read.table("newproto2.csv", header=T,  sep=",", stringsAsFactors=F, na.strings=c("-1", "")) -> dd3

dd3 %>% filter(bin_compress %in% c("lz4", NA, "snappy"), tuple ==  1000000) %>% group_by( bin_orientation, bin_compress,bin_chunksize) %>% summarise_each(funs(mean,sd,se=sd(.)/sqrt(n()))) %>% mutate(sys2=paste( bin_orientation, bin_compress)) -> df4 

ggplot(df4, aes(fill=sys2, y=time_mean, x=bin_chunksize)) + geom_bar(stat="identity", position="dodge") + scale_x_log10()

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netcat-prot-row-chunk-10000-lz4,netcat,native,unlimited,-1,-1,100,4,0,0.0026438236236572266,7263,14,0.0,0.0,0,1940,row,10000,lz4

netcat-prot-row-chunk-10000-lz4,netcat,native,unlimited,-1,-1,1000,4,0,0.003610849380493164,62450,36,0.0,0.0,0,1864,row,10000,lz4

netcat-prot-row-chunk-10000-lz4,netcat,native,unlimited,-1,-1,10000,4,0,0.012081146240234375,600122,77,0.0,0.0,0,1864,row,10000,lz4

netcat-prot-row-chunk-10000-lz4,netcat,native,unlimited,-1,-1,100000,4,0,0.06975078582763672,5982549,306,0.0,0.0,0,1884,row,10000,lz4

netcat-prot-row-chunk-10000-lz4,netcat,native,unlimited,-1,-1,1000000,4,0,0.6283290386199951,59745423,1550,0.07,0.0,0,1932,row,10000,lz4

system,db,protocol,network,throughput,latency,tuple,run,timeout,time,bytes,packets,cpu_kernel_sec,cpu_user_sec,io_page_faults,memory_max_kb,bin_orientation,bin_chunksize,bin_compress

netcat-prot-col-chunk-1000-lz4,netcat,native,unlimited,-1,-1,1,0,0,0.004554033279418945,570,8,0.0,0.0,0,1896,col,1000,lz4

netcat-prot-col-chunk-1000-lz4,netcat,native,unlimited,-1,-1,100,0,0,0.003557920455932617,6911,14,0.0,0.0,0,1904,col,1000,lz4

netcat-prot-col-chunk-1000-lz4,netcat,native,unlimited,-1,-1,1000,0,0,0.006956815719604492,59174,36,0.0,0.0,0,1896,col,1000,lz4

netcat-prot-col-chunk-1000-lz4,netcat,native,unlimited,-1,-1,10000,0,0,0.014420032501220703,566697,56,0.0,0.0,0,1892,col,1000,lz4

netcat-prot-col-chunk-1000-lz4,netcat,native,unlimited,-1,-1,100000,0,0,0.08941102027893066,5661151,435,0.0,0.0,0,1996,col,1000,lz4

netcat-prot-col-chunk-1000-lz4,netcat,native,unlimited,-1,-1,1000000,0,0,0.7400960922241211,56488868,1316,0.08,0.0,0,1868,col,1000,lz4

netcat-prot-row-chunk-1000-lz4,netcat,native,unlimited,-1,-1,1,0,0,0.0029277801513671875,565,8,0.0,0.0,0,1928,row,1000,lz4

netcat-prot-row-chunk-1000-lz4,netcat,native,unlimited,-1,-1,100,0,0,0.003155946731567383,7307,14,0.0,0.0,0,1900,row,1000,lz4

netcat-prot-row-chunk-1000-lz4,netcat,native,unlimited,-1,-1,1000,0,0,0.003824949264526367,62910,36,0.0,0.0,0,2016,row,1000,lz4

netcat-prot-row-chunk-1000-lz4,netcat,native,unlimited,-1,-1,10000,0,0,0.011831045150756836,604138,60,0.0,0.0,0,1868,row,1000,lz4

netcat-prot-row-chunk-1000-lz4,netcat,native,unlimited,-1,-1,100000,0,0,0.08830618858337402,6036106,385,0.0,0.0,0,1872,row,1000,lz4

netcat-prot-row-chunk-1000-lz4,netcat,native,unlimited,-1,-1,1000000,0,0,0.6720759868621826,60220528,1290,0.07,0.0,0,1928,row,1000,lz4

netcat-prot-col-chunk-1000-snappy,netcat,native,unlimited,-1,-1,1,0,0,0.0029020309448242188,578,8,0.0,0.0,0,2000,col,1000,snappy

netcat-prot-col-chunk-1000-snappy,netcat,native,unlimited,-1,-1,100,0,0,0.0025610923767089844,6696,12,0.0,0.0,0,1940,col,1000,snappy

netcat-prot-col-chunk-1000-snappy,netcat,native,unlimited,-1,-1,1000,0,0,0.003259897232055664,58417,36,0.0,0.0,0,1900,col,1000,snappy

netcat-prot-col-chunk-1000-snappy,netcat,native,unlimited,-1,-1,10000,0,0,0.006950855255126953,566105,115,0.0,0.0,0,1872,col,1000,snappy

netcat-prot-col-chunk-1000-snappy,netcat,native,unlimited,-1,-1,100000,0,0,0.04376506805419922,5635049,713,0.0,0.0,0,1848,col,1000,snappy

netcat-prot-col-chunk-1000-snappy,netcat,native,unlimited,-1,-1,1000000,0,0,0.45489001274108887,56389889,7881,0.05,0.0,0,1884,col,1000,snappy

netcat-prot-row-chunk-1000-snappy,netcat,native,unlimited,-1,-1,1,0,0,0.0033140182495117188,570,8,0.0,0.0,0,1868,row,1000,snappy

netcat-prot-row-chunk-1000-snappy,netcat,native,unlimited,-1,-1,100,0,0,0.003307819366455078,6951,14,0.0,0.0,0,1896,row,1000,snappy

netcat-prot-row-chunk-1000-snappy,netcat,native,unlimited,-1,-1,1000,0,0,0.003668069839477539,59707,36,0.0,0.0,0,1932,row,1000,snappy

netcat-prot-row-chunk-1000-snappy,netcat,native,unlimited,-1,-1,10000,0,0,0.007742881774902344,579423,118,0.0,0.0,0,1884,row,1000,snappy

netcat-prot-row-chunk-1000-snappy,netcat,native,unlimited,-1,-1,100000,0,0,0.06121397018432617,5798483,1037,0.0,0.0,0,1896,row,1000,snappy

netcat-prot-row-chunk-1000-snappy,netcat,native,unlimited,-1,-1,1000000,0,0,0.42333197593688965,57710433,5239,0.05,0.0,0,1864,row,1000,snappy

netcat-prot-col-chunk-1000-None,netcat,native,unlimited,-1,-1,1,0,0,0.0029001235961914062,560,8,0.0,0.0,0,1932,col,1000,

netcat-prot-col-chunk-1000-None,netcat,native,unlimited,-1,-1,100,0,0,0.002682924270629883,12097,18,0.0,0.0,0,1900,col,1000,

netcat-prot-col-chunk-1000-None,netcat,native,unlimited,-1,-1,1000,0,0,0.0030050277709960938,115091,41,0.0,0.0,0,1876,col,1000,

netcat-prot-col-chunk-1000-None,netcat,native,unlimited,-1,-1,10000,0,0,0.005602121353149414,1126187,156,0.0,0.0,0,1896,col,1000,

netcat-prot-col-chunk-1000-None,netcat,native,unlimited,-1,-1,100000,0,0,0.025379180908203125,11261114,1430,0.0,0.0,0,1864,col,1000,

netcat-prot-col-chunk-1000-None,netcat,native,unlimited,-1,-1,1000000,0,0,0.2047431468963623,112285148,9542,0.06,0.0,0,2016,col,1000,

netcat-prot-row-chunk-1000-None,netcat,native,unlimited,-1,-1,1,0,0,0.002911090850830078,552,8,0.0,0.0,0,2016,row,1000,

netcat-prot-row-chunk-1000-None,netcat,native,unlimited,-1,-1,100,0,0,0.0022809505462646484,11993,18,0.0,0.0,0,1872,row,1000,

netcat-prot-row-chunk-1000-None,netcat,native,unlimited,-1,-1,1000,0,0,0.0025131702423095703,114091,41,0.0,0.0,0,1788,row,1000,

netcat-prot-row-chunk-1000-None,netcat,native,unlimited,-1,-1,10000,0,0,0.0072438716888427734,1117279,177,0.0,0.0,0,1844,row,1000,

netcat-prot-row-chunk-1000-None,netcat,native,unlimited,-1,-1,100000,0,0,0.03166604042053223,11166678,1537,0.0,0.0,0,1872,row,1000,

netcat-prot-row-chunk-1000-None,netcat,native,unlimited,-1,-1,1000000,0,0,0.19936203956604004,111125072,6463,0.06,0.0,0,1944,row,1000,

netcat-prot-col-chunk-10000-lz4,netcat,native,unlimited,-1,-1,1,0,0,0.0029821395874023438,570,8,0.0,0.0,0,1864,col,10000,lz4

netcat-prot-col-chunk-10000-lz4,netcat,native,unlimited,-1,-1,100,0,0,0.002562999725341797,6604,12,0.0,0.0,0,1900,col,10000,lz4

netcat-prot-col-chunk-10000-lz4,netcat,native,unlimited,-1,-1,1000,0,0,0.003376007080078125,56761,36,0.0,0.0,0,1868,col,10000,lz4

netcat-prot-col-chunk-10000-lz4,netcat,native,unlimited,-1,-1,10000,0,0,0.00962209701538086,543003,91,0.0,0.0,0,2000,col,10000,lz4

netcat-prot-col-chunk-10000-lz4,netcat,native,unlimited,-1,-1,100000,0,0,0.06282997131347656,5395777,262,0.0,0.0,0,1884,col,10000,lz4

netcat-prot-col-chunk-10000-lz4,netcat,native,unlimited,-1,-1,1000000,0,0,0.5138230323791504,53890185,1181,0.06,0.0,0,1864,col,10000,lz4

netcat-prot-row-chunk-10000-lz4,netcat,native,unlimited,-1,-1,1,0,0,0.0028438568115234375,565,8,0.0,0.0,0,2016,row,10000,lz4

netcat-prot-row-chunk-10000-lz4,netcat,native,unlimited,-1,-1,100,0,0,0.002516031265258789,7263,14,0.0,0.0,0,1896,row,10000,lz4

netcat-prot-row-chunk-10000-lz4,netcat,native,unlimited,-1,-1,1000,0,0,0.003879070281982422,62450,36,0.0,0.0,0,1872,row,10000,lz4

netcat-prot-row-chunk-10000-lz4,netcat,native,unlimited,-1,-1,10000,0,0,0.01514291763305664,601786,109,0.0,0.0,0,1932,row,10000,lz4

netcat-prot-row-chunk-10000-lz4,netcat,native,unlimited,-1,-1,100000,0,0,0.08289313316345215,5983277,320,0.0,0.0,0,1848,row,10000,lz4

netcat-prot-row-chunk-10000-lz4,netcat,native,unlimited,-1,-1,1000000,0,0,0.6870808601379395,59730991,1276,0.08,0.0,0,2000,row,10000,lz4

netcat-prot-col-chunk-10000-snappy,netcat,native,unlimited,-1,-1,1,0,0,0.0032219886779785156,578,8,0.0,0.0,0,1872,col,10000,snappy

netcat-prot-col-chunk-10000-snappy,netcat,native,unlimited,-1,-1,100,0,0,0.0028989315032958984,6385,12,0.0,0.0,0,1892,col,10000,snappy

netcat-prot-col-chunk-10000-snappy,netcat,native,unlimited,-1,-1,1000,0,0,0.0034389495849609375,55160,33,0.0,0.0,0,2000,col,10000,snappy

netcat-prot-col-chunk-10000-snappy,netcat,native,unlimited,-1,-1,10000,0,0,0.009198904037475586,534648,130,0.0,0.0,0,1844,col,10000,snappy

netcat-prot-col-chunk-10000-snappy,netcat,native,unlimited,-1,-1,100000,0,0,0.04487204551696777,5317149,729,0.0,0.0,0,1876,col,10000,snappy

netcat-prot-col-chunk-10000-snappy,netcat,native,unlimited,-1,-1,1000000,0,0,0.5148358345031738,53187019,7392,0.05,0.0,0,1788,col,10000,snappy

netcat-prot-row-chunk-10000-snappy,netcat,native,unlimited,-1,-1,1,0,0,0.0034720897674560547,570,8,0.0,0.0,0,1876,row,10000,snappy

netcat-prot-row-chunk-10000-snappy,netcat,native,unlimited,-1,-1,100,0,0,0.003432035446166992,6926,14,0.0,0.0,0,1792,row,10000,snappy

netcat-prot-row-chunk-10000-snappy,netcat,native,unlimited,-1,-1,1000,0,0,0.0037980079650878906,59514,36,0.0,0.0,0,1904,row,10000,snappy

netcat-prot-row-chunk-10000-snappy,netcat,native,unlimited,-1,-1,10000,0,0,0.009452104568481445,577180,120,0.0,0.0,0,1864,row,10000,snappy

netcat-prot-row-chunk-10000-snappy,netcat,native,unlimited,-1,-1,100000,0,0,0.05101799964904785,5757504,715,0.0,0.0,0,1900,row,10000,snappy

netcat-prot-row-chunk-10000-snappy,netcat,native,unlimited,-1,-1,1000000,0,0,0.48279285430908203,57531606,6556,0.07,0.0,0,1844,row,10000,snappy

netcat-prot-col-chunk-10000-None,netcat,native,unlimited,-1,-1,1,0,0,0.0030791759490966797,560,8,0.0,0.0,0,1872,col,10000,

netcat-prot-col-chunk-10000-None,netcat,native,unlimited,-1,-1,100,0,0,0.003802061080932617,11921,18,0.0,0.0,0,1896,col,10000,

netcat-prot-col-chunk-10000-None,netcat,native,unlimited,-1,-1,1000,0,0,0.004087924957275391,113267,41,0.0,0.0,0,2012,col,10000,

netcat-prot-col-chunk-10000-None,netcat,native,unlimited,-1,-1,10000,0,0,0.0074460506439208984,1108883,174,0.0,0.0,0,1876,col,10000,

netcat-prot-col-chunk-10000-None,netcat,native,unlimited,-1,-1,100000,0,0,0.03196096420288086,11053322,942,0.0,0.0,0,1876,col,10000,

netcat-prot-col-chunk-10000-None,netcat,native,unlimited,-1,-1,1000000,0,0,0.15407395362854004,110343780,7288,0.05,0.0,0,1896,col,10000,

netcat-prot-row-chunk-10000-None,netcat,native,unlimited,-1,-1,1,0,0,0.0029151439666748047,552,8,0.0,0.0,0,1872,row,10000,

netcat-prot-row-chunk-10000-None,netcat,native,unlimited,-1,-1,100,0,0,0.0026450157165527344,11697,14,0.0,0.0,0,1896,row,10000,

netcat-prot-row-chunk-10000-None,netcat,native,unlimited,-1,-1,1000,0,0,0.003464937210083008,113179,41,0.0,0.0,0,1872,row,10000,

netcat-prot-row-chunk-10000-None,netcat,native,unlimited,-1,-1,10000,0,0,0.006300926208496094,1102231,63,0.0,0.0,0,1904,row,10000,

netcat-prot-row-chunk-10000-None,netcat,native,unlimited,-1,-1,100000,0,0,0.028084993362426758,11055814,1159,0.0,0.0,0,1944,row,10000,

netcat-prot-row-chunk-10000-None,netcat,native,unlimited,-1,-1,1000000,0,0,0.16552996635437012,110298448,8104,0.05,0.0,0,1996,row,10000,

netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1,0,0,0.003194093704223633,570,8,0.0,0.0,0,1896,col,100000,lz4

netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,100,0,0,0.0030050277709960938,6569,12,0.0,0.0,0,1944,col,100000,lz4

netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1000,0,0,0.003922939300537109,54622,34,0.0,0.0,0,1896,col,100000,lz4

netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,10000,0,0,0.01061391830444336,527125,61,0.0,0.0,0,2000,col,100000,lz4

netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,100000,0,0,0.0678091049194336,5249922,210,0.0,0.0,0,1848,col,100000,lz4

netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1000000,0,0,0.5156261920928955,52455840,1199,0.07,0.0,0,1904,col,100000,lz4

netcat-prot-row-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1,0,0,0.003144979476928711,565,8,0.0,0.0,0,1892,row,100000,lz4

netcat-prot-row-chunk-100000-lz4,netcat,native,unlimited,-1,-1,100,0,0,0.0028591156005859375,7102,11,0.0,0.0,0,1900,row,100000,lz4

netcat-prot-row-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1000,0,0,0.004249095916748047,62590,39,0.0,0.0,0,1932,row,100000,lz4

netcat-prot-row-chunk-100000-lz4,netcat,native,unlimited,-1,-1,10000,0,0,0.009670019149780273,600714,97,0.0,0.0,0,1864,row,100000,lz4

netcat-prot-row-chunk-100000-lz4,netcat,native,unlimited,-1,-1,100000,0,0,0.06794595718383789,5978032,300,0.0,0.0,0,1864,row,100000,lz4

netcat-prot-row-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1000000,0,0,0.6620690822601318,59687368,1325,0.08,0.0,0,1872,row,100000,lz4

netcat-prot-col-chunk-100000-snappy,netcat,native,unlimited,-1,-1,1,0,0,0.002972126007080078,578,8,0.0,0.0,0,1792,col,100000,snappy

netcat-prot-col-chunk-100000-snappy,netcat,native,unlimited,-1,-1,100,0,0,0.002722024917602539,6313,12,0.0,0.0,0,1864,col,100000,snappy

netcat-prot-col-chunk-100000-snappy,netcat,native,unlimited,-1,-1,1000,0,0,0.0029997825622558594,52014,36,0.0,0.0,0,1844,col,100000,snappy

netcat-prot-col-chunk-100000-snappy,netcat,native,unlimited,-1,-1,10000,0,0,0.0059130191802978516,501227,94,0.0,0.0,0,2012,col,100000,snappy

netcat-prot-col-chunk-100000-snappy,netcat,native,unlimited,-1,-1,100000,0,0,0.041771888732910156,5009917,568,0.0,0.0,0,2016,col,100000,snappy

netcat-prot-col-chunk-100000-snappy,netcat,native,unlimited,-1,-1,1000000,0,0,0.3306388854980469,50169542,6681,0.05,0.0,0,1944,col,100000,snappy

netcat-prot-row-chunk-100000-snappy,netcat,native,unlimited,-1,-1,1,0,0,0.002953052520751953,570,8,0.0,0.0,0,1848,row,100000,snappy

netcat-prot-row-chunk-100000-snappy,netcat,native,unlimited,-1,-1,100,0,0,0.003017902374267578,6919,14,0.0,0.0,0,1904,row,100000,snappy

netcat-prot-row-chunk-100000-snappy,netcat,native,unlimited,-1,-1,1000,0,0,0.004124879837036133,59473,36,0.0,0.0,0,1876,row,100000,snappy

netcat-prot-row-chunk-100000-snappy,netcat,native,unlimited,-1,-1,10000,0,0,0.007725954055786133,577270,129,0.0,0.0,0,1932,row,100000,snappy

netcat-prot-row-chunk-100000-snappy,netcat,native,unlimited,-1,-1,100000,0,0,0.054801225662231445,5754702,742,0.0,0.0,0,2016,row,100000,snappy

netcat-prot-row-chunk-100000-snappy,netcat,native,unlimited,-1,-1,1000000,0,0,0.44826388359069824,57475248,6223,0.06,0.0,0,1872,row,100000,snappy

netcat-prot-col-chunk-100000-None,netcat,native,unlimited,-1,-1,1,0,0,0.002874135971069336,560,8,0.0,0.0,0,1940,col,100000,

netcat-prot-col-chunk-100000-None,netcat,native,unlimited,-1,-1,100,0,0,0.0027539730072021484,11697,14,0.0,0.0,0,1848,col,100000,

netcat-prot-col-chunk-100000-None,netcat,native,unlimited,-1,-1,1000,0,0,0.0036530494689941406,113123,41,0.0,0.0,0,1876,col,100000,

netcat-prot-col-chunk-100000-None,netcat,native,unlimited,-1,-1,10000,0,0,0.006930828094482422,1108407,195,0.0,0.0,0,1860,col,100000,

netcat-prot-col-chunk-100000-None,netcat,native,unlimited,-1,-1,100000,0,0,0.026493072509765625,11051242,1206,0.0,0.0,0,1948,col,100000,

netcat-prot-col-chunk-100000-None,netcat,native,unlimited,-1,-1,1000000,0,0,0.1600339412689209,110297864,9445,0.04,0.0,0,1788,col,100000,

netcat-prot-row-chunk-100000-None,netcat,native,unlimited,-1,-1,1,0,0,0.002415895462036133,552,8,0.0,0.0,0,1844,row,100000,

netcat-prot-row-chunk-100000-None,netcat,native,unlimited,-1,-1,100,0,0,0.0022630691528320312,11793,16,0.0,0.0,0,1896,row,100000,

netcat-prot-row-chunk-100000-None,netcat,native,unlimited,-1,-1,1000,0,0,0.0032100677490234375,113107,41,0.0,0.0,0,1928,row,100000,

netcat-prot-row-chunk-100000-None,netcat,native,unlimited,-1,-1,10000,0,0,0.005537986755371094,1107115,172,0.0,0.0,0,1848,row,100000,

netcat-prot-row-chunk-100000-None,netcat,native,unlimited,-1,-1,100000,0,0,0.03398394584655762,11046766,1134,0.0,0.0,0,1864,row,100000,

netcat-prot-row-chunk-100000-None,netcat,native,unlimited,-1,-1,1000000,0,0,0.2342369556427002,110266482,8997,0.06,0.0,0,1868,row,100000,

netcat-prot-col-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,1,0,0,0.0033349990844726562,570,8,0.0,0.0,0,1848,col,1000000,lz4

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netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1,1,0,0.002599000930786133,570,8,0.0,0.0,0,1952,col,100000,lz4

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