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Context
Cluster Explorer
4 clusters foundTransit Waiting
Moments of waiting for public transportation
Dominant Emotion
anticipationTime Patterns
morning-rushevening-rush
Key Insights
- High stress during rush hours
- Preference for less crowded areas
Active Commuting
Walking, cycling, and active transportation
Dominant Emotion
energeticTime Patterns
morningweekend
Key Insights
- Weather significantly impacts choice
- Strong preference for green routes
Traffic Frustration
Stuck in traffic or delayed journeys
Dominant Emotion
frustratedTime Patterns
rush-hour
Key Insights
- Consistent daily struggle
- Time unpredictability is major stressor
Peaceful Transit
Calm and pleasant travel moments
Dominant Emotion
peacefulTime Patterns
off-peakweekend
Key Insights
- Less crowded environments preferred
- Natural views enhance experience
Theme Mapper
Automated Theme Mapping
AI-generated affinity diagram showing relationships between clusters