Filtered-out

The term 'filtered-out' describes the process or result of excluding, removing, or eliminating something from a larger set, system, or stream of information. This exclusion can be deliberate, automated, or a natural consequence of the system's design or environment. The purpose of filtering can vary, from improving clarity and focus by removing irrelevant content to ensuring data security and privacy by blocking malicious elements. The process of filtering often involves applying specific criteria or rules to identify unwanted elements, then preventing their inclusion or visibility. Consequently, the 'filtered-out' content is considered undesirable, invalid, or simply extraneous to the intended purpose.

Filtered-out meaning with examples

• During the data analysis, the initial dataset contained numerous corrupted records. These were carefully filtered-out to ensure the reliability of the results, leaving only the valid and usable entries. This refinement step was critical for generating accurate conclusions. Without it, the analysis would be skewed, rendering any derived insights unreliable, and the corrupted entries would have contaminated the conclusions.
• To combat spam, the email server automatically filtered-out unsolicited messages identified by suspicious content, sender addresses, and subject lines. The filter protected users from phishing attempts and other malicious content. The system was regularly updated with new filtering rules to adapt to evolving spam tactics. This helped maintain a clean inbox and allowed users to see important messages quickly.
• The audio engineer used a noise gate to filtered-out background hissing and hum from the microphone recording. The gate was set to only allow signals above a certain decibel level. As a result, the recording was cleaner, with only the desired sounds present. This process removed unwanted frequencies, making the desired audio clearer and easier to listen to.
• In content moderation, certain posts on the social media platform are filtered-out if they violate community guidelines, such as those containing hate speech, violence, or explicit content. This filter protects other users from offensive content, while also preserving freedom of expression. The goal is to balance expression with safety to maintain a healthy and respectful online environment.