Why keep a record of what you filled? | Installation | A small example | Fill, then read the record | Which rows did imputation keep? | Indicators for a model | How it was produced | What it refuses | Multiple imputation (prototype) | Where to go next
Package: hvtiRimputation 0.1.3
hvtiRimputation: Missing Value Imputation for the HVTI CORR Group
Fills missing values in a data frame by a stated method and returns the filled data together with a row-level record of exactly which values were changed. Ports the mean-imputation behaviour of the Cleveland Clinic CORR group's SAS library -- 'PROC STANDARD' with 'REPLACE', and the 'imputsub' macro that wraps it. The package knows nothing about the warehouse, a build, or any study: the input is a data frame and the output is a data frame plus a record.
Authors:
hvtiRimputation_0.1.3.tar.gz
hvtiRimputation_0.1.3.zip(r-4.7-any)hvtiRimputation_0.1.3.zip(r-4.6-any)hvtiRimputation_0.1.3.zip(r-4.5-any)
hvtiRimputation_0.1.3.tgz(r-4.6-any)hvtiRimputation_0.1.3.tgz(r-4.5-any)
hvtiRimputation_0.1.3.tar.gz(r-4.7-any)hvtiRimputation_0.1.3.tar.gz(r-4.6-any)
hvtiRimputation_0.1.3.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
hvtiRimputation/json (API)
| # Install 'hvtiRimputation' in R: |
| install.packages('hvtiRimputation', repos = c('https://ehrlinger.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/ehrlinger/hvtirimputation/issues
Pkgdown/docs site:https://ehrlinger.github.io
Last updated from:311832b1de. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 133 | ||
| source / vignettes | OK | 408 | ||
| linux-release | OK | 130 | ||
| macos-release | OK | 138 | ||
| macos-oldrel | OK | 113 | ||
| windows-devel | OK | 141 | ||
| windows-release | OK | 122 | ||
| windows-oldrel | OK | 108 | ||
| wasm-release | OK | 104 |
Exports:analysis_passcomplete_case_passimputation_indicatorsimputation_provenanceimpute_meanimpute_multipleimputed_anyimputed_dataimputed_matrixkept_by_imputation
Dependencies:backportsbitbit64bootbroomclicliprcodetoolscpp11crayondplyrforcatsforeachgenericsglmnetgluehavenhmsiteratorsjomolatticelifecyclelme4magrittrMASSMatrixmiceminqamitmlnlmenloptrnnetnumDerivordinalpanpillarpkgconfigprettyunitsprogresspurrrR6rbibutilsRcppRcppEigenRdpackreadrreformulasrlangrpartshapestringistringrsurvivaltibbletidyrtidyselecttzdbucminfutf8vctrsvroomwithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| The imputation record | hvti_imputation |
| The multiple-imputation record | hvti_imputation_multi |
| Missingness indicators, generated from the record | imputation_indicators |
| Read an imputation record | analysis_pass complete_case_pass imputation-accessors imputation_provenance imputed_any imputed_data imputed_data.hvti_imputation_multi imputed_matrix kept_by_imputation |
| Fill missing values with the variable mean | impute_mean |
| Fill missing values with multiple imputation | impute_multiple |
| Summarise what was imputed | summary.hvti_imputation |
| Summarise what was imputed, across the m completed datasets | summary.hvti_imputation_multi |