So, I come in this morning, and I also find that the behavior is not
Happening any longer as well. Perhaps it has to do with Memory utilization
and some built-in safeguards to avoid Memory Problems by truncating the
numerics? It's extermely frustrating that it I can no longer make this
happen.
On Wed, Mar 14, 2018 at 8:05 PM, Joris Meys <jorism...@gmail.com> wrote:
> My apologies for not including sessionInfo(), and I'm a bit angry at
> myself for that. Retrying in a fresh session of R, I get different results.
> More specifically, I get the expected result where accuracy is the same in
> the first and the last line. As I didn't include my sessionInfo() in my
> previous mail, I can't figure out why I now have a different result. So I'm
> positive I've seen the behaviour described by Gregory, but I can't
> reproduce consistently.
>
> Results and session Info below.
>
> Cheers
> Joris
>
> df = data.frame(replicate(100, runif(1000000, 0,1)))
> write.csv(df, "temp.csv")
>
> > system('head -n2 temp.csv')
> "","X1","X2","X3","X4","X5","X6","X7","X8","X9","X10","X11"
> ,"X12","X13","X14","X15","X16","X17","X18","X19","X20","X21"
> ,"X22","X23","X24","X25","X26","X27","X28","X29","X30","X31"
> ,"X32","X33","X34","X35","X36","X37","X38","X39","X40","X41"
> ,"X42","X43","X44","X45","X46","X47","X48","X49","X50","X51"
> ,"X52","X53","X54","X55","X56","X57","X58","X59","X60","X61"
> ,"X62","X63","X64","X65","X66","X67","X68","X69","X70","X71"
> ,"X72","X73","X74","X75","X76","X77","X78","X79","X80","X81"
> ,"X82","X83","X84","X85","X86","X87","X88","X89","X90","X91"
> ,"X92","X93","X94","X95","X96","X97","X98","X99","X100"
> "1",0.278388975420967,0.370451691094786,0.717217007186264,0.
> 116161955753341,0.144262576242909,0.937281515449286,0.373484081588686,0.
> 955863541224971,0.826917823404074,0.821003203978762,0.592950115678832,0.
> 0627794633619487,0.815737818833441,0.0805139308795333,0.238502083579078,0.
> 509200588334352,0.73775092815049,0.868772336747497,0.0352788285817951,0.
> 96509046619758,0.403636189643294,0.435718205757439,0.0162769011221826,0.
> 597037401981652,0.504837732296437,0.206882111029699,0.883217994589359,0.
> 548339378088713,0.294472687412053,0.996299823047593,0.84715538774617,0.
> 206719091162086,0.936834576772526,0.439650829415768,0.48171737533994,0.
> 847850588615984,0.168411831371486,0.74452265072614,0.148969533387572,0.
> 410039864480495,0.778313281945884,0.432499173562974,0.512454774230719,0.
> 16644035698846,0.82063413807191,0.978053349768743,0.99700310616754,0.
> 874686364317313,0.796479270327836,0.816980117466301,0.274035695008934,0.
> 00785374757833779,0.678476774599403,0.660274159396067,0.184961069142446,0.
> 681200950173661,0.611048432299867,0.73395977425389,0.209964233217761,0.
> 310086127603427,0.975754244253039,0.125808657845482,0.015794032253325,0.
> 526331929024309,0.531722096726298,0.59097072808072,0.815139955608174,0.
> 529103851644322,0.183188699418679,0.910278890514746,0.237709420500323,0.
> 752752122003585,0.14534721034579,0.00572531204670668,0.222574554383755,0.
> 895228188252077,0.899962505558506,0.987743409816176,0.592631630599499,0.
> 948386731324717,0.86595072131604,0.0715177122037858,0.0426598901394755,0.
> 336731978459284,0.641609625890851,0.949697833275422,0.26424896903336,0.
> 528028564760461,0.562290757661685,0.653207891387865,0.513830083655193,0.
> 818740799557418,0.86044091056101,0.790382120991126,0.227793522411957,0.
> 580261130817235,0.181467723799869,0.295633365400136,0.548259064555168,0.
> 833231552969664
> > system('powershell -nologo & Get-Content -Path temp.csv -Tail 1')
> "1000000",0.946863592602313,0.656343327835202,0.627083137864247,0.
> 482342466711998,0.337082419078797,0.424337374512106,0.626660786569118,0.
> 870844106189907,0.78627574048005,0.0107703430112451,0.50574235082604,0.
> 182688802946359,0.29385484661907,0.0441680049989372,0.375604564556852,0.
> 895043386844918,0.510951161850244,0.865806604968384,0.0833957826253027,0.
> 100834607845172,0.139034334337339,0.854574690107256,0.121182460337877,0.
> 86904955166392,0.616418665507808,0.616997531382367,0.325345175806433,0.
> 487117795739323,0.00973135000094771,0.304118999978527,0.
> 0132197963539511,0.654607841046527,0.896146323531866,0.358923224499449,0.
> 968490360304713,0.757937406655401,0.926832290366292,0.863271801266819,0.
> 325824091676623,0.140821835258976,0.550571520347148,0.645497811725363,0.
> 545551799703389,0.440615838393569,0.296690225601196,0.838868388207629,0.
> 488215223187581,0.512655091006309,0.764586469857022,0.156665422255173,0.
> 109298826660961,0.660329486243427,0.220234925625846,0.192423258908093,0.
> 672684306278825,0.239764124620706,0.754978574579582,0.636799369007349,0.
> 240582759492099,0.458807958755642,0.196174292825162,0.477994701592252,0.
> 725636600283906,0.473409370519221,0.741089153569192,0.906417449470609,0.
> 540478575974703,0.360421892022714,0.933905930491164,0.631188633851707,0.
> 416520888684317,0.485372453462332,0.700725849252194,0.186034456361085,0.
> 903570784721524,0.0693298415280879,0.261779377236962,0.128776200115681,0.
> 0801852298900485,0.665786169003695,0.144309232477099,0.485807131510228,0.
> 0646850543562323,0.909404250094667,0.848976222565398,0.862456669798121,0.
> 949187902035192,0.240288577275351,0.177118748193607,0.0833796421065927,0.
> 0747064722236246,0.107194342184812,0.774909492349252,0.424547733273357,0.
> 848057812545449,0.913047505775467,0.134580536745489,0.904593974584714,0.
> 90503191947937,0.386907825712115
>
> > sessionInfo()
> R version 3.4.3 (2017-11-30)
> Platform: x86_64-w64-mingw32/x64 (64-bit)
> Running under: Windows >= 8 x64 (build 9200)
>
> Matrix products: default
>
> locale:
> [1] LC_COLLATE=English_United Kingdom.1252 LC_CTYPE=English_United
> Kingdom.1252
> [3] LC_MONETARY=English_United Kingdom.1252 LC_NUMERIC=C
>
> [5] LC_TIME=English_United Kingdom.1252
>
> attached base packages:
> [1] stats graphics grDevices utils datasets methods base
>
> loaded via a namespace (and not attached):
> [1] compiler_3.4.3 tools_3.4.3 yaml_2.1.18
>
> On Wed, Mar 14, 2018 at 7:32 PM, Ista Zahn <istaz...@gmail.com> wrote:
>
>> I don't see the issue here. It would be helpful if people would report
>> their sessionInfo() when reporting whether or not they see this issue.
>> Mine is
>>
>> > sessionInfo()
>> R version 3.4.3 (2017-11-30)
>> Platform: x86_64-pc-linux-gnu (64-bit)
>> Running under: Arch Linux
>>
>> Matrix products: default
>> BLAS/LAPACK: /usr/lib/libopenblas_haswellp-r0.2.20.so
>>
>> locale:
>> [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
>> [3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
>> [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
>> [7] LC_PAPER=en_US.UTF-8 LC_NAME=C
>> [9] LC_ADDRESS=C LC_TELEPHONE=C
>> [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
>>
>> attached base packages:
>> [1] stats graphics grDevices utils datasets methods base
>>
>> loaded via a namespace (and not attached):
>> [1] compiler_3.4.3 rmsfact_0.0.3 cowsay_0.5.0 fortunes_1.5-4
>>
>> On Wed, Mar 14, 2018 at 12:02 PM, Gregory Michaelson <g...@datarobot.com>
>> wrote:
>> > I ran this code in RStudio Server on a linux machine, but I don’t know
>> the version offhand. I will try to get it tomorrow. Thanks.
>> >
>> > Thanks,
>> > Greg Michaelson
>> > www.datarobot.com
>> > 704-981-1118
>> >
>> >
>> >
>> >
>> >> On Mar 14, 2018, at 4:47 PM, Joris Meys <jorism...@gmail.com> wrote:
>> >>
>> >> To my surprise, I can confirm on Windows 10 using R 3.4.3 . As tail is
>> not recognized by Windows cmd, I replaced with:
>> >>
>> >> system('powershell -nologo "& "Get-Content -Path temp.csv -Tail 1')
>> >>
>> >> The last line shows only 7 digits after the decimal, whereas the first
>> have 15 digits after the decimal. I agree with Dirk though, 1.6Gb csv files
>> are not the best way to work with datasets.
>> >>
>> >> Cheers
>> >> Joris
>> >>
>> >>
>> >>
>> >> On Wed, Mar 14, 2018 at 1:53 PM, Dirk Eddelbuettel <e...@debian.org
>> <mailto:e...@debian.org>> wrote:
>> >>
>> >> What OS are you on? On Ubuntu 17.10 with R 3.4.3 all seems well (see
>> >> below for your example, I just added a setwd()).
>> >>
>> >> [ That said, I long held a (apparently minority) view that csv is for
>> all
>> >> intends and purposes a less-than-ideal format. If you have that much
>> data,
>> >> you do generally not want to serialize it back and forth as that is
>> slow, and
>> >> may drop precision. The rds format is great for R alone; we now have
>> C code
>> >> to read it from other apps (in the librdata repo by Evan Miller).
>> Different
>> >> portable serializations work too (protocol buffer, msgpack, ...),
>> there are
>> >> databases and on and on... ]
>> >>
>> >> Dirk
>> >>
>> >>
>> >> R> df <- data.frame(replicate(100, runif(1000000, 0,1)))
>> >> R> setwd("/tmp")
>> >> R> write.csv(df, "temp.csv")
>> >> R> system('tail -n1 temp.csv')
>> >> "1000000",0.11496100993827 <+49%206100%20993827>,0.7
>> 40764639340341,0.519190795486793,0.736045523779467,0.5371154
>> 48853001,0.769496953347698,0.102257401449606,0.4376177245285
>> 36,0.173321532085538,0.351960731903091,0.397348914295435,0.4
>> 96789071243256,0.463006566744298,0.573105450021103,0.5751964
>> 29155767,0.821617329493165,0.112913676071912,0.1875801463611
>> 42,0.121353451395407,0.576333721866831,0.00763232703320682,
>> 0.468676633667201,0.451408475637436,0.0172415724955499,0.946
>> 199159137905,0.439950440311804,0.109224532730877,0.657066411
>> 571577,0.0524766123853624,0.54859598656185,0.94473168021068,
>> 0.500153199071065,0.636756601976231,0.221365773351863,0.6201
>> 96332456544,0.559639401268214,0.198483835440129,0.3978746519
>> 42402,0.710652963491157,0.317212327616289,0.239299293374643,
>> 0.0606942125596106,0.165786643279716,0.667431530542672,0.436
>> 631754040718,0.812185280025005,0.374252707697451,0.421187321
>> 422622,0.730321826180443,0.904493971262127,0.399387824581936
>> ,0.650714065413922,0.594219180056825,0.147960299625993,0.941
>> 945064114407,0.357223904458806,0.275038427906111,0.191008436
>> 959237,0.957893384154886,0.211530723143369,0.680650093592703
>> ,0.503884038887918,0.754094189498574,0.74776051659137,0.6736
>> 91919771954,0.236221367260441,0.825558929471299,0.2107195958
>> 9608,0.246618688805029,0.686810691142455,0.0247942050918937,
>> 0.572868114337325,0.494058627169579,0.684360746992752,0.0139
>> 967589639127,0.626861660508439,0.417218193877488,0.410173830
>> 809072,0.390906651504338,0.477168896235526,0.382211019750684
>> ,0.597674581920728,0.198329919017851,0.0684413285925984,0.45
>> 0342149706557,0.133007253985852,0.755873151356354,0.37286273
>> 7858668,0.762442974606529,0.582133987685665,0.69204888353124
>> 3,0.259269661735743,0.147847984684631,0.635266482364386,0.32
>> 0955650880933,0.00151186063885689,0.446474697208032,0.067366
>> 2247136235,0.791947861900553,0.0973296447191387
>> >> R> system('head -n2 temp.csv')
>> >> "","X1","X2","X3","X4","X5","X6","X7","X8","X9","X10","X11",
>> "X12","X13","X14","X15","X16","X17","X18","X19","X20","X21",
>> "X22","X23","X24","X25","X26","X27","X28","X29","X30","X31",
>> "X32","X33","X34","X35","X36","X37","X38","X39","X40","X41",
>> "X42","X43","X44","X45","X46","X47","X48","X49","X50","X51",
>> "X52","X53","X54","X55","X56","X57","X58","X59","X60","X61",
>> "X62","X63","X64","X65","X66","X67","X68","X69","X70","X71",
>> "X72","X73","X74","X75","X76","X77","X78","X79","X80","X81",
>> "X82","X83","X84","X85","X86","X87","X88","X89","X90","X91",
>> "X92","X93","X94","X95","X96","X97","X98","X99","X100"
>> >> "1",0.995067856274545,0.0237177284434438,0.839840568602085,
>> 0.99880409357138,0.455015312181786,0.967688028467819,0.19119
>> 4181796163,0.903533136472106,0.570170691236854,0.8623011896
>> 8524,0.23530788696371,0.30707904486917,0.256274404237047,0.3
>> 69592409580946,0.989929250674322,0.50812312704511,0.80681913
>> 3926183,0.536566868191585,0.0863138805143535,0.2945238510146
>> 74,0.676951135974377,0.195627561537549,0.261776751372963,0.3
>> 83222601376474,0.578275503357872,0.79082652577199,0.19860127
>> 940774,0.0204593606758863,0.659964868798852,0.42379029514268
>> ,0.69516694964841,0.0594558380544186,0.124592808773741,0.289
>> 328144863248,0.524508266709745,0.84306427766569,0.3170276628
>> 80719,0.273440480465069,0.111866136547178,0.217484838794917,
>> 0.354757327819243,0.973936082562432,0.673076402861625,0.3009
>> 48366522789,0.219195493729785,0.912278874544427,0.2767684240
>> 82547,0.959344451315701,0.500720858341083,0.431024399353191,
>> 0.814444699790329,0.0738761406391859,0.600137831410393,0.639
>> 816240407526,0.405302967177704,0.941259450744838,0.190415472
>> 723544,0.0382565588224679,0.486769351176918,0.12764704995788
>> 6,0.558708024444059,0.686994878342375,0.176803215174004,0.79
>> 4697789475322,0.59406904829666,0.0897431457415223,0.19654908
>> 2174897,0.0750515828840435,0.736311340238899,0.0049487866926
>> 9383,0.383522965712473,0.960385771468282,0.101023471681401,
>> 0.209177070530131,0.798869548132643,0.147874428424984,0.1872
>> 38642480224,0.148522146046162,0.32379064662382,0.62060181144
>> 6249,0.201180462958291,0.179565666476265,0.466121524339542,
>> 0.245493365218863,0.980698639061302,0.342919659335166,0.3877
>> 80519668013,0.393966492731124,0.148554262006655,0.5217247058
>> 17178,0.722740866011009,0.105151653522626,0.461909410310909,
>> 0.905382365221158,0.0736293855588883,0.636923864483833,0.540
>> 197744267061,0.425208077067509,0.666353516280651,0.584139186656103
>> >> R>
>> >>
>> >> --
>> >> http://dirk.eddelbuettel.com <http://dirk.eddelbuettel.com/> |
>> @eddelbuettel | e...@debian.org <mailto:e...@debian.org>
>> >> ______________________________________________
>> >> R-devel@r-project.org <mailto:R-devel@r-project.org> mailing list
>> >> https://stat.ethz.ch/mailman/listinfo/r-devel <
>> https://stat.ethz.ch/mailman/listinfo/r-devel>
>> >>
>> >>
>> >>
>> >> --
>> >> Joris Meys
>> >> Statistical consultant
>> >>
>> >> Department of Data Analysis and Mathematical Modelling
>> >> Ghent University
>> >> Coupure Links 653, B-9000 Gent (Belgium
>> <https://maps.google.com/?q=Coupure+Links+653,+B-9000+Gent+(Belgium&entry=gmail&source=g>
>> )
>> >> <https://maps.google.com/?q=Coupure+links+653,%C2%A0B-9000+
>> Gent,%C2%A0Belgium&entry=gmail&source=g>
>> >>
>> >> -----------
>> >> Biowiskundedagen 2017-2018
>> >> http://www.biowiskundedagen.ugent.be/ <http://www.biowiskundedagen.u
>> gent.be/>
>> >>
>> >> -------------------------------
>> >> Disclaimer : http://helpdesk.ugent.be/e-maildisclaimer.php <
>> http://helpdesk.ugent.be/e-maildisclaimer.php>
>> >
>> > [[alternative HTML version deleted]]
>> >
>> > ______________________________________________
>> > R-devel@r-project.org mailing list
>> > https://stat.ethz.ch/mailman/listinfo/r-devel
>>
>
>
>
> --
> Joris Meys
> Statistical consultant
>
> Department of Data Analysis and Mathematical Modelling
> Ghent University
> Coupure Links 653, B-9000 Gent (Belgium)
>
> <https://maps.google.com/?q=Coupure+links+653,%C2%A0B-9000+Gent,%C2%A0Belgium&entry=gmail&source=g>
>
> -----------
> Biowiskundedagen 2017-2018
> http://www.biowiskundedagen.ugent.be/
>
> -------------------------------
> Disclaimer : http://helpdesk.ugent.be/e-maildisclaimer.php
>
--
Greg
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