# Paquetes y software utilizados

Este proyecto utiliza diversos paquetes en R para el análisis y modelado de datos. Se han seleccionado diferentes bibliotecas que cumplen funciones específicas dentro del flujo de trabajo, aunque los usuarios pueden optar por alternativas que cumplan la misma tarea. 

## Software
- **R Core Team**. R: A Language and Environment for Statistical Computing. Version 4.1.3. Vienna, Austria: R Foundation for Statistical Computing; 2021. Disponible en: [R 4.1.3](https://cran.r-project.org/bin/windows/base/old/4.1.3/)
- **RStudio Team**. RStudio: Integrated Development Environment for R. Version 2023.12.1. Boston, MA: RStudio, PBC; 2023. Disponible en: [RStudio 2023.12.1](https://dailies.rstudio.com/rstudio/ocean-storm/desktop-pro/windows/2023-12-1-402-pro1/)

## Paquetes

-**readxl: Wickham H, Bryan J. readxl: Read Excel Files. R package version 1.3.1. 2019. Available from: https://CRAN.R-project.org/package=readxl 
-**tidyverse: Wickham H, Averick M, Bryan J, Chang W, McGowan L, François R et al. Welcome to the tidyverse. J Open Source Softw. 2019;4(43):1686.
-**GGally: Schloerke B, Crowley J, Cook D, Briatte F, Marbach M, Thoen E et al. GGally: Extension to 'ggplot2'. R package version 2.0.0. 2020. Available from: https://CRAN.R-project.org/package=GGally 
-**tableone: Yoshida K, Bartel A. tableone: Create 'Table 1' to Describe Baseline Characteristics with or without Propensity Score Weights. R package version 0.12.0. 2023. Available from: https://CRAN.R-project.org/package=tableone 
-**broom: Robinson D, Hayes A. broom: Convert Statistical Objects into Tidy Tibbles. R package version 0.7.12. 2022. Available from: https://CRAN.R-project.org/package=broom 
-**vcdExtra: Friendly M, Meyer D. vcdExtra: 'vcd' Extensions and Additions. R package version 0.7-3. 2021. Available from: https://CRAN.R-project.org/package=vcdExtra 
-**InformationValue: Sing T. InformationValue: Performance Analysis and Diagnostic Tools for Binary Classification Models. R package version 1.2.4. 2022. Available from: https://CRAN.R-project.org/package=InformationValue 
-**ResourceSelection: Lele SR, Keim JL. ResourceSelection: Resource Selection (Probability) Functions for Use-Availability Data. R package version 0.3-5. 2021. Available from: https://CRAN.R-project.org/package=ResourceSelection 
-**data.table: Dowle M, Srinivasan A. data.table: Extension of data.frame. R package version 1.14.6. 2022. Available from: https://CRAN.R-project.org/package=data.table 
-**lmtest: Zeileis A, Hothorn T. Diagnostic Checking in Regression Relationships. R News. 2002;2(3):7-10.
-**chest: Yamamoto K. chest: Chain Event Graph Modelling Tools. R package version 0.1.1. 2022. Available from: https://CRAN.R-project.org/package=chest 
-**sjPlot: Lüdecke D. sjPlot: Data Visualization for Statistics in Social Science. R package version 2.8.10. 2023. Available from: https://CRAN.R-project.org/package=sjPlot 
-**vcd: Meyer D, Zeileis A, Hornik K, Friendly M. vcd: Visualizing Categorical Data. R package version 1.4-10. 2022. Available from: https://CRAN.R-project.org/package=vcd 
-**grid: R Core Team. grid: The Grid Graphics Package. R package version 4.1.3. 2021. Available from: https://CRAN.R-project.org/package=grid 
-**gnm: Turner H, Firth D. Generalized Nonlinear Models in R: An Overview of the gnm Package. R package version 1.1-1. 2022. Available from: https://CRAN.R-project.org/package=gnm 
-**dplyr: Wickham H, François R, Henry L, Müller K. dplyr: A Grammar of Data Manipulation. R package version 1.0.10. 2022. Available from: https://CRAN.R-project.org/package=dplyr 
-**lubridate: Grolemund G, Wickham H. Dates and Times Made Easy with lubridate. J Stat Softw. 2011;40(3):1-25.
-**summarytools: Comtois D. summarytools: Tools to Quickly and Neatly Summarize Data. R package version 1.0.1. 2022. Available from: https://CRAN.R-project.org/package=summarytools 
-**tableone: Yoshida K, Bartel A. tableone: Create 'Table 1' to Describe Baseline Characteristics with or without Propensity Score Weights. R package version 0.12.0. 2023. Available from: https://CRAN.R-project.org/package=tableone 
-**openxlsx: Walker A. openxlsx: Read, Write and Edit xlsx Files. R package version 4.2.5. 2022. Available from: https://CRAN.R-project.org/package=openxlsx 
-**knitr: Xie Y. knitr: A Comprehensive Tool for Reproducible Research in R. R package version 1.40. 2022. Available from: https://CRAN.R-project.org/package=knitr 
-**caret: Kuhn M. Building Predictive Models in R Using the caret Package. J Stat Softw. 2008;28(5):1-26.
-**ggplot2: Wickham H. ggplot2: Elegant Graphics for Data Analysis. Springer-Verlag New York; 2016.
-**texreg: Leifeld P. texreg: Conversion of Statistical Model Output in R to LaTeX and HTML Tables. J Stat Softw. 2013;55(8):1-24.
-**leaflet: Cheng J, Karambelkar B, Xie Y. leaflet: Create Interactive Web Maps with the JavaScript 'Leaflet' Library. R package version 2.0.4. 2022. Available from: https://CRAN.R-project.org/package=leaflet 
-**maps: Becker RA, Wilks AR, Brownrigg R, Minka TP, Deckmyn A. maps: Draw Geographical Maps. R package version 3.4.0. 2022. Available from: https://CRAN.R-project.org/package=maps 
-**sf: Pebesma E. Simple Features for R: Standardized Support for Spatial Vector Data. R J. 2018;10(1):439-446.
-**ROCR: Sing T, Sander O, Beerenwinkel N, Lengauer T. ROCR: Visualizing classifier performance in R. Bioinformatics. 2005;21(20):3940-3941.
-**tinytable: Kay M, Alex B. tinytable: A Minimalistic Table Library. R package version 0.1.0. 2022. Available from: https://CRAN.R-project.org/package=tinytable 
-**gt: Iannone R, Cheng J, Schloerke B, Barret M. gt: Easily Create Presentation-Ready Display Tables. R package version 0.7.0. 2022. Available from: https://CRAN.R-project.org/package=gt 
-**patchwork: Pedersen TL. patchwork: The Composer of Plots. R package version 1.1.2. 2022. Available from: https://CRAN.R-project.org/package=patchwork 
-**conflicted: Wickham H. conflicted: An Alternative Conflict Resolution Strategy. R package version 1.1.0. 2021. Available from: https://CRAN.R-project.org/package=conflicted 
-**boot: Canty A, Ripley BD. boot: Bootstrap R (S-Plus) Functions. R package version 1.3-28. 2021. Available from: https://CRAN.R-project.org/package=boot 

Se recomienda revisar la documentación oficial de cada paquete para mayor detalle. Para instalar los paquetes necesarios, ejecutar:

```r
install.packages(c("tidyverse", "caret", "ggplot2", "ROCR", "dplyr", "tableone", "broom", "ResourceSelection", "patchwork", "leaflet", "sf"))
```

Este listado no es exhaustivo y cada usuario puede optar por bibliotecas alternativas que cumplan la misma funcionalidad. Se fomenta la exploración de distintas herramientas para enriquecer el análisis y la reproducibilidad del estudio.