Package: prepkit 0.1.1


Rui Gong
prepkit: Data Normalization and Transformation
Provides functions for data normalization and transformation in preprocessing stages. Implements scaling methods (min-max, Z-score, L2 normalization) and power transformations (Box-Cox, Yeo-Johnson). Box-Cox transformation is described in Box and Cox (1964) <doi:10.1111/j.2517-6161.1964.tb00553.x>, Yeo-Johnson transformation in Yeo and Johnson (2000) <doi:10.1093/biomet/87.4.954>.
Authors:
prepkit_0.1.1.tar.gz
prepkit_0.1.1.zip(r-4.7)prepkit_0.1.1.zip(r-4.6)prepkit_0.1.1.zip(r-4.5)
prepkit_0.1.1.tgz(r-4.6-any)prepkit_0.1.1.tgz(r-4.5-any)
prepkit_0.1.1.tar.gz(r-4.7-any)prepkit_0.1.1.tar.gz(r-4.6-any)
prepkit_0.1.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
prepkit/json (API)
| # Install 'prepkit' in R: |
| install.packages('prepkit', repos = c('https://gonrui.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/gonrui/prepkit/issues
Pkgdown/docs site:https://gonrui.github.io
- sim_gait_data - Simulated Geriatric Gait Data
Last updated from:90c926a857. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 111 | ||
| source / vignettes | OK | 172 | ||
| linux-release-x86_64 | OK | 115 | ||
| macos-release-arm64 | OK | 185 | ||
| macos-oldrel-arm64 | OK | 181 | ||
| windows-devel | OK | 94 | ||
| windows-release | OK | 87 | ||
| windows-oldrel | OK | 68 | ||
| wasm-release | OK | 96 |
Exports:norm_decimalnorm_l2norm_meannorm_minmaxnorm_mode_rangenorm_robustnorm_zscorepp_plottrans_boxcoxtrans_logtrans_yeojohnson
Dependencies:clicpp11farverggplot2gluegtableisobandlabelinglifecycleR6RColorBrewerrlangS7scalesvctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Decimal Scaling Normalization | norm_decimal |
| L2 Normalization (Unit Vector) | norm_l2 |
| Mean Normalization | norm_mean |
| Min-Max Normalization | norm_minmax |
| M-Score (Mode-Range Normalization) | norm_mode_range |
| Robust Standardization (Median-MAD) | norm_robust |
| Z-Score Standardization | norm_zscore |
| Visualize Distribution: Before vs After | pp_plot |
| Simulated Geriatric Gait Data | sim_gait_data |
| Box-Cox Transformation | trans_boxcox |
| Logarithmic Transformation | trans_log |
| Yeo-Johnson Transformation | trans_yeojohnson |