Science Score: 26.0%
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
-
✓DOI references
Found 3 DOI reference(s) in README -
○Academic publication links
-
○Academic email domains
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (9.4%) to scientific vocabulary
Last synced: 9 months ago
·
JSON representation
Repository
Basic Info
- Host: GitHub
- Owner: GianmarcoBorrata
- Language: R
- Default Branch: main
- Size: 45.9 KB
Statistics
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Created about 2 years ago
· Last pushed over 1 year ago
Metadata Files
Readme
Changelog
README.Rmd
---
output: github_document
---
# Indicator Package
The Indicator package is a versatile tool designed for constructing composite indicators, imputing missing data, evaluating imputation results, and normalizing data. It offers a range of functions to streamline the process of handling complex datasets, making it an essential resource for researchers, analysts, and data scientists.
# Key Features
- **Composite Indicator Construction**: Implement various composite indicators such as the Mazziotta-Pareto Index, Adjusted Mazziotta-Pareto Index, Geometric aggregation, Linear aggregation, and more.
- **Missing Data Imputation**: Utilize techniques like Linear Regression Imputation, Hot Deck Imputation, etc., to fill in missing values effectively.
- **Evaluation Metrics**: Assess the quality of missing data imputation using metrics like R^2, RMSE, and MAE for informed decision-making.
- **Data Normalization**: Standardize and normalize data using methods like Standardization by Adjusted Mazziotta-Pareto method, Normalization by Adjusted Mazziotta-Pareto method, and others.
# Installation
You can install the Indicator package from CRAN using:
https://CRAN.R-project.org/package=Indicator
# install.packages("devtools")
devtools::install_github("GianmarcoBorrata/Indicator")
# References
- OECD/European Union/EC-JRC (2008), "Handbook on Constructing Composite Indicators: Methodology and User Guide", OECD Publishing, Paris, DOI:10.1787/533411815016
- Matteo Mazziotta & Adriano Pareto (2018), "Measuring Well-Being Over Time: The Adjusted Mazziotta–Pareto Index Versus Other Non-compensatory Indices", Social Indicators Research, Springer, vol. 136(3), pages 967-976, April, DOI:10.1007/s11205-017-1577-5
- De Muro P., Mazziotta M., Pareto A. (2011), "Composite Indices of Development and Poverty: An Application to MDGs", Social Indicators Research, Volume 104, Number 1, pp. 1-18, DOI:10.1007/s11205-010-9727-z
Owner
- Login: GianmarcoBorrata
- Kind: user
- Repositories: 1
- Profile: https://github.com/GianmarcoBorrata
GitHub Events
Total
- Push event: 2
Last Year
- Push event: 2
Packages
- Total packages: 1
-
Total downloads:
- cran 217 last-month
- Total dependent packages: 0
- Total dependent repositories: 0
- Total versions: 3
- Total maintainers: 1
cran.r-project.org: Indicator
Composite 'Indicator' Construction and Imputation Data
- Homepage: https://github.com/GianmarcoBorrata/Indicator
- Documentation: http://cran.r-project.org/web/packages/Indicator/Indicator.pdf
- License: Unlimited
-
Latest release: 0.1.3
published over 1 year ago
Rankings
Dependent packages count: 28.8%
Dependent repos count: 35.4%
Average: 49.9%
Downloads: 85.6%
Maintainers (1)
Last synced:
10 months ago
Dependencies
DESCRIPTION
cran
- R >= 4.0 depends
- FactoMineR * imports
- missMethods * imports
- norm * imports
- stats * imports
- spelling * suggests