Science Score: 39.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
○CITATION.cff file
-
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
✓DOI references
Found 2 DOI reference(s) in README -
○Academic publication links
-
○Academic email domains
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (18.0%) to scientific vocabulary
Last synced: 10 months ago
·
JSON representation
Repository
DAL ToolBox Data Preprocessing
Basic Info
Statistics
- Stars: 3
- Watchers: 3
- Forks: 1
- Open Issues: 0
- Releases: 0
Created about 2 years ago
· Last pushed 12 months ago
Metadata Files
Readme
License
README.Rmd
---
output: github_document
---
```{r, include = FALSE}
knitr::opts_chunk$set(
collapse = TRUE,
comment = "#>",
fig.path = "man/figures/README-",
out.width = "100%"
)
```
# 
Python-Based Extensions for Data Analytics Workflows
Python-Based Extensions for Data Analytics Workflows provides Python-based extensions to enhance data analytics workflows, particularly for tasks involving data preprocessing and predictive modeling. It includes tools for:
- Data sampling and transformation
- Feature selection
- Balancing strategies (e.g., SMOTE)
- Model construction and tuning
These capabilities leverage Python libraries via the `reticulate` interface, enabling seamless integration with the broader Python machine learning ecosystem. The package supports instance selection and hybrid workflows that combine R and Python functionalities for flexible and reproducible analytical pipelines.
The architecture is inspired by the **Experiment Lines** approach, which promotes modularity, extensibility, and interoperability across tools.
More information on Experiment Lines is available in [Ogasawara et al. (2009)](https://doi.org/10.1007/978-3-642-02279-1_20).
---
# Examples
Example scripts are available at:
- [Examples](https://github.com/cefet-rj-dal/daltoolboxdp/tree/main/examples)
- [Autoenconders](https://github.com/cefet-rj-dal/daltoolboxdp/tree/main/autoencoder)
- [Time Series](https://github.com/cefet-rj-dal/daltoolboxdp/tree/main/timeseries)
---
# Installation
You can install the latest stable version from CRAN:
```r
install.packages("daltoolboxdp")
```
To install the development version from GitHub:
```r
library(devtools)
devtools::install_github("cefet-rj-dal/daltoolboxdp", force = TRUE, dependencies = FALSE, upgrade = "never")
```
---
# Bug reports and feature requests
Please report issues or suggest new features via:
- [GitHub Issues](https://github.com/cefet-rj-dal/daltoolboxdp/issues)
Owner
- Name: Data Analytics Lab
- Login: cefet-rj-dal
- Kind: organization
- Website: https://eic.cefet-rj.br/dal
- Repositories: 3
- Profile: https://github.com/cefet-rj-dal
GitHub Events
Total
- Watch event: 2
- Member event: 1
- Push event: 74
- Gollum event: 2
- Pull request event: 6
- Fork event: 2
- Create event: 2
Last Year
- Watch event: 2
- Member event: 1
- Push event: 74
- Gollum event: 2
- Pull request event: 6
- Fork event: 2
- Create event: 2
Issues and Pull Requests
Last synced: 10 months ago
All Time
- Total issues: 0
- Total pull requests: 3
- Average time to close issues: N/A
- Average time to close pull requests: 23 days
- Total issue authors: 0
- Total pull request authors: 1
- Average comments per issue: 0
- Average comments per pull request: 0.0
- Merged pull requests: 3
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 3
- Average time to close issues: N/A
- Average time to close pull requests: 23 days
- Issue authors: 0
- Pull request authors: 1
- Average comments per issue: 0
- Average comments per pull request: 0.0
- Merged pull requests: 3
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
Pull Request Authors
- Diego07101985 (3)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 1
-
Total downloads:
- cran 21,268 last-month
- Total dependent packages: 0
- Total dependent repositories: 0
- Total versions: 7
- Total maintainers: 1
cran.r-project.org: daltoolboxdp
Python-Based Extensions for Data Analytics Workflows
- Homepage: https://cefet-rj-dal.github.io/daltoolboxdp/
- Documentation: http://cran.r-project.org/web/packages/daltoolboxdp/daltoolboxdp.pdf
- License: MIT + file LICENSE
-
Latest release: 1.2.727
published 12 months ago
Rankings
Dependent packages count: 28.0%
Dependent repos count: 36.0%
Average: 49.6%
Downloads: 84.8%
Maintainers (1)
Last synced:
11 months ago
Dependencies
DESCRIPTION
cran
- FSelector * imports
- daltoolbox * imports
- doBy * imports
- glmnet * imports
- leaps * imports
- smotefamily * imports