Topics an audience avoids

Which topics this audience is in far LESS than everyone else, and far more.

Inverts the usual question. The rest of the platform builds an audience from topics you name; this starts from an audience you already have and reports what its members are unusually absent from. Absence is often the more reliable signal: given a list of converters, predicting who else will convert is hard, while ruling out who will not is frequently easy.

Read significance_z BEFORE the rows. A sweep compares hundreds or tens of thousands of topics at once, so some differences look convincing by chance alone. significance_z is the |z| a row must clear across this sweep (Bonferroni corrected) and significant_rows counts those that do. Rows are returned raw and never pre-filtered, so a row can appear here and still be noise.

detectable_feature_size is a guide to size, not a cutoff: roughly the reach a topic needs for this audience to show it at half the usual rate. Smaller topics can still produce significant rows when the difference is stronger.

universe_scope names the denominator. It changes with the tiers swept and moves every lift, so results with different scopes are not comparable.

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Path Params
integer
required

Audience ID.

Query Params
uuid
required

Project ID (UUID).

string
required

Day to analyse, YYYYMMDD. Must be an archived day; roughly the last 28 are retained.

integer
Defaults to 10000

Skip topics below this reach. Smaller topics cannot carry a segment even when the lift is real.

integer

Skip topics above this reach. A topic holding a tenth of everyone clears any statistical bar while saying nothing actionable.

integer
≤ 200
Defaults to 25

Rows returned at each end.

boolean
Defaults to false

Also sweep the low-confidence tier. Roughly doubles the universe and therefore changes every lift, so it is off by default. Turn it on when detectable_topics is too small to be useful. Considerably slower: measured at ~24s without it and ~261s with it against an 892,000-member audience. Budget minutes, not seconds.

Responses

400

Invalid day or reach band.

401

Missing or invalid authentication.

403

Forbidden.

404

Audience not found in this project, or no intent history for that day. The message distinguishes them.

409

The audience's membership snapshot predates the day requested. Pick an earlier day, or retry after the next indexing run (hourly except between 03:00 and 09:00 UTC). Refused rather than served because a stale snapshot omits the most recently seen people, which biases every lift in the same direction.

503

Too many analyses in flight. Retry shortly.

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