reading_package manip_package op type time size max_memory rows cols data.table data.table setup process 0.0535136759999999 1641999923 6853369856 14388451 11 data.table data.table setup real 0.05351758003234863 1641999923 6853369856 14388451 11 data.table data.table read process 28.634132631 1641999923 6853369856 14388451 11 data.table data.table read real 5.829838037490845 1641999923 6853369856 14388451 11 data.table data.table print process 0.011972201999999044 1641999923 6853369856 14388451 11 data.table data.table print real 0.011974573135375977 1641999923 6853369856 14388451 11 data.table data.table head process 2.2678200000214588e-4 1641999923 6853369856 14388451 11 data.table data.table head real 2.281665802001953e-4 1641999923 6853369856 14388451 11 data.table data.table tail process 1.8586699999900702e-4 1641999923 6853369856 14388451 11 data.table data.table tail real 0.00018739700317382812 1641999923 6853369856 14388451 11 data.table data.table sample process 6.299819999995293e-4 1641999923 6853369856 14388451 11 data.table data.table sample real 6.320476531982422e-4 1641999923 6853369856 14388451 11 data.table data.table filter process 0.34992646499999935 1641999923 6853369856 14388451 11 data.table data.table filter real 0.10343503952026367 1641999923 6853369856 14388451 11 data.table data.table aggregate process 1.6930106420000008 1641999923 6853369856 14388451 11 data.table data.table aggregate real 0.76350998878479 1641999923 6853369856 14388451 11 read.delim base setup process 2.617000000038061e-6 1641999923 6637604864 14388451 11 read.delim base setup real 4.291534423828125e-6 1641999923 6637604864 14388451 11 read.delim base read process 72.30426375399999 1641999923 6637604864 14388451 11 read.delim base read real 72.30614757537842 1641999923 6637604864 14388451 11 read.delim base print process 0.0059510929999930795 1641999923 6637604864 14388451 11 read.delim base print real 0.0059528350830078125 1641999923 6637604864 14388451 11 read.delim base head process 1.9695099999239574e-4 1641999923 6637604864 14388451 11 read.delim base head real 1.983642578125e-4 1641999923 6637604864 14388451 11 read.delim base tail process 4.1288200000622055e-4 1641999923 6637604864 14388451 11 read.delim base tail real 4.1413307189941406e-4 1641999923 6637604864 14388451 11 read.delim base sample process 3.71048000005203e-4 1641999923 6637604864 14388451 11 read.delim base sample real 3.726482391357422e-4 1641999923 6637604864 14388451 11 read.delim base filter process 1.2673573149999982 1641999923 6637604864 14388451 11 read.delim base filter real 1.2681455612182617 1641999923 6637604864 14388451 11 read.delim base aggregate process 0.8941533619999973 1641999923 6637604864 14388451 11 read.delim base aggregate real 0.8941662311553955 1641999923 6637604864 14388451 11 readr dplyr setup process 0.33623017600000016 1641999923 7415922688 14388451 11 readr dplyr setup real 0.3362598419189453 1641999923 7415922688 14388451 11 readr dplyr read process 37.30245180599999 1641999923 7415922688 14388451 11 readr dplyr read real 37.303383588790894 1641999923 7415922688 14388451 11 readr dplyr print process 0.12003345499999796 1641999923 7415922688 14388451 11 readr dplyr print real 0.14695501327514648 1641999923 7415922688 14388451 11 readr dplyr head process 0.0013562000000035823 1641999923 7415922688 14388451 11 readr dplyr head real 0.0013580322265625 1641999923 7415922688 14388451 11 readr dplyr tail process 6.067529999995713e-4 1641999923 7415922688 14388451 11 readr dplyr tail real 6.082057952880859e-4 1641999923 7415922688 14388451 11 readr dplyr sample process 0.01610033400000077 1641999923 7415922688 14388451 11 readr dplyr sample real 0.01610279083251953 1641999923 7415922688 14388451 11 readr dplyr filter process 0.24887825199999725 1641999923 7415922688 14388451 11 readr dplyr filter real 0.24891424179077148 1641999923 7415922688 14388451 11 readr dplyr aggregate process 0.5376497970000003 1641999923 7415922688 14388451 11 readr dplyr aggregate real 0.5376534461975098 1641999923 7415922688 14388451 11 vroom base setup process 0.233707 1666833417 6815055872 14776615 11 vroom base setup real 0.23376321099931374 1666833417 6815055872 14776615 11 vroom base read process 17.640452000000003 1666833417 6815055872 14776615 11 vroom base read real 1.3566655699978583 1666833417 6815055872 14776615 11 vroom base print process 0.1533760000000015 1666833417 6815055872 14776615 11 vroom base print real 0.15729006798937917 1666833417 6815055872 14776615 11 vroom base head process 0.0020479999999984955 1666833417 6815055872 14776615 11 vroom base head real 0.0020507239969447255 1666833417 6815055872 14776615 11 vroom base tail process 4.980000000003315e-4 1666833417 6815055872 14776615 11 vroom base tail real 5.036990041844547e-4 1666833417 6815055872 14776615 11 vroom base sample process 2.119999999976585e-4 1666833417 6815055872 14776615 11 vroom base sample real 2.1384801948443055e-4 1666833417 6815055872 14776615 11 vroom base filter process 1.1206159999999983 1666833417 6815055872 14776615 11 vroom base filter real 1.1206832609605044 1666833417 6815055872 14776615 11 vroom base aggregate process 8.975451 1666833417 6815055872 14776615 11 vroom base aggregate real 7.352519184001721 1666833417 6815055872 14776615 11 vroom dplyr setup process 0.443401 1666833417 6881202176 14776615 11 vroom dplyr setup real 0.4445208079996519 1666833417 6881202176 14776615 11 vroom dplyr read process 16.979603 1666833417 6881202176 14776615 11 vroom dplyr read real 1.2900599709828384 1666833417 6881202176 14776615 11 vroom dplyr print process 0.07167099999999849 1666833417 6881202176 14776615 11 vroom dplyr print real 0.07509800099069253 1666833417 6881202176 14776615 11 vroom dplyr head process 0.0017300000000020077 1666833417 6881202176 14776615 11 vroom dplyr head real 0.00173125701257959 1666833417 6881202176 14776615 11 vroom dplyr tail process 3.6899999999917554e-4 1666833417 6881202176 14776615 11 vroom dplyr tail real 3.7027703365311027e-4 1666833417 6881202176 14776615 11 vroom dplyr sample process 0.010666000000000508 1666833417 6881202176 14776615 11 vroom dplyr sample real 0.010672853037249297 1666833417 6881202176 14776615 11 vroom dplyr filter process 1.3317319999999988 1666833417 6881202176 14776615 11 vroom dplyr filter real 1.3320457949885167 1666833417 6881202176 14776615 11 vroom dplyr aggregate process 3.956316000000001 1666833417 6881202176 14776615 11 vroom dplyr aggregate real 3.9592064779717475 1666833417 6881202176 14776615 11 vroom_no_altrep dplyr setup process 0.301629645 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr setup real 0.3016328811645508 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr read process 47.375392178000006 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr read real 18.417577743530273 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr print process 0.1009485880000014 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr print real 0.11608505249023438 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr head process 0.001024977000000149 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr head real 0.0010266304016113281 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr tail process 4.7993700000148465e-4 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr tail real 4.813671112060547e-4 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr sample process 0.013319092999999782 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr sample real 0.0133209228515625 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr filter process 0.960716675999997 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr filter real 0.9607300758361816 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr aggregate process 1.2211422310000017 1641999923 7029014528 14388451 11 vroom_no_altrep dplyr aggregate real 1.2211759090423584 1641999923 7029014528 14388451 11