Propaganda
Messaging timelines
Two measurements over an archived corpus of social posts: how tightly a phrase clustered in a short window, and how it ran across months. Both count the same way, both show their receipts, and both stop short of the claim readers expect a page like this to make.
Observed account coverage. The selected measurement contains 1 resolved accounts across truth_social; 0 matching posts have unresolved identities. Repeated posting is not proof of coordination. Links do not establish transmission; timing does not establish causation. The historical archive inventory is reported separately below.
Burst selected
A short window in hourly buckets.
Up to 31 days. Answers how concentrated posting was, and whether one account or several were involved. It classifies the window as one account posting repeatedly, as more than one account active, or — when any matching post carries no account identity — as unknown on that question. Activity, never proven coordination.
Switch to Echo
Up to two years in monthly buckets.
Up to 732 days. Answers how a phrase ran over time, and adds a reference chronology built only from literal links in the posts on the current receipt page. The chronology is scoped to that page; the counts are not.
The two modes are separate measurements over the same corpus. They are never combined into one series, and a burst result is not a sample of an echo result.
Run a measurement
Starting points
- Communism, two yearsEcho mode over the backend's 730-day default, monthly buckets.
- 5 July 2026, one hourBurst mode over the hour in the curated case: six posts, one account.
- Socialism, two yearsEcho mode, a different term over the same corpus and the same formulae.
Measurement: "communis"
Burst mode · 2026-07-05 15:00:00 UTC to 2026-07-05 16:00:00 UTC · half open, the end instant excluded
one account posting repeatedly. Every matching post resolved to the same one account. Repetition by one author is cadence, not a swarm.
Cached semantic similarity
Unavailable — incomplete embeddings
Method: mean_pairwise_cosine_text_embedding_3_small_1536.
0 of 6 selected posts have usable cached embeddings; 0 invalid embeddings; 0 pairs. Computation limit: 200 posts.
Mean pairwise cosine describes text similarity among enriched posts. It does not establish identical claims, intent or coordination. Missing enrichment is not a similarity of zero.
Trigger to first captured hit
Unavailable — no reviewed trigger
Elapsed time to the first matching captured post; not proof of causation, exposure, coordination or complete observation.
Selected account coverage
All observed accounts (no reviewed cohort selected). 0 stable identities observed. 6 matching posts before cohort filtering lack a stable identity. Coverage not established as complete. No party affiliation is inferred.
Measurements
- Matching posts
- 6Every matching row in the window, independent of receipt paging.
- Distinct accounts
- 1Every matching post resolved to an account.
- Posts per hour
- 6Divided by the whole requested window, not by the time between the first and last post.
- Observed span
- 107.714 s (1.8 minutes)First to last matching post. A separate figure from the requested window.
- Exact repetition
- 0%0 repeated posts. exact normalized full text; casefold and whitespace only. This is not semantic similarity.
- Coordination score
- Unavailable: no validated way to measure coordination exists, so no score is producedNo number is produced here in any response. Coordination is not something this data can measure.
- First observed
- 2026-07-05 15:26:34 UTC
- Last observed
- 2026-07-05 15:28:21 UTC
Hourly series
2026-07-05 15:00:00peak 6 posts per hour2026-07-05 15:00:00
Hourly counts (1 bucket, 1 with observations)
| Hour (UTC) | Posts | What the count means |
|---|---|---|
| 2026-07-05 15:00:00 | 6 | Observed count. Archive completeness for this bucket is not established. |
Coverage of this window
- 44 archived posts fall in this window; 6 contain the term.
- By platform: truth_social 44.
- 0 rows were excluded for an unusable timestamp rather than being counted with a guessed one.
- Archive completeness for this window: not established. Counts do not imply equal opportunity to observe every account.
- Party comparison: unavailable: no verified, balanced account coverage to compare against.
- Legacy revision history: unknown for archived rows that carry no source account id.
Post montage
Receipts 1 to 6 of 6 matching posts in this window. Ordered by publication instant, then receipt id. Snapshot 700947b18112.
@realDonaldTrumptruth_social
Trump Declares Holy War on Communism in Latest Speech: https://townhall.com/tipsheet/josephchalfant/2026/06/26/trump-declares-holy-war-on-communism-in-latest-speech-n2678393
Open the post on truth_socialarchive row 2245, platform id 116868067768149796
@realDonaldTrumptruth_social
Trump warns 'godless communists' will turn cities into slums as Dems fail to fight socialist surge: https://www.foxnews.com/politics/trump-warns-godless-communists-turn-cities-slums-dems-fail-fight-socialist-surge
Open the post on truth_socialarchive row 2244, platform id 116868068664504672
@realDonaldTrumptruth_social
Watch: Trump Tells the Hard Truth on Why the Dem Party Refuses to Fight Its Internal Communist Threat: https://redstate.com/beccalower/2026/06/26/religious-liberty-at-the-heart-of-defeating-communists-president-trump-speaks-conservative-conference-n2203764
Open the post on truth_socialarchive row 2243, platform id 116868070757235178
@realDonaldTrumptruth_social
Trump says communism is the biggest threat facing America on eve of 250th birthday: https://www.washingtonexaminer.com/news/white-house/4627007/trump-communism-biggest-threat-facing-america/
Open the post on truth_socialarchive row 2242, platform id 116868071918677461
@realDonaldTrumptruth_social
Trump blasts left-wing NYC Dems as 'godless communists' at Faith & Freedom Coalition conference: https://www.washingtontimes.com/news/2026/jun/26/trump-blasts-left-wing-nyc-dems-godless-communists-faith-freedom/
Open the post on truth_socialarchive row 2241, platform id 116868073387804639
@realDonaldTrumptruth_social
'Freedom is the future': Trump warns Americans about the threat of 'hardcore, godless communists' on the rise: https://thepostmillennial.com/freedom-is-the-future-trump-warns-americans-about-the-threat-of-hardcore-godless-communists-on-the-rise
Open the post on truth_socialarchive row 2240, platform id 116868074827104487
The cursor is opaque: it is a token the backend minted and only the backend reads. It carries the window this measurement actually ran over, so following it cannot land on a different window even when no start and end were given and the default window would otherwise have moved on between the two requests. This page never decodes it, never edits it, and never constructs one.
Walk-backs and hypotheses
Reviewed walk-backs: 0
None. A walk-back requires a reviewed, explicit correction or retraction with two ordered, timestamped receipts from the same account on the same platform. A change of subject, a deleted page or a later contradicting post does not qualify, and none is promoted to one here.
Hypotheses: 0
None attached to this measurement. Hypotheses live in a separate field from measurements and never influence a number.
Observed timing, repetition and explicit links do not establish coordination, influence, intent or causation.
Corpus coverage and capture health
Archived inventory
Counted from the archive file itself on 2026-09-13, read-only. The file’s SHA-256 was recorded before and after and did not change. This is an inventory of observations, not a verified record of everything posted.
- Posts in the archive
- 34,771
- In the 24-month window
- 12,696
- Accounts
- 1
- Months covered
- 25
Span 2022-02-14 15:54:32 UTC to 2026-07-20 02:32:18 UTC. Window 2024-09-13 to 2026-09-13, UTC half-open; 24 calendar months. Busiest month 2024-10 with 974 posts across 31 observed days.
- @realDonaldTrump on truth_social — 34,771 posts
Not in this archive. Revision and deletion history: unavailable: this legacy archive kept no revision history. Party comparison: unavailable: the archive holds one account.
No observed history for x, bluesky. That is an absence of observation, reported as unknown. It is not a count of zero posts on those platforms.
A zero count means no archived observations, not no real-world activity.
Month-by-month counts
| Month | Posts | Days with posts | Notes |
|---|---|---|---|
| 2024-09 | 545 | 18 | Partial month at the window edge. Completeness not established. |
| 2024-10 | 974 | 31 | Completeness not established. |
| 2024-11 | 359 | 29 | Completeness not established. |
| 2024-12 | 426 | 31 | Completeness not established. |
| 2025-01 | 442 | 31 | Completeness not established. |
| 2025-02 | 504 | 28 | Completeness not established. |
| 2025-03 | 638 | 31 | Completeness not established. |
| 2025-04 | 461 | 30 | Completeness not established. |
| 2025-05 | 515 | 31 | Completeness not established. |
| 2025-06 | 504 | 30 | Completeness not established. |
| 2025-07 | 613 | 31 | Completeness not established. |
| 2025-08 | 570 | 31 | Completeness not established. |
| 2025-09 | 415 | 30 | Completeness not established. |
| 2025-10 | 482 | 31 | Completeness not established. |
| 2025-11 | 609 | 29 | Completeness not established. |
| 2025-12 | 476 | 29 | Completeness not established. |
| 2026-01 | 606 | 31 | Completeness not established. |
| 2026-02 | 555 | 28 | Completeness not established. |
| 2026-03 | 538 | 31 | Completeness not established. |
| 2026-04 | 549 | 30 | Completeness not established. |
| 2026-05 | 811 | 31 | Completeness not established. |
| 2026-06 | 644 | 29 | Completeness not established. |
| 2026-07 | 460 | 20 | Completeness not established. |
| 2026-08 | 0 | 0 | No archived observations for this month. |
| 2026-09 | 0 | 0 | Partial month at the window edge. No archived observations for this month. |
News items in the same database (10 sources)
- BBC — 39 items, stored publication values from 2025-04-30 14:04:28+00:00 to 2025-12-15 04:26:43+00:00
- C-SPAN — 2 items, stored publication values from 2016-02-13 to 2020-09-19
- NYT — 21 items, stored publication values from 2025-12-14 10:00:23+00:00 to 2025-12-15 05:35:25+00:00
- Test — 1 items, stored publication values from 2025-12-15 04:37:31 to 2025-12-15 04:37:31
- gold_test_set — 18 items, stored publication values from 2002-10-10 to 2024-03-06
- guardian_us_politics — 13 items, stored publication values from 2026-03-11T19:29:47.684280 to 2026-03-11T19:30:16.146047
- npr_politics — 6 items, stored publication values from 2026-03-11T11:17:16.051265 to 2026-03-11T18:44:42.868542
- pbs_newshour — 29 items, stored publication values from 2026-03-11T11:17:47.196797 to 2026-03-11T18:45:36.680436
- politifact — 1 items, stored publication values from 2025-12-15T18:09:56.989121 to 2025-12-15T18:09:56.989121
- the_hill — 7 items, stored publication values from 2026-03-11T19:29:07.645063 to 2026-03-11T19:29:37.790037
- sparse snapshots, not continuous publication coverage
- naive and date-only publication values cannot support exact lag
- Test and gold_test_set are evaluation data and excluded from evidence
Current capture health
The durable state of ingestion right now, separate from the archive above. Reading this page starts no capture: nothing on this route schedules work.
State: observed ingestion runs
truth_social_archive · @realDonaldTrump · truth_social
Status success · started 2026-10-08 00:03:03.252707+00 · finished 2026-10-08 00:03:03.45662+00
Within the expected daily cadence. Coverage completeness is not established by a successful run.
Worked cases
Individual episodes examined by hand, with their evidence and their gaps written down. Measurements above are automated; these are not.
Six media links shared by one Truth Social account
observed local archive and bounded public read
- One account on one social platform; not a multi-account swarm.
- Only one linked publisher publication instant was inspected. Other URL targets are unclassified and undated.
- No verified original event or source-layer timestamp; no complete event-to-source-to-media-to-social chain.
Helsinki statement and next-day explicit correction
inspected primary transcripts with publisher and archived social context
- Historical 2018 supplementary example, outside the requested recent 18–24-month focus; not an archived Truth Social post.
- Official transcript issue dates order the explicit correction; session times are not publication times and no seconds lag is measured.
- All four stage labels are present but no connected event→source→media→social reference chain is verified.