Package: autoFlagR 1.0.0

autoFlagR: AI-Driven Anomaly Detection for Data Quality

Automated data quality auditing using unsupervised machine learning. Provides AI-driven anomaly detection for data quality assessment, primarily designed for Electronic Health Records (EHR) data, with benchmarking capabilities for validation and publication. Methods based on: Liu et al. (2008) <doi:10.1109/ICDM.2008.17>, Breunig et al. (2000) <doi:10.1145/342009.335388>.

Authors:Vikrant Dev Rathore [aut, cre]

autoFlagR_1.0.0.tar.gz
autoFlagR_1.0.0.zip(r-4.7-any)autoFlagR_1.0.0.zip(r-4.6-any)autoFlagR_1.0.0.zip(r-4.5-any)
autoFlagR_1.0.0.tgz(r-4.6-any)autoFlagR_1.0.0.tgz(r-4.5-any)
autoFlagR_1.0.0.tar.gz(r-4.7-any)autoFlagR_1.0.0.tar.gz(r-4.6-any)
autoFlagR_1.0.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
autoFlagR/json (API)

# Install 'autoFlagR' in R:
install.packages('autoFlagR', repos = c('https://vikrant31.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/vikrant31/autoflagr/issues

Pkgdown/docs site:https://vikrant31.github.io

On CRAN:

Conda:

2.81 score 13 scripts 385 downloads 11 exports 65 dependencies

Last updated from:5d9f210873. Checks:7 WARNING, 1 ERROR, 1 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develWARNING131
source / vignettesERROR180
linux-releaseWARNING131
macos-releaseWARNING202
macos-oldrelWARNING87
windows-develWARNING103
windows-releaseWARNING77
windows-oldrelWARNING96
wasm-releaseOK106

Exports:calculate_benchmark_metricscalculate_feature_importancecreate_rmd_templateextract_benchmark_metricsflag_top_anomaliesgenerate_audit_reportget_top_anomaliesprep_for_anomalyscore_anomalyscore_iforestscore_lof

Dependencies:base64encbigDbitopsbslibcachemclicommonmarkcpp11curldbscandigestdplyrevaluatefarverfastmapfontawesomefsgenericsggplot2gluegtgtablehighrhtmltoolshtmlwidgetsisobandisotreejquerylibjsonlitejuicyjuiceknitrlabelinglifecyclelitedownmagrittrmarkdownmemoisemimepillarpkgconfigpROCPRROCR6rappdirsRColorBrewerRcppreactablereactRRhpcBLASctlrlangrmarkdownS7sassscalestibbletidyselecttinytexutf8V8vctrsviridisLitewithrxfunxml2yaml