Introduction | A messy example | Running validate_df() | Looking at the details | Missing values | Outliers | Duplicate rows | Numeric-like inconsistencies | Visualizing the results | Running checks individually | How the thresholds work | Outliers: the IQR method
Package: validateR 0.2.0
validateR: Simple Data Frame Validation and Quality Checks
Checks a data frame for common data quality issues, including missing values, outliers, duplicate rows, and type inconsistencies. Results are returned as a structured 'validation_report' object with 'print' and 'plot' methods for quick inspection.
Authors:
validateR_0.2.0.tar.gz
validateR_0.2.0.zip(r-4.7-any)validateR_0.2.0.zip(r-4.6-any)validateR_0.2.0.zip(r-4.5-any)
validateR_0.2.0.tgz(r-4.6-any)validateR_0.2.0.tgz(r-4.5-any)
validateR_0.2.0.tar.gz(r-4.7-any)validateR_0.2.0.tar.gz(r-4.6-any)
validateR_0.2.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
validateR/json (API)
| # Install 'validateR' in R: |
| install.packages('validateR', repos = c('https://ugyennorbu.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/ugyennorbu/validater/issues
Pkgdown/docs site:https://ugyennorbu.github.io
Last updated from:1551f2f1b9. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 148 | ||
| source / vignettes | OK | 184 | ||
| linux-release | OK | 104 | ||
| macos-release | OK | 143 | ||
| macos-oldrel | OK | 125 | ||
| windows-devel | OK | 71 | ||
| windows-release | OK | 86 | ||
| windows-oldrel | OK | 65 | ||
| wasm-release | OK | 77 |
Exports:check_date_likecheck_duplicatescheck_missingcheck_numeric_likecheck_outliersnew_validation_reportvalidate_df
Dependencies:
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Check for date-like inconsistencies in character columns | check_date_like |
| Check for duplicate rows in a data frame | check_duplicates |
| Check for missing values in a data frame | check_missing |
| Check for type inconsistencies in character columns | check_numeric_like |
| Check for outlier values in a data frame | check_outliers |
| Construct a validation_report object | new_validation_report |
| Plot a validation_report object | plot.validation_report |
| Print a validation_report object | print.validation_report |
| Validate a data frame for common data quality issues | validate_df |