The noise to signal ratio (NSR) is a critical metric in data collection that measures the clarity of relevant information against background noise. Effective methods for improving NSR are essential, as they enhance the reliability of insights and support better decision-making by minimizing the impact of irrelevant data. By employing strategies such as data cleaning…