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data.table: Extension of 'data.frame'

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: 1.16.4
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: 2024-12-06
DOI: 10.32614/CRAN.package.data.table
Author: Tyson Barrett ORCID iD [aut, cre], Matt Dowle [aut], Arun Srinivasan [aut], Jan Gorecki [aut], Michael Chirico ORCID iD [aut], Toby Hocking ORCID iD [aut], Benjamin Schwendinger ORCID iD [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], Ivan Krylov [ctb]
Maintainer: Tyson Barrett <t.barrett88 at gmail.com>
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: ChemPhys, Finance, HighPerformanceComputing, TimeSeries, WebTechnologies
CRAN checks: data.table results

Documentation:

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)

Downloads:

Package source: data.table_1.16.4.tar.gz
Windows binaries: r-devel: data.table_1.16.4.zip, r-release: data.table_1.16.4.zip, r-oldrel: data.table_1.16.4.zip
macOS binaries: r-release (arm64): data.table_1.16.4.tgz, r-oldrel (arm64): data.table_1.16.4.tgz, r-release (x86_64): data.table_1.16.4.tgz, r-oldrel (x86_64): data.table_1.16.4.tgz
Old sources: data.table archive

Reverse dependencies:

Reverse depends: Ac3net, acdcR, AF, amplican, bdots, bea.R, behavr, birankr, CBRT, cdparcoord, cellKey, cffdrs, Chicago, chicane, chimeraviz, circhelp, classifierplots, colocPropTest, CoSMoS, coveffectsplot, damr, dbi.table, dbWebForms, deconvR, dfmeta, DiDforBigData, didimputation, DiSCos, easycsv, EBPRS, edl, EGM, 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, opendataformat, orgR, OUTRIDER, panelaggregation, partools, pgTools, pkggraph, PreProcessRecordLinkage, qreport, RapidoPGS, rasterDT, rBiopaxParser, rblt, RCAS, rcprd, reclin2, RegParallel, reinsureR, rMIDAS, robCompositions, RSauceLabs, rusquant, RWildbook, sangeranalyseR, scATAC.Explorer, SeaVal, shinyML, skm, slim, SNPhood, solaR2, SOMnmR, somspace, sqlHelpers, tablecompare, textTools, TIN, TrumpetPlots, twangRDC, twl, WebAnalytics, WGScan, word.alignment, ZIM4rv, ZIprop
Reverse imports: accessibility, Achilles, acoRn, actel, ActivePathways, ActivityIndex, actuaRE, ADAMgui, adductomicsR, AdhereR, AdhereRViz, ADImpute, AeRobiology, AFM, africamonitor, agcounts, AggregateR, agriutilities, ahw, AICcPermanova, airship, akc, akiFlagger, aLFQ, alpaca, AlphaBeta, amadeus, amapGeocode, AMAPVox, AMIM, amt, Anaconda, animint2, antaresEditObject, antaresProcessing, antaresRead, antaresViz, AnxietySleep, aopdata, aorsf, AOV1R, APCI, aPEAR, APIS, aqp, arf, artMS, asciiSetupReader, ascotraceR, aslib, ASpli, ASRgenomics, assertable, atime, AtmChile, atSNP, attrib, AUCell, aum, autoCovariateSelection, autonewsmd, autonomics, AutoPlots, autostats, autostsm, aweSOM, bagged.outliertrees, bakR, bambu, BANDITS, Banksy, baseballr, basecallQC, BatchExperiments, BatchJobs, BatchQC, batchtools, bayesLife, BayesLN, bayesMeanScale, bayesMig, bayesPop, bayesTFR, BBmisc, bbmix, bbotk, bcputility, BEclear, bedr, BeeGUTS, benford.analysis, bfw, BgeeCall, BgeeDB, BGmisc, BiasCorrector, biblionetwork, bife, BIGL, bigreadr, bigsnpr, binancer, binomialRF, binsegRcpp, biomartr, BIOMASS, BioNAR, biopixR, bioregion, biscuiteer, bkmrhat, BKTR, BLA, blorr, BMisc, bnbc, BootstrapQTL, BPRMeth, bRacatus, brainGraph, branchpointer, brandwatchR, bratteli, bread, BREADR, bridger2, BRINDA, brmsmargins, brpop, bruceR, bsseq, BTSPAS, BTYDplus, bupaR, BuyseTest, c3, CAGEr, CALF, calmr, CamelUp, camtrapR, CaMutQC, CareDensity, caretEnsemble, cartogramR, casebase, CAST, CATALYST, categoryEncodings, CatEncoders, CatsCradle, causalCmprsk, CausalGPS, cbl, ccdR, ccmap, ccostr, ceas, celda, CellBarcode, cellbaseR, CelliD, CEMiTool, Census2016, cercospoRa, Certara.NLME8, Certara.R, Certara.RsNLME, Certara.RsNLME.ModelBuilder, Certara.VPCResults, cglm, changepoint.influence, ChannelAttributionApp, ChemoSpecUtils, ChineseNames, ChIPexoQual, ChIPpeakAnno, chronicle, cicero, citationchaser, citecorp, ciw, clam, cleanTS, ClickHouseHTTP, clickstream, climate, clinDataReview, clinspacy, 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, crumble, 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, dartR.sim, dartR.spatial, dat, data.table.threads, data360r, DataCombine, 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kdry, kerastuneR, kesernetwork, kgen, kgraph, kibior, kim, KinSwingR, kisopenapi, kmeRtone, knfi, KnockoffScreen, koRpus, kosis, lab2clean, LabourMarketAreas, labourR, LACE, lacunr, lar, latrend, LCMSQA, ldamatch, ldaPrototype, ldsr, leafR, leakyIV, LearningStats, LegATo, lexicon, LexisNexisTools, lgrExtra, libr, lidR, lightgbm, LilRhino, limorhyde2, lineagespot, LinkHD, lipidr, lisaClust, live, llama, LMPdata, lmtp, loadeR, loci2path, logiBin, LOLA, LOMAR, LOPART, LPDynR, Luminescence, LWFBrook90R, lwqs, LymphoSeq, m5, maditr, maftools, MAGAR, magclass, MAGEE, maicChecks, MAICtools, MANOVA.RM, MantaID, mapi, marginaleffects, margins, mariner, marked, maser, MAST, matman, MatrixHMM, mau, maxaltall, maxent.ot, mbr, mbRes, mcauchyd, mcboost, medrxivr, Melissa, memisc, MesKit, metabolomicsWorkbenchR, MetaComp, metaGE, metagene2, MetAlyzer, MetaScope, meteo, methimpute, methylKit, MethylMix, methylPipe, methylscaper, metR, mggd, mgi.report.reader, miceFast, miceRanger, MicrobiotaProcess, microeco, midfieldr, miesmuschel, MIMER, mimi, minfi, MinimumDistance, minSNPs, mintyr, mipplot, MIRA, mirTarRnaSeq, miscset, missCompare, misty, mixgb, mixIndependR, mknapsack, mlbplotR, mldr.resampling, mlexperiments, mllrnrs, mlr, mlr3, mlr3batchmark, mlr3benchmark, mlr3cluster, mlr3db, mlr3fairness, mlr3fda, mlr3filters, mlr3fselect, mlr3hyperband, mlr3learners, mlr3mbo, mlr3misc, mlr3oml, mlr3pipelines, mlr3resampling, mlr3shiny, mlr3spatial, mlr3spatiotempcv, mlr3summary, mlr3superlearner, mlr3torch, mlr3tuning, mlr3tuningspaces, mlr3verse, mlr3viz, mlrintermbo, mlrMBO, mlsurvlrnrs, mltools, mmaqshiny, mnem, mobileRNA, MOCHA, modACDC, ModelMetrics, modelsummary, MoleculeExperiment, MouseFM, MPAC, MplusAutomation, mpwR, mrMLM, mrMLM.GUI, mrregression, MsBackendSql, mschart, msImpute, mslp, MSmix, MSnID, MSstats, MSstatsConvert, MSstatsLiP, MSstatsPTM, MSstatsShiny, MSstatsTMT, mstate, mstclustering, mstrio, mstudentd, mtb, mulea, multicrispr, multifamm, MultiFit, multiHiCcompare, multilevelcoda, multilevelTools, multiWGCNA, multvardiv, MungeSumstats, muscat, musicatk, mutationtypes, mutualinf, mvQuad, mvSUSY, mxnorm, myClim, naaccr, NACHO, naptanr, nc, ndjson, neatR, neatRanges, neatStats, neo4r, NEONiso, neonOS, neonPlantEcology, neonUtilities, nestedcv, net4pg, netgsa, NetLogoR, netSmooth, networkR, netZooR, neuroimaGene, nflfastR, nflplotR, nflreadr, nflseedR, NFLSimulatoR, nlmixr2extra, NMcalc, NMdata, NMsim, nngeo, NNS, noaastormevents, noctua, node2vec, noncompliance, nonmem2rx, normfluodbf, npcurePK, nRegression, nullranges, numbat, o2geosocial, OBIC, obliqueRSF, occupationMeasurement, octad, octopus, oddsapiR, ofpetrial, ogrdbstats, OGRE, okxAPI, OlinkAnalyze, OmicNavigator, OMICsPCA, omicwas, ompr, OnboardClient, OncoSimulR, ondisc, One4All, openCyto, openEBGM, OpenML, OpenSpecy, opentripplanner, optiSel, orderanalyzer, ORFhunteR, ORFik, origami, orthogene, osmclass, overviewR, owdbr, owidR, paar, packageRank, pairkat, PakPMICS2014Ch, PakPMICS2014HH, PakPMICS2014HL, PakPMICS2014Wm, PAMpal, PAMscapes, PanelMatch, panelWranglR, panstarrs, paradox, paramix, ParBayesianOptimization, parseRPDR, parSim, partCNV, pathviewr, pathwayTMB, patternator, pbox, pcadapt, PCBS, PCMBase, PCMBaseCpp, PCRA, pcvr, pda, pdynmc, PeakSegDisk, Pedixplorer, pedquant, penaltyLearning, PepMapViz, pepr, pepStat, PGRdup, phantasus, phantasusLite, PharmacoGx, pheble, phenofit, phenomis, PhenotypeSimulator, phers, phm, phonics, PhyloProfile, phyloseq, pingers, pinyin, pipeflow, pivottabler, pk4adi, pkgnet, PKPDsim, pksensi, PlanetNICFI, plinkQC, plmmr, plnr, plotgardener, plotly, pmartR, pmd, pmparser, pmxpartab, pointdensityP, poisFErobust, politeness, polle, polmineR, polypharmacy, pomp, POMS, poolfstat, pooling, popEpi, portvine, posologyr, POSSA, potools, POUMM, power.transform, powerbiR, ppmlasso, PPtreeregViz, pram, pRecipe, precrec, predhy.GUI, prediction, PReMiuM, preputils, PressPurt, previsionio, pricelevels, proActiv, processmapR, processpredictR, prodlim, prolific.api, PRONE, PROSPER, Prostar, protGear, protti, prrd, prt, psborrow, PSF, psichomics, psidR, psmineR, psp, psycCleaning, PsychWordVec, ptable, ptairMS, pTITAN2, PTXQC, Publish, PureCN, puremoe, pureseqtmr, pvda, Pviz, pvLRT, qad, QCAcluster, qckitfastq, qdapTools, qgg, qte, QTL.gCIMapping, QTL.gCIMapping.GUI, qtl2, quickcheck, quickPlot, r2dii.match, R2DT, r2glmm, R3CPET, r3Cseq, r5r, R62S3, R6causal, RABR, RadEro, RadioGx, radlibs, RALSA, rAmCharts, RaMS, randnet, randomForestExplainer, randomNames, rangeMapper, RankAggSIgFUR, RARfreq, rassta, RAthena, ratios, Ravages, RawHummus, rbacon, RBaseX, rBayesianOptimization, rbi, rbi.helpers, rBiasCorrection, rbin, Rborist, rbtt, Rcan, RcextTools, rchemo, RcisTarget, RcisTarget.hg19.motifDBs.cisbpOnly.500bp, RcmdrPlugin.RiskDemo, RCNA, rCNV, RcppGreedySetCover, Rcrawler, rdbnomics, rdfp, Rdiagnosislist, Rdice, RDML, rdracor, readNSx, readtext, realTimeloads, reappraised, rechaRge, recorder, RecordLinkage, recount3, redatam, 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socialmixr, soilDB, SoilHyP, SoilTaxonomy, soiltestcorr, solitude, 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, spocc, SPONGE, sport, SQMtools, squallms, squid, SSHAARP, staggered, standartox, staRdom, statar, statcanR, statgenGWAS, statgenIBD, statgenMPP, statgenQTLxT, Statial, Statsomat, stdReg, stdReg2, stenR, SticsRFiles, stm, 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, taxonomizr, TCA, TCGAbiolinks, tcgaViz, tcpl, tdsc, TeXCheckR, text2vec, textclean, textplot, textpress, textrank, textshape, textTinyR, TheOpenAIR, TideCurves, TideTables, tidyDenovix, TidyDensity, tidyfast, tidyfst, tidyft, tidygapminder, tidyplate, tidyrules, tidytable, tidyterra, tidytransit, tidyvpc, timeplyr, timeseriesdb, TitanCNA, tLOH, TMSig, TnT, toolStability, topdowntimeratio, tosca, totalcensus, ToxicoGx, toxSummary, TPAC, TPACData, tpm, TPP, tracee, trackdf, tradestatistics, TrafficBDE, trainsplit, transcriptogramer, transport, TransProR, traveltimeR, treediff, treekoR, treemap, TreeMineR, treeshap, triact, TrialEmulation, tRigon, trimmer, tripr, tsbox, tsdistributions, tsgarch, tsmarch, tsmethods, TSstudio, tstests, tstools, TTAinterfaceTrendAnalysis, ttgsea, Tushare, tvtools, twang, twc, 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, visualpred, vivainsights, VMDecomp, VOSONDash, vosonSML, vote, votesys, VoxR, vvtableau, walkboutr, wally, WARDEN, 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, 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, ecdata, ecospace, ecotox, editbl, effClust, ELMER, envalysis, epanetReader, epiCleanr, epiworldR, epm, eventglm, fabricatr, factor256, fastai, filecacher, finbif, fishpond, fixest, flowTraceR, flps, forImage, fst, future.tests, GaussSuppression, GenomeInfoDb, GenomicDataCommons, GenomicScores, ggfixest, ggswissmaps, googleVis, grandR, gsDesign, GSVA, gustave, h2o, handlr, harmony, hbamr, hermiter, htetree, HVT, hydropeak, ie2miscdata, iemisctext, iForecast, imf.data, implicitMeasures, ineAtlas, INLAspacetime, inplace, installr, InteractiveComplexHeatmap, interface, ipeaplot, ISAnalytics, itsadug, ivmte, jab.adverse.reactions, kalmanfilter, kimfilter, Lahman, LambertW, Largevars, lava, lavaSearch2, lay, lazytrade, leiden, lfe, lgr, limorhyde, LMMstar, LocalControl, LogicForest, MatrixExtra, memochange, mergen, metabinR, metamer, 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, prnsamplr, ProjectTemplate, qs, qs2, RAINBOWR, randomForestSRC, raqs, Rblpapi, RcmdrPlugin.WorldFlora, rdhs, rdwd, read.gt3x, recometrics, rehh, remotePARTS, reservr, rotor, rpivotTable, rreg, rstanarm, rtop, RTransferEntropy, ruimtehol, S4Vectors, seleniumPipes, SemNeT, sequoia, Seurat, ShinyItemAnalysis, SightabilityModel, skimr, SLEMI, SmallCountRounding, SpaceMarkers, sportyR, SSBtools, sticky, stringmagic, sumFREGAT, tcplfit2, TENxBrainData, TextMiningGUI, textrecipes, TFutils, tidyr, tidysdm, tidytext, tiledb, tinytable, tsdb, TSrepr, unifed, unnest, vaersNDvax, vaersvax, Voyager, vtreat, where, wmm, WorldFlora, WQM, wrMisc, wrProteo, WVPlots, wxgenR, xcore, xcoredata, xpectr, xplorerr
Reverse enhances: dendextend, lintr, lubridate, repr

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.