 s -2.486
2023-01-15 14:25 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.149 s -1.320
2023-01-15 14:29 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.226 s -1.200
2023-01-15 14:11 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.899 s 0.161
2023-01-15 14:11 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.571 s -0.433
2023-01-15 14:13 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.192 s 0.661
2023-01-15 14:16 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.082 s -1.091
2023-01-15 14:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.252 s 0.335
2023-01-15 14:16 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.521 s -0.837
2023-01-15 14:19 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.529 s -0.854
2023-01-15 14:20 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.953 s 0.995
2023-01-15 14:22 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.191 s -1.297
2023-01-15 14:12 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.328 s -0.399
2023-01-15 14:16 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.187 s -0.520
2023-01-15 14:16 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.242 s 0.316
2023-01-15 14:18 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.395 s -0.182
2023-01-15 14:19 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.266 s 0.743
2023-01-15 14:20 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.281 s -0.862
2023-01-15 14:27 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.146 s -1.180
2023-01-15 14:29 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.301 s -1.348
2023-01-15 14:29 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.886 s -0.256
2023-01-15 14:14 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.049 s -0.256
2023-01-15 14:14 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.175 s 0.041
2023-01-15 14:17 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.813 s 0.271
2023-01-15 14:19 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.280 s -0.605
2023-01-15 14:22 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.206 s -0.770
2023-01-15 14:26 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.227 s -2.066
2023-01-15 14:26 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.526 s -2.734
2023-01-15 14:31 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.995 s -1.276
2023-01-15 14:14 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.166 s -0.411
2023-01-15 14:15 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.272 s -0.409
2023-01-15 14:18 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.470 s -0.246
2023-01-15 14:19 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.239 s -0.369
2023-01-15 14:21 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.585 s -2.527
2023-01-15 14:23 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.615 s 0.097
2023-01-15 14:27 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.738 s -2.791
2023-01-15 14:17 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.113 s -0.293
2023-01-15 14:21 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.310 s -0.956
2023-01-15 14:26 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.166 s -1.888
2023-01-15 14:31 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.179 s -1.111
2023-01-15 14:19 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.542 s -1.866
2023-01-15 14:20 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.233 s -0.863
2023-01-15 14:21 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.271 s -0.477
2023-01-15 14:22 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.411 s -1.844
2023-01-15 14:22 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.271 s -0.085
2023-01-15 14:24 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.186 s -0.024
2023-01-15 14:25 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.016 s 0.597
2023-01-15 14:26 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.266 s -0.781
2023-01-15 14:26 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.467 s -0.483
2023-01-15 14:27 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.487 s -3.213
2023-01-15 14:24 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.245 s -0.553
2023-01-15 14:27 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.229 s -3.548
2023-01-15 14:32 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.218 s -2.889
2023-01-15 14:25 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.310 s -0.312
2023-01-15 14:27 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.285 s -2.090
2023-01-15 14:30 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.113 s -3.054
2023-01-15 14:30 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.194 s -1.060
2023-01-15 14:27 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.205 s -1.836
2023-01-15 14:29 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.129 s -1.320
2023-01-15 14:29 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.171 s -1.286
2023-01-15 14:31 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.363 s -1.196
2023-01-15 14:33 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.214 s -2.123
2023-01-15 14:27 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.183 s -0.078
2023-01-15 14:28 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.433 s -3.112
2023-01-15 14:29 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.647 s -3.086
2023-01-15 14:30 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.297 s -1.197
2023-01-15 14:31 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.265 s -1.533
2023-01-15 14:29 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.321 s -2.122
2023-01-15 14:32 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.147 s 0.243
2023-01-15 14:30 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.155 s -1.063
2023-01-15 14:32 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.153 s -1.136
2023-01-15 14:32 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.693 s -2.823
2023-01-15 14:32 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.180 s -0.077
2023-01-15 14:33 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.207 s 0.252
2023-01-15 14:33 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.856 s 0.100
2023-01-15 14:34 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.096 s -1.754
2023-01-15 14:34 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.155 s 0.076
2023-01-15 14:33 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.476 s -0.024
2023-01-15 14:34 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.137 s -0.828
2023-01-15 14:34 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.171 s -1.345
2023-01-15 14:34 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.208 s 0.172
2023-01-15 14:35 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.145 s -1.847
2023-01-15 14:34 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.241 s -0.609
2023-01-15 14:34 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.161 s -1.298
2023-01-15 14:35 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.152 s -0.919
2023-01-15 14:34 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.456 s -0.925
2023-01-15 14:35 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.158 s -2.009
2023-01-15 14:35 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.221 s -0.906
2023-01-15 14:36 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.268 s -2.492
2023-01-15 14:35 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.196 s -0.928
2023-01-15 14:35 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.280 s 0.619
2023-01-15 14:36 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.857 s -0.950
2023-01-15 14:37 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.354 s 0.539
2023-01-15 14:37 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.174 s -0.767
2023-01-15 14:37 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.253 s -153.589
2023-01-15 14:37 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.197 s 1.401
2023-01-15 14:38 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.329 s -1.427
2023-01-15 14:37 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.151 s -1.411
2023-01-15 14:38 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.542 s -1.021
2023-01-15 14:38 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.991 s -0.674
2023-01-15 14:39 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.187 s -1.351
2023-01-15 14:39 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.479 s -0.723
2023-01-15 14:39 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.336 s -0.435
2023-01-15 14:39 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.228 s -0.684
2023-01-15 14:39 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.259 s -1.026
2023-01-15 14:39 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.970 s -0.137
2023-01-15 14:40 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.599 s -1.910
2023-01-15 14:41 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.195 s -0.049
2023-01-15 14:41 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 15.005 s -2.723
2023-01-15 14:42 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.301 s -0.785
2023-01-15 14:42 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.181 s -1.497
2023-01-15 14:42 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.237 s -1.387
2023-01-15 14:42 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.229 s -0.425
2023-01-15 14:42 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.122 s -1.744
2023-01-15 14:42 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.184 s -1.123
2023-01-15 14:43 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.782 s 0.270
2023-01-15 14:43 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.275 s -0.474
2023-01-15 14:44 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.322 s -0.879
2023-01-15 14:43 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.343 s -0.640
2023-01-15 14:44 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.494 s 0.278
2023-01-15 14:44 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.598 s 0.071
2023-01-15 14:44 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.192 s -1.257
2023-01-15 14:44 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.597 s -2.049
2023-01-15 14:45 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.171 s -0.951
2023-01-15 14:45 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.136 s -0.598
2023-01-15 14:46 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.140 s -0.662
2023-01-15 14:46 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.157 s -0.092
2023-01-15 14:46 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.193 s -1.535
2023-01-15 14:46 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.391 s -1.710
2023-01-15 14:46 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.324 s -0.643
2023-01-15 14:46 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.413 s -1.163