Monitoring Data in R with the lumberjack Package

Monitoring data while it is processed and transformed can yield detailed insight into the dynamics of a (running) production system. The lumberjack package is a lightweight package allowing users to follow how an R object is transformed as it is manipulated by R code. The package abstracts all loggi...

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Main Author: Mark P. J. van der Loo
Format: Article
Language:English
Published: Foundation for Open Access Statistics 2021-05-01
Series:Journal of Statistical Software
Subjects:
Online Access:https://www.jstatsoft.org/index.php/jss/article/view/4008
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author Mark P. J. van der Loo
author_facet Mark P. J. van der Loo
author_sort Mark P. J. van der Loo
collection DOAJ
description Monitoring data while it is processed and transformed can yield detailed insight into the dynamics of a (running) production system. The lumberjack package is a lightweight package allowing users to follow how an R object is transformed as it is manipulated by R code. The package abstracts all logging code from the user, who only needs to specify which objects are logged and what information should be logged. A few default loggers are included with the package but the package is extensible through user-defined logger objects.
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spelling doaj.art-1c293c2b425c4bc4a4d15ef0c2c865572023-06-01T18:41:08ZengFoundation for Open Access StatisticsJournal of Statistical Software1548-76602021-05-0198110.18637/jss.v098.i013811Monitoring Data in R with the lumberjack PackageMark P. J. van der LooMonitoring data while it is processed and transformed can yield detailed insight into the dynamics of a (running) production system. The lumberjack package is a lightweight package allowing users to follow how an R object is transformed as it is manipulated by R code. The package abstracts all logging code from the user, who only needs to specify which objects are logged and what information should be logged. A few default loggers are included with the package but the package is extensible through user-defined logger objects.https://www.jstatsoft.org/index.php/jss/article/view/4008data qualityprocess monitoringloggingdebuggingR
spellingShingle Mark P. J. van der Loo
Monitoring Data in R with the lumberjack Package
Journal of Statistical Software
data quality
process monitoring
logging
debugging
R
title Monitoring Data in R with the lumberjack Package
title_full Monitoring Data in R with the lumberjack Package
title_fullStr Monitoring Data in R with the lumberjack Package
title_full_unstemmed Monitoring Data in R with the lumberjack Package
title_short Monitoring Data in R with the lumberjack Package
title_sort monitoring data in r with the lumberjack package
topic data quality
process monitoring
logging
debugging
R
url https://www.jstatsoft.org/index.php/jss/article/view/4008
work_keys_str_mv AT markpjvanderloo monitoringdatainrwiththelumberjackpackage