Education — a classification, not a measurement. An on-box language model (Qwen3.6-35B-A3B-FP8, prompt version 1) read this channel’s own recent posts on 10 September 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 the other topics.
Growth
55 measurements spanning 86 days, net -911. 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 14,686–15,871 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 55
Measured (UTC)
Subscribers
Change
8 Nov 2026, 00:08
14,823
-14
6 Nov 2026, 22:26
14,837
-6
6 Nov 2026, 00:36
14,843
-8
5 Nov 2026, 00:25
14,851
-5
4 Nov 2026, 00:09
14,856
-13
2 Nov 2026, 20:39
14,869
-5
1 Nov 2026, 23:26
14,874
-8
31 Oct 2026, 22:56
14,882
-10
31 Oct 2026, 00:50
14,892
-7
29 Oct 2026, 21:31
14,899
-6
29 Oct 2026, 00:48
14,905
-11
27 Oct 2026, 20:08
14,916
-12
26 Oct 2026, 21:46
14,928
-8
25 Oct 2026, 23:26
14,936
-6
24 Oct 2026, 20:17
14,942
-10
23 Oct 2026, 20:45
14,952
-10
22 Oct 2026, 21:58
14,962
-10
21 Oct 2026, 16:57
14,972
-14
20 Oct 2026, 11:51
14,986
-11
19 Oct 2026, 14:37
14,997
first reading
Engagement
91 posts held, back to 5 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 49 pages of Telegram’s post history, 20 posts per page.
ERR · 30 days
2.38%
avg views ÷ 14,823 subscribers
Avg views / post
353
25 posts measured
Reaction rate
0.277%
reactions ÷ views · ER floor
Posts in window
25
of 91 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 5 of 25 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 8 November 2026
Posts held
91 (5 August 2026 – 8 November 2026)
Views total
8,824
Reactions total
6
Forwards / comments
not exposed by the public surface — not measured, not estimated
Readings taken
8 Nov 2026, 17:52 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
≈2,000
Videos
≈40
Links
≈1,280
Lifetime counters from Telegram’s own channel header, read 8 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
3m 56s
Average length
3m 56s
Measured directly from 1 video 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
14 reactions across 10 posts, in 1 kind.
Every reaction kind recorded on the sample, most used first
Reaction
Count
Share
Share, drawn
❤
14
100.0%
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 11 of the 91 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 14 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 91 most recent posts we hold, published 5 August 2026 to 8 November 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.
Recent posts
Telegram’s own ‘edited’ marker: 0 of 25 posts held from the last 30 days (0%) 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).
🪔❤️ आप सबका प्यार ही मेरी ज़िंदगी की सबसे बड़ी कमाई है! ❤️🪔
आज आप सभी की तरफ़ से हज़ारों की संख्या में दीपावली की शुभकामनाएँ और प्यार भरे संदेश मिले। सच कहूँ तो आप सभी के संदेशों का व्यक्तिगत रूप से जवाब दे पाना मेरे लिए संभव नहीं हो पा रहा है, लेकिन यकीन मानिए, आपका हर संदेश, हर दुआ और हर शुभकामना मेरे दिल के बेहद करीब है। 🙏❤️
मैं दिल की गहराइयों से आप सभी का धन्यवाद करता हूँ।
ज़िंदगी के इस सफ़र में मैंने एक बात …
🪔 दीपावली की हार्दिक शुभकामनाएँ 🪔
प्रिय विद्यार्थियों,
दीपावली केवल दीप जलाने का पर्व नहीं, बल्कि अपने जीवन में नई आशाओं, सकारात्मक विचारों और नए संकल्पों का प्रकाश फैलाने का अवसर है।
इस पावन पर्व पर आप सभी संकल्प लें कि अपने लक्ष्य को प्राप्त करने के लिए निरंतर मेहनत करेंगे, समय का सदुपयोग करेंगे और हर चुनौती का सामना धैर्य एवं आत्मविश्वास के साथ करेंगे।
याद रखिए, सफलता एक दिन में नहीं मिलती, बल्कि प्रतिदिन की गई छो…
🪔 दीपावली पर लक्ष्मी आपके द्वार पर! 🪔
आज दीपावली के शुभ दिन अमन सर ने शुरू किया है Bharat AI का सबसे बड़ा और सबसे चुनौतीपूर्ण अभियान 🔥
🎯 मकसद: Bharat AI के हर स्टूडेंट को रोज़गार से जोड़ना
🏠 अपने घर पर, अपने क्षेत्र में रहकर ही कमाई का पक्का ज़रिया
✨ यह मुहिम आपका भविष्य बदल सकती है। समझिए, इस दीपावली लक्ष्मी खुद आपका दरवाज़ा खटखटा रही हैं, बस दरवाज़ा खोलने की देर है!
👇
https://youtube.com/live/FTtbkzJjQbY
https:…
❤️दीपावली के दिन सबसे बेहतर Gift आपके लिए क्या हो सकता है ?
आपका रोजगार - आप अपने घर पर, अपने क्षेत्र में रहकर ही एक अच्छा Income का Source पा लें, तो Bharat AI आपके इसी सपने को पूरा करने की दिशा में कदम बड़ा रहा है
आइये मिलिए ठीकअभी दोपहर 01 बजे अमन सर के साथ लाइव
https://youtube.com/live/FTtbkzJjQbY
https://youtube.com/live/FTtbkzJjQbY
https://youtube.com/live/FTtbkzJjQbY
MONIKA MA'AM का DIWALI SURPRISE आ गया 🪔🔥
इस दिवाली सभी विद्यार्थियों के लिए ऐसा क्या खास लेकर आई हैं Monika Ma'am?
https://youtu.be/eVsQvYL9DTM
https://youtu.be/eVsQvYL9DTM
https://youtu.be/eVsQvYL9DTM
🚨आपने बहुत से अधूरे और झूठे सपने देखे🚨
क्या आज एक ऐसा सपना देखना चाहेंगे
जो सच में पूरा हो सकता है? ✅
⏰ आज रात 9 से 11 बजे सिर्फ 2 घंटे मांग रहा हूँ।
🔥 वर्तमान में कुछ भी बदले बिना –
भविष्य बनाने वाला अभियान आज शुरू होगा।
ऐसे मौके ज़िंदगी में बार-बार नहीं आते।
❌ इसे छोड़ने की भूल मत करना।
👇 Class Link
📍https://youtube.com/live/8TiYo9quw6Y
📍https://youtube.com/live/8TiYo9quw6Y
📍https://youtube.com/live/8TiYo9quw6
AI Filmmaking & Video Creation Mastery अभियान
🔴 आज रात 09 बजे — पहली क्लास LIVE (YouTube पर)
https://youtube.com/live/8TiYo9quw6Y
https://youtube.com/live/8TiYo9quw6Y
https://youtube.com/live/8TiYo9quw6Y
❌ पैसा और क्रेडिट्स फूंकना बंद: अधूरे कोर्सेज का भटकाव छोड़कर AI का असली और सटीक सिस्टम समझें।
🎬 हर तरह की वीडियो पर कमांड: 2D/3D एनिमेशन, डॉक्यूमेंट्री, अवतार और कार्टून—सब एक ही जगह।
🎯 सेम चेहरा, सेम आवाज़: हर…
🎁 BHARAT AI RESEARCH CENTRE के MEGA LUCKY DRAW
कहीं इन 4 Winners में आपका नाम तो नहीं?
किसकी खुली किस्मत? किसके नाम निकला FREE LAPTOP?
🎉 सभी विजेताओं को BHARAT AI RESEARCH CENTRE की तरफ से हार्दिक बधाई
https://youtu.be/3FHud-vHd40?si=d1BYV-fNXC4aAKCc
https://youtu.be/3FHud-vHd40?si=d1BYV-fNXC4aAKCc
https://youtu.be/3FHud-vHd40?si=d1BYV-fNXC4aAKCc
🔥1 NOVEMBER 2026 से AMAN SIR का नया BATCH LIVE
ना Coding की जरूरत, ना पहले से AI का Knowledge — सब कुछ बिल्कुल ZERO से सिखाया जाएगा!
पूरी जानकारी के लिए वीडियो देखें
https://youtube.com/live/HywXePq6lj8
APP DOWNLOAD LINK
👉 https://play.google.com/store/apps/details?id=com.lvgqik.duvriw
iOS App
https://apps.apple.com/in/app/bharat-ai-research-centre/id6771685452
Signed Amandeep Ravish Sir
Showing the 12 most recent of 91 posts we hold for @swastikinstitute. 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
@swastikinstitute edited 1 post 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
2 September 2026
Most recent edit
2 September 2026
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.
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.
🔴 Shivant Sir Gs Official @shivantsirgs · 133,826 Telegram ranks this channel #63 of 69 here — alongside 68 others — read 13 August 2026
This channel appears in 1 seed channel's Telegram-generated recommendation list 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 8 November 2026 — this
entry's latest reading, not the date you are reading this.
“Swastik - Haryana Exams” (@swastikinstitute), 14,823 subscribers as measured 8 November 2026. Telegram Register, tgregister.com/channel/swastikinstitute.
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.