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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Format: | Article |
Language: | English |
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Foundation for Open Access Statistics
2021-05-01
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Series: | Journal of Statistical Software |
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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. |
first_indexed | 2024-03-13T07:59:49Z |
format | Article |
id | doaj.art-1c293c2b425c4bc4a4d15ef0c2c86557 |
institution | Directory Open Access Journal |
issn | 1548-7660 |
language | English |
last_indexed | 2024-03-13T07:59:49Z |
publishDate | 2021-05-01 |
publisher | Foundation for Open Access Statistics |
record_format | Article |
series | Journal of Statistical Software |
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 |