1-BIN-301, 2-AIN-501 Methods in Bioinformatics, 2023/24

Introduction · Rules · Tasks and dates · Materials · Moodle
Quizzes can be found in Moodle.
Homework assignments and journal club papers can be found in Tasks and dates.
Exam rules, example questions and syllabus
Groups for journal club have each their own group in Moodle.


CB:phylo: Rozdiel medzi revíziami

Z MBI
Prejsť na: navigácia, hľadanie
(Vytvorená stránka „IQ-TREE 1.5.5 built Jun 21 2017 Input file name: /data/dnb02/galaxy_db/files/007/835/dataset_7835838.dat Type of analysis: ModelFinder + tree reconstruction Random seed...“)
(Žiaden rozdiel)

Verzia zo dňa a času 18:18, 15. november 2018

IQ-TREE 1.5.5 built Jun 21 2017

Input file name: /data/dnb02/galaxy_db/files/007/835/dataset_7835838.dat Type of analysis: ModelFinder + tree reconstruction Random seed number: 89203

REFERENCES


To cite ModelFinder please use:

Subha Kalyaanamoorthy, Bui Quang Minh, Thomas KF Wong, Arndt von Haeseler, and Lars S Jermiin (2017) ModelFinder: Fast model selection for accurate phylogenetic estimates. Nature Methods, 14:587–589. http://dx.doi.org/10.1038/nmeth.4285

To cite IQ-TREE please use:

Lam-Tung Nguyen, Heiko A. Schmidt, Arndt von Haeseler, and Bui Quang Minh (2015) IQ-TREE: A fast and effective stochastic algorithm for estimating maximum likelihood phylogenies. Mol Biol Evol, 32:268-274. http://dx.doi.org/10.1093/molbev/msu300

SEQUENCE ALIGNMENT


Input data: 14 sequences with 1353 nucleotide sites Number of constant sites: 819 (= 60.5322% of all sites) Number of invariant (constant or ambiguous constant) sites: 819 (= 60.5322% of all sites) Number of distinct site patterns: 402

ModelFinder


Best-fit model according to AIC: TPM3u+R3

List of models sorted by AIC scores:

Model LogL AIC w-AIC AICc w-AICc BIC w-BIC TPM3u+R3 -6484.1519 13036.3037 + 0.2041 13038.1095 + 0.2113 13213.4464 + 0.0188 TPM3+R3 -6484.1590 13036.3181 + 0.2026 13038.1238 + 0.2098 13213.4608 - 0.0186 TIM3+R3 -6483.5880 13037.1760 + 0.1319 13039.0894 + 0.1295 13219.5288 - 0.0009 GTR+R3 -6481.6202 13037.2404 + 0.1277 13039.3788 + 0.1120 13230.0134 - 0.0000 TVM+R3 -6482.7182 13037.4364 + 0.1158 13039.4607 + 0.1075 13224.9993 - 0.0001 TIM3e+R3 -6487.6518 13039.3036 + 0.0455 13040.9036 + 0.0523 13206.0262 + 0.7663 TVMe+R3 -6487.0604 13040.1209 + 0.0303 13041.8221 + 0.0330 13212.0535 + 0.0376 TPM3u+R4 -6484.1515 13040.3030 + 0.0276 13042.3273 + 0.0256 13227.8659 - 0.0000 TPM3+R4 -6484.1566 13040.3132 + 0.0275 13042.3375 + 0.0255 13227.8760 - 0.0000 SYM+R3 -6486.4088 13040.8176 + 0.0214 13042.6233 + 0.0221 13217.9603 - 0.0020 GTR+R4 -6481.5825 13041.1651 + 0.0180 13043.5413 + 0.0140 13244.3582 - 0.0000 TIM3+R4 -6483.5843 13041.1686 - 0.0179 13043.3070 + 0.0157 13233.9415 - 0.0000 TVM+R4 -6482.7050 13041.4100 - 0.0159 13043.6658 - 0.0131 13239.3931 - 0.0000 TIM3e+R4 -6487.6485 13043.2971 - 0.0062 13045.1028 - 0.0064 13220.4398 - 0.0006 TVMe+R4 -6487.0569 13044.1139 - 0.0041 13046.0273 - 0.0040 13226.4667 - 0.0000 SYM+R4 -6486.3833 13044.7666 - 0.0030 13046.7909 - 0.0028 13232.3294 - 0.0000 TPM3u+I+G4 -6493.7888 13051.5776 - 0.0001 13053.1776 - 0.0001 13218.3002 - 0.0017 TPM3+I+G4 -6493.7906 13051.5813 - 0.0001 13053.1813 - 0.0001 13218.3038 - 0.0017 TIM3+I+G4 -6492.7937 13051.5874 - 0.0001 13053.2886 - 0.0001 13223.5200 - 0.0001 TVM+I+G4 -6492.1091 13052.2182 - 0.0001 13054.0240 - 0.0001 13229.3609 - 0.0000 GTR+I+G4 -6491.1534 13052.3068 - 0.0001 13054.2203 - 0.0001 13234.6596 - 0.0000 TIM3e+I+G4 -6497.4051 13054.8102 - 0.0000 13056.2172 - 0.0000 13211.1126 + 0.0602 TVMe+I+G4 -6496.6163 13055.2326 - 0.0000 13056.7345 - 0.0000 13216.7451 - 0.0036 SYM+I+G4 -6495.7165 13055.4329 - 0.0000 13057.0329 - 0.0000 13222.1555 - 0.0002 TPM3+G4 -6497.1505 13056.3009 - 0.0000 13057.8028 - 0.0000 13217.8134 - 0.0021 TPM3u+G4 -6497.1509 13056.3017 - 0.0000 13057.8036 - 0.0000 13217.8142 - 0.0021 TIM3+G4 -6496.2755 13056.5509 - 0.0000 13058.1509 - 0.0000 13223.2735 - 0.0001 TVM+G4 -6495.5138 13057.0276 - 0.0000 13058.7289 - 0.0000 13228.9603 - 0.0000 TIM+R3 -6493.5296 13057.0592 - 0.0000 13058.9727 - 0.0000 13239.4120 - 0.0000 GTR+G4 -6494.6924 13057.3849 - 0.0000 13059.1906 - 0.0000 13234.5276 - 0.0000 K3Pu+R3 -6494.7049 13057.4099 - 0.0000 13059.2156 - 0.0000 13234.5526 - 0.0000 TN+R3 -6495.0069 13058.0138 - 0.0000 13059.8196 - 0.0000 13235.1565 - 0.0000 HKY+R3 -6496.1936 13058.3872 - 0.0000 13060.0885 - 0.0000 13230.3199 - 0.0000 TIM3e+G4 -6500.7507 13059.5015 - 0.0000 13060.8166 - 0.0000 13210.5938 + 0.0781 TVMe+G4 -6499.9635 13059.9271 - 0.0000 13061.3340 - 0.0000 13216.2295 - 0.0047 TIM2+R3 -6494.9827 13059.9654 - 0.0000 13061.8788 - 0.0000 13242.3182 - 0.0000 SYM+G4 -6499.0603 13060.1207 - 0.0000 13061.6226 - 0.0000 13221.6332 - 0.0003 TPM2u+R3 -6496.0747 13060.1494 - 0.0000 13061.9552 - 0.0000 13237.2921 - 0.0000 TPM2+R3 -6496.0752 13060.1504 - 0.0000 13061.9562 - 0.0000 13237.2931 - 0.0000 TIM+R4 -6493.5286 13061.0573 - 0.0000 13063.1957 - 0.0000 13253.8302 - 0.0000 K3Pu+R4 -6494.7074 13061.4148 - 0.0000 13063.4391 - 0.0000 13248.9777 - 0.0000 TN+R4 -6495.0077 13062.0154 - 0.0000 13064.0397 - 0.0000 13249.5783 - 0.0000 HKY+R4 -6496.1844 13062.3687 - 0.0000 13064.2822 - 0.0000 13244.7215 - 0.0000 TIM2+R4 -6494.9177 13063.8354 - 0.0000 13065.9738 - 0.0000 13256.6084 - 0.0000 TPM2+R4 -6496.0807 13064.1615 - 0.0000 13066.1858 - 0.0000 13251.7243 - 0.0000 TPM2u+R4 -6496.0835 13064.1670 - 0.0000 13066.1913 - 0.0000 13251.7299 - 0.0000 TIM3+R2 -6499.3464 13064.6928 - 0.0000 13066.3941 - 0.0000 13236.6254 - 0.0000 TPM3u+R2 -6500.3974 13064.7948 - 0.0000 13066.3948 - 0.0000 13231.5173 - 0.0000 TPM3+R2 -6500.4030 13064.8061 - 0.0000 13066.4061 - 0.0000 13231.5286 - 0.0000 GTR+R2 -6497.7012 13065.4023 - 0.0000 13067.3158 - 0.0000 13247.7551 - 0.0000 TVM+R2 -6498.7527 13065.5055 - 0.0000 13067.3112 - 0.0000 13242.6482 - 0.0000 K3P+R3 -6502.7802 13067.5605 - 0.0000 13069.0624 - 0.0000 13229.0730 - 0.0000 TIMe+R3 -6502.0586 13068.1171 - 0.0000 13069.7171 - 0.0000 13234.8397 - 0.0000 TIM3e+R2 -6504.1109 13068.2217 - 0.0000 13069.6287 - 0.0000 13224.5241 - 0.0001 TVMe+R2 -6503.3428 13068.6856 - 0.0000 13070.1875 - 0.0000 13230.1981 - 0.0000 SYM+R2 -6502.4447 13068.8894 - 0.0000 13070.4894 - 0.0000 13235.6120 - 0.0000 K2P+R3 -6504.5514 13069.1028 - 0.0000 13070.5098 - 0.0000 13225.4052 - 0.0000 TNe+R3 -6503.7947 13069.5893 - 0.0000 13071.0912 - 0.0000 13231.1018 - 0.0000 TIM+I+G4 -6501.8399 13069.6799 - 0.0000 13071.3812 - 0.0000 13241.6125 - 0.0000 K3Pu+I+G4 -6502.9512 13069.9024 - 0.0000 13071.5024 - 0.0000 13236.6250 - 0.0000 TN+I+G4 -6503.3820 13070.7640 - 0.0000 13072.3640 - 0.0000 13237.4865 - 0.0000 HKY+I+G4 -6504.5110 13071.0219 - 0.0000 13072.5238 - 0.0000 13232.5344 - 0.0000 TIM2e+R3 -6503.6774 13071.3548 - 0.0000 13072.9548 - 0.0000 13238.0774 - 0.0000 K3P+R4 -6502.7688 13071.5375 - 0.0000 13073.2388 - 0.0000 13243.4702 - 0.0000 TIMe+R4 -6502.0090 13072.0180 - 0.0000 13073.8238 - 0.0000 13249.1607 - 0.0000 TIM2+I+G4 -6503.2502 13072.5004 - 0.0000 13074.2017 - 0.0000 13244.4330 - 0.0000 TPM2u+I+G4 -6504.3466 13072.6933 - 0.0000 13074.2933 - 0.0000 13239.4158 - 0.0000 TPM2+I+G4 -6504.3766 13072.7532 - 0.0000 13074.3532 - 0.0000 13239.4757 - 0.0000 K2P+R4 -6504.5437 13073.0874 - 0.0000 13074.6874 - 0.0000 13239.8100 - 0.0000 TNe+R4 -6503.7942 13073.5884 - 0.0000 13075.2897 - 0.0000 13245.5210 - 0.0000 TIM+G4 -6504.9137 13073.8275 - 0.0000 13075.4275 - 0.0000 13240.5500 - 0.0000 K3Pu+G4 -6505.9833 13073.9666 - 0.0000 13075.4685 - 0.0000 13235.4791 - 0.0000 TN+G4 -6506.4436 13074.8872 - 0.0000 13076.3891 - 0.0000 13236.3997 - 0.0000 HKY+G4 -6507.5284 13075.0567 - 0.0000 13076.4637 - 0.0000 13231.3591 - 0.0000 TIM2e+R4 -6503.6646 13075.3293 - 0.0000 13077.1350 - 0.0000 13252.4720 - 0.0000 TIM2+G4 -6506.3760 13076.7519 - 0.0000 13078.3519 - 0.0000 13243.4745 - 0.0000 TPM2u+G4 -6507.4108 13076.8217 - 0.0000 13078.3235 - 0.0000 13238.3341 - 0.0000 TPM2+G4 -6507.4119 13076.8238 - 0.0000 13078.3257 - 0.0000 13238.3363 - 0.0000 K3P+I+G4 -6511.0072 13080.0144 - 0.0000 13081.3296 - 0.0000 13231.1067 - 0.0000 TIMe+I+G4 -6510.3392 13080.6783 - 0.0000 13082.0853 - 0.0000 13236.9807 - 0.0000 K2P+I+G4 -6512.9217 13081.8433 - 0.0000 13083.0699 - 0.0000 13227.7256 - 0.0000 TIM+R2 -6507.9441 13081.8883 - 0.0000 13083.5896 - 0.0000 13253.8209 - 0.0000 K3Pu+R2 -6508.9562 13081.9124 - 0.0000 13083.5124 - 0.0000 13248.6349 - 0.0000 TNe+I+G4 -6512.2152 13082.4305 - 0.0000 13083.7456 - 0.0000 13233.5228 - 0.0000 TN+R2 -6509.4793 13082.9586 - 0.0000 13084.5586 - 0.0000 13249.6811 - 0.0000 HKY+R2 -6510.4872 13082.9745 - 0.0000 13084.4764 - 0.0000 13244.4869 - 0.0000 TIM2e+I+G4 -6512.0111 13084.0222 - 0.0000 13085.4291 - 0.0000 13240.3246 - 0.0000 K3P+G4 -6514.0225 13084.0450 - 0.0000 13085.2716 - 0.0000 13229.9273 - 0.0000 TPM2+R2 -6510.3687 13084.7374 - 0.0000 13086.3374 - 0.0000 13251.4599 - 0.0000 TPM2u+R2 -6510.3726 13084.7453 - 0.0000 13086.3453 - 0.0000 13251.4678 - 0.0000 TIM2+R2 -6509.3749 13084.7498 - 0.0000 13086.4510 - 0.0000 13256.6824 - 0.0000 TIMe+G4 -6513.3858 13084.7716 - 0.0000 13086.0868 - 0.0000 13235.8639 - 0.0000 K2P+G4 -6515.9258 13085.8515 - 0.0000 13086.9927 - 0.0000 13226.5237 - 0.0000 TNe+G4 -6515.2438 13086.4876 - 0.0000 13087.7142 - 0.0000 13232.3699 - 0.0000 TIM2e+G4 -6515.0623 13088.1246 - 0.0000 13089.4398 - 0.0000 13239.2169 - 0.0000 K3P+R2 -6517.0776 13092.1551 - 0.0000 13093.4703 - 0.0000 13243.2474 - 0.0000 TIMe+R2 -6516.4439 13092.8877 - 0.0000 13094.2947 - 0.0000 13249.1901 - 0.0000 K2P+R2 -6518.9724 13093.9449 - 0.0000 13095.1715 - 0.0000 13239.8271 - 0.0000 TNe+R2 -6518.3028 13094.6056 - 0.0000 13095.9208 - 0.0000 13245.6979 - 0.0000 TPM3+I -6516.8740 13095.7480 - 0.0000 13097.2499 - 0.0000 13257.2605 - 0.0000 TPM3u+I -6516.8764 13095.7527 - 0.0000 13097.2546 - 0.0000 13257.2652 - 0.0000 TIM2e+R2 -6518.1101 13096.2201 - 0.0000 13097.6271 - 0.0000 13252.5225 - 0.0000 TIM3+I -6516.3933 13096.7866 - 0.0000 13098.3866 - 0.0000 13263.5092 - 0.0000 TVM+I -6515.4193 13096.8387 - 0.0000 13098.5400 - 0.0000 13268.7713 - 0.0000 GTR+I -6514.9781 13097.9563 - 0.0000 13099.7621 - 0.0000 13275.0990 - 0.0000 TVMe+I -6519.7647 13099.5293 - 0.0000 13100.9363 - 0.0000 13255.8317 - 0.0000 TIM3e+I -6521.3626 13100.7251 - 0.0000 13102.0403 - 0.0000 13251.8174 - 0.0000 SYM+I -6519.4790 13100.9579 - 0.0000 13102.4598 - 0.0000 13262.4704 - 0.0000 K3Pu+I -6524.1488 13110.2975 - 0.0000 13111.7994 - 0.0000 13271.8100 - 0.0000 TIM+I -6523.5987 13111.1973 - 0.0000 13112.7973 - 0.0000 13277.9198 - 0.0000 HKY+I -6525.7809 13111.5617 - 0.0000 13112.9687 - 0.0000 13267.8641 - 0.0000 TN+I -6525.2349 13112.4698 - 0.0000 13113.9717 - 0.0000 13273.9822 - 0.0000 TPM2u+I -6525.7736 13113.5472 - 0.0000 13115.0491 - 0.0000 13275.0597 - 0.0000 TPM2+I -6525.7755 13113.5510 - 0.0000 13115.0529 - 0.0000 13275.0634 - 0.0000 TIM2+I -6525.2400 13114.4800 - 0.0000 13116.0800 - 0.0000 13281.2025 - 0.0000 K3P+I -6532.0606 13120.1213 - 0.0000 13121.3479 - 0.0000 13266.0035 - 0.0000 TIMe+I -6531.7865 13121.5729 - 0.0000 13122.8881 - 0.0000 13272.6652 - 0.0000 K2P+I -6533.9918 13121.9835 - 0.0000 13123.1246 - 0.0000 13262.6557 - 0.0000 TNe+I -6533.7370 13123.4740 - 0.0000 13124.7006 - 0.0000 13269.3562 - 0.0000 TIM2e+I -6533.3935 13124.7870 - 0.0000 13126.1022 - 0.0000 13275.8793 - 0.0000 TIM3 -6726.4247 13514.8494 - 0.0000 13516.3513 - 0.0000 13676.3619 - 0.0000 TIM3e -6729.4731 13514.9461 - 0.0000 13516.1727 - 0.0000 13660.8284 - 0.0000 SYM -6727.5502 13515.1004 - 0.0000 13516.5074 - 0.0000 13671.4028 - 0.0000 GTR -6724.9044 13515.8089 - 0.0000 13517.5102 - 0.0000 13687.7415 - 0.0000 TVMe -6728.9701 13515.9403 - 0.0000 13517.2555 - 0.0000 13667.0326 - 0.0000 TPM3 -6728.2147 13516.4294 - 0.0000 13517.8363 - 0.0000 13672.7318 - 0.0000 TPM3u -6728.2414 13516.4827 - 0.0000 13517.8897 - 0.0000 13672.7851 - 0.0000 TVM -6726.6869 13517.3738 - 0.0000 13518.9738 - 0.0000 13684.0964 - 0.0000 TIM -6738.0914 13538.1828 - 0.0000 13539.6847 - 0.0000 13699.6953 - 0.0000 K3Pu -6739.7929 13539.5859 - 0.0000 13540.9928 - 0.0000 13695.8882 - 0.0000 TN -6740.0581 13540.1161 - 0.0000 13541.5231 - 0.0000 13696.4185 - 0.0000 HKY -6741.7189 13541.4378 - 0.0000 13542.7530 - 0.0000 13692.5301 - 0.0000 TIM2 -6739.8706 13541.7413 - 0.0000 13543.2432 - 0.0000 13703.2538 - 0.0000 TIMe -6742.9053 13541.8105 - 0.0000 13543.0371 - 0.0000 13687.6927 - 0.0000 K3P -6744.2238 13542.4475 - 0.0000 13543.5886 - 0.0000 13683.1197 - 0.0000 TPM2u -6741.5518 13543.1037 - 0.0000 13544.5106 - 0.0000 13699.4060 - 0.0000 TPM2 -6741.5605 13543.1209 - 0.0000 13544.5279 - 0.0000 13699.4233 - 0.0000 TNe -6744.9280 13543.8560 - 0.0000 13544.9972 - 0.0000 13684.5282 - 0.0000 TIM2e -6744.2462 13544.4924 - 0.0000 13545.7190 - 0.0000 13690.3746 - 0.0000 K2P -6746.2724 13544.5449 - 0.0000 13545.6037 - 0.0000 13680.0069 - 0.0000 F81+R3 -6765.1604 13594.3209 - 0.0000 13595.9209 - 0.0000 13761.0434 - 0.0000 JC+R3 -6769.9522 13597.9045 - 0.0000 13599.2196 - 0.0000 13748.9968 - 0.0000 F81+R4 -6765.1441 13598.2882 - 0.0000 13600.0939 - 0.0000 13775.4309 - 0.0000 JC+R4 -6769.9356 13601.8712 - 0.0000 13603.3731 - 0.0000 13763.3836 - 0.0000 F81+I+G4 -6770.9751 13601.9503 - 0.0000 13603.3572 - 0.0000 13758.2526 - 0.0000 F81+G4 -6773.3335 13604.6669 - 0.0000 13605.9821 - 0.0000 13755.7592 - 0.0000 JC+I+G4 -6775.6599 13605.3197 - 0.0000 13606.4608 - 0.0000 13745.9919 - 0.0000 JC+G4 -6778.0076 13608.0153 - 0.0000 13609.0741 - 0.0000 13743.4773 - 0.0000 F81+R2 -6776.0795 13612.1589 - 0.0000 13613.5659 - 0.0000 13768.4613 - 0.0000 JC+R2 -6780.8140 13615.6280 - 0.0000 13616.7691 - 0.0000 13756.3002 - 0.0000 F81+I -6787.1972 13632.3944 - 0.0000 13633.7096 - 0.0000 13783.4867 - 0.0000 JC+I -6791.8718 13635.7436 - 0.0000 13636.8024 - 0.0000 13771.2056 - 0.0000 F81 -6988.8857 14033.7714 - 0.0000 14034.9980 - 0.0000 14179.6536 - 0.0000 JC -6992.3848 14034.7697 - 0.0000 14035.7493 - 0.0000 14165.0217 - 0.0000

AIC, w-AIC  : Akaike information criterion scores and weights. AICc, w-AICc : Corrected AIC scores and weights. BIC, w-BIC  : Bayesian information criterion scores and weights.

Plus signs denote the 95% confidence sets. Minus signs denote significant exclusion.

SUBSTITUTION PROCESS


Model of substitution: TPM3u+F+R3

Rate parameter R:

 A-C: 2.2434
 A-G: 9.0753
 A-T: 1.0000
 C-G: 2.2434
 C-T: 9.0753
 G-T: 1.0000

State frequencies: (empirical counts from alignment)

 pi(A) = 0.2796
 pi(C) = 0.2485
 pi(G) = 0.2405
 pi(T) = 0.2313

Rate matrix Q:

 A   -0.9633    0.1807    0.7076     0.075
 C    0.2034    -1.059    0.1749    0.6806
 G    0.8227    0.1807    -1.078     0.075
 T   0.09065     0.731   0.07797   -0.8996

Model of rate heterogeneity: FreeRate with 3 categories Site proportion and rates: (0.4882,0.01167) (0.4523,1.312) (0.05954,6.733)

Category  Relative_rate  Proportion
 1         0.01167        0.4882
 2         1.312          0.4523
 3         6.733          0.05954

MAXIMUM LIKELIHOOD TREE


Log-likelihood of the tree: -6484.7034 (s.e. 159.9164) Unconstrained log-likelihood (without tree): -5359.1653 Number of free parameters (#branches + #model parameters): 34 Akaike information criterion (AIC) score: 13037.4069 Corrected Akaike information criterion (AICc) score: 13039.2126 Bayesian information criterion (BIC) score: 13214.5496

Total tree length (sum of branch lengths): 1.0523 Sum of internal branch lengths: 0.2691 (25.5745% of tree length)

NOTE: Tree is UNROOTED although outgroup taxon 'human' is drawn at root

+--human | +--chimp | | +--rhesus +--|

  |      +-------bushbaby
  |   +--|
  |   |  |  +-------rabbit
  |   |  +--|
  |   |     +------elephant
  +---|
      |                 +--mouse
      |     +-----------|
      |     |           +----rat
      |  +--|
      |  |  |         +---------------------------------opossum
      |  |  +---------|
      |  |            |      +-----------platypus
      |  |            +------|
      |  |                   +--------------------------------chicken
      +--|
         |     +--pig
         |  +--|
         |  |  +---cow
         +--|
            +------dog

Tree in newick format:

(human:0.0030783239,chimp:0.0021697421,(rhesus:0.0101007881,((bushbaby:0.0516935606,(rabbit:0.0504519320,elephant:0.0417636379):0.008816):0.007604,(((mouse:0.0218412291,rat:0.0338195871):0.072583,(opossum:0.2034752433,(platypus:0.0761360840,chicken:0.1963884954):0.041933):0.062421):0.017824,((pig:0.0224889495,cow:0.0253462151):0.015545,dog:0.0444600788):0.006520):0.003059):0.023932):0.008895);

TIME STAMP


Date and time: Thu Nov 15 12:42:17 2018 Total CPU time used: 81.8009 seconds (0h:1m:21s) Total wall-clock time used: 7.03197 seconds (0h:0m:7s)