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Channel

Crypto Signals Must BTC / ETH / BNB

@CryptoSignalsMust

On this record: Topic · Observations · Also posting the same content · Growth · Engagement · Posts · Citations · Handles named that no longer answer · Cite this entry

304subscribers

-2 since we began measuring on 6 August 2026

Risers and fallers across the register · movement among entries of Under 1,000.

Register entry

Telegram ID-1001586225210
TypeChannel
Username@CryptoSignalsMust
Created21 October 2021measured — cross-checked against a third-party dataset (ext.tg_channel)
First recorded6 August 2026
Last confirmed live12 August 2026
Measurements held3
Confirmed unchanged1 time, most recently 12 August 2026
On Telegramt.me/CryptoSignalsMust

Topic

Crypto & trading — a classification, not a measurement. An on-box language model (Qwen3.6-35B-A3B-UD-Q6_K_XL, prompt version 1) read this channel’s own recent posts on 11 August 2026 and assigned it the closest of 31 fixed categories, at 78% confidence. This is a model’s judgement about what the channel is likely to be about, not a fact this register measured the way a subscriber count or a view count is measured — it can be revised on a later pass, and it carries no weight anywhere else on this page. How this classification works, and why it has no browse page of its own yet.

Observations

These are measurements, not verdicts. Each one below states something we counted, alongside the evidence it was counted from, so you can check it rather than take it. None of them is graded: every observation this register holds is recorded at severity 0, because the precision of the detectors behind them has not been measured yet, and a rating we cannot support is worse than none. Read each as a fact about the data, not as a judgement about the channel. How we measure.

Content that also appears on other registered channels

Posts published here appear word for word on 3 other registered channels. The matching is on the text itself, not on Telegram’s forward marker, so it finds a copy whether or not it was labelled as one.

Matching posts — open both and compare (6 of the pairs behind the counts below)
Posted firstThenOverlapGap
@CryptoSignalsMust/1864 · this entry17 Nov 2023, 18:57 UTC@teomb/473818 Nov 2023, 12:22 UTC1.0017 hours
@CryptoSignalsMust/1869 · this entry3 Jan 2024, 15:08 UTC@teomb/47433 Jan 2024, 15:08 UTC1.00under a minute
@CryptoSignalsMust/1871 · this entry12 Jan 2024, 08:00 UTC@teomb/474512 Jan 2024, 08:00 UTC1.00under a minute
@CryptoSignalsMust/1879 · this entry23 Feb 2024, 10:17 UTC@teomb/475323 Feb 2024, 10:17 UTC1.00under a minute
@CryptoSignalsMust/1864 · this entry17 Nov 2023, 18:57 UTC@RisveglioItaliano/497918 Nov 2023, 12:22 UTC1.0017 hours
@CryptoSignalsMust/1869 · this entry3 Jan 2024, 15:08 UTC@RisveglioItaliano/49843 Jan 2024, 15:08 UTC1.00under a minute
Every channel this entry shares post bodies with
ChannelMatching postsText overlapTypical gapPublished first
@teomb6 (6/6 hand-verifiable sample passed)1.00under a minute@teomb (42)
@RisveglioItaliano6 (6/6 hand-verifiable sample passed)1.00under a minuteeven
@nydim6 (6/6 hand-verifiable sample passed)1.00under a minuteeven

Text overlap is the Jaccard coefficient over the set of distinct three-word phrases in the two bodies: 1.00 is identical wording, and the threshold for counting a pair at all is 0.70. Candidates are generated by simhash LSH (4 x 16-bit bands, exact Hamming <= 3) verified against the bodies with Jaccard over the SET of distinct 3-word shingles. Published first counts which side of each matching pair carries the earlier timestamp — in this corpus, which is the limitation directly below.

What this cannot establish

MEASURED, DOMINANT ERROR SOURCE: a post ingested before 2026-08-06 may have carried a forward header that was not recorded. A 45-pair hand-check against live t.me pages found 14 (31%) where the live page shows a forward header naming the other channel and the database has none, plus 4 more (9%) naming a third party. The text match itself was wrong 0 times out of 45. Read attribution_capture.items_in_trusted_window before treating the unattributed count as a claim.

Telegram lets a channel forward a post with a header naming the source, and we only began reliably recording that header on 2026-08-06. None of the 9 matches recorded here fall after that date, so for this entry we cannot say whether any of them carried a credit. The duplication is measured; the absence of attribution is not.

“Published first” means first in this corpus. We hold 8 comparable posts for this entry, running 17 November 2023 to 9 March 2025. A channel we have read one page deep will look younger than a neighbour we have read in full, and the order would flip with no change in the underlying facts.

The detector’s own notes on this observation, as it recorded them. Names in this_style are fields of the underlying evidence record, which the plain-English paragraphs above read out for this entry.

  • Verbatim republication has three causes and the text separates only two: a clone/mirror, unattributed copy-paste, or BOTH channels copying a common third source that neither attributes. The spread filter (content held by at most 8 channels) reduces the third and does not remove it.
  • 'Earliest' means earliest IN THIS CORPUS. A channel ingested one page deep will look younger than a neighbour ingested in full; corpus_coverage above is there to be checked before the direction is believed.
  • shared_verified_est extrapolates the sampled pass rate over the full narrow match count; sampled/passed are the numbers actually measured.
  • Absence of a forward header is not proof of intent: Telegram lets a channel disable forward attribution, and a credit written in the body is not parsed as attribution here (mention_edge_either_way above is the closest available signal).

Across the whole group of 4, the earliest publisher we hold is @CryptoSignalsMust — which is this entry. That is a statement about our reading window, not a claim of authorship.

Recorded under the keys clone_copy · clone_mutual, last confirmed 7 August 2026. An observation that a later pass no longer finds is cleared, and a cleared observation is removed from this page rather than being shown struck through — we do not keep publishing a claim we have withdrawn. Dispute an observation.

Also posting the same content

This channel’s posts match, word for word or near enough, posts on 3 other registered channels, found by comparing text fingerprints across every channel on the register. That matching has been checked by hand against the live Telegram pages and found reliable — 0 wrong of 45 pairs re-read.

Which channel, if either, published first is deliberately not shown. The same hand-check found that reading wrong 18 of 45 times — 60%, no better than a coin flip — because it depends on how deep our own crawl happened to reach into each channel’s history, not on when the content was actually first posted. This list is ordered by subscriber count, the same as every other listing on this site, never by which channel we think came first. Word-for-word matching has several ordinary explanations besides copying — a channel mirroring itself, an unattributed repost, or two channels independently repeating the same wire story — and this measurement cannot tell those apart. How this is measured.

Growth

3043063056 August 2026 — 306 subscribers6 August 2026 — 306 subscribers12 August 2026 — 304 subscribers6 August 202612 August 2026
3 measurements spanning 7 days, net -2. Dots are measurements; the straight line between them is drawn to join them, not to claim we know the path taken in between — snapshots are recorded only when a count changes, so gaps mean “no change observed”, never “interpolated”. The vertical axis spans 304–306 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
12 Aug 2026, 21:58304-2
6 Aug 2026, 22:31306no change
6 Aug 2026, 09:53306first reading

Engagement

20 posts held, back to 17 November 2023the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 1 pageof Telegram’s post history, 20 posts per page.

Nothing published in the last 30 days. ERR and ER are rolling 30-day measures, so there is nothing to compute — we hold 20 posts for this entry, the most recent from 9 March 2025. An engagement rate over an empty window would be a number about nothing.

Recent posts

9 Mar 2025, 10:15 UTCviews —

The owner of this channel has been inactive for the last 11 months. If they remain inactive for the next 18 days, they may lose their account and admin rights in this channel. The contents of the channel will remain accessible for all users.

26 Feb 2025, 14:16 UTCviews —

The owner of this channel has been inactive for the last 11 months. If they remain inactive for the next 29 days, they may lose their account and admin rights in this channel. The contents of the channel will remain accessible for all users.

23 Feb 2024, 10:17 UTC349 viewsread 6 August 2026

https://twitter.com/intent/follow?original_referer=https%3A%2F%2Fturnbeertoken.webflow.io%2F&screen_name=turn_beer

23 Feb 2024, 10:17 UTC311 viewsread 6 August 2026
Video

Old turn. beer commercial#3! We are airdropping $turn beer tokens. Follow us on x @turn_beer and send us your polygon (matic) adress to qualify.

21 Jan 2024, 19:50 UTC191 viewsread 6 August 2026
Forwarded from @SebastianBieniekPhoto

What Happens if We Leave Forest? (originally painting, oil on canvas) NFT 1/1 owned by the "Hans Heiner Buhr nft collection". What do you think about the "Homeland Security" series by Sebastian Bieniek? Is to frighten the mission or the heroin of the media? And who is always winning? Some Times You Win, Some Times You Lose, Some Always Win, Some Always Lose? https://foundation.app/collection/HoSe NFT Read conce

21 Jan 2024, 19:49 UTC141 viewsread 6 August 2026
Forwarded from @SebastianBieniekPhoto

What Happens if We Leave Parents? (originally painting, oil on canvas) NFT 1/1 owned by the "Hans Heiner Buhr nft collection". What do you think about the "Homeland Security" series by Sebastian Bieniek? Is to frighten the mission or the heroin of the media? And who is always winning? Some Times You Win, Some Times You Lose, Some Always Win, Some Always Lose? https://foundation.app/collection/HoSe NFT Read conc

12 Jan 2024, 11:36 UTC114 viewsread 6 August 2026
Forwarded from @teomb

https://opensea.io/assets/matic/0x03cef68db2bceeb3348710f965dd55a79763116d/11

12 Jan 2024, 08:04 UTC95 viewsread 6 August 2026

https://opensea.io/assets/matic/0x03cef68db2bceeb3348710f965dd55a79763116d/55

Showing the 12 most recent of 20 posts we hold for @CryptoSignalsMust. View and reaction counts are the latest single reading for each post, not a live figure, and a recent post is still accumulating both. A view count marked was rounded by Telegram before we ever saw it — t.me prints views in full below 1,000 and to three significant figures above, so ≈1,200,000 means somewhere between 1,150,000 and 1,249,999. Unmarked counts are exact. Text is reproduced from the public post preview and truncated for length.

Forward network

Republishes

Channels on the register whose posts this channel has forwarded.

Built only from forwarded posts we have actually read, on both sides. Coverage is early and deliberately incomplete: a missing link means we have not read the post that would prove it, never that the relationship does not exist. Counts are distinct forwarded posts observed, so they only ever go up as we read more.

Mentions

Names

Channels on the register whose handles appear in this channel's posts.

A mention is a weaker signal than a forward and is counted separately for that reason — naming a channel is not republishing it, and a handle in a post body is easy to place deliberately. The post counts beside each row below are distinct posts in which the handle appeared, from posts we have read on both sides — the “Named by N registered channels” figure above is a different count, of distinct NAMING CHANNELS rather than posts, and is not the sum of the rows under it.

Cite this entry

A live page changes as we take new readings, so a citation should name the measurement it is based on, not just the URL. The line below cites the subscriber count as measured 12 August 2026 — this entry's latest reading, not the date you are reading this.

“Crypto Signals Must BTC / ETH / BNB” (@CryptoSignalsMust), 304 subscribers as measured 12 August 2026. Telegram Register, tgregister.com/channel/CryptoSignalsMust.

Full measurement history, CC BY 4.0. Every reading this register holds for this entry, not just the latest one, as a dated, downloadable record: CSV · JSON. Free to use with attribution to tgregister.com. Each file carries its own generation timestamp, which is the figure to cite for exactly when the data was retrieved.