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 10 August 2026 and assigned it the closest of 31 fixed categories, at 50% 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 4 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)
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. 3 of the 17 matches recorded here fall after that date and carried no header when we read them. The rest predate reliable capture and are not evidence either way.
“Published first” means first in this corpus. We hold 15 comparable posts for this entry, running 9 July 2026 to 7 August 2026. 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 5, the earliest publisher we hold is @togetherweaccumulate. That is a statement about our reading window, not a claim of authorship.
Recorded under the keys clone_copy · clone_source, 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 4 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.
28 measurements spanning 34 days, net -85. 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 12,243–12,360 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 28
Measured (UTC)
Subscribers
Change
9 Sept 2026, 00:56
12,256
-11
5 Sept 2026, 15:17
12,267
-11
3 Sept 2026, 19:16
12,278
+5
2 Sept 2026, 10:58
12,273
-3
1 Sept 2026, 09:05
12,276
+4
31 Aug 2026, 11:12
12,272
-7
30 Aug 2026, 11:45
12,279
-12
29 Aug 2026, 11:08
12,291
-8
28 Aug 2026, 12:42
12,299
-11
27 Aug 2026, 13:25
12,310
+9
26 Aug 2026, 10:44
12,301
-6
25 Aug 2026, 12:12
12,307
-1
24 Aug 2026, 10:56
12,308
+3
22 Aug 2026, 21:54
12,305
-15
21 Aug 2026, 12:05
12,320
-1
20 Aug 2026, 14:17
12,321
-1
19 Aug 2026, 13:13
12,322
+1
18 Aug 2026, 15:54
12,321
-12
17 Aug 2026, 18:22
12,333
+1
16 Aug 2026, 18:14
12,332
first reading
Engagement
67 posts held, back to 9 July 2026 — the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 50 pages of Telegram’s post history, 20 posts per page.
ERR · 30 days
6.35%
avg views ÷ 12,256 subscribers
Avg views / post
778
43 posts measured
Reaction rate
0.751%
reactions ÷ views · ER floor
Posts in window
43
of 67 held
ERR is average views per post over the last 30 days divided by subscribers, the definition TGStat uses, so this figure is comparable with the one you will see elsewhere. It falls structurally as a channel grows: a high ERR on a small channel and a low one on a large channel describe reach mathematics, not quality. We publish the figure and the sample it came from and pass no verdict on it.
ER is defined industry-wide as (forwards + reactions + comments) ÷ views — note the denominator is views, not subscribers. Telegram’s public web preview carries views and reactions but not forward or comment counts, so the reaction rate above is the reactions term only and is therefore a floor: the true ER for this channel is higher by an amount we have not measured and will not estimate. It is computed over the 33 of 43 measured posts that carry a reaction reading, and over those same posts' views.
What these figures were computed from
Window
Rolling 30 days · latest post in window 2 September 2026
Posts held
67 (9 July 2026 – 2 September 2026)
Views total
33,467
Reactions total
190
Forwards / comments
not exposed by the public surface — not measured, not estimated
Readings taken
2 Sept 2026, 22:40 UTC
Views are a single reading per post, taken at the time above. A post published in the last day or two is still accumulating views, which pulls the 30-day average down slightly. That is a property of the standard definition rather than a fault in it, so we keep the definition rather than “correcting” the number into something nobody can reproduce.
Precision. Telegram publishes view counts on its public widget in short form — 8.12K, 3.7M — so any reading at or above 1,000 reaches us rounded to three significant figures, and only counts below 1,000 are exact. Averages and rates derived from them are shown to the same precision rather than to the unit: a figure like 3,701,250 would assert digits nobody measured.
Reaction counts are published per emoji and rounded the same way, so a total below 1,000 is exact and a larger one is a sum that may carry a rounded component from each emoji above 1,000. Because it is a sum, it does not look rounded — read a large reaction total as three significant figures per contributing emoji rather than as the figure it prints.
Reaction mix
322 reactions across 54 posts, in 12 distinct kinds. The most used accounts for 52.2% of them.
Every reaction kind recorded on the sample, most used first
Reaction
Count
Share
Share, drawn
❤
168
52.2%
🔥
66
20.5%
👍
35
10.9%
👏
28
8.70%
🤔
13
4.04%
⚡
3
0.932%
🥰
3
0.932%
🤗
2
0.621%
🆒
1
0.311%
👀
1
0.311%
🙏
1
0.311%
🤩
1
0.311%
No sentiment is inferred, and none should be read in. This table is ordered by count and by nothing else. Emoji do not carry stable meaning across languages or communities — 🙏 is thanks in one channel and mourning in another — so we publish which ones were pressed and how often, and pass no judgement on what an audience meant by them.
Precision. Telegram publishes reaction counts per emoji and short-forms each one — 4.34K, 1.2M — so any single kind at or above 1,000 reaches us at three significant figures, and only counts below 1,000 are exact. The shares above are ratios of those figures and carry the same error. This is also why the total here can differ slightly from a reaction total printed elsewhere on the page: both are sums of the same rounded parts, taken over samples with different edges.
Coverage. Reactions were read on 55 of the 67 sampled posts in this sample. Summed by Telegram’s own count on each post — not by adding up the per-emoji breakdown above — those same posts carry 329 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 67 most recent posts we hold, published 9 July 2026 to 2 September 2026, using the newest reading held for each. Telegram Stars are excluded: they are a payment, not a reaction, and they have their own section.
Telegram Stars
Stars received
1
across the posts below
Posts paid on
1
of 67 we hold a reading for · 1%
Most on one post
1
single highest reading
A paid reaction is a reader spending Telegram Stars — bought with money — on a post by @cryptotalk_et. Telegram publishes the count on the public post preview alongside ordinary reactions, and this register reads it there. It is the only figure on this site that measures money moving rather than attention.
Stars are not reactions, and the two are never added. They are rendered in the same strip on Telegram and counted in the same shape, but one is a tap and the other is a purchase. The reaction totals and the engagement rate elsewhere on this page exclude every figure in this section, and no rate here is computed against a reaction count.
This is not revenue, and we publish no currency figure. What a Star costs a reader and what it pays a channel are different numbers, Telegram takes a share we cannot observe, and the terms have changed. Converting a Star count into money would be an estimate dressed as a measurement, so the count is where we stop.
Counted over the 67 most recent posts we hold for this entry, published 9 July 2026 to 2 September 2026. Star counts above 1,000 reach us in Telegram’s short form and carry the same three-significant-figure rounding as everything else on this page.
👏 First of all... clap for yourself.
You're attempting one of the hardest skills in the world—trading.
በየቀኑ ለመማር፣ ራስህን ለመቆጣጠር፣ እና በገበያው ውስጥ ለመቆየት መሞከር ራሱ ትልቅ ነገር ነው።
Most people quit. Few stay. Even fewer become consistently profitable.
አሁን እስቲ እንይ... በዚህ Trader's Pyramid ውስጥ አንተ የትኛው level ላይ ነህ? 🔺
🔺 Top 70% – Trading strategy ካለህ Top 70% ውስጥ ነህ።
🔺 Top 50% – Trade ከመክፈትህ በፊት Risk የምትወስን ከሆነ Top 50% ውስጥ ነህ።
🔺 …
My Experience
ይህ የሚሰራልኝ ስለሆነ ነው የምናገረው።
I've been funded 10+ times and received 7+ payouts.
ይህ የእኔ experience ነው it isn't a recommendation but I can risk 1% or 1.5% On my A+ . ሁሉም ሰው የራሱን strategy, edge እና risk tolerance መከተል አለበት።off course but please don't treat challenges like end of the world
Never forget this — አንተ ዋጋ አለህ.
Not because you're profitable.
Not because you passed a funded account.
Not because people call you a trader.
Just because you're you.
በእኔ የtrading ጉዞ profit አይቻለሁ።
Loss አይቻለሁ።
Anxiety አሳልፌያለሁ።
የማልተኛባቸው ሌሊቶች ነበሩ still ።
ራሴን "ምናልባት ይሄ ለእኔ አይደለም" ብዬ የጠየቅኩባቸው ቀናት ነበሩ።
አንዳንድ ሰዎች "Wow, he's a trader" ብለው አክብረውኛል።
ነገር ግን ያኔም ሆነ አሁን፣ የተማርኩት አንድ ነገር አለ
Your profits don't define your worth…
Showing the 12 most recent of 67 posts we hold for @cryptotalk_et. 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
Republished by
Channels on the register that have forwarded this channel's posts into their own feed.
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
Named by 3 registered channels — every channel on the register whose own posts have named this one, by its current username or any other username it currently holds, merged from two separately captured readings of the same fact so a namer caught by only one of them is not missed and a namer both caught is not counted twice. A username this channel has since dropped is not matched — that handle may belong to someone else now, and crediting today’s namer to yesterday’s owner would misattribute it.
Named by
Channels on the register whose posts name this channel's handle.
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.
Appears in Telegram’s recommendations for other channels
The reverse of the list above, and a different kind of signal. This does not require this channel to have ever been asked about directly — each row below is a channel we DID ask Telegram about, whose Telegram-generated list happened to include this one. A channel can appear here with an empty list above it, because being named by someone else’s query is independent of having been queried itself.
EBM (Ethioblackmarket.com) @ethioblackmarketcom · 45,831 Telegram ranks this channel #5 of 71 here — alongside 70 others — read 27 August 2026
Software and Learning @EthioLearning19 · 30,866 Telegram ranks this channel #6 of 53 here — alongside 52 others — read 6 September 2026
XE SNIPER @XESNIPER1 · 99,534 Telegram ranks this channel #10 of 78 here — alongside 77 others — read 15 August 2026
Importers💰 @importersgroup · 51,656 Telegram ranks this channel #11 of 65 here — alongside 64 others — read 27 August 2026
BirrForex @birrforex · 36,275 Telegram ranks this channel #12 of 68 here — alongside 67 others — read 1 September 2026
Fanos Markets @FanosMarkets · 58,191 Telegram ranks this channel #13 of 69 here — alongside 68 others — read 22 August 2026
Ace Trades @AceTrades_Official · 119,863 Telegram ranks this channel #13 of 82 here — alongside 81 others — read 14 August 2026
Enat Jobs @enatjobs21 · 36,554 Telegram ranks this channel #16 of 57 here — alongside 56 others — read 1 September 2026
FxMarshall free channel/signal @marshallfx_free_channel · 96,401 Telegram ranks this channel #17 of 78 here — alongside 77 others — read 16 August 2026
Musse Solomon @mussesolomon · 149,403 Telegram ranks this channel #22 of 66 here — alongside 65 others — read 14 August 2026
ፅጌሬዳ ድራማ @Tsigeredadrama · 51,196 Telegram ranks this channel #24 of 69 here — alongside 68 others — read 25 August 2026
ቀሰም Academy @QesemAcademy · 85,136 Telegram ranks this channel #24 of 72 here — alongside 71 others — read 18 August 2026
Big Habesha Tech @bighabesha_softwares · 120,618 Telegram ranks this channel #25 of 84 here — alongside 83 others — read 14 August 2026
OHUB @OHUB4AllET · 140,166 Telegram ranks this channel #26 of 81 here — alongside 80 others — read 13 August 2026
Advanced Freshman @Advanced_Freshman · 35,607 Telegram ranks this channel #28 of 65 here — alongside 64 others — read 4 September 2026
Osmiteck @osmiteck · 57,456 Telegram ranks this channel #30 of 67 here — alongside 66 others — read 23 August 2026
ብሔረ መፃሕፍት ዘ-ኢትዮጵያ @ETHIO_PDF_BOOKS · 123,972 Telegram ranks this channel #30 of 71 here — alongside 70 others — read 14 August 2026
Yoni Crypto @YoniTechTips · 29,754 Telegram ranks this channel #34 of 54 here — alongside 53 others — read 5 September 2026
የኛ ሊቨርፑል️™ @yegnaLiverpool · 45,472 Telegram ranks this channel #34 of 45 here — alongside 44 others — read 29 August 2026
Ethio ቴክ'ˢ @ethio_techs · 210,405 Telegram ranks this channel #35 of 72 here — alongside 71 others — read 14 August 2026
መሪጌታ አምደብርሃን የባህል ህክምና መስጫ ማዕከል 🌿🌿🌿 @mergeta_amdebrhan · 33,934 Telegram ranks this channel #36 of 57 here — alongside 56 others — read 3 September 2026
Abenezer-InTech @AbenezerInTech · 77,686 Telegram ranks this channel #36 of 60 here — alongside 59 others — read 19 August 2026
L4X🦉 Trading channel @layneforex1 · 43,257 Telegram ranks this channel #37 of 71 here — alongside 70 others — read 28 August 2026
የኦርቶዶክስ አስተምህሮዎች @Ethiopian_Orthodox · 31,442 Telegram ranks this channel #41 of 72 here — alongside 71 others — read 6 September 2026
This channel appears in 39 seed channels' Telegram-generated recommendation lists in total, of which the 24 where it ranks highest are shown above. Each is Telegram’s list for THAT channel, not this one — see how this is measured.
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 9 September 2026 — this
entry's latest reading, not the date you are reading this.
“CryptoTalk-Ethiopia™🇪🇹” (@cryptotalk_et), 12,256 subscribers as measured 9 September 2026. Telegram Register, tgregister.com/channel/cryptotalk_et.
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.
