Education — 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 84% 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 1 other registered channel. 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 (2 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. None of the 2 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 11 comparable posts for this entry, running 15 November 2025 to 6 January 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 2, the earliest publisher we hold is @OFCDVAIREENT. That is a statement about our reading window, not a claim of authorship.
Recorded under the key clone_copy, 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 1 other registered channel, 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.
4 measurements spanning 6 days, net -8. 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 2,559–2,569 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)
Subscribers
Change
12 Aug 2026, 18:55
2,560
-6
9 Aug 2026, 20:12
2,566
-2
6 Aug 2026, 19:59
2,568
no change
6 Aug 2026, 09:21
2,568
first reading
Engagement
17 posts held, back to 15 November 2025 — the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 2 pagesof 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 17 posts for this entry, the most recent from 6 January 2026. An engagement rate over an empty window would be a number about nothing.
Reaction mix
44 reactions across 4 posts, in 8 distinct kinds. The most used accounts for 47.7% of them.
Every reaction kind recorded on the sample, most used first
Reaction
Count
Share
Share, drawn
😢
21
47.7%
😭
10
22.7%
👏
4
9.09%
❤
2
4.55%
🆒
2
4.55%
🏆
2
4.55%
🫡
2
4.55%
🤗
1
2.27%
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 5 of the 17 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 44reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 17 most recent posts we hold, published 15 November 2025 to 6 January 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.
PENGUMUMAN RESMI
INDISCHE VOCATIONAL SCHOOL (IVOCAS)
Sehubungan dengan adanya pembaharuan sistem internal serta perbaikan dan penataan ulang manajemen, dengan ini kami informasikan bahwa Indische Vocational School (IVOCAS) akan memasuki masa vakum/rehat sementara.
📆 Terhitung mulai:
6 Januari 2026
⏳ Sampai batas waktu yang belum dapat ditentukan
Selama masa vakum ini, seluruh kegiatan operasional, akademik, dan …
📢 𝗣𝗘𝗡𝗚𝗨𝗠𝗨𝗠𝗔𝗡 𝗛𝗔𝗦𝗜𝗟 𝗦𝗘𝗟𝗘𝗞𝗦𝗜 𝗩𝗘𝗥𝗜𝗙𝗜𝗞𝗔𝗦𝗜 𝗠𝗜𝗧𝗥𝗔 𝗠𝗔𝗚𝗔𝗡𝗚 𝗜𝗩𝗢𝗖𝗔𝗦 📢
Dengan hormat,
Berdasarkan hasil seleksi dan verifikasi yang telah dilakukan oleh tim kurasi Program Magang IVOCAS, kami dengan bangga mengumumkan instansi-instansi yang dinyatakan sebagai mitra resmi program magang IVOCAS. Daftar instansi terverifikasi diantaranya adalah:
──── •• 𝗦𝗤𝗨𝗔𝗗 𝗠𝗔𝗚𝗔𝗡𝗚 𝗜𝗩𝗢𝗖𝗔𝗦
THE VALIANT
@OFCTHEVALIANT
──── •• 𝗥𝗨𝗠𝗔𝗛 𝗦𝗔𝗞𝗜𝗧 𝗠𝗔𝗚𝗔𝗡𝗚 𝗜…
. 𝗛𝗢𝗚𝗪𝗔𝗥𝗧𝗦 𝗢𝗨𝗧𝗗𝗢𝗢𝗥 𝗥𝗔𝗟𝗟𝗬
𝗕𝗿𝗮𝘃𝗲 𝗧𝗵𝗲 𝗪𝗼𝗼𝗱𝘀. 𝗪𝗶𝗻 𝗙𝗼𝗿 𝗬𝗼𝘂𝗿 𝗛𝗼𝘂𝘀𝗲
• • • ━━━━━━━━ • • •
𝐁eneath a sky dotted with stars like the halls of Hogwarts on a ball night, when every step sounded like a softly whispered spell, there came a name that did not only use magic, but courage, ingenuity, and a firm heart.
•˙ ༄ 𝕴𝘃𝗼𝗰𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝕾𝗰𝗵𝗼𝗼𝗹 has passed trial…
. 𝗛𝗢𝗚𝗪𝗔𝗥𝗧𝗦 𝗢𝗨𝗧𝗗𝗢𝗢𝗥 𝗥𝗔𝗟𝗟𝗬
𝗕𝗿𝗮𝘃𝗲 𝗧𝗵𝗲 𝗪𝗼𝗼𝗱𝘀. 𝗪𝗶𝗻 𝗙𝗼𝗿 𝗬𝗼𝘂𝗿 𝗛𝗼𝘂𝘀𝗲
• • • ━━━━━━━━ • • •
𝐀midst the flickering light of gently swaying candles, as each story of struggle unfolds neatly behind a serene smile, there is σɳҽ ɳαɱҽ that deserves more than just applause.
⊹˙༅ ☘︎ 𝕴𝘃𝗼𝗰𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝕾𝗰𝗵𝗼𝗼𝗹 has not only participated, but also demonstrated…
ㅤㅤㅤ OPEN GATE
CASINO ROYALE WITH ELGANTIE
─┈ ۫ ˖ ⊹ @ELGANTIEHOSPITAL ֹ ◟꣑୧
ㅤ𝐈n the gentle hum of unfolding moments,
ㅤwe call upon hearts to gather — not in noise,
ㅤbut in quiet wonder and sincere warmth.
ㅤhere, every detail breathes intention,
ㅤand every light flickers to greet your presence.
ㅤㅤㅤㅤㅤ 𝓦𝒊𝒕𝒉 𝒔𝒄𝒉𝒆𝒅𝒖𝒍𝒆 𝒃𝒆𝒍𝒍𝒐𝒘 𝒊𝒕 ⤸
ㅤㅤ ㅤㅤ🗓 𝕯𝖺𝗍𝖾 : 17 November 2025
ㅤㅤ ㅤㅤ🕰 𝕿𝗂𝗆𝖾 : 19.00 WIB
ㅤㅤ ㅤㅤ🧥 𝕯𝗋𝖾𝗌𝗌𝖼…
╱ a sky ablaze with memories.
(⅋.) ────────
Orvion invites you into a circle
of flames, where laughter ignites
and every heartbeat joins
unforgettable moments.
Use this Twibbon || 𖨤 : as your mark of presence every flame becomes a memory, burning bright forever. and if you have trouble using it, you can immediately ask our bot for help @EDITORORV_BOT
ㅤ─ 𐂡 “ 𝗢𝗥𝗩𝗜𝗢𝗡 𝗘𝗩𝗘𝗡𝗧 𝗢𝗥𝗚𝗔𝗡𝗜𝗭𝗘𝗥
Showing the 12 most recent of 17 posts we hold for @IVOCATIONALSCHOOL. 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.
Citation-graph rank
Citation-graph rank — 624,272 of 1,151,006entries in the measured graph. A weighted position computed from the forward and mention edges below — republished posts weigh more than named mentions — and recomputed periodically, over the whole graph. Published only as this ordinal position, never as a score: a position is a fact, and a score printed beside one channel’s name would read as a verdict this register does not make. The two counts beneath stay separate for the same reason mentions are never summed with forwards anywhere else on this page — a named-by count costs nothing to manufacture. The top 100 by this measure, or how it is computed.
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
Named by 32 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. The 24 listed below are the most frequent namers; the rest are counted above but not each listed.
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.
Handles this channel named that no longer answer
Dead references
5
handles named in this channel’s posts, vacant today
Evidenced gone
0
we ourselves saw one of these resolve, at some point
Never seen alive
5
vacant every time we have ever looked
@IVOCATIONALSCHOOL named 5 handles that resolve to nothing today. That is a fact about the reference, not necessarily a fact about the handle’s history — see the two groups below.
Most of these may never have existed as a live channel at all.A handle a channel names can be a typo, an aspirational name nobody registered, or a channel that was already gone before this one ever mentioned it. Unless a row below is marked evidenced, all we know is that it references a handle that is not a live channel today — not that anything “died”. How this is measured.
Never seen alive
References a handle that is not a live channel — we have no record it ever was one.
@astratopia named in 2 posts, 8 August 2026 – 8 August 2026
@cmhofc named in 2 posts, 8 August 2026 – 8 August 2026
@lawrenacademyofc named in 2 posts, 8 August 2026 – 8 August 2026
@ofccygenz named in 2 posts, 8 August 2026 – 8 August 2026
@ofcoorpheus named in 2 posts, 8 August 2026 – 8 August 2026
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.
“VAKUM! 𝗜𝗩𝗢𝗖𝗔𝗧𝗜𝗢𝗡𝗔𝗟 𝗦𝗖𝗛𝗢𝗢𝗟” (@IVOCATIONALSCHOOL), 2,560 subscribers as measured 12 August 2026. Telegram Register, tgregister.com/channel/IVOCATIONALSCHOOL.
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.