Behaviors & patterns

Understand recurring activities, routines, and how they change over time.

Recurring activities#

{
  "concept": "running",
  "frequency": "2-3x/week",
  "trend": "increasing",
  "confidence": 0.88,
  "supporting_moments": 31
}

Frequency summarizes recurrence in the available history. Supporting moments count distinct events, not individual photos. A camera roll is a partial view of someone’s life, so these estimates do not measure every real-world activity.

Routines and temporal patterns#

{
  "concept": "weekends_are_more_social",
  "confidence": 0.86,
  "supporting_moments": 54
}

Patterns describe relationships across moments: weekday versus weekend behavior, seasonal activities, or routines that recur across months.

Trends and recent changes#

Trends describe increasing, steady, or decreasing activity in recent history. Profile incorporates new evidence incrementally, allowing a product to respond to new interests without treating every recent photo as a lasting change.

Use query() for a specific temporal question, such as how the user’s outdoor activities have changed recently. Read confidence and coverage alongside the answer.