Normalize

To make something conform to a standard, average, or usual state; to bring something into alignment or conformity with established norms or practices. This can involve changing or adjusting processes, data, or behavior to remove inconsistencies, variations, or discrepancies. The process of normalization often aims to simplify, streamline, or standardize something for greater efficiency, clarity, or broader acceptance. It implies a movement toward a defined or understood state, often involving a reduction in complexity or an increase in order. This concept applies across numerous fields, from mathematics and technology to social dynamics and international relations. It is a process, and can involve a range of actions to establish a standard.

Normalize meaning with examples

• After the economic downturn, the government implemented policies to Normalize interest rates and stabilize the financial market. This involved careful adjustments to key indicators to regain investor confidence and encourage sustainable economic growth. The goal was to bring the economy back to a state where borrowing and lending functioned smoothly and predictably.
• Data scientists often use techniques to Normalize datasets before analysis. This process scales numerical data to a common range, like between 0 and 1, ensuring all features contribute equally to the analysis. Normalizing prevents features with larger values from dominating the results and allows for a more accurate and unbiased understanding of the data.
• In a newly integrated school, the administration worked to Normalize interactions between students from different backgrounds. This included promoting inclusive activities, fostering open communication, and addressing any biases or prejudices to create an equitable and welcoming environment for all students.
• Following a period of tension, diplomatic efforts were made to Normalize relations between the two countries. This involved dialogue, the establishment of trade agreements, and attempts to foster mutual understanding to end hostility and move toward a more cooperative relationship.