DataXploreFines: Generalized Data for Informed Decision, Making, An Interactive Shiny Application for Data Analysis and Visualization

TL;DR

DataXploreFines is an interactive Shiny app that facilitates comprehensive data exploration, visualization, and analysis, including advanced statistical tools like time series forecasting, aimed at empowering users to make informed decisions.

Contribution

The paper introduces DataXploreFines, a versatile and user-friendly Shiny application that integrates data management, visualization, and advanced statistical analysis in one platform.

Findings

Supports multiple data formats like CSV and Excel

Provides a wide range of interactive visualizations

Includes advanced analysis tools like ARIMA and SARIMA models

Abstract

This article presents DataXploreFines, an innovative Shiny application that revolutionizes data exploration, analysis, and visualization. The application offers functionalities for data loading, management, summarization, basic graphs, advanced analysis, and contact. Users can upload their datasets in popular formats like CSV or Excel, explore the data structure, perform manipulations, and obtain statistical summaries. DataXploreFines provides a wide range of interactive visualizations, including histograms, scatter plots, bar charts, and line graphs, enabling users to identify patterns and trends. Additionally, the application offers statistical tools such as time series analysis using ARIMA and SARIMA models, forecasting, and Ljung-Box statistic. Its user-friendly interface empowers individuals from various domains, including beginners in statistics, to make informed decisions.