01
Social Discourse Index
Salience and stance of key topics across regions and time.
- Coverage
- US, FR, ES, GB, DE, IT, +7
- Frequency
- Weekly
- History
- 12 months
- Unit
- region × topic × week
A data layer for measuring public discourse.
Clamor Data transforms social video into structured datasets across topic, entity, sentiment, stance, geography and time.
Dataset catalogue
| Dataset | Coverage | Frequency | Labels | History |
|---|---|---|---|---|
| Social Discourse Index | US, FR, ES, GB, DE, IT, +7 | Weekly | topic · entity · stance · sentiment · region | 12 months |
| Political Narrative | US, GB | Daily | entity · issue · stance · narrative · sentiment | 18 months |
| Consumer Intent | US, CA, AU, FR, DE, ES | Weekly | category · intent · sentiment · brand | 12 months |
| Economic Sentiment | US, EU | Weekly | topic · sentiment · intensity · region | 24 months |
Topic salience over time
United States · weekly
- Housing1.63%
- Immigration1.21%
- Inflation0.92%
- Jobs0.74%
- Healthcare0.48%
48M+
videos processed
17
languages
12 mo
historical coverage
Weekly / Daily
datasets
API · Parquet · CSV
delivery
Our pipeline
From raw social video to structured variables.
Speech is separated from catalogue audio, transcribed, resolved against a maintained taxonomy and aggregated by region and week. Every stage is measured, and the sample size travels with the record.
Video sources
Transcription
Entity & topic
Stance & sentiment
Region & time
Structured dataset
Sample record
Structured. Labeled. Actionable.
Each record is time-stamped, geo-attributed and labeled across multiple dimensions — the same shape whether it arrives over the API, in a Parquet drop or in a historical backfill.
The catalogue
All datasets02
Political Narrative
Political entities, issues and narratives at scale.
- Coverage
- US, GB
- Frequency
- Daily
- History
- 18 months
- Unit
- region × entity × day
03
Consumer Intent
Category demand, brand mentions and purchase intent.
- Coverage
- US, CA, AU, FR, DE, ES
- Frequency
- Weekly
- History
- 12 months
- Unit
- region × brand × week
04
Economic Sentiment
Public sentiment around economic and financial topics.
- Coverage
- US, EU
- Frequency
- Weekly
- History
- 24 months
- Unit
- region × topic × week
Coverage
Full coverage| Market | Languages | Videos processed | History | Cadence |
|---|---|---|---|---|
| United States | en, es | 21.4M | 24 months | Daily |
| United Kingdom | en | 6.1M | 18 months | Daily |
| Spain | es, ca | 4.8M | 12 months | Weekly |
| France | fr | 5.2M | 12 months | Weekly |
| Germany | de | 4.4M | 12 months | Weekly |
| Italy | it | 3.0M | 12 months | Weekly |
Delivery
REST API
Query by region, topic, entity and date range. Cursor pagination, ISO-8601 timestamps, versioned endpoints and a stable record contract.
Bulk export
Parquet and CSV drops to S3, GCS or Azure on your cadence. Full historical backfill lands with the first delivery.
Custom slices
Bespoke taxonomies, entity lists and regional cuts built against a specific research question, delivered on the same schema.
Quality assurance
A number is only useful if you know what it is a number of.
Known denominator
Sampling is uniform over the identifier space, so a share is a share of a measurable population rather than of whatever a search returned.
Positive controls
Live records of known state are interleaved with every collection run, which separates 'absent' from 'blocked' instead of silently under-counting.
Sample size on every row
Every aggregate ships with n and a 95% interval. Rows thinner than the stated floor are published as null rather than smoothed.
Human validation
A stratified slice of each release is hand-checked against the transcript, and the agreement rate is published with the release notes.
Request a sample dataset.
Tell us the market and the question. We return a real slice — schema, sample sizes and confidence intervals included — not a brochure.