Package: civic.icarm 0.2.0
civic.icarm: Interpretable Civic-Accountable and Responsible Machine Learning
A general-purpose framework for Interpretable Civic-Accountable and Responsible Machine Learning (ICARM). Works with any clean tabular data and automatically detects whether a task is binary classification, multi-class classification, or regression from the target variable type. Provides a single unified entry point civic_fit() alongside tidy interfaces for global and local model explanations, group-level fairness auditing, probability calibration, multi-model comparison, threshold analysis, and reproducible audit trails. Designed to support the DataCitizen-Pro research agenda at Ludwigsburg University of Education: developing data literacy, statistical reasoning, and democratic judgment formation in civic and political teacher education. References: Biecek (2018) <doi:10.18637/jss.v085.i04>, Kuhn (2008) <doi:10.18637/jss.v028.i05>, Awe (2025) <https://github.com/Olawaleawe/civic.icarm>.
Authors:
civic.icarm_0.2.0.tar.gz
civic.icarm_0.2.0.zip(r-4.7)civic.icarm_0.2.0.zip(r-4.6)civic.icarm_0.2.0.zip(r-4.5)
civic.icarm_0.2.0.tgz(r-4.6-any)civic.icarm_0.2.0.tgz(r-4.5-any)
civic.icarm_0.2.0.tar.gz(r-4.7-any)civic.icarm_0.2.0.tar.gz(r-4.6-any)
civic.icarm_0.2.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
civic.icarm/json (API)
| # Install 'civic.icarm' in R: |
| install.packages('civic.icarm', repos = c('https://olawaleawe.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/olawaleawe/civic.icarm/issues
- civic_education - Civic_education dataset
- civic_german_credit - Civic_german_credit dataset
- civic_voting - Civic_voting dataset
Last updated from:7a5bbe4ae1. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 145 | ||
| source / vignettes | OK | 187 | ||
| linux-release-x86_64 | OK | 144 | ||
| macos-release-arm64 | OK | 79 | ||
| macos-oldrel-arm64 | OK | 110 | ||
| windows-devel | OK | 89 | ||
| windows-release | OK | 69 | ||
| windows-oldrel | OK | 81 | ||
| wasm-release | OK | 114 |
Exports:civic_auditcivic_calibratecivic_comparecivic_equalized_odds_curvecivic_equity_summarycivic_explaincivic_explain_localcivic_fairnesscivic_fitcivic_metricscivic_plot_calibrationcivic_plot_comparisoncivic_plot_confusioncivic_plot_fairnesscivic_plot_importancecivic_plot_roc_groupscivic_plot_thresholdscivic_scorecardcivic_splitcivic_thresholds
Dependencies:clicpp11digestdplyrfarvergenericsggplot2gluegtableisobandjsonlitelabelinglifecyclemagrittrpillarpkgconfigpurrrR6RColorBrewerrlangrpartS7scalesstringistringrtibbletidyrtidyselectutf8vctrsviridisLitewithr
