Top Outliers
Benchmarks
Date Lang Batch Benchmark Mean Z-Score Error
2023-01-13 20:00 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.1, R 0.208 s -1.581
2023-01-13 20:00 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=1, R 0.312 s 1.093
2023-01-13 20:00 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.01, R 0.144 s -1.105
2023-01-13 20:00 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=0.01, R 0.174 s -1.010
2023-01-13 20:00 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=0.1, R 0.155 s 0.659
2023-01-13 20:00 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=1, R 0.553 s -3.422
2023-01-13 20:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.01, R 0.236 s -1.930
2023-01-13 20:01 R tpch arrow, native, memory_map=False, TPCH-01, scale_factor=10, R 1.889 s 0.571
2023-01-13 20:01 R tpch arrow, parquet, memory_map=False, TPCH-01, scale_factor=10, R 3.581 s -0.806
2023-01-13 20:01 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.01, R 0.195 s -1.262
2023-01-13 20:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=0.1, R 0.245 s -0.524
2023-01-13 20:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=1, R 0.257 s -1.150
2023-01-13 20:02 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.01, R 0.162 s -0.727
2023-01-13 20:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=0.1, R 0.202 s -1.012
2023-01-13 20:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=10, R 1.153 s -0.237
2023-01-13 20:02 R tpch arrow, native, memory_map=False, TPCH-02, scale_factor=10, R 0.810 s -0.537
2023-01-13 20:03 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=0.1, R 0.168 s -0.024
2023-01-13 20:02 R tpch arrow, parquet, memory_map=False, TPCH-02, scale_factor=1, R 0.327 s -0.290
2023-01-13 20:03 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.1, R 0.221 s -0.365
2023-01-13 20:03 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=0.01, R 0.193 s -0.664
2023-01-13 20:03 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=1, R 0.263 s 0.732
2023-01-13 20:03 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=1, R 0.479 s -0.553
2023-01-13 20:04 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.01, R 0.140 s -0.696
2023-01-13 20:04 R tpch arrow, parquet, memory_map=False, TPCH-03, scale_factor=10, R 3.067 s -0.976
2023-01-13 20:04 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=0.1, R 0.148 s -0.164
2023-01-13 20:04 R tpch arrow, native, memory_map=False, TPCH-03, scale_factor=10, R 1.216 s 0.671
2023-01-13 20:05 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=1, R 0.247 s 1.194
2023-01-13 20:05 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=1, R 0.271 s 0.218
2023-01-13 20:04 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.01, R 0.165 s 0.326
2023-01-13 20:04 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=0.1, R 0.175 s -0.162
2023-01-13 20:05 R tpch arrow, native, memory_map=False, TPCH-04, scale_factor=10, R 1.209 s 2.037
2023-01-13 20:06 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.01, R 0.224 s -1.680
2023-01-13 20:06 R tpch arrow, parquet, memory_map=False, TPCH-04, scale_factor=10, R 1.073 s -0.327
2023-01-13 20:06 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.1, R 0.190 s -2.774
2023-01-13 20:06 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=1, R 0.243 s -1.298
2023-01-13 20:06 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=0.01, R 0.181 s 0.335
2023-01-13 20:06 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=1, R 0.528 s -4.913
2023-01-13 20:06 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=0.1, R 0.255 s -2.331
2023-01-13 20:07 R tpch arrow, native, memory_map=False, TPCH-05, scale_factor=10, R 0.809 s 0.726
2023-01-13 20:07 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.01, R 0.114 s -1.123
2023-01-13 20:07 R tpch arrow, parquet, memory_map=False, TPCH-05, scale_factor=10, R 3.170 s -2.883
2023-01-13 20:07 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.01, R 0.144 s -2.201
2023-01-13 20:08 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=0.1, R 0.168 s -1.700
2023-01-13 20:07 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=0.1, R 0.117 s -0.614
2023-01-13 20:08 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=1, R 0.148 s -0.798
2023-01-13 20:09 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=10, R 2.516 s -0.419
2023-01-13 20:08 R tpch arrow, parquet, memory_map=False, TPCH-06, scale_factor=1, R 0.395 s -0.181
2023-01-13 20:08 R tpch arrow, native, memory_map=False, TPCH-06, scale_factor=10, R 0.472 s -1.043
2023-01-13 20:09 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.01, R 0.202 s -1.241
2023-01-13 20:09 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.01, R 0.240 s -0.760
2023-01-13 20:09 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=1, R 0.544 s -3.673
2023-01-13 20:09 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=0.1, R 0.205 s -0.322
2023-01-13 20:09 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=0.1, R 0.269 s -1.375
2023-01-13 20:09 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=1, R 0.279 s -0.074
2023-01-13 20:10 R tpch arrow, native, memory_map=False, TPCH-07, scale_factor=10, R 0.955 s 0.356
2023-01-13 20:10 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.01, R 0.236 s -3.112
2023-01-13 20:10 R tpch arrow, parquet, memory_map=False, TPCH-07, scale_factor=10, R 3.175 s -1.767
2023-01-13 20:11 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=0.1, R 0.237 s -0.227
2023-01-13 20:11 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.1, R 0.311 s -2.052
2023-01-13 20:10 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=0.01, R 0.281 s -1.150
2023-01-13 20:11 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=1, R 0.584 s -3.379
2023-01-13 20:11 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=1, R 0.273 s -1.959
2023-01-13 20:12 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.01, R 0.231 s -0.917
2023-01-13 20:12 R tpch arrow, native, memory_map=False, TPCH-08, scale_factor=10, R 0.652 s 1.006
2023-01-13 20:12 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.1, R 0.205 s -0.055
2023-01-13 20:14 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=1, R 0.261 s 0.772
2023-01-13 20:12 R tpch arrow, parquet, memory_map=False, TPCH-08, scale_factor=10, R 3.400 s -2.047
2023-01-13 20:12 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=0.1, R 0.271 s -0.020
2023-01-13 20:12 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=0.01, R 0.190 s -0.635
2023-01-13 20:13 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=1, R 0.628 s -2.610
2023-01-13 20:13 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=10, R 1.144 s -1.871
2023-01-13 20:13 R tpch arrow, native, memory_map=False, TPCH-09, scale_factor=1, R 0.301 s -1.102
2023-01-13 20:14 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.01, R 0.213 s -0.869
2023-01-13 20:14 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=0.1, R 0.246 s -1.831
2023-01-13 20:14 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.01, R 0.178 s -1.141
2023-01-13 20:14 R tpch arrow, parquet, memory_map=False, TPCH-09, scale_factor=10, R 4.028 s -0.002
2023-01-13 20:14 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=0.1, R 0.184 s -0.525
2023-01-13 20:15 R tpch arrow, native, memory_map=False, TPCH-10, scale_factor=10, R 1.017 s 0.665
2023-01-13 20:14 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=1, R 0.539 s -1.028
2023-01-13 20:16 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=1, R 0.520 s -2.157
2023-01-13 20:15 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.01, R 0.149 s -0.758
2023-01-13 20:16 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=0.1, R 0.164 s -0.153
2023-01-13 20:16 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=1, R 0.268 s -1.668
2023-01-13 20:15 R tpch arrow, parquet, memory_map=False, TPCH-10, scale_factor=10, R 3.297 s -0.022
2023-01-13 20:16 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.01, R 0.186 s 0.195
2023-01-13 20:16 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=0.1, R 0.225 s -0.929
2023-01-13 20:17 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.1, R 0.204 s -1.713
2023-01-13 20:16 R tpch arrow, native, memory_map=False, TPCH-11, scale_factor=10, R 1.469 s -0.938
2023-01-13 20:17 R tpch arrow, parquet, memory_map=False, TPCH-11, scale_factor=10, R 3.735 s -2.712
2023-01-13 20:17 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=0.01, R 0.146 s -1.253
2023-01-13 20:17 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.1, R 0.276 s 0.844
2023-01-13 20:17 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=1, R 1.219 s -4.885
2023-01-13 20:17 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=1, R 0.483 s -5.226
2023-01-13 20:17 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=0.01, R 0.185 s -1.544
2023-01-13 20:18 R tpch arrow, native, memory_map=False, TPCH-12, scale_factor=10, R 3.451 s -11.260
2023-01-13 20:19 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=1, R 0.903 s -1.707
2023-01-13 20:19 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.01, R 0.128 s -0.304
2023-01-13 20:19 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=0.1, R 0.226 s -1.449
2023-01-13 20:19 R tpch arrow, parquet, memory_map=False, TPCH-12, scale_factor=10, R 9.371 s -5.465
2023-01-13 20:19 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.01, R 0.168 s -0.863
2023-01-13 20:19 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=0.1, R 0.297 s -0.904
2023-01-13 20:19 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=1, R 0.644 s -5.577
2023-01-13 20:20 R tpch arrow, native, memory_map=False, TPCH-13, scale_factor=10, R 5.120 s -6.130
2023-01-13 20:20 R tpch arrow, parquet, memory_map=False, TPCH-13, scale_factor=10, R 7.274 s -1.052
2023-01-13 20:21 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.1, R 0.266 s -2.043
2023-01-13 20:20 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.01, R 0.155 s -1.528
2023-01-13 20:21 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=0.1, R 0.179 s -1.024
2023-01-13 20:21 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=1, R 0.359 s 0.149
2023-01-13 20:21 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=0.01, R 0.193 s -0.817
2023-01-13 20:22 R tpch arrow, native, memory_map=False, TPCH-14, scale_factor=10, R 2.208 s -2.990
2023-01-13 20:21 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=1, R 0.997 s -1.875
2023-01-13 20:22 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.01, R 0.180 s -0.067
2023-01-13 20:23 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=1, R 0.212 s -1.237
2023-01-13 20:22 R tpch arrow, parquet, memory_map=False, TPCH-14, scale_factor=10, R 7.737 s -4.934
2023-01-13 20:23 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.1, R 0.153 s -0.839
2023-01-13 20:23 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=0.1, R 0.208 s -0.883
2023-01-13 20:23 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=1, R 0.481 s -0.922
2023-01-13 20:24 R tpch arrow, parquet, memory_map=False, TPCH-15, scale_factor=10, R 3.100 s -2.319
2023-01-13 20:22 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=0.01, R 0.148 s -0.564
2023-01-13 20:24 R tpch arrow, native, memory_map=False, TPCH-15, scale_factor=10, R 0.852 s 0.574
2023-01-13 20:24 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=1, R 0.241 s -0.547
2023-01-13 20:24 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.01, R 0.136 s -0.140
2023-01-13 20:24 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=0.1, R 0.155 s 0.096
2023-01-13 20:24 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.01, R 0.171 s -1.393
2023-01-13 20:24 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=0.1, R 0.208 s -0.429
2023-01-13 20:24 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=1, R 0.453 s -0.525
2023-01-13 20:25 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.1, R 0.282 s -0.455
2023-01-13 20:25 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.01, R 0.153 s -1.868
2023-01-13 20:25 R tpch arrow, native, memory_map=False, TPCH-16, scale_factor=10, R 1.154 s -0.275
2023-01-13 20:25 R tpch arrow, parquet, memory_map=False, TPCH-16, scale_factor=10, R 3.139 s -1.846
2023-01-13 20:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=1, R 0.222 s -1.742
2023-01-13 20:25 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=0.01, R 0.197 s -2.263
2023-01-13 20:25 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=0.1, R 0.156 s -1.232
2023-01-13 20:27 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=10, R 9.349 s 0.481
2023-01-13 20:26 R tpch arrow, parquet, memory_map=False, TPCH-17, scale_factor=1, R 1.236 s -0.838
2023-01-13 20:26 R tpch arrow, native, memory_map=False, TPCH-17, scale_factor=10, R 0.852 s 0.623
2023-01-13 20:27 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.1, R 0.148 s 1.093
2023-01-13 20:27 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.1, R 0.199 s -0.762
2023-01-13 20:27 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=0.01, R 0.138 s -1.053
2023-01-13 20:27 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=1, R 0.327 s -0.879
2023-01-13 20:27 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=0.01, R 0.173 s 0.105
2023-01-13 20:28 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=1, R 0.543 s -1.345
2023-01-13 20:29 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.1, R 0.333 s 0.122
2023-01-13 20:29 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.1, R 0.257 s -0.049
2023-01-13 20:28 R tpch arrow, native, memory_map=False, TPCH-18, scale_factor=10, R 2.996 s -1.014
2023-01-13 20:29 R tpch arrow, parquet, memory_map=False, TPCH-18, scale_factor=10, R 4.375 s 0.192
2023-01-13 20:29 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=0.01, R 0.229 s -1.232
2023-01-13 20:29 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=0.01, R 0.186 s -0.048
2023-01-13 20:29 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=1, R 0.959 s 1.060
2023-01-13 20:30 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=1, R 1.607 s -4.124
2023-01-13 20:31 R tpch arrow, native, memory_map=False, TPCH-19, scale_factor=10, R 10.112 s 1.704
2023-01-13 20:31 R tpch arrow, parquet, memory_map=False, TPCH-19, scale_factor=10, R 14.900 s -1.310
2023-01-13 20:31 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.01, R 0.180 s -0.505
2023-01-13 20:32 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.01, R 0.231 s -2.402
2023-01-13 20:32 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=0.1, R 0.301 s -1.281
2023-01-13 20:32 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=1, R 0.236 s -0.612
2023-01-13 20:32 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=0.1, R 0.183 s -0.288
2023-01-13 20:32 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=1, R 1.110 s -0.930
2023-01-13 20:33 R tpch arrow, native, memory_map=False, TPCH-20, scale_factor=10, R 0.778 s 0.894
2023-01-13 20:33 R tpch arrow, parquet, memory_map=False, TPCH-20, scale_factor=10, R 8.269 s -0.336
2023-01-13 20:33 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.01, R 0.277 s -1.726
2023-01-13 20:33 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.01, R 0.322 s -0.831
2023-01-13 20:34 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=0.1, R 0.599 s 0.060
2023-01-13 20:34 R tpch arrow, parquet, memory_map=False, TPCH-21, scale_factor=1, R 3.174 s -0.631
2023-01-13 20:34 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=0.1, R 0.502 s -1.252
2023-01-13 20:34 R tpch arrow, native, memory_map=False, TPCH-21, scale_factor=1, R 2.585 s -1.150
2023-01-13 20:36 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.1, R 0.139 s -0.055
2023-01-13 20:36 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.1, R 0.192 s -1.149
2023-01-13 20:35 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=0.01, R 0.136 s -0.719
2023-01-13 20:35 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=0.01, R 0.171 s -1.867
2023-01-13 20:36 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=1, R 0.388 s -0.649
2023-01-13 20:36 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=1, R 0.157 s -0.372
2023-01-13 20:36 R tpch arrow, native, memory_map=False, TPCH-22, scale_factor=10, R 0.323 s -0.423
2023-01-13 20:36 R tpch arrow, parquet, memory_map=False, TPCH-22, scale_factor=10, R 2.442 s -2.692