Package: DrData 0.2.0
Mohsen Mehdinia
DrData: Interactive Statistical Analysis and Machine Learning Platform
A 'Shiny'-based interactive platform for end-to-end data science workflows. Provides modules for data import (CSV, 'Excel', RDS, TXT), data preprocessing (missing value imputation, encoding, scaling, outlier removal), exploratory data analysis with interactive plots and normality tests, supervised learning (regression and classification each with eight algorithms), and unsupervised learning (k-means, hierarchical clustering, density-based spatial clustering of applications with noise). Designed for students and practitioners in data science and artificial intelligence.
Authors:
DrData_0.2.0.tar.gz
DrData_0.2.0.tar.gz(r-4.7-any)DrData_0.2.0.tar.gz(r-4.6-any)
DrData_0.2.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
DrData/json (API)
| # Install 'DrData' in R: |
| install.packages('DrData', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/mohsenmehdinia/drdata/issues
Last updated from:65863e1c1f. Checks:4 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 168 | ||
| source / vignettes | OK | 223 | ||
| linux-release-x86_64 | OK | 154 | ||
| wasm-release | OK | 141 |
Exports:build_model_formulaml_metrics_regressionml_prepare_dataml_splitrun_app
Dependencies:base64encbslibcachemclicommonmarkdigestfastmapfontawesomefsgluehtmltoolshttpuvjquerylibjsonlitelaterlifecyclemagrittrmemoisemimeotelpromisesR6rappdirsRcpprlangsassshinysourcetoolswithrxtable
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Build a model formula with optional interaction terms | build_model_formula |
| Compute regression performance metrics | ml_metrics_regression |
| Prepare a data frame for machine learning | ml_prepare_data |
| Split a data frame into training and test sets | ml_split |
| Run the DrData Application | run_app |
