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 10 August 2026 and assigned it the closest of 31 fixed categories, at 100% 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 (3 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 22 comparable posts for this entry, running 6 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 @spardha_pariksha_point — 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.
7 measurements spanning 6 days, net -282. 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 80,060–80,426 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)
Subscribers
Change
12 Aug 2026, 12:18
80,102
-35
11 Aug 2026, 13:22
80,137
-46
10 Aug 2026, 13:41
80,183
-55
9 Aug 2026, 10:31
80,238
-48
8 Aug 2026, 13:42
80,286
-48
7 Aug 2026, 10:43
80,334
-50
6 Aug 2026, 19:01
80,384
first reading
Engagement
101 posts held, back to 6 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 21 pagesof Telegram’s post history, 20 posts per page.
ERR · 30 days
3.67%
avg views ÷ 80,102 subscribers
Avg views / post
2,940
100 posts measured
Reaction rate
0.073%
reactions ÷ views · ER floor
Posts in window
101
of 101 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 61 of 100 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 12 August 2026
Posts held
101 (6 August 2026 – 12 August 2026)
Views total
293,658
Reactions total
135
Forwards / comments
not exposed by the public surface — not measured, not estimated
Readings taken
12 Aug 2026, 20:04 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
≈24,000
Videos
≈330
Links
≈8,010
Lifetime counters from Telegram’s own channel header, read 12 August 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
1m 32s
Average length
31s
Measured directly from 3 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.
Reaction mix
135 reactions across 52 posts, in 5 distinct kinds. The most used accounts for 91.1% of them.
Every reaction kind recorded on the sample, most used first
Reaction
Count
Share
Share, drawn
❤
123
91.1%
👍
7
5.19%
🎉
2
1.48%
👏
2
1.48%
🔥
1
0.741%
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 61 of the 101 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 135reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 101 most recent posts we hold, published 6 August 2026 to 12 August 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.
🔥 तलाठी होण्याचं स्वप्न आता फक्त स्वप्न राहू देऊ नका! 🎯
तलाठी परीक्षेच्या तयारीसाठी योग्य Teaching + Strategy + Guidance मिळणं खूप महत्त्वाचं आहे.
म्हणूनच TALATHI FACTORY घेऊन आलंय ₹10 DEMO BATCH! 🔥
🎯 फक्त ₹10 मध्ये 2 दिवसांचा Access!
या 2 दिवसांत अनुभवा 👇
✅ दर्जेदार Teaching
✅ योग्य Strategy & Guidance
✅ Exam-oriented तयारी
✅ TALATHI FACTORY च्या Teaching Team चा प्रत्यक्ष Class Experience
💯 आधी अनुभव घ्या → मग विश्…
♦️नागपूर महानगर प्रदेश विकास प्राधिकरण, नागपूर या कार्यालयाचा आकृतीबंध व पदांवरील नियुक्तीच्या अटी व शर्ती निश्चित करण्याबाबत..
जॉईन:@spardha_pariksha_point
♦️ महाज्योती व VANARTI UPSC/ MPSC ,MPSC GROUP B/C form भरणे सुरू झाले आहे.
👉अर्ज करण्याचा अंतिम दिनांक - 23/08/2026
👉अर्ज करण्याची लिंक-
https://registration.mahajyoti.org.in/
जॉईन:@spardha_pariksha_point
♦️जाहिरात क्रमांक 088/2025 पशुधन विकास अधिकारी, महाराष्ट्र पशुसंवर्धन सेवा, गट-अ या पदाचा दिनांक 14 ऑगस्ट, 2026 रोजीचा मुलाखत कार्यक्रम (मुलाखत क्रमांक 796 ते 810) पुढे ढकलण्याबाबत प्रसिद्धीपत्रक आयोगाच्या संकेतस्थळावर प्रसिद्ध करण्यात आले आहे. या उमेदवारांच्या मुलाखती प्रशासकीय कारणास्तव उक्त विहीत दिनांकाऐवजी दिनांक 02 सप्टेंबर, 2026 रोजी घेण्यात येणार आहेत.
जॉईन:@spardha_pariksha_point
गट 'ब' गट 'क' पूर्व परीक्षा
८८ वी आवृत्ती
संपादन-संस्करण:- के'सागर सर
Purchase Link:-https://ksagar.com/product/gat-b-va-gat-c-sanyukt-purva-pariksha-combine/
40% Discount
K'Sagar Publications
02024450125 / 9823118810
K"Sagar House Of Book
02024483166 / 9923906500
K'Sagar Book Centre
02024453065 / 9823121395
www.ksagaronline.com
महाराष्ट्रातील सर्व मुख्य पुस्तक विक्रेत्यांकडे उपलब्ध,
तसेच ॲमेझॉन व फ्लिपकार्ट वर …
♦️MPSC गट_क पूर्व परीक्षा.
👉5,707 जागांसाठी 12.63 लाख अर्ज.🔥
👉 एका- एका जागेसाठी आता तब्बल 221 उमेदवारांमध्ये स्पर्धा रंगणार आहे.
जॉईन:@spardha_pariksha_point
♦️राज्यातील मान्यता प्राप्त खाजगी अंशत: /पूर्णत: अनुदानित माध्यमिक, उच्च माध्यमिक शाळांतील शिक्षकेतर कर्मचाऱ्यांच्या पदभरतीस मान्यता देण्याबाबत.
जॉईन:@spardha_pariksha_point
❤3
Showing the 12 most recent of 101 posts we hold for @spardha_pariksha_point. 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 — 341,236 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
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 1 registered channel — 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.
Handles this channel named that no longer answer
Dead references
3
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
3
vacant every time we have ever looked
@spardha_pariksha_point named 3 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.
@ksagarfocu named in 3 posts, 8 August 2026 – 11 August 2026
@amolpatilmarath named in 2 posts, 8 August 2026 – 11 August 2026
@brahma_shinde_dnyanamrut_acadmy named in 1 post, 8 August 2026 – 8 August 2026
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.
महाराष्ट्र व भारताचा भूगोल @Bhugolmpsc · 146,541 Telegram ranks this channel #16 of 88 here — alongside 87 others — read 13 August 2026
🚨 गणित मंच ™🚨 @Ganitmanch · 171,227 Telegram ranks this channel #20 of 85 here — alongside 84 others — read 12 August 2026
POLICE BHARTI 2026 🚔👮♀️ @Police_bharti_and_MPSC · 148,732 Telegram ranks this channel #23 of 89 here — alongside 88 others — read 12 August 2026
चालू घडामोडी 2026 @ChaluGhadamodi2023 · 343,091 Telegram ranks this channel #23 of 89 here — alongside 88 others — read 11 August 2026
गणित & बुद्धीमत्ता कट्टा @GanitOnline · 160,918 Telegram ranks this channel #32 of 90 here — alongside 89 others — read 12 August 2026
𝐕𝐈𝐒𝐈𝐎𝐍 𝐌𝐏𝐒𝐂 @mpsc_vision · 179,820 Telegram ranks this channel #36 of 87 here — alongside 86 others — read 12 August 2026
चालू घडामोडी + GK (Official) @ChaluGhadamodiMPSC · 150,699 Telegram ranks this channel #37 of 88 here — alongside 87 others — read 12 August 2026
🚨 सरळसेवा ऑफिसर्स क्लब🚨 @saralsewa_exam · 266,749 Telegram ranks this channel #37 of 87 here — alongside 86 others — read 11 August 2026
Mission Police bharti ™ @missionpolice2021 · 274,832 Telegram ranks this channel #66 of 90 here — alongside 89 others — read 11 August 2026
🚔 POLICE_POINT 👮♂ @POLICEPOINT100 · 296,120 Telegram ranks this channel #66 of 85 here — alongside 84 others — read 11 August 2026
Majhi Naukri @majhinaukri · 437,488 Telegram ranks this channel #73 of 86 here — alongside 85 others — read 11 August 2026
Vitthal Kangane @vitthalkangane · 163,613 Telegram ranks this channel #76 of 88 here — alongside 87 others — read 12 August 2026
This channel appears in 12 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 12 August 2026 — this
entry's latest reading, not the date you are reading this.
“स्पर्धा परिक्षा पॉईंटस” (@spardha_pariksha_point), 80,102 subscribers as measured 12 August 2026. Telegram Register, tgregister.com/channel/spardha_pariksha_point.
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.
