Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-17 20:54 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.143 s 0.027
2023-01-17 20:54 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.173 s 0.077
2023-01-17 20:54 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.156 s 0.163
2023-01-17 20:54 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.207 s -0.283
2023-01-17 20:54 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.313 s 0.775
2023-01-17 20:54 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.556 s -1.603
2023-01-17 20:55 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.235 s -0.623
2023-01-17 20:55 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.914 s -0.659
2023-01-17 20:56 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.256 s 0.039
2023-01-17 20:55 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.194 s 0.219
2023-01-17 20:55 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.563 s 0.216
2023-01-17 20:56 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.247 s -1.939
2023-01-17 20:56 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.202 s -0.306
2023-01-17 20:56 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.170 s -1.350
2023-01-17 20:56 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.330 s -1.917
2023-01-17 20:56 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.162 s -0.280
2023-01-17 20:56 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.805 s -0.570
2023-01-17 20:57 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.194 s -1.247
2023-01-17 20:57 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.222 s -0.769
2023-01-17 20:57 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.169 s -0.427
2023-01-17 20:57 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.265 s 0.091
2023-01-17 20:57 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.482 s -0.460
2023-01-17 20:58 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.069 s -0.521
2023-01-17 20:58 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.227 s 0.180
2023-01-17 20:58 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.165 s 0.496
2023-01-17 20:58 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.193 s -66.404
2023-01-17 20:58 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.147 s 0.367
2023-01-17 20:58 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.175 s -0.275
2023-01-17 20:59 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.250 s -1.116
2023-01-17 20:59 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.230 s -0.087
2023-01-17 20:59 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.271 s 0.290
2023-01-17 21:00 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.186 s 0.460
2023-01-17 20:59 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.069 s 0.659
2023-01-17 21:00 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.222 s 0.073
2023-01-17 21:00 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.181 s 0.183
2023-01-17 21:00 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.241 s 1.140
2023-01-17 21:00 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.254 s -0.539
2023-01-17 21:00 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.523 s -0.659
2023-01-17 21:01 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.181 s -1.444
2023-01-17 21:01 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.811 s 0.680
2023-01-17 21:01 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.117 s -0.265
2023-01-17 21:01 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.114 s -0.606
2023-01-17 21:01 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.143 s -0.354
2023-01-17 21:02 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.148 s 0.315
2023-01-17 21:02 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.168 s -1.329
2023-01-17 21:02 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.393 s 0.077
2023-01-17 21:03 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.471 s -0.315
2023-01-17 21:03 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.526 s -0.556
2023-01-17 21:03 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.207 s -1.447
2023-01-17 21:03 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.202 s -0.442
2023-01-17 21:03 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.240 s -0.240
2023-01-17 21:03 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.269 s -1.013
2023-01-17 21:04 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.545 s -1.408
2023-01-17 21:04 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.279 s 0.184
2023-01-17 21:04 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.963 s -1.221
2023-01-17 21:05 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.232 s -0.013
2023-01-17 21:05 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.281 s -0.701
2023-01-17 21:05 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.276 s -3.255
2023-01-17 21:05 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.178 s -0.660
2023-01-17 21:05 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.312 s -1.294
2023-01-17 21:05 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.582 s -0.775
2023-01-17 21:05 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.238 s -0.179
2023-01-17 21:06 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.657 s -0.804
2023-01-17 21:06 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.410 s -1.141
2023-01-17 21:07 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.205 s -0.057
2023-01-17 21:06 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.190 s -0.530
2023-01-17 21:06 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.231 s -0.418
2023-01-17 21:07 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.271 s -0.039
2023-01-17 21:07 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.301 s -0.265
2023-01-17 21:07 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.617 s -0.008
2023-01-17 21:08 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.140 s -0.023
2023-01-17 21:08 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.026 s 0.047
2023-01-17 21:08 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.178 s 0.058
2023-01-17 21:08 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.187 s -0.037
2023-01-17 21:08 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.244 s 0.224
2023-01-17 21:09 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.024 s 0.177
2023-01-17 21:08 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.216 s -2.918
2023-01-17 21:09 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.264 s -1.035
2023-01-17 21:09 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.533 s 0.247
2023-01-17 21:10 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.312 s -0.121
2023-01-17 21:10 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.149 s -0.903
2023-01-17 21:10 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.186 s 0.096
2023-01-17 21:10 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.166 s -1.510
2023-01-17 21:10 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.267 s -1.029
2023-01-17 21:10 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.522 s -0.525
2023-01-17 21:10 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.225 s -0.468
2023-01-17 21:11 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.469 s -0.619
2023-01-17 21:11 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.729 s -1.111
2023-01-17 21:11 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.204 s -0.493
2023-01-17 21:11 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.144 s 1.108
2023-01-17 21:11 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.184 s -0.482
2023-01-17 21:13 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.380 s -1.267
2023-01-17 21:11 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.286 s -1.814
2023-01-17 21:12 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.482 s -0.897
2023-01-17 21:12 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.184 s -0.137
2023-01-17 21:12 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.430 s -1.190
2023-01-17 21:13 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.129 s -0.303
2023-01-17 21:13 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.227 s -1.276
2023-01-17 21:14 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.645 s -1.097
2023-01-17 21:15 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.179 s -0.397
2023-01-17 21:13 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.169 s -0.542
2023-01-17 21:14 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.897 s -0.718
2023-01-17 21:13 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.298 s -0.446
2023-01-17 21:14 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.117 s -1.435
2023-01-17 21:15 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.156 s -1.236
2023-01-17 21:15 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.279 s -0.467
2023-01-17 21:15 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.266 s -1.324
2023-01-17 21:15 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.194 s -0.999
2023-01-17 21:17 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.154 s -1.523
2023-01-17 21:18 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.155 s 0.102
2023-01-17 21:19 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.129 s -0.581
2023-01-17 21:20 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.242 s -0.491
2023-01-17 21:15 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 1.005 s -1.238
2023-01-17 21:17 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.182 s -0.300
2023-01-17 21:18 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.852 s 0.786
2023-01-17 21:17 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.148 s -0.965
2023-01-17 21:18 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.137 s -0.323
2023-01-17 21:19 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.196 s -0.366
2023-01-17 21:15 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.365 s -1.322
2023-01-17 21:19 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.155 s 0.049
2023-01-17 21:20 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.282 s -0.486
2023-01-17 21:21 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.903 s -1.124
2023-01-17 21:21 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.174 s -0.459
2023-01-17 21:18 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.169 s 0.620
2023-01-17 21:19 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.153 s -1.014
2023-01-17 21:21 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.850 s 1.749
2023-01-17 21:22 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.326 s -0.584
2023-01-17 21:23 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.974 s 0.285
2023-01-17 21:23 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.505 s -0.748
2023-01-17 21:17 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.212 s -0.076
2023-01-17 21:19 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.240 s 0.077
2023-01-17 21:22 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.199 s 0.090
2023-01-17 21:22 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.540 s -0.401
2023-01-17 21:26 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.183 s 0.057
2023-01-17 21:16 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.209 s -0.929
2023-01-17 21:17 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.627 s -0.572
2023-01-17 21:18 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.124 s -2.171
2023-01-17 21:19 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.208 s -0.064
2023-01-17 21:17 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.478 s -0.021
2023-01-17 21:19 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.453 s -0.694
2023-01-17 21:20 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.157 s -1.162
2023-01-17 21:20 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.223 s -1.740
2023-01-17 21:26 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.105 s 0.101
2023-01-17 21:17 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.209 s -1.374
2023-01-17 21:21 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.138 s 0.063
2023-01-17 21:28 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.498 s -0.013
2023-01-17 21:22 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.151 s -0.670
2023-01-17 21:23 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.191 s -3.675
2023-01-17 21:23 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.230 s -1.492
2023-01-17 21:24 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.600 s -0.734
2023-01-17 21:25 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.176 s 0.569
2023-01-17 21:26 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.231 s -1.621
2023-01-17 21:26 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.302 s -1.151
2023-01-17 21:28 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.325 s -1.832
2023-01-17 21:28 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.591 s 1.333
2023-01-17 21:23 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.333 s 0.218
2023-01-17 21:24 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.964 s 0.713
2023-01-17 21:26 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.939 s -0.701
2023-01-17 21:26 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.180 s -0.259
2023-01-17 21:23 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.260 s -1.181
2023-01-17 21:26 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.237 s -0.777
2023-01-17 21:27 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.783 s -0.053
2023-01-17 21:28 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.388 s -0.703
2023-01-17 21:29 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.190 s -0.602
2023-01-17 21:28 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.276 s -0.569
2023-01-17 21:28 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.599 s -1.719
2023-01-17 21:29 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.136 s -0.751
2023-01-17 21:30 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.139 s 0.567
2023-01-17 21:30 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.172 s -1.852
2023-01-17 21:30 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.193 s -1.504
2023-01-17 21:30 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.323 s -0.175
2023-01-17 21:30 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.158 s -0.509
2023-01-17 21:31 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.398 s -0.155
2023-01-17 21:30 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.387 s 0.282