The process
Data collection
Website
Data collection
Website
- Crawler*
- HTML parser
- flat file
- Converted data (SAS dataset, delimited text, etc.)
Data cleaning
Remove invalid data
Remove invalid data
- Clear HTML tags ( ’ etc.)
- Remove special characters/noise in data
- Identify misspellings
- Replace misspellings
Natural Language processing (NLP)
Extract text from data
Extract text from data
- Part Of Speech (POS) tagging
- Sentiment extraction (“spacious room”, “friendly service”)
- Text standardization (concept generation)
- Sentiment grouping
Analysis
Top Of Mind (TOM) buzzwords
Top Of Mind (TOM) buzzwords
- Customer sentiment analysis
- Customized reporting
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