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 2 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. None of the 0 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 9 comparable posts for this entry, running 27 September 2021 to 12 May 2022. 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 3, the earliest publisher we hold is @Learnhindi2 — which is this entry. That is a statement about our reading window, not a claim of authorship.
Recorded under the key 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 2 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.
2 measurements taken within a single day. 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 318–320 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)
Subscribers
Change
6 Aug 2026, 22:03
319
no change
6 Aug 2026, 13:17
319
first reading
Engagement
20 posts held, back to 16 March 2021 — the 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 12 May 2022. An engagement rate over an empty window would be a number about nothing.
What this channel posts
Photos
112
Videos
14
Links
11
Lifetime counters from Telegram’s own channel header, read 6 August 2026 — not the date at the top of this page, which is when the subscriber count was last read. Below Telegram’s rounding threshold, so these counts are exact.
The account of the user that owns this channel has been inactive for the last 11 months. If it remains inactive in the next 30 days, that account will self-destruct and this channel may no longer have an owner.
#تریلر_رسمی_پاتان 😳🔥😍
تیزر منتشر شده رسمی از فیلم اکشن پاتان با بازی #شاهرخ_خان و #جان_ابراهام 🔥💥
جهت دانلود تریلر رو لینک زیر کلیک کنید👇https://t.me/+SPeqSsPsPxZkYWQ8
📽🎬 برترین و جدیدترین فیلم های اکران شده ی هندی با #دوبلهفارسی و #زیرنویسچسبیده 💥🔥👇
https://t.me/joinchat/AAAAAFYNY0CSbM7P4d4RxQ
🔞📛 فیلم های ممنوعه و بزرگسال هندی ❌☝️
🔥😝منبع هات و سکسی ترین شات و فیلم های بازیگران سکسی بالیوود و هالیوود #بدون_سانسور رو پیدا کردم..🤩
_____________________
🥲داغ ترین اخبار روز سینما ، موزیک ویدیو های جذاب ، شات های سکسی از سلبریتی ها....🔥همه ی اینها تنها در کانال خاص #بالیوودتوییتر😍
😱زود جوین بده تا داغه..🤫😂😈
______________________
♡|@bollywood_Twitter_Official
● گروه : 🇮🇳گپ درخواست هندبالیوود🇮🇳
● آیدی : -1001240942981
● تعداد عضو : 5873
- - ┈┈∘┈˃̶༒˂̶┈∘┈┈ - -
🇮🇳گروه درخواستی هند بالیوود🇮🇳
درخواست آزاد☑
انواع سریال 🎬
انواع فیلم🎞
انواع موزیک و موزیک ویدیو برنامه بازی و ...🎧
ایدی مدیر
💢
https://t.me/joinchat/wtIahvDj2fs4NWE0
توجه توجه همه عضو کانال زیر بشید😱👇
وای اصلا باورش سخته بهترین کانال سریال های هندی اونمبا ترجمه فارسی 😱😳♥️
من عاشق این کانال شدم حتما جوین بدین عالیه نظم کانال و سریال های پرطرفدار هندی 💃😍
من عاشق سریال های هندی شدم با این کانال
زووودددد جوین بدین الان لینک حذف میکنم👇😱♥️
https://t.me/joinchat/zzawoCDwpaNjYjY0
🔞 شات های #سکسی و کیوت از بازیگرای زن بالیوود میخوای🙈
😱 دوسداری پشت صحنه و رابطه #لورفته بازیگران رو ببینی😱😻
😂🤣کانالی میخوای که با بازیگرای بالیود شوخی کنه و اخبارهای بالیودی را به سبک #طنز بزاره ؟😍😎
سریع بیا اینجا پشمات میریزه 🤩🤤👇
https://t.me/bollywood_Twitter_Official
https://t.me/bollywood_Twitter_Official
Showing the 12 most recent of 20 posts we hold for @Learnhindi2. 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 6 August 2026 — this
entry's latest reading, not the date you are reading this.
“Learnhindi2” (@Learnhindi2), 319 subscribers as measured 6 August 2026. Telegram Register, tgregister.com/channel/Learnhindi2.
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.
