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A collection of tools that support data diagnosis, exploration, and transformation. Data diagnostics provides information and visualization of missing values, outliers, and unique and negative values to help you understand the distribution and quality of your data. Data exploration provides information and visualization of the descriptive statistics of univariate variables, normality tests and outliers, correlation of two variables, and the relationship between the target variable and predictor. Data transformation supports binning for categorizing continuous variables, imputes missing values and outliers, and resolves skewness. And it creates automated reports that support these three tasks.
Version: | 0.6.3 |
Depends: | R (≥ 3.2.0) |
Imports: | dplyr (≥ 0.7.6), showtext (≥ 0.9-4), sysfonts (≥ 0.7.1), ggplot2 (≥ 3.0.0), grid, gridExtra, hrbrthemes (≥ 0.8.0), htmltools, kableExtra, knitr (≥ 1.22), methods, mice, pagedown (≥ 0.15), purrr, reactable, rlang, rmarkdown, rpart, shiny, tibble, tidyr, tidyselect, utils |
Suggests: | DBI, classInt, dbplyr, forecast (≥ 8.3), Hmisc, partykit, ppsr, prettydoc, randomForest, RSQLite, ranger, stringi |
Published: | 2024-02-07 |
DOI: | 10.32614/CRAN.package.dlookr |
Author: | Choonghyun Ryu [aut, cre] |
Maintainer: | Choonghyun Ryu <choonghyun.ryu at gmail.com> |
BugReports: | https://github.com/choonghyunryu/dlookr/issues |
License: | GPL-2 |
URL: | https://github.com/choonghyunryu/dlookr/, https://choonghyunryu.github.io/dlookr/ |
NeedsCompilation: | no |
Citation: | dlookr citation info |
Materials: | NEWS |
CRAN checks: | dlookr results |
Reference manual: | dlookr.pdf |
Vignettes: |
Exploratory Data Analysis Data quality diagnosis Introduce dlookr Data Transformation |
Package source: | dlookr_0.6.3.tar.gz |
Windows binaries: | r-devel: dlookr_0.6.3.zip, r-release: dlookr_0.6.3.zip, r-oldrel: dlookr_0.6.3.zip |
macOS binaries: | r-release (arm64): dlookr_0.6.3.tgz, r-oldrel (arm64): dlookr_0.6.3.tgz, r-release (x86_64): dlookr_0.6.3.tgz, r-oldrel (x86_64): dlookr_0.6.3.tgz |
Old sources: | dlookr archive |
Reverse imports: | alookr, gtexture |
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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.
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