Published Paper Details:

Data Insight Pro is a comprehensive Tkinter-based graphical user interface (GUI) application designed to facilitate unstructured data management and enable users to extract meaningful insights from their datasets. It provides a user-friendly platform for uploading Excel or CSV files, performing data preprocessing tasks, conducting statistical analyses, and generating insightful visualizations. One of the key features of Data Insight Pro is its ability to preprocess data by handling missing values, removing duplicates, and detecting and handling outliers. This data cleaning process is crucial for improving data quality and enhancing the accuracy of subsequent analyses and visualizations. Additionally, the application incorporates a simple linear regression model to assess the impact of data preprocessing on model performance, calculating the accuracy before and after data cleaning. Users can download the cleaned dataset as a CSV file and the generated visualizations as PDF or PNG files, with the option to include log information for better documentation and reproducibility. Data Insight Pro aims to streamline the data exploration, analysis, and visualization process, empowering users to make informed decisions based on high-quality data and insightful representations.