Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2022-11-04 22:04 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.345 s -3.400
2022-11-04 22:05 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.321 s 0.422
2022-11-04 22:06 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.158 s 0.256
2022-11-04 22:06 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.158 s 0.749
2022-11-04 22:05 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.190 s 0.690
2022-11-04 22:05 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.232 s 0.491
2022-11-04 22:03 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.178 s -2.198
2022-11-04 22:05 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.242 s 0.523
2022-11-04 22:03 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.154 s -1.583
2022-11-04 22:04 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.932 s -1.560
2022-11-04 22:05 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.254 s 0.688
2022-11-04 22:06 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.190 s 0.614
2022-11-04 22:03 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.202 s -4.525
2022-11-04 22:03 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.245 s -3.544
2022-11-04 22:04 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.585 s -0.243
2022-11-04 22:05 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.196 s 0.782
2022-11-04 22:05 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.831 s 0.925
2022-11-04 22:05 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.512 s 0.243
2022-11-04 22:06 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.164 s 0.850
2022-11-04 22:06 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.216 s 0.513
2022-11-04 22:06 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.274 s 0.713
2022-11-04 22:06 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.472 s 0.262
2022-11-04 22:07 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.377 s 0.340
2022-11-04 22:07 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.061 s 0.198
2022-11-04 22:07 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.163 s 0.588
2022-11-04 22:07 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.136 s 0.837
2022-11-04 22:08 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.144 s 0.734
2022-11-04 22:08 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.172 s 0.433
2022-11-04 22:08 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.244 s 0.913
2022-11-04 22:08 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.269 s 0.250
2022-11-04 22:09 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.214 s 1.129
2022-11-04 22:09 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.073 s 0.222
2022-11-04 22:09 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.177 s 0.838
2022-11-04 22:09 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.219 s 0.640
2022-11-04 22:09 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.238 s 0.763
2022-11-04 22:09 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.251 s 0.515
2022-11-04 22:09 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.182 s 0.813
2022-11-04 22:11 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.113 s 0.582
2022-11-04 22:12 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.504 s 0.187
2022-11-04 22:14 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.279 s 0.462
2022-11-04 22:13 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.224 s 0.800
2022-11-04 22:17 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.182 s 0.569
2022-11-04 22:22 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.281 s 0.667
2022-11-04 22:10 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.810 s 1.010
2022-11-04 22:10 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.112 s 0.554
2022-11-04 22:09 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.514 s 0.292
2022-11-04 22:11 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.143 s 0.417
2022-11-04 22:11 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.389 s 0.215
2022-11-04 22:12 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.463 s 0.856
2022-11-04 22:19 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.220 s 0.527
2022-11-04 22:20 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.638 s 0.793
2022-11-04 22:12 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.531 s 0.299
2022-11-04 22:17 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.211 s 0.574
2022-11-04 22:17 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.271 s 0.893
2022-11-04 22:17 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.531 s 0.267
2022-11-04 22:19 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.454 s 0.727
2022-11-04 22:11 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.145 s 0.672
2022-11-04 22:12 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.236 s 0.528
2022-11-04 22:13 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.109 s 0.246
2022-11-04 22:15 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.185 s 0.813
2022-11-04 22:15 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.202 s 0.735
2022-11-04 22:11 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.164 s 0.453
2022-11-04 22:12 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.199 s 0.772
2022-11-04 22:12 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.263 s 0.541
2022-11-04 22:12 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.274 s 0.721
2022-11-04 22:10 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.243 s 0.126
2022-11-04 22:13 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.947 s 0.754
2022-11-04 22:14 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.262 s 0.836
2022-11-04 22:15 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.265 s 0.625
2022-11-04 22:17 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.175 s 0.741
2022-11-04 22:12 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.196 s 0.730
2022-11-04 22:14 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.302 s 0.588
2022-11-04 22:18 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.129 s 1.411
2022-11-04 22:19 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.260 s 0.951
2022-11-04 22:22 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.128 s 0.371
2022-11-04 22:22 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.160 s 0.474
2022-11-04 22:15 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.649 s 0.837
2022-11-04 22:17 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 3.967 s 0.208
2022-11-04 22:19 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.183 s 0.430
2022-11-04 22:19 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.510 s 0.643
2022-11-04 22:21 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.315 s 1.168
2022-11-04 22:15 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.227 s 0.600
2022-11-04 22:20 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.464 s 0.504
2022-11-04 22:20 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.142 s 1.314
2022-11-04 22:22 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.218 s 0.827
2022-11-04 22:22 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.864 s 0.870
2022-11-04 22:14 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.568 s 0.317
2022-11-04 22:15 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.315 s 0.234
2022-11-04 22:16 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.294 s 0.875
2022-11-04 22:14 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.229 s 0.757
2022-11-04 22:18 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.286 s 0.210
2022-11-04 22:18 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.143 s 0.817
2022-11-04 22:22 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.628 s 0.832
2022-11-04 22:25 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.180 s -0.344
2022-11-04 22:26 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.205 s 0.839
2022-11-04 22:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.170 s 0.078
2022-11-04 22:16 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.613 s 0.278
2022-11-04 22:16 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.124 s 1.026
2022-11-04 22:19 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.159 s 0.806
2022-11-04 22:20 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.182 s 0.180
2022-11-04 22:20 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.199 s 0.477
2022-11-04 22:20 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.274 s 0.236
2022-11-04 22:24 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.351 s 0.520
2022-11-04 22:24 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.970 s 0.280
2022-11-04 22:26 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.471 s 0.238
2022-11-04 22:17 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.241 s 0.551
2022-11-04 22:23 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.011 s 0.411
2022-11-04 22:35 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.298 s 0.445
2022-11-04 22:35 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.233 s 0.688
2022-11-04 22:36 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.577 s 0.243
2022-11-04 22:20 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.142 s 0.503
2022-11-04 22:22 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.261 s -1.873
2022-11-04 22:24 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.255 s 0.434
2022-11-04 22:25 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.516 s -0.305
2022-11-04 22:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.133 s 0.734
2022-11-04 22:37 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.158 s 0.364
2022-11-04 22:24 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.168 s 0.692
2022-11-04 22:28 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.116 s -0.629
2022-11-04 22:28 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.212 s 0.565
2022-11-04 22:29 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.847 s 0.784
2022-11-04 22:32 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.253 s -0.798
2022-11-04 22:32 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.331 s -1.112
2022-11-04 22:34 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.229 s 0.306
2022-11-04 22:25 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.179 s 0.160
2022-11-04 22:25 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.146 s 0.756
2022-11-04 22:26 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.863 s 0.197
2022-11-04 22:30 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.134 s 0.741
2022-11-04 22:33 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.184 s -0.278
2022-11-04 22:23 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.133 s 0.321
2022-11-04 22:25 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.143 s 0.632
2022-11-04 22:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.206 s 0.479
2022-11-04 22:28 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.216 s 0.615
2022-11-04 22:31 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.667 s 0.071
2022-11-04 22:36 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.116 s 0.351
2022-11-04 22:36 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.471 s 0.740
2022-11-04 22:38 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.132 s 0.754
2022-11-04 22:28 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.193 s 0.442
2022-11-04 22:32 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.955 s 0.233
2022-11-04 22:34 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.180 s 0.698
2022-11-04 22:35 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.825 s -2.616
2022-11-04 22:36 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.260 s 0.794
2022-11-04 22:38 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.189 s 0.372
2022-11-04 22:38 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.153 s 0.836
2022-11-04 22:23 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.145 s 0.758
2022-11-04 22:23 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.185 s 0.284
2022-11-04 22:26 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.203 s 0.397
2022-11-04 22:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.241 s 0.725
2022-11-04 22:28 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.152 s 0.554
2022-11-04 22:28 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.279 s 0.468
2022-11-04 22:30 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.172 s 0.509
2022-11-04 22:30 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.145 s 0.842
2022-11-04 22:32 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.576 s 0.018
2022-11-04 22:35 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.092 s 0.710
2022-11-04 22:27 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.044 s 0.210
2022-11-04 22:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.153 s 0.581
2022-11-04 22:27 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.151 s 0.804
2022-11-04 22:30 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.495 s -0.149
2022-11-04 22:30 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.523 s 0.287
2022-11-04 22:32 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.224 s -0.799
2022-11-04 22:27 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.451 s 0.272
2022-11-04 22:28 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.149 s 0.602
2022-11-04 22:32 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.181 s -0.559
2022-11-04 22:36 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.312 s 0.578
2022-11-04 22:30 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.196 s 0.377
2022-11-04 22:30 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.327 s 0.817
2022-11-04 22:31 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 3.006 s 0.496
2022-11-04 22:34 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.981 s -5.514
2022-11-04 22:34 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.177 s 0.668
2022-11-04 22:39 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.324 s 0.157
2022-11-04 22:39 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.365 s 0.533
2022-11-04 22:37 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.585 s 0.871
2022-11-04 22:38 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.134 s 1.017
2022-11-04 22:38 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.378 s 0.869
2022-11-04 22:38 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.167 s 0.672