Clamor Data
For research, markets and brand teams

Structured data on what the public says, watches and endorses.

One labelled record per video: the entities it talks about, the position it takes, its reach and how the audience responds. Politics, geopolitics, the economy and consumer markets, in 30 languages.

Record views129,700
Opinion by target
Illustrative rolling selection · 350,400 videos
Cost of living80% against
Donald Trump50% against
Immigration policy50% against
Pedro Sánchez55% against
Gaza war72.5% against
Apple60% for
Against / neutral / for · share of videos per target
The same groceries 0:24
Short video · GB
Cost of livingstrongly against
96.4K views9.9K likes830 comments
Illustrative

“The same groceries cost more every week. My pay has barely moved.”

Comments · first page
user_0332323h
Finally someone said it out loud.
312supports
user_0199192h
I would like more detail.
845neither
Where it is postedIllustrative
Apple · 70,400 videos
US: 36,960 videosNOFR: 5,280 videosSE: 1,760 videosBYUAPL: 1,760 videosATHUMDROLTLVEEDE: 7,040 videosBGGRALHRCHLUBENL: 3,520 videosPTES: 1,760 videosIE: 1,760 videosITDKGB: 10,560 videosISSIFISKCZBAMKRSMEUnited StatesEurope
fewermore videos
US 37KGB 10.6KDE 7KFR 5.3K
Share against, 14 daysIllustrative
Apple · 70,400 videos
30%20%10%
7 Sep20 Sep
Record JSON · AppleIllustrative
{  "record_version": "v7.0",  "video_ref": "v_da357ee7c8dd2673ee7d7f3a",  "uploaded_at": "2026-09-20T19:07:00Z",  "language": "en",  "upload_region": "US",  "label": {    "discourse": true,    "content": "talking_head",    "category": "consumer",    "topic": "consumer.tech_devices_apps",    "commercial": "organic",    "why_not": null,    "summary": "I like the phone, but another expensive upgrade can wait.",    "targets": [      {        "id": "gev:apple",        "name": "Apple",        "kind": "company",        "stance": "neutral",        "salience": 3,        "claim_kind": "opinion",        "source": "creator",        "consumer_act": null      }    ]  },  "reach": {    "views": 129700,    "likes": 8630,    "comments": 764,    "shares": 940,    "saves": 1810,    "collected_at": "2026-09-21T06:00:00Z",    "likes_per_view": 0.0665  },  "audience": {    "commenters": 2,    "gender": null,    "comments": [      {        "comment_ref": "c_628522251efdc9e55fe67aa5",        "rank": 1,        "text": "Keeping mine another year.",        "likes": 23,        "relation": "supports",        "adoption": null,        "targets": []      },      {        "comment_ref": "c_b96b48a5df8f93da936c6120",        "rank": 2,        "text": "I would like more detail.",        "likes": 7,        "relation": "neither",        "adoption": null,        "targets": []      }    ]  },  "provenance": {    "recipe_id": "1707332ddd3f981ce9bdef42dee5286806eaa61c1708ee0853f486eca6058878",    "evidence_sha256": "11d2cbb25c3153e0bfe070068dfdf636545edacb6ff85448cb5db8f0f4335cf1",    "sample_weight": 1  }}
66 lines · 1.6 KB
Appleneutral
v_da357ee7c8129,700 views
Record JSON · Cost of livingIllustrative
{  "record_version": "v7.0",  "video_ref": "v_ed12ff63ed26059c9f27f996",  "uploaded_at": "2026-09-20T08:00:00Z",  "language": "en",  "upload_region": "GB",  "label": {    "discourse": true,    "content": "talking_head",    "category": "economy",    "topic": "economy.prices_cost_of_living",    "commercial": "organic",    "why_not": null,    "summary": "The same groceries cost more every week. My pay has barely moved.",    "targets": [      {        "id": "gev:economy_cost_of_living",        "name": "Economy and cost of living",        "kind": "issue",        "stance": "strongly against",        "salience": 3,        "claim_kind": "opinion",        "source": "creator",        "consumer_act": null      }    ]  },  "reach": {    "views": 96400,    "likes": 9900,    "comments": 830,    "shares": 1240,    "saves": 2050,    "collected_at": "2026-09-21T06:00:00Z",    "likes_per_view": 0.1027  },  "audience": {    "commenters": 2,    "gender": null,    "comments": [      {        "comment_ref": "c_7c8d46295d498dadf37f61b3",        "rank": 1,        "text": "My weekly shop feels the same.",        "likes": 23,        "relation": "supports",        "adoption": null,        "targets": []      },      {        "comment_ref": "c_f6ca2fa1d4f491fe9fa521fb",        "rank": 2,        "text": "I would like more detail.",        "likes": 7,        "relation": "neither",        "adoption": null,        "targets": []      }    ]  },  "provenance": {    "recipe_id": "f6ab6df1f9b50f1b529e25305135abac6c4b680c2817fd8923707d1ab6b64513",    "evidence_sha256": "829c37378b20744a3087a55e41acee4850d58f3ac7654bc3adbe856ddf706764",    "sample_weight": 1  }}
66 lines · 1.7 KB

The data

Linked datasets from one labelled record per video, with a release id on every row. Fields are added between versions, never redefined.

One API, the same record

REST with bearer tokens and cursor pagination, an OpenAPI schema for your client generator, and bulk files with the same fields for the archive.

RequestIllustrative
curl -G https://clamordata.com/api/v1/records \
  -H "Authorization: Bearer $CLAMOR_KEY" \
  -d target=gev:economy_cost_of_living \
  -d from=2026-09-01 -d limit=1
Response
X-Clamor-Release: rel-…

{
  "data": [{
    "video_ref": "v_9e3779b14443…",
    "language": "en",
    "upload_region": "GB",
    "label": {
      "category": "economy",
      "targets": [{
        "name": "Economy and cost of living",
        "stance": "strongly against",
        "salience": 3
      }]
    },
    "reach": { "views": 96400, "likes": 9900 }
  }],
  "next_cursor": "…"
}

Start from a sample of the current release

Tell us the issues, markets or brands you follow. We send a file and the data dictionary.