Power BI 서비스에서 R 패키지를 사용하여 시각적 개체 만들기Create visuals by using R packages in the Power BI service

강력한 R 프로그래밍 언어를 사용하여 Power BI 서비스에서 시각적 개체를 만들 수 있습니다.You can use the powerful R programming language to create visuals in the Power BI service. 많은 R 패키지가 Power BI 서비스에서 지원되며(및 더 많은 패키지가 항상 지원되고 있음) 일부 패키지는 지원되지 않습니다.Many R packages are supported in the Power BI service (and more are being supported all the time), and some packages are not.

다음 섹션에서는 Power BI에서 지원되고, 지원되지 않는 알파벳 순서로 정렬된 R 패키지의 테이블을 제공합니다.The following sections provide an alphabetical table of which R packages are supported in Power BI, and which are not. Power BI에서 R에 대한 자세한 내용은 R 시각적 개체 문서를 참조하세요.For more information about R in Power BI, see the R visuals article.

새 R 패키지에 대한 지원 요청Request support for a new R package

Power BI 서비스 에 지원되는 R 패키지는 지원 패키지 라는 다음 섹션에서 찾을 수 있습니다.Supported R packages for the Power BI service are found in the following section, titled Supported Packages. 이 목록에서 찾을 수 없는 R 패키지에 대한 지원을 요청하려면 Power BI Ideas에 대한 요청을 제출하세요.If you would like to request support of an R package not found in that list, please submit your request to Power BI Ideas.

R 패키지의 요구 사항 및 제한 사항Requirements and Limitations of R packages

R 패키지에 대한 몇 가지 요구 사항 및 제한 사항이 있습니다.There are a handful of requirements and limitations for R packages:

  • 현재 R 런타임: Microsoft R 3.4.4Current R runtime: Microsoft R 3.4.4

  • 대부분의 경우에 Power BI 서비스에서는 GPL-2, GPL-3, MIT+ 등과 같은 무료 오픈 소스 소프트웨어 라이선스를 포함한 R 패키지를 지원합니다.The Power BI service, for the most part, supports R packages with free and open-source software licenses such as GPL-2, GPL-3, MIT+, and so on.

  • Power BI 서비스는 CRAN에 게시된 패키지를 지원합니다.The Power BI service supports packages published in CRAN. 서비스는 프라이빗 또는 사용자 지정 R 패키지를 지원하지 않습니다.The service does not support private or custom R packages. 사용자가 Power BI 서비스에서 사용할 수 있는 패키지를 요청하기 전에 CRAN에서 자신의 프라이빗 패키지를 사용할 수 있도록 만드는 것이 좋습니다.Users are encouraged to make their private packages available on CRAN prior to requesting the package be available in the Power BI service.

  • Power BI Desktop 에는 R 패키지에 대한 두 가지 변형이 있습니다.The Power BI Desktop has two variations for R packages:

    • R 시각적 개체의 경우 사용자 지정 R 패키지를 포함한 모든 패키지를 설치할 수 있습니다.For R visuals, you can install any package, including custom R packages
    • 사용자 지정 R 시각적 개체의 경우 CRAN 패키지에만 패키지의 자동 설치를 지원합니다.For Custom R visuals, only public CRAN packages are supported for auto-installation of the packages
  • 보안 및 개인 정보 보호를 위해 World-Wide Web(예: RgoogleMaps)에서 클라이언트 서버 쿼리를 제공하는 R 패키지는 지원되지 않습니다.For security and privacy reasons, R packages that provide client-server queries over the World-Wide Web (such as RgoogleMaps) in the service, are not supported. 이러한 시도에 대한 네트워킹이 차단됩니다.Networking is blocked for such attempts. 지원되거나 지원되지 않는 R 패키지 목록은 다음 섹션을 참조하세요.See the following section for a list of supported and unsupported R packages.

  • 새 R 패키지를 포함하는 승인 프로세스에는 종속성 트리가 있습니다. 따라서 서비스에 설치되어야 하는 일부 종속성을 지원할 수 없습니다.The approval process for including a new R package has a tree of dependencies; some dependencies required to be installed in the service cannot be supported.

Power BI에서 지원되는 R 패키지R packages that are supported in Power BI

다음 테이블은 Power BI 서비스에서 지원되는 패키지를 보여 줍니다.The following table shows which packages are supported in the Power BI service.

패키지Package 버전Version 링크Link
abcabc 2.12.1 https://cran.r-project.org/web/packages/abc/index.html
abc.dataabc.data 1.01.0 https://cran.r-project.org/web/packages/abc.data/index.html
abindabind 1.4-51.4-5 https://cran.r-project.org/web/packages/abind/index.html
acepackacepack 1.4.11.4.1 https://cran.r-project.org/web/packages/acepack/index.html
actuaractuar 2.3-12.3-1 https://cran.r-project.org/web/packages/actuar/index.html
ade4ade4 1.7-101.7-10 https://cran.r-project.org/web/packages/ade4/index.html
AdMitAdMit 2.1.32.1.3 https://cran.r-project.org/web/packages/AdMit/index.html
AERAER 1.2-51.2-5 https://cran.r-project.org/web/packages/AER/index.html
agricolaeagricolae 1.3-11.3-1 https://cran.r-project.org/web/packages/agricolae/index.html
AlgDesignAlgDesign 1.1-7.31.1-7.3 https://cran.r-project.org/web/packages/AlgDesign/index.html
alluvialalluvial 0.1-20.1-2 https://cran.r-project.org/web/packages/alluvial/index.html
andrewsandrews 1.01.0 https://cran.r-project.org/web/packages/andrews/index.html
anomalizeanomalize 0.1.10.1.1 https://cran.r-project.org/web/packages/anomalize/index.html
anytimeanytime 0.3.30.3.3 https://cran.r-project.org/web/packages/anytime/index.html
aodaod 1.31.3 https://cran.r-project.org/web/packages/aod/index.html
apclusterapcluster 1.4.51.4.5 https://cran.r-project.org/web/packages/apcluster/index.html
apeape 5.05.0 https://cran.r-project.org/web/packages/ape/index.html
aplpackaplpack 1.3.01.3.0 https://cran.r-project.org/web/packages/aplpack/index.html
approximatorapproximator 1.2-61.2-6 https://cran.r-project.org/web/packages/approximator/index.html
armarm 1.9-31.9-3 https://cran.r-project.org/web/packages/arm/index.html
arulesarules 1.6-01.6-0 https://cran.r-project.org/web/packages/arules/index.html
arulesVizarulesViz 1.3-01.3-0 https://cran.r-project.org/web/packages/arulesViz/index.html
ashash 1.0-151.0-15 https://cran.r-project.org/web/packages/ash/index.html
assertthatassertthat 0.2.00.2.0 https://cran.r-project.org/web/packages/assertthat/index.html
autocogsautocogs 0.1.20.1.2 https://cran.r-project.org/web/packages/autocogs/index.html
AzureMLAzureML 0.2.140.2.14 https://cran.r-project.org/web/packages/AzureML/index.html
BaBooNBaBooN 0.2-00.2-0 https://cran.r-project.org/web/packages/BaBooN/index.html
BACCOBACCO 2.0-92.0-9 https://cran.r-project.org/web/packages/BACCO/index.html
backportsbackports 1.1.21.1.2 https://cran.r-project.org/web/packages/backports/index.html
BaMBaM 1.0.11.0.1 https://cran.r-project.org/web/packages/BaM/index.html
BASBAS 1.4.91.4.9 https://cran.r-project.org/web/packages/BAS/index.html
basebase 3.4.43.4.4 NANA
base2grobbase2grob 0.0.20.0.2 https://cran.r-project.org/web/packages/base2grob/index.html
base64base64 2.02.0 https://cran.r-project.org/web/packages/base64/index.html
base64encbase64enc 0.1-30.1-3 https://cran.r-project.org/web/packages/base64enc/index.html
BayesDABayesDA 2012.04-12012.04-1 https://cran.r-project.org/web/packages/BayesDA/index.html
BayesFactorBayesFactor 0.9.12-20.9.12-2 https://cran.r-project.org/web/packages/BayesFactor/index.html
bayesGARCHbayesGARCH 2.1.32.1.3 https://cran.r-project.org/web/packages/bayesGARCH/index.html
bayesmbayesm 3.1-0.13.1-0.1 https://cran.r-project.org/web/packages/bayesm/index.html
bayesmixbayesmix 0.7-40.7-4 https://cran.r-project.org/web/packages/bayesmix/index.html
bayesplotbayesplot 1.5.01.5.0 https://cran.r-project.org/web/packages/bayesplot/index.html
bayesQRbayesQR 2.32.3 https://cran.r-project.org/web/packages/bayesQR/index.html
bayesSurvbayesSurv 3.23.2 https://cran.r-project.org/web/packages/bayesSurv/index.html
BayesthreshBayesthresh 2.0.12.0.1 https://cran.r-project.org/web/packages/Bayesthresh/index.html
BayesTreeBayesTree 0.3-1.40.3-1.4 https://cran.r-project.org/web/packages/BayesTree/index.html
BayesValidateBayesValidate 0.00.0 https://cran.r-project.org/web/packages/BayesValidate/index.html
BayesXBayesX 0.2-90.2-9 https://cran.r-project.org/web/packages/BayesX/index.html
BayHazBayHaz 0.1-30.1-3 https://cran.r-project.org/web/packages/BayHaz/index.html
bbemkrbbemkr 2.02.0 https://cran.r-project.org/web/packages/bbemkr/index.html
BCBCSFBCBCSF 1.0-11.0-1 https://cran.r-project.org/web/packages/BCBCSF/index.html
BCEBCE 2.12.1 https://cran.r-project.org/web/packages/BCE/index.html
bclustbclust 1.51.5 https://cran.r-project.org/web/packages/bclust/index.html
bcpbcp 4.0.04.0.0 https://cran.r-project.org/web/packages/bcp/index.html
BDgraphBDgraph 2.452.45 https://cran.r-project.org/web/packages/BDgraph/index.html
beanplotbeanplot 1.21.2 https://cran.r-project.org/web/packages/beanplot/index.html
beeswarmbeeswarm 0.2.30.2.3 https://cran.r-project.org/web/packages/beeswarm/index.html
benford.analysisbenford.analysis 0.1.4.10.1.4.1 https://cran.r-project.org/web/packages/benford.analysis/index.html
BenfordTestsBenfordTests 1.2.01.2.0 https://cran.r-project.org/web/packages/BenfordTests/index.html
bfpbfp 0.0-380.0-38 https://cran.r-project.org/web/packages/bfp/index.html
BHBH 1.66.0-11.66.0-1 https://cran.r-project.org/web/packages/BH/index.html
biglmbiglm 0.9-10.9-1 https://cran.r-project.org/web/packages/biglm/index.html
bindrbindr 0.1.10.1.1 https://cran.r-project.org/web/packages/bindr/index.html
bindrcppbindrcpp 0.2.20.2.2 https://cran.r-project.org/web/packages/bindrcpp/index.html
binombinom 1.1-11.1-1 https://cran.r-project.org/web/packages/binom/index.html
bisoregbisoreg 1.41.4 https://cran.r-project.org/web/packages/bisoreg/index.html
bitbit 1.1-121.1-12 https://cran.r-project.org/web/packages/bit/index.html
bit64bit64 0.9-70.9-7 https://cran.r-project.org/web/packages/bit64/index.html
bitopsbitops 1.0-61.0-6 https://cran.r-project.org/web/packages/bitops/index.html
bizdaysbizdays 1.0.61.0.6 https://cran.r-project.org/web/packages/bizdays/index.html
blmeblme 1.0-41.0-4 https://cran.r-project.org/web/packages/blme/index.html
blobblob 1.1.11.1.1 https://cran.r-project.org/web/packages/blob/index.html
BLRBLR 1.41.4 https://cran.r-project.org/web/packages/BLR/index.html
BMABMA 3.18.83.18.8 https://cran.r-project.org/web/packages/BMA/index.html
BmixBmix 0.60.6 https://cran.r-project.org/web/packages/Bmix/index.html
bmpbmp 0.30.3 https://cran.r-project.org/web/packages/bmp/index.html
BMSBMS 0.3.40.3.4 https://cran.r-project.org/web/packages/BMS/index.html
bnlearnbnlearn 4.34.3 https://cran.r-project.org/web/packages/bnlearn/index.html
boaboa 1.1.8-21.1.8-2 https://cran.r-project.org/web/packages/boa/index.html
bomrangbomrang 0.1.40.1.4 https://cran.r-project.org/web/packages/bomrang/index.html
bootboot 1.3-201.3-20 https://cran.r-project.org/web/packages/boot/index.html
bootstrapbootstrap 2017.22017.2 https://cran.r-project.org/web/packages/bootstrap/index.html
BorutaBoruta 5.3.05.3.0 https://cran.r-project.org/web/packages/Boruta/index.html
bqtlbqtl 1.0-321.0-32 https://cran.r-project.org/web/packages/bqtl/index.html
BradleyTerry2BradleyTerry2 1.0-81.0-8 https://cran.r-project.org/web/packages/BradleyTerry2/index.html
brewbrew 1.0-61.0-6 https://cran.r-project.org/web/packages/brew/index.html
brglmbrglm 0.6.10.6.1 https://cran.r-project.org/web/packages/brglm/index.html
broombroom 0.4.40.4.4 https://cran.r-project.org/web/packages/broom/index.html
bspecbspec 1.51.5 https://cran.r-project.org/web/packages/bspec/index.html
bspmmabspmma 0.1-10.1-1 https://cran.r-project.org/web/packages/bspmma/index.html
bupaRbupaR 0.4.00.4.0 https://cran.r-project.org/web/packages/bupaR/index.html
BVSBVS 4.12.14.12.1 https://cran.r-project.org/web/packages/BVS/index.html
C50C50 0.1.10.1.1 https://cran.r-project.org/web/packages/C50/index.html
CairoCairo 1.5-91.5-9 https://cran.r-project.org/web/packages/Cairo/index.html
cairoDevicecairoDevice 2.242.24 https://cran.r-project.org/web/packages/cairoDevice/index.html
calibratecalibrate 1.7.21.7.2 https://cran.r-project.org/web/packages/calibrate/index.html
calibratorcalibrator 1.2-61.2-6 https://cran.r-project.org/web/packages/calibrator/index.html
callrcallr 2.0.22.0.2 https://cran.r-project.org/web/packages/callr/index.html
carcar 2.1-62.1-6 https://cran.r-project.org/web/packages/car/index.html
carDatacarData 3.0-13.0-1 https://cran.r-project.org/web/packages/carData/index.html
캐럿caret 6.0-786.0-78 https://cran.r-project.org/web/packages/caret/index.html
catnetcatnet 1.15.31.15.3 https://cran.r-project.org/web/packages/catnet/index.html
caToolscaTools 1.17.11.17.1 https://cran.r-project.org/web/packages/caTools/index.html
cclustcclust 0.6-210.6-21 https://cran.r-project.org/web/packages/cclust/index.html
cellrangercellranger 1.1.01.1.0 https://cran.r-project.org/web/packages/cellranger/index.html
ChainLadderChainLadder 0.2.50.2.5 https://cran.r-project.org/web/packages/ChainLadder/index.html
checkmatecheckmate 1.8.51.8.5 https://cran.r-project.org/web/packages/checkmate/index.html
checkpointcheckpoint 0.4.30.4.3 https://cran.r-project.org/web/packages/checkpoint/index.html
choroplethrMapschoroplethrMaps 1.0.11.0.1 https://cran.r-project.org/web/packages/choroplethrMaps/index.html
chronchron 2.3-522.3-52 https://cran.r-project.org/web/packages/chron/index.html
circlizecirclize 0.4.30.4.3 https://cran.r-project.org/web/packages/circlize/index.html
Ckmeans.1d.dpCkmeans.1d.dp 4.2.14.2.1 https://cran.r-project.org/web/packages/Ckmeans.1d.dp/index.html
classclass 7.3-147.3-14 https://cran.r-project.org/web/packages/class/index.html
classIntclassInt 0.1-240.1-24 https://cran.r-project.org/web/packages/classInt/index.html
clicli 1.0.01.0.0 https://cran.r-project.org/web/packages/cli/index.html
ClickClustClickClust 1.1.51.1.5 https://cran.r-project.org/web/packages/ClickClust/index.html
clickstreamclickstream 1.3.01.3.0 https://cran.r-project.org/web/packages/clickstream/index.html
clueclue 0.3-540.3-54 https://cran.r-project.org/web/packages/clue/index.html
clustercluster 2.0.62.0.6 https://cran.r-project.org/web/packages/cluster/index.html
clvclv 0.3-2.10.3-2.1 https://cran.r-project.org/web/packages/clv/index.html
cmprskcmprsk 2.2-72.2-7 https://cran.r-project.org/web/packages/cmprsk/index.html
codacoda 0.19-10.19-1 https://cran.r-project.org/web/packages/coda/index.html
codetoolscodetools 0.2-150.2-15 https://cran.r-project.org/web/packages/codetools/index.html
coefplotcoefplot 1.2.61.2.6 https://cran.r-project.org/web/packages/coefplot/index.html
coincoin 1.2-21.2-2 https://cran.r-project.org/web/packages/coin/index.html
collapsibleTreecollapsibleTree 0.1.60.1.6 https://cran.r-project.org/web/packages/collapsibleTree/index.html
colorRampscolorRamps 2.32.3 https://cran.r-project.org/web/packages/colorRamps/index.html
colorspacecolorspace 1.3-21.3-2 https://cran.r-project.org/web/packages/colorspace/index.html
combinatcombinat 0.0-80.0-8 https://cran.r-project.org/web/packages/combinat/index.html
commonmarkcommonmark 1.41.4 https://cran.r-project.org/web/packages/commonmark/index.html
compilercompiler 3.4.43.4.4 NANA
compositionscompositions 1.40-11.40-1 https://cran.r-project.org/web/packages/compositions/index.html
CORElearnCORElearn 1.52.01.52.0 https://cran.r-project.org/web/packages/CORElearn/index.html
corpcorcorpcor 1.6.91.6.9 https://cran.r-project.org/web/packages/corpcor/index.html
corrgramcorrgram 1.121.12 https://cran.r-project.org/web/packages/corrgram/index.html
corrplotcorrplot 0.840.84 https://cran.r-project.org/web/packages/corrplot/index.html
covrcovr 3.0.13.0.1 https://cran.r-project.org/web/packages/covr/index.html
cowplotcowplot 0.9.20.9.2 https://cran.r-project.org/web/packages/cowplot/index.html
cplmcplm 0.7-50.7-5 https://cran.r-project.org/web/packages/cplm/index.html
crayoncrayon 1.3.41.3.4 https://cran.r-project.org/web/packages/crayon/index.html
crosstalkcrosstalk 1.0.01.0.0 https://cran.r-project.org/web/packages/crosstalk/index.html
cslogisticcslogistic 0.1-30.1-3 https://cran.r-project.org/web/packages/cslogistic/index.html
ctscts 1.0-211.0-21 https://cran.r-project.org/web/packages/cts/index.html
ctvctv 0.8-40.8-4 https://cran.r-project.org/web/packages/ctv/index.html
cubaturecubature 1.3-111.3-11 https://cran.r-project.org/web/packages/cubature/index.html
CubistCubist 0.2.10.2.1 https://cran.r-project.org/web/packages/Cubist/index.html
curlcurl 3.23.2 https://cran.r-project.org/web/packages/curl/index.html
CVSTCVST 0.2-10.2-1 https://cran.r-project.org/web/packages/CVST/index.html
cvToolscvTools 0.3.20.3.2 https://cran.r-project.org/web/packages/cvTools/index.html
d3Networkd3Network 0.5.2.10.5.2.1 https://cran.r-project.org/web/packages/d3Network/index.html
d3rd3r 0.8.00.8.0 https://cran.r-project.org/web/packages/d3r/index.html
data.tabledata.table 1.10.4-31.10.4-3 https://cran.r-project.org/web/packages/data.table/index.html
data.treedata.tree 0.7.50.7.5 https://cran.r-project.org/web/packages/data.tree/index.html
datasetsdatasets 3.4.43.4.4 NANA
datedate 1.2-381.2-38 https://cran.r-project.org/web/packages/date/index.html
DBIDBI 0.80.8 https://cran.r-project.org/web/packages/DBI/index.html
dbplyrdbplyr 1.2.11.2.1 https://cran.r-project.org/web/packages/dbplyr/index.html
dbscandbscan 1.1-11.1-1 https://cran.r-project.org/web/packages/dbscan/index.html
dclonedclone 2.2-02.2-0 https://cran.r-project.org/web/packages/dclone/index.html
ddalphaddalpha 1.3.1.11.3.1.1 https://cran.r-project.org/web/packages/ddalpha/index.html
dealdeal 1.2-371.2-37 https://cran.r-project.org/web/packages/deal/index.html
debugmedebugme 1.1.01.1.0 https://cran.r-project.org/web/packages/debugme/index.html
deepnetdeepnet 0.20.2 https://cran.r-project.org/web/packages/deepnet/index.html
deldirdeldir 0.1-140.1-14 https://cran.r-project.org/web/packages/deldir/index.html
dendextenddendextend 1.12.01.12.0 https://cran.r-project.org/web/packages/dendextend/index.html
DEoptimRDEoptimR 1.0-81.0-8 https://cran.r-project.org/web/packages/DEoptimR/index.html
deployrRservedeployrRserve 9.0.09.0.0 NANA
DerivDeriv 3.8.43.8.4 https://cran.r-project.org/web/packages/Deriv/index.html
descdesc 1.1.11.1.1 https://cran.r-project.org/web/packages/desc/index.html
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Power BI에서 지원되지 않는 R 스크립트R scripts that are not supported in Power BI

다음 테이블은 Power BI 서비스에서 지원되지 않는 패키지를 보여 줍니다.The following table shows which packages are not supported in the Power BI service.

패키지Package 요청 날짜Request Date 이유Reason
RgoogleMapsRgoogleMaps 2016/10/0510/05/2016 네트워킹 차단Networking is blocked
mailRmailR 2016/10/0310/03/2016 네트워킹 차단Networking is blocked
RevoScaleRRevoScaleR 2016/8/308/30/2016 Microsoft R Server에서만 제공ships only with Microsoft R Server

다음 단계Next steps

Power BI의 R에 대한 자세한 내용은 다음 문서를 참조하세요.For more information about R in Power BI, take a look at the following articles: