Data Analysis

Explore clusters and build insights from your photo study data

Filters

Time

Emotion

Context

Cluster Explorer

4 clusters found

Transit Waiting

Moments of waiting for public transportation

23 photos

Dominant Emotion

anticipation

Time Patterns

morning-rushevening-rush

Key Insights

  • High stress during rush hours
  • Preference for less crowded areas

Active Commuting

Walking, cycling, and active transportation

18 photos

Dominant Emotion

energetic

Time Patterns

morningweekend

Key Insights

  • Weather significantly impacts choice
  • Strong preference for green routes

Traffic Frustration

Stuck in traffic or delayed journeys

15 photos

Dominant Emotion

frustrated

Time Patterns

rush-hour

Key Insights

  • Consistent daily struggle
  • Time unpredictability is major stressor

Peaceful Transit

Calm and pleasant travel moments

12 photos

Dominant Emotion

peaceful

Time 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