1. Cleaning Social Media Data
Data AnalystBackground
A dataset of social media comments is cluttered with excessive emojis and technical symbols that interfere with sentiment analysis.
Problem
Need to reduce the noise caused by non-text characters without losing the original sentence structure.
How to use
Paste the comments, select 'Emoji' and 'Technical Symbols', set the removal rate to 50%, and enable 'Preserve Sentence Structure'.
removalRate: 50, symbolTypes: ['emoji', 'technical'], preserveSentenceStructure: trueOutcome
The text is cleaned of half its emojis and technical symbols, leaving the readable content and sentence structure intact for analysis.