This project examines the American food insecurity crisis and its connection to the increase in firearm-related deaths, with a particular emphasis on a detailed comparison of New Jersey and Virginia.
Analyses were conducted using the R Statistical language (version 4.4.1; R Core
Team, 2024) on Windows 11 x64 (build 22631), using the packages flexdashboard
(version 0.6.2; Aden-Buie G et al., 2023), effectsize (version 0.8.9;
Ben-Shachar MS et al., 2020), lubridate (version 1.9.3; Grolemund G, Wickham H,
2011), ggpubr (version 0.6.0; Kassambara A, 2023), parameters (version 0.22.2;
Lüdecke D et al., 2020), performance (version 0.12.3; Lüdecke D et al., 2021),
easystats (version 0.7.3; Lüdecke D et al., 2022), see (version 0.9.0; Lüdecke
D et al., 2021), insight (version 0.20.5; Lüdecke D et al., 2019), bayestestR
(version 0.15.0; Makowski D et al., 2019), modelbased (version 0.8.9; Makowski
D et al., 2020), report (version 0.5.9; Makowski D et al., 2023), correlation
(version 0.8.5; Makowski D et al., 2022), tibble (version 3.2.1; Müller K,
Wickham H, 2023), datawizard (version 0.13.0; Patil I et al., 2022), plotly
(version 4.10.4; Sievert C, 2020), urbnmapr (version 0.0.0.9002; Strochak S et
al., 2024), ggplot2 (version 3.5.1; Wickham H, 2016), forcats (version 1.0.0;
Wickham H, 2023), stringr (version 1.5.1; Wickham H, 2023), tidyverse (version
2.0.0; Wickham H et al., 2019), dplyr (version 1.1.4; Wickham H et al., 2023),
purrr (version 1.0.2; Wickham H, Henry L, 2023), readr (version 2.1.5; Wickham
H et al., 2024) and tidyr (version 1.3.1; Wickham H et al., 2024).
References
----------
- Aden-Buie G, Sievert C, Iannone R, Allaire J, Borges B (2023).
_flexdashboard: R Markdown Format for Flexible Dashboards_. R package version
0.6.2, <https://CRAN.R-project.org/package=flexdashboard>.
- Ben-Shachar MS, Lüdecke D, Makowski D (2020). "effectsize: Estimation of
Effect Size Indices and Standardized Parameters." _Journal of Open Source
Software_, *5*(56), 2815. doi:10.21105/joss.02815
<https://doi.org/10.21105/joss.02815>, <https://doi.org/10.21105/joss.02815>.
- Grolemund G, Wickham H (2011). "Dates and Times Made Easy with lubridate."
_Journal of Statistical Software_, *40*(3), 1-25.
<https://www.jstatsoft.org/v40/i03/>.
- Kassambara A (2023). _ggpubr: 'ggplot2' Based Publication Ready Plots_. R
package version 0.6.0, <https://CRAN.R-project.org/package=ggpubr>.
- Lüdecke D, Ben-Shachar M, Patil I, Makowski D (2020). "Extracting, Computing
and Exploring the Parameters of Statistical Models using R." _Journal of Open
Source Software_, *5*(53), 2445. doi:10.21105/joss.02445
<https://doi.org/10.21105/joss.02445>.
- Lüdecke D, Ben-Shachar M, Patil I, Waggoner P, Makowski D (2021).
"performance: An R Package for Assessment, Comparison and Testing of
Statistical Models." _Journal of Open Source Software_, *6*(60), 3139.
doi:10.21105/joss.03139 <https://doi.org/10.21105/joss.03139>.
- Lüdecke D, Ben-Shachar M, Patil I, Wiernik B, Bacher E, Thériault R, Makowski
D (2022). "easystats: Framework for Easy Statistical Modeling, Visualization,
and Reporting." _CRAN_. doi:10.32614/CRAN.package.easystats
<https://doi.org/10.32614/CRAN.package.easystats>, R package,
<https://easystats.github.io/easystats/>.
- Lüdecke D, Patil I, Ben-Shachar M, Wiernik B, Waggoner P, Makowski D (2021).
"see: An R Package for Visualizing Statistical Models." _Journal of Open Source
Software_, *6*(64), 3393. doi:10.21105/joss.03393
<https://doi.org/10.21105/joss.03393>.
- Lüdecke D, Waggoner P, Makowski D (2019). "insight: A Unified Interface to
Access Information from Model Objects in R." _Journal of Open Source Software_,
*4*(38), 1412. doi:10.21105/joss.01412 <https://doi.org/10.21105/joss.01412>.
- Makowski D, Ben-Shachar M, Lüdecke D (2019). "bayestestR: Describing Effects
and their Uncertainty, Existence and Significance within the Bayesian
Framework." _Journal of Open Source Software_, *4*(40), 1541.
doi:10.21105/joss.01541 <https://doi.org/10.21105/joss.01541>,
<https://joss.theoj.org/papers/10.21105/joss.01541>.
- Makowski D, Ben-Shachar M, Patil I, Lüdecke D (2020). "Estimation of
Model-Based Predictions, Contrasts and Means." _CRAN_.
<https://github.com/easystats/modelbased>.
- Makowski D, Lüdecke D, Patil I, Thériault R, Ben-Shachar M, Wiernik B (2023).
"Automated Results Reporting as a Practical Tool to Improve Reproducibility and
Methodological Best Practices Adoption." _CRAN_.
<https://easystats.github.io/report/>.
- Makowski D, Wiernik B, Patil I, Lüdecke D, Ben-Shachar M (2022).
"correlation: Methods for Correlation Analysis." Version 0.8.3,
<https://CRAN.R-project.org/package=correlation>. Makowski D, Ben-Shachar M,
Patil I, Lüdecke D (2020). "Methods and Algorithms for Correlation Analysis in
R." _Journal of Open Source Software_, *5*(51), 2306. doi:10.21105/joss.02306
<https://doi.org/10.21105/joss.02306>,
<https://joss.theoj.org/papers/10.21105/joss.02306>.
- Müller K, Wickham H (2023). _tibble: Simple Data Frames_. R package version
3.2.1, <https://CRAN.R-project.org/package=tibble>.
- Patil I, Makowski D, Ben-Shachar M, Wiernik B, Bacher E, Lüdecke D (2022).
"datawizard: An R Package for Easy Data Preparation and Statistical
Transformations." _Journal of Open Source Software_, *7*(78), 4684.
doi:10.21105/joss.04684 <https://doi.org/10.21105/joss.04684>.
- R Core Team (2024). _R: A Language and Environment for Statistical
Computing_. R Foundation for Statistical Computing, Vienna, Austria.
<https://www.R-project.org/>.
- Sievert C (2020). _Interactive Web-Based Data Visualization with R, plotly,
and shiny_. Chapman and Hall/CRC. ISBN 9781138331457, <https://plotly-r.com>.
- Strochak S, Ueyama K, Williams A (2024). _urbnmapr: State and county
shapefiles in sf and tibble format_. R package version 0.0.0.9002, commit
ef9f4488d6bc916a07746aafe5755e9fb9da19eb,
<https://github.com/UrbanInstitute/urbnmapr>.
- Wickham H (2016). _ggplot2: Elegant Graphics for Data Analysis_.
Springer-Verlag New York. ISBN 978-3-319-24277-4,
<https://ggplot2.tidyverse.org>.
- Wickham H (2023). _forcats: Tools for Working with Categorical Variables
(Factors)_. R package version 1.0.0,
<https://CRAN.R-project.org/package=forcats>.
- Wickham H (2023). _stringr: Simple, Consistent Wrappers for Common String
Operations_. R package version 1.5.1,
<https://CRAN.R-project.org/package=stringr>.
- Wickham H, Averick M, Bryan J, Chang W, McGowan LD, François R, Grolemund G,
Hayes A, Henry L, Hester J, Kuhn M, Pedersen TL, Miller E, Bache SM, Müller K,
Ooms J, Robinson D, Seidel DP, Spinu V, Takahashi K, Vaughan D, Wilke C, Woo K,
Yutani H (2019). "Welcome to the tidyverse." _Journal of Open Source Software_,
*4*(43), 1686. doi:10.21105/joss.01686 <https://doi.org/10.21105/joss.01686>.
- Wickham H, François R, Henry L, Müller K, Vaughan D (2023). _dplyr: A Grammar
of Data Manipulation_. R package version 1.1.4,
<https://CRAN.R-project.org/package=dplyr>.
- Wickham H, Henry L (2023). _purrr: Functional Programming Tools_. R package
version 1.0.2, <https://CRAN.R-project.org/package=purrr>.
- Wickham H, Hester J, Bryan J (2024). _readr: Read Rectangular Text Data_. R
package version 2.1.5, <https://CRAN.R-project.org/package=readr>.
- Wickham H, Vaughan D, Girlich M (2024). _tidyr: Tidy Messy Data_. R package
version 1.3.1, <https://CRAN.R-project.org/package=tidyr>.