National news — 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 87% 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 the other topics.
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 (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 1 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 33 comparable posts for this entry, running 3 August 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 2, the earliest publisher we hold is @kaleme — 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 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.
62 measurements spanning 91 days, net -1,218. 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 47,712–49,296 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 62
Measured (UTC)
Subscribers
Change
5 Nov 2026, 04:57
47,895
-21
4 Nov 2026, 07:39
47,916
-12
3 Nov 2026, 05:29
47,928
-10
2 Nov 2026, 04:29
47,938
-11
1 Nov 2026, 06:46
47,949
-20
31 Oct 2026, 08:06
47,969
-10
30 Oct 2026, 07:55
47,979
-4
29 Oct 2026, 09:36
47,983
-16
28 Oct 2026, 05:47
47,999
-13
27 Oct 2026, 06:18
48,012
-14
26 Oct 2026, 08:37
48,026
-21
25 Oct 2026, 08:06
48,047
-3
24 Oct 2026, 05:00
48,050
-16
23 Oct 2026, 03:28
48,066
+4
22 Oct 2026, 06:51
48,062
-3
20 Oct 2026, 21:59
48,065
-6
19 Oct 2026, 20:30
48,071
-13
18 Oct 2026, 17:05
48,084
-3
17 Oct 2026, 16:17
48,087
-15
16 Oct 2026, 15:28
48,102
first reading
Engagement
604 posts held, back to 3 August 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 186 pages of Telegram’s post history, 20 posts per page.
ERR · 30 days
8.60%
avg views ÷ 47,895 subscribers
Avg views / post
4,120
172 posts measured
Reaction rate
—
this channel exposes no reaction counts
Posts in window
172
of 604 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.
What these figures were computed from
Window
Rolling 30 days · latest post in window 4 November 2026
Posts held
604 (3 August 2026 – 4 November 2026)
Views total
708,870
Reactions total
—
Forwards / comments
not exposed by the public surface — not measured, not estimated
Readings taken
5 Nov 2026, 18:30 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.
What this channel posts
Photos
≈6,010
Videos
≈2,290
Links
≈9,220
Lifetime counters from Telegram’s own channel header, read 5 November 2026 — not the date at the top of this page, which is when the subscriber count was last read. A count marked ≈ was rounded by Telegram before we ever saw it — t.me prints these counters in full below 1,000 and to three significant figures above, so ≈142,000 means somewhere between 141,500 and 142,499.
Video runtime
2h 34m
Average length
3m 09s
Measured directly from 49 videos with a duration reading, out of the posts we hold for this channel — not this channel’s whole posting history, only the sample this register has actually read. An exact reading to the second, taken from the post itself rather than from Telegram’s own rounded chrome, so it carries no ≈ mark.
Recent posts
Telegram’s own ‘edited’ marker: 54 of 172 posts held from the last 30 days (31.4%) carried it when this register last read them. The marker says a post was changed after publishing, not what it said before — this register holds the earlier wording only where an edit fell between two of its own reads (see the edit ledger and how it is measured).
🟰 آیا سکوت نمایندگان در رأیگیری مجلس، رأی موافق محسوب میشود؟
✍ جواد امام*
آنچه در جریان رأیگیری مجازی مجلس درباره سؤال از وزیر آموزشوپرورش در روز ۱۲ آبان رخ داد، صرفاً یک اشکال فنی یا اختلاف در نحوه شمارش آرا نیست؛ بلکه پرسشی جدی درباره رعایت آییننامه داخلی مجلس و اعتبار حقوقی تصمیمات آن ایجاد میکند.
بر اساس اطلاعات منتشرشده، حدود ۴۰ تا ۵۰ نفر از نمایندگان به دلایل مختلف، از جمله اختلال سامانه رأیگیری، موفق…
🟰 سمفونی ساختار بحرانی، جامعه جنبشی و جنگ
ایران پس از جنگ چهل روزه - ۸ ( قسمت پایانی)
✍ سعید مدنی
چشم انداز آینده را میتوان درترکیبی از «جامعه جنبشی»، «بحران ساختاری» و «جنگ» (محدود یا نامحدود) ترسیم کرد. این سه عامل در کنار هم بر یکدیگر تأثیر همافزا دارند و همدیگر را تشدید میکنند. برای ساده سازی وضعیت و تبیین سناریوهای پیش رو اگر پیش فرض خود را ثابت فرض کردن دو روند بحران ساختاری و جامعه جنبشی یا ادامه وضعیت…
🟰 پیام همدردی ٦٦٤ کنشگر سیاسی، مدنی و فرهنگی در پی درگذشت حمید علیدوستی؛ نامی که با نجابت و استواری ماندگار شد
سرکار خانم ترانه علیدوستی گرامی و ارجمند!
فقدان پدر، به تعبیر شاعرانهی «سایه»، گویی جدا افتادن از شاخهای همخون و همریشه است؛ شاخهای که بهارش، بهار فرزند است و خزانش، برگریزان جان او.
اندوه فقدان پدری چون حمید علیدوستی ژرفتر است؛ چهرهای نیکنام و افتخارآفرین در فوتبال ایران که فرهیختگی، اخلاق، ف…
🟰 بخشنامه آموزشوپرورش برای حضور هفتگی دانشآموزان در تجمعات شبانه
معاونت پرورشی و فرهنگی وزارت آموزشوپرورش در بخشنامهای به تاریخ ۶ آبان ۱۴۰۵، ادارات کل آموزشوپرورش استانها را به هماهنگی برای حضور دانشآموزان و فرهنگیان در برنامههای ۱۳ آبان و همچنین تجمعات شبانه چهارشنبهها فراخوانده است.
به گزارش شورای هماهنگی تشکلهای صنفی فرهنگیان ایران، در این نامه با امضای صادق حسینزاده ملکی، از ادارات و مدارس خواسته شده…
🟰 میرحسین موسوی :
"نخستين ارزش اجتماعي مدنظر جنبش سبز دفاع از کرامت انسانی وحقوق بنیادین بشر فارغ از ایدئولوژی، مذهب، جنسيت، قوميت و موقعيت اجتماعي است. استقرار و تضمین موازین حقوق بشر به عنوان یکی از مهمترین دستاوردهای بشری و حاصل خرد جمعی همه انسانها مورد تایید و تاکید جنبش سبز است. این حقوق خدادادی است و هیج فرمانروا، دولت، مجلس یا قدرتی نمی تواند آنها را لغو یا به صورت ناموجه و خودسرانه محدود کند."
@Kaleme
🟰 برگزاری تحصن توسط دانشجویان در دانشکده علوم اجتماعی دانشگاه تهران
دانشجویان دانشکده علوم اجتماعی دانشگاه تهران امروز، ۱۲ آبان از ساعت ۱۲:۳۰ در حوزه ریاست دانشکده علوم احتماعی تحصن کردند.
مطالبهی آنها آزادی زندانیان سیاسی و دانشجویان بازداشتی، توقف احکام انضباطی، مسئولیت پذیری دانشگاه در ارتباط با جان و فشارهای وارد شده به دانشجویان علیالخصوص شاهین شکوهی بود.
شعارهای زیر در این تحصن توسط دانشجویان و با پلاکارد…
🟰 تهدید حقوق ملت به نام مقابله با نفوذ
✍ آذر منصوری
مقابله با نفوذ و صیانت از امنیت ملی، ضرورتی غیرقابل انکار است؛ اما مسئله اینجاست که با چه تعریفی از نفوذ، با چه ابزارهایی و به چه قیمتی قرار است از امنیت کشور دفاع کنیم؟ پرسش این است:
آیا هر ارتباط با جهان خارج، هر نقد سیاسی، هر فعالیت مدنی و هر صدای متفاوتی را میتوان با برچسب نفوذ در معرض سوءظن و محدودیت قرار داد و این رویکرد تا کنون تا چه حد توانسته است نظام ر…
🟰 رجانیوز: عقبنشینی مجتبی خامنهای در برابر فشار پزشکیان؛ پذیرش مذاکره در موضوعات جدید
رجانیوز با انتشار ویدئویی از سخنان رئیسجمهور مدعی شد که مجتبی خامنهای در پی فشارهای پزشکیان، از مواضع قبلی خود عقبنشینی کرده و با گسترش دامنهٔ مذاکرات موافقت کرده است.
رجانیوز نوشت:
مسعود پزشکیان روز گذشته از اختیارات تازهٔ دولت برای مذاکرات خبر داد و امروز در اظهاراتی توضیح داد که این اختیارات دربارهٔ موضوعاتی است که رهبر ان…
🟰 دیگر سکوت در برابر این وضعیت پذیرفتنی نیست
انجمن اسلامی دانشجویان دانشگاه تهران در بیانیهای پس از خودکشی ناموفق یک دانشجوی دکتری علوم اجتماعی در ۱۰ آبان، وضعیت سلامت روان و امنیت دانشجویان را هشداردهنده توصیف کرد. این انجمن علت اصلی مشکلات را رنجهای ساختاری، ضعف در خدمات مشاورهای و فشارهای ناشی از کمیتههای انضباطی با رویکردهای سلیقهای و غیرشفاف عنوان کرد. مطالبات اصلی شامل اصلاح عملکرد کمیتههای انضباطی، لغو ا…
🟰 از حمله آمریکا به سامانههای راداری در قشم تا اخبار متناقض درباره توافق
در پی شنیده شدن چندین انفجار بزرگ در جزیره قشم در بامداد سهشنبه، روزنامه والاستریت ژورنال به نقل از مقامهای آمریکایی گزارش داده است که ایالات متحده طی چند هفته گذشته حملات محدودی را علیه ایران انجام داده است.
همچنین خبرگزاری نیوزنیشن به نقل از یک منبع مدعی شده است که در جریان حملات بامداد امروز به جزیره قشم، سامانههای راداری و سکوهای پرتا…
🟰 ضرب و شتم علی احمدی، معلم بازنشسته ۷۷ ساله، در زندان عادلآباد شیراز
«علی احمدی»، معلم بازنشسته و زندانی سیاسی ۷۷ ساله اهل نورآباد ممسنی، روز ۱۰ آبان ۱۴۰۵ در زندان عادلآباد شیراز از سوی یکی از مسئولان بند قرنطینه مورد ضرب و شتم شدید قرار گرفت.
این حمله زمانی رخ داد که وی با داشتن مجوز پزشکی پیگیر درمان چشم خود بود؛ در جریان این برخورد، وی از ناحیه سر، صورت، بینی و کمر دچار آسیبدیدگی شدید شده و شرایط جسمانی وی ن…
🟰 تقلیل گرایی در شریعت - جلسه اول
📢 محمد سروش محلاتی
بحث و گفتگو با گروهی از نخبگان در تاریخ ۷ آبان ۱۴۰۵ . تهران
منبع: کانال تلگرام محمد سروش محلاتی
@Kaleme
Showing the 12 most recent of 604 posts we hold for @kaleme. 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.
Posts edited after publishing
@kaleme edited 7 posts after it first published — the same permalink now carries different wording than the one this register originally read, caught because our own crawl held a copy of the earlier text.
An edit is not deception. Typo fixes, price updates and corrections look exactly like this too — this register can tell you the wording changed and when, not why. How this is measured.
First edit seen
20 August 2026
Most recent edit
17 September 2026
Posts recorded as deleted after publishing
We recorded 3 posts on @kaleme as deleted — posts this register held that were missing from the channel’s public page on two separate reads, taken from different network addresses at least an hour apart.
A deletion is not wrongdoing. This register can see that a post it held is no longer on the channel’s public page, and when — not why. Expired ad placements, reposts, rotating links and corrections all look the same. This is a count of recorded detections, not an exact total: it misses deletions we could not see, because only a post we held and later re-read inside the page can be seen to go, and it may include a small number of wrong records. How this is measured.
First seen missing
11 September 2026
Most recent seen missing
29 October 2026
Median time before seen missing
21 hours
Seen missing in the last 30 days
2
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 55 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.
Channels Telegram recommends alongside this one
Telegram’s own answer, not this register’s. When this register asks Telegram’s API what is similar to this channel, this is the list it returns, in the exact order Telegram returns it — never re-sorted by subscribers or by anything else this register measures. The relationship, and the order, are Telegram’s; we record them and date them, and make no claim of our own about which of these channels actually resemble this one.
Read from Telegram’s recommendation API, most recently 26 August 2026. Telegram holds a list like this for a small and growing share of the register — how this is measured, and why most channel pages show nothing here.
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.
فردای بهتر (مصطفی تاجزاده) @MostafaTajzadeh · 42,526 Telegram ranks this channel #15 of 98 here — alongside 97 others — read 28 August 2026
اخبار فوری ایران و جهان @Fori_Akhbar · 47,723 Telegram ranks this channel #17 of 63 here — alongside 62 others — read 25 August 2026
صادق زیباکلام - Sadegh Zibakalam @sadeghZibakalam · 53,275 Telegram ranks this channel #36 of 96 here — alongside 95 others — read 24 August 2026
ماجرای مشروطه با امیر خادم @mashrutehwithAmirKhadem · 28,223 Telegram ranks this channel #46 of 89 here — alongside 88 others — read 10 September 2026
هزار داستان با مسعود بهنود @hezardastanbehnood · 44,182 Telegram ranks this channel #46 of 88 here — alongside 87 others — read 28 August 2026
آینده (عباس عبدی) @abdiabbas · 29,717 Telegram ranks this channel #55 of 98 here — alongside 97 others — read 7 September 2026
جامعهشناسی @iransociology · 37,359 Telegram ranks this channel #61 of 94 here — alongside 93 others — read 1 September 2026
محمد رضا عالی پيام - هالو @mrhallo · 26,318 Telegram ranks this channel #65 of 92 here — alongside 91 others — read 12 September 2026
دانشجویان متحد @anjmotahed · 19,173 Telegram ranks this channel #70 of 96 here — alongside 95 others — read 2 October 2026
شب نشيني هالو @sh_n_halloo · 25,658 Telegram ranks this channel #76 of 91 here — alongside 90 others — read 13 September 2026
کتاب صوتی @behtarinhayesoti · 91,651 Telegram ranks this channel #78 of 78 here — alongside 77 others — read 17 August 2026
اندیشه @andiiishe · 33,214 Telegram ranks this channel #79 of 94 here — alongside 93 others — read 4 September 2026
ساز و آواز @saz_avaz · 19,312 Telegram ranks this channel #81 of 95 here — alongside 94 others — read 3 October 2026
ویرایش ذهن | شهابالدین حائری شیرازی @virayeshe_zehn · 30,525 Telegram ranks this channel #81 of 98 here — alongside 97 others — read 6 September 2026
ایران آزاد و آباد (مهدی نصیری) @iranazadvaabad · 31,540 Telegram ranks this channel #82 of 95 here — alongside 94 others — read 4 September 2026
کتابخانه تلگرام @Library_Telegram · 110,029 Telegram ranks this channel #82 of 89 here — alongside 88 others — read 15 August 2026
خانهی شجریان | Shajarian Home @shajarian_home · 64,003 Telegram ranks this channel #83 of 94 here — alongside 93 others — read 21 August 2026
This channel appears in 17 seed channels' Telegram-generated recommendation lists in total. 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 5 November 2026 — this
entry's latest reading, not the date you are reading this.
“سایت خبری-تحلیلی کلمه” (@kaleme), 47,895 subscribers as measured 5 November 2026. Telegram Register, tgregister.com/channel/kaleme.
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.