Fast aggregation of large data (e.g. 100GB in RAM), fast ordered joins, fast add/modify/delete of columns by group using no copies at all, list columns, friendly and fast character-separated-value read/write. Offers a natural and flexible syntax, for faster development.
| Version: | 1.16.0 |
| Depends: | R (≥ 3.3.0) |
| Imports: | methods |
| Suggests: | bit64 (≥ 4.0.0), bit (≥ 4.0.4), R.utils , xts , zoo (≥ 1.8-1), yaml , knitr , markdown |
| Published: | 2024-08-27 |
| DOI: | 10.32614/CRAN.package.data.table |
| Author: | Tyson Barrett [aut, cre], Matt Dowle [aut], Arun Srinivasan [aut], Jan Gorecki [aut], Michael Chirico [aut], Toby Hocking [aut], Benjamin Schwendinger [aut], Pasha Stetsenko [ctb], Tom Short [ctb], Steve Lianoglou [ctb], Eduard Antonyan [ctb], Markus Bonsch [ctb], Hugh Parsonage [ctb], Scott Ritchie [ctb], Kun Ren [ctb], Xianying Tan [ctb], Rick Saporta [ctb], Otto Seiskari [ctb], Xianghui Dong [ctb], Michel Lang [ctb], Watal Iwasaki [ctb], Seth Wenchel [ctb], Karl Broman [ctb], Tobias Schmidt [ctb], David Arenburg [ctb], Ethan Smith [ctb], Francois Cocquemas [ctb], Matthieu Gomez [ctb], Philippe Chataignon [ctb], Nello Blaser [ctb], Dmitry Selivanov [ctb], Andrey Riabushenko [ctb], Cheng Lee [ctb], Declan Groves [ctb], Daniel Possenriede [ctb], Felipe Parages [ctb], Denes Toth [ctb], Mus Yaramaz-David [ctb], Ayappan Perumal [ctb], James Sams [ctb], Martin Morgan [ctb], Michael Quinn [ctb], @javrucebo [ctb], @marc-outins [ctb], Roy Storey [ctb], Manish Saraswat [ctb], Morgan Jacob [ctb], Michael Schubmehl [ctb], Davis Vaughan [ctb], Leonardo Silvestri [ctb], Jim Hester [ctb], Anthony Damico [ctb], Sebastian Freundt [ctb], David Simons [ctb], Elliott Sales de Andrade [ctb], Cole Miller [ctb], Jens Peder Meldgaard [ctb], Vaclav Tlapak [ctb], Kevin Ushey [ctb], Dirk Eddelbuettel [ctb], Tony Fischetti [ctb], Ofek Shilon [ctb], Vadim Khotilovich [ctb], Hadley Wickham [ctb], Bennet Becker [ctb], Kyle Haynes [ctb], Boniface Christian Kamgang [ctb], Olivier Delmarcell [ctb], Josh O'Brien [ctb], Dereck de Mezquita [ctb], Michael Czekanski [ctb], Dmitry Shemetov [ctb], Nitish Jha [ctb], Joshua Wu [ctb], Iago Giné-Vázquez [ctb], Anirban Chetia [ctb], Doris Amoakohene [ctb] |
| Maintainer: | Tyson Barrett |
| BugReports: | https://github.com/Rdatatable/data.table/issues |
| License: | MPL-2.0 | file LICENSE |
| URL: | https://r-datatable.com, https://Rdatatable.gitlab.io/data.table, https://github.com/Rdatatable/data.table |
| NeedsCompilation: | yes |
| Materials: | README NEWS |
| In views: | Finance , HighPerformanceComputing , TimeSeries , WebTechnologies |
| CRAN checks: | data.table results |
| Reference manual: | data.table.pdf |
| Vignettes: | Benchmarking data.table ( source ) Frequently Asked Questions about data.table ( source , R code ) Importing data.table ( source ) Introduction to data.table ( source , R code ) Keys and fast binary search based subset ( source , R code ) Programming on data.table ( source , R code ) Reference semantics ( source , R code ) Efficient reshaping using data.tables ( source , R code ) Using .SD for Data Analysis ( source , R code ) Secondary indices and auto indexing ( source , R code ) |
| Package source: | data.table_1.16.0.tar.gz |
| Windows binaries: | r-devel: data.table_1.16.0.zip , r-release: data.table_1.16.0.zip , r-oldrel: data.table_1.16.0.zip |
| macOS binaries: | r-release (arm64): data.table_1.16.0.tgz , r-oldrel (arm64): data.table_1.16.0.tgz , r-release (x86_64): data.table_1.16.0.tgz , r-oldrel (x86_64): data.table_1.16.0.tgz |
| Old sources: | data.table archive |
| Reverse depends: | Ac3net , acdcR , AF , amplican , bdots , bea.R , behavr , birankr , cdparcoord , cellKey , cffdrs , Chicago , chicane , chimeraviz , circhelp , classifierplots , colocPropTest , CoSMoS , coveffectsplot , damr , dbWebForms , deconvR , dfmeta , DiDforBigData , didimputation , DiSCos , easycsv , EBPRS , edl , EGM , EurosarcBayes , eyeTrackR , FeatureImpCluster , FOCI , fplot , fplyr , FRASER , gbp , gdxdt , GenomicTools.fileHandler , GenoScan , GladiaTOX , GOTHiC , hdd , heims , HMMcopy , HospitalNetwork , HPLB , IBRtools , immunarch , intervalaverage , KMD , KPC , libbib , limexhub , LKT , lookupTable , lori , LSPFP , metaforest , methrix , microseq , miLineage , mind , ModCon , mpactr , multistateQTL , musica , nlpred , nosoi , orgR , OUTRIDER , panelaggregation , partools , pgTools , pkggraph , PreProcessRecordLinkage , qreport , QuartPAC , RapidoPGS , rasterDT , rBiopaxParser , rblt , RCAS , reclin2 , RegParallel , reinsureR , rMIDAS , robCompositions , RSauceLabs , RWildbook , sangeranalyseR , scATAC.Explorer , SeaVal , shinyML , skm , slim , SNPhood , SOMnmR , somspace , sqlHelpers , tablecompare , textTools , TIN , TrumpetPlots , twangRDC , twl , WebAnalytics , WGScan , word.alignment , ZIprop |
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clinUtils , CluMP , Clustering , clustra , CLVTools , cmapR , cmsaf , CNVRanger , CNVScope , COCOA , coder , CoDiNA , coffee , cohorts , coinmarketcapr , coloc , colorednoise , Colossus , comorbidity , CompareCausalNetworks , compareDF , COMPASS , ComPrAn , compSPOT , CONFESS , CoNI , conleyreg , consensusDE , consortr , ConsReg , constellation , container , CoOL , cooltools , CooRTweet , cophescan , coRdon , CoreGx , CornerstoneR , corporaexplorer , corpustools , corrcoverage , correspondenceTables , counterfactuals , COVID19 , covid19br , covid19india , covidnor , CovRegRF , cppRouting , CRE , creditmodel , crew , crfsuite , CRISPRseek , CropScapeR , crosshap , crossmeta , csa , csalert , csdata , csmaps , CSMES , cstidy , cstime , CSTools , csutil , csv , csvy , ctbi , ctmm , cTRAP , ctsem , ctxR , cubar , curtailment , cusum , cusumcharter , cvAUC , cvms , CWT , cxhull , cyclestreets , cylcop , cytoKernel , CytoML , D3partitionR , daiquiri , daiR , dartR , dartR.base , dartR.popgen 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iscoCrosswalks , isdparser , IsoBayes , isobxr , isotracer , iSTATS , itol.toolkit , itscalledsoccer , ivdoctr , ivtools , jage , JointFPM , joinXL , journalabbr , joyn , jrSiCKLSNMF , JSmediation , jsmodule , jstable , jsTree , jubilee , JWileymisc , kangar00 , kdry , kerastuneR , kesernetwork , kgen , kibior , kim , KinSwingR , kisopenapi , kmeRtone , KnockoffScreen , koRpus , kosis , lab2clean , LabourMarketAreas , labourR , LACE , lacunr , lar , latrend , LCMSQA , ldamatch , ldaPrototype , ldsr , leafR , leakyIV , LearningStats , lexicon , LexisNexisTools , lgrExtra , libr , lidR , lightgbm , LilRhino , limorhyde2 , lineagespot , LinkHD , lipidr , lisaClust , live , llama , LMPdata , lmtp , loadeR , loci2path , logiBin , LOLA , LOMAR , LOPART , Luminescence , LWFBrook90R , lwqs , LymphoSeq , m5 , Maaslin2 , Macarron , maditr , maftools , MAGAR , magclass , MAGEE , maicChecks , MANOVA.RM , MantaID , mapi , marginaleffects , margins , mariner , marked , maser , MAST , matman , 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npcurePK , nRegression , nullranges , numbat , o2geosocial , OBIC , obliqueRSF , occupationMeasurement , octad , octopus , oddsapiR , ofpetrial , ogrdbstats , OGRE , okxAPI , OmicNavigator , OMICsPCA , omicwas , ompr , OnboardClient , OncoSimulR , ondisc , One4All , openCyto , openEBGM , OpenML , OpenSpecy , opentripplanner , optiSel , ORFhunteR , ORFik , origami , orthogene , osmclass , overviewR , owdbr , owidR , paar , packageRank , pairkat , PakPMICS2014Ch , PakPMICS2014HH , PakPMICS2014HL , PakPMICS2014Wm , PAMpal , PAMscapes , PanelMatch , panelWranglR , panstarrs , PanViz , paradox , ParBayesianOptimization , parseRPDR , parSim , partCNV , pathviewr , pathwayTMB , patternator , pbox , pcadapt , PCBS , PCMBase , PCMBaseCpp , PCRA , pcvr , pda , PDATK , pdynmc , PeakSegDisk , pedquant , penaltyLearning , pepr , pepStat , PGRdup , phantasus , phantasusLite , PharmacoGx , pheble , phenofit , phenomis , PhenotypeSimulator , phers , phm , phonics , PhyloProfile , phyloseq , pingers , 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SDLfilter , SEA , seedr , seeker , segregation , SELF , semgram , semtree , sendigR , sense , sensobol , sentiment.ai , sentimentr , SenTinMixt , sentometrics , sentopics , seqsetvis , SeqVarTools , servosphereR , SEtools , sevenbridges , sevenbridges2 , sevenC , sgat , SGP , SGPdata , SHAPforxgboost , shapr , shinyChatR , shinyepico , shinyExprPortal , shinyHugePlot , shinylogs , ShinyQuickStarter , shinySbm , siconvr , sigminer , Signac , signatureSearch , siie , SimBu , simcausal , simDAG , SimEngine , simfinapi , simitation , simPH , simphony , simplePHENOTYPES , simPop , simstudy , SimSurvey , simtrial , SingleCellSignalR , singleCellTK , SingleMoleculeFootprinting , SIPmg , sitepickR , siteymlgen , sitree , sitreeE , sjtable2df , skynet , sleepr , smallstuff , SmartEDA , smartsnp , smoothic , snapcount , SNPannotator , snplinkage , snpsettest , socialh , socialmixr , soilDB , SoilHyP , SoilTaxonomy , soiltestcorr , solitude , SOMNiBUS , soundgen , spacyr , SpaDES.core , SpaDES.tools , sparrow , sparseFLMM , SPARSEMODr , SparseSignatures , spaths , SpatialCPie , SpatialFeatureExperiment , spatialHeatmap , SpatialOmicsOverlay , spatialrisk , SpATS , spatsoc , spDates , speaq , spectr , spectralAnalysis , spellcheckr , spicyR , SpliceWiz , splitstackshape , splutil , spNetwork , spocc , SPONGE , sport , SQMtools , squid , SSHAARP , standartox , staRdom , statar , statcanR , statgenGWAS , statgenIBD , statgenMPP , statgenQTLxT , Statial , Statsomat , stdReg , stenR , SticsRFiles , stm , stochvolTMB , stopdetection , stplanr , stppSim , strvalidator , subscreen , subSeq , SUMMER , suncalc , SUNGEO , SunsVoc , superml , surveyplanning , surveyPrev , surveysd , survMisc , susographql , SVMDO , SVN , SWATH2stats , sweater , SWMPr , symphony , synlet , synr , synthACS , table.express , tabledown , tableMatrix , tabulator , tabxplor , takos , TangledFeatures , targeted , targets , taskscheduleR , tatoo , taxize , taxonomizr , TCA , TCGAbiolinks , tcgaViz , tcpl , tdsc , TeXCheckR , text2vec , textclean , textplot , textrank , textshape , textTinyR , TheOpenAIR , TideCurves , TideTables , tidyDenovix , TidyDensity , tidyfast , tidyfst , tidyft , tidygapminder , tidyrules , tidytable , tidyterra , tidytransit , tidyvpc , timeplyr , timeseriesdb , TitanCNA , tLOH , toolStability , topdowntimeratio , tosca , totalcensus , ToxicoGx , toxSummary , TPAC , TPACData , tpm , TPP , tracee , trackdf , tradestatistics , Trading , TrafficBDE , trainsplit , traits , transcriptogramer , transport , traveltimeR , treediff , treekoR , treemap , TreeMineR , treeshap , triact , TrialEmulation , tRigon , trimmer , tripr , tsbox , tsdistributions , tsgarch , TSstudio , tstests , tstools , TTAinterfaceTrendAnalysis , ttgsea , Tushare , twang , twopartm , txshift , uavRmp , UCell , uci , udpipe , ugatsdb , UKB.COVID19 , ukbnmr , ukbtools , UKgrid , Ularcirc , Unico , Uniquorn , uptasticsearch , utilsIPEA , validata , VanillaICE , vardpoor , vein , versioning , versus , VIM , vimp , ViSEAGO , vivainsights , VMDecomp , VOSONDash , vosonSML , vote , votesys , VoxR , vvtableau , walkboutr , wally , weatherOz , WeatherSentiment , webtrackR , wehoop , WhatsR , whSample , wikitaxa , wilson , worrms , wpa , wpp2017 , wpp2019 , wTO , wyz.code.metaTesting , wyz.code.offensiveProgramming , wyz.code.rdoc , wyz.code.testthat , xefun , xesreadR , xgb2sql , xgboost , XNAString , xVA , yamss , youngSwimmers , zebu , zeitgebr , zoltr , zoomGroupStats |
| Reverse suggests: | adjustedCurves , amerifluxr , AMR , analyzer , aplotExtra , arcgisgeocode , arcgisutils , arctools , BayesSUR , BEDMatrix , BGData , bigstatsr , bikeshare14 , biobroom , BiocParallel , BTM , bysykkel , catcont , causalOT , CellNOptR , centr , cfr , cheapr , checkmate , chem.databases , clustifyr , collapse , colorDF , ComplexUpset , constructive , CopernicusDEM , COTAN , countries , CRMetrics , cryptoQuotes , dang , dataCompareR , datapasta , dataRetrieval , datarobot , dataverifyr , datawizard , DeclareDesign , denvax , drake , Durga , ecospace , ecotox , editbl , effClust , ELMER , envalysis , epanetReader , epiCleanr , epiworldR , epm , eventglm , fabricatr , factor256 , fastai , filecacher , finbif , fishpond , fixest , flowTraceR , flps , forImage , fst , future.tests , GenomeInfoDb , GenomicDataCommons , GenomicScores , ggfixest , ggswissmaps , googleVis , grandR , gsDesign , GSVA , gustave , h2o , handlr , harmony , hbamr , hermiter , htetree , HVT , hydropeak , ie2miscdata , iemisctext , iForecast , implicitMeasures , INLAspacetime , inplace , installr , InteractiveComplexHeatmap , interface , ipeaplot , ISAnalytics , itsadug , ivmte , jab.adverse.reactions , kalmanfilter , kimfilter , Lahman , LambertW , lava , lavaSearch2 , lay , lazytrade , leiden , lfe , lgr , limorhyde , LMMstar , LocalControl , LogicForest , MatrixExtra , memochange , mergen , metabinR , metamer , MethReg , MethylSeqData , micemd , MicroMoB , milr , mixvlmc , MOFA2 , mrgsolve , multinets , nanotime , netCoin , nfl4th , nhppp , nlmixr2est , onlineforecast , onsr , origin , outliertree , padr , pagoda2 , pander , parallelMap , PeakSegOptimal , pedalfast.data , pedbp , PhysicalActivity , pins , plotHMM , pmcalibration , pmml , pointblank , PortfolioAnalytics , PP , primer , prioriactions , prioritizr , ProjectTemplate , qs , RAINBOWR , randomForestSRC , raqs , Rblpapi , RcmdrPlugin.WorldFlora , rdhs , rdwd , read.gt3x , recometrics , rehh , remotePARTS , reservr , rotor , rpivotTable , rreg , rstanarm , rtop , RTransferEntropy , ruimtehol , rxode2et , S4Vectors , seleniumPipes , SemNeT , sequoia , Seurat , ShinyItemAnalysis , SightabilityModel , skimr , SLEMI , SpaceMarkers , sportyR , sticky , stringmagic , sumFREGAT , tcplfit2 , TENxBrainData , TextMiningGUI , textrecipes , TFutils , tidyr , tidysdm , tidytext , tiledb , tinytable , tsdb , TSrepr , unifed , unnest , vaersNDvax , vaersvax , vtreat , wmm , WorldFlora , wrMisc , wrProteo , WVPlots , wxgenR , xcore , xcoredata , xpectr , xplorerr |
| Reverse enhances: | dendextend , lintr , lubridate , repr |