Ensure Data Quality, Spot Anomalies, and Validate Readiness — All in One Click
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DataQuality&Anomaly Detection Agent is a cutting-edge AI tool designed to streamline the workflow of data scientists and analysts by offering comprehensive data assessment capabilities. This powerful application automatically profiles datasets, identifies missing values, and detects anomalies—whether working in supervised or unsupervised settings. It evaluates the dataset's readiness for modeling, making it invaluable for both classification and regression tasks. From generating confusion matrices to producing residual plots and calculating performance scores, this agent offers detailed metrics crucial for informed decision-making. Developed using Python, Pandas, Scikit-learn, and Streamlit, the app features an interactive user interface that provides instant insights into data quality, enhancing efficiency and accuracy in data preparation. With its robust functionality, DataQuality&Anomaly Detection Agent is an essential tool for anyone aiming to elevate their data analysis efforts.
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