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 68% 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
63 measurements spanning 91 days, net +1,872. 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 14,690–17,124 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 63
Measured (UTC)
Subscribers
Change
6 Nov 2026, 11:06
16,843
+3
5 Nov 2026, 09:40
16,840
+3
4 Nov 2026, 10:07
16,837
+5
3 Nov 2026, 12:46
16,832
+11
2 Nov 2026, 11:30
16,821
+6
1 Nov 2026, 08:17
16,815
+4
31 Oct 2026, 09:05
16,811
+2
30 Oct 2026, 12:31
16,809
+8
29 Oct 2026, 10:46
16,801
+18
28 Oct 2026, 06:45
16,783
+14
27 Oct 2026, 07:49
16,769
+7
26 Oct 2026, 11:15
16,762
+11
25 Oct 2026, 14:36
16,751
+10
24 Oct 2026, 18:01
16,741
+12
23 Oct 2026, 17:46
16,729
+7
22 Oct 2026, 20:57
16,722
+8
21 Oct 2026, 18:01
16,714
+8
20 Oct 2026, 11:39
16,706
+9
19 Oct 2026, 13:27
16,697
+4
18 Oct 2026, 16:17
16,693
first reading
Engagement
155 posts held, back to 30 July 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 60 pages of Telegram’s post history, 20 posts per page.
ERR · 30 days
8.14%
avg views ÷ 16,843 subscribers
Avg views / post
1,370
34 posts measured
Reaction rate
0.468%
reactions ÷ views · ER floor
Posts in window
34
of 155 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 24 of 34 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 5 November 2026
Posts held
155 (30 July 2026 – 5 November 2026)
Views total
46,613
Reactions total
160
Forwards / comments
not exposed by the public surface — not measured, not estimated
Readings taken
6 Nov 2026, 04:27 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
Video runtime
31s
Average length
10s
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
751 reactions across 117 posts, in 15 distinct kinds. The most used accounts for 68.4% of them.
Every reaction kind recorded on the sample, most used first
Reaction
Count
Share
Share, drawn
❤
514
68.4%
😁
79
10.5%
🔥
65
8.66%
🫡
34
4.53%
👍
26
3.46%
🎉
8
1.07%
❤🔥
5
0.666%
😢
5
0.666%
💯
4
0.533%
🤔
4
0.533%
🍾
2
0.266%
👏
2
0.266%
👌
1
0.133%
👨💻
1
0.133%
😍
1
0.133%
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 124 of the 155 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 751 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 155 most recent posts we hold, published 30 July 2026 to 5 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: 1 of 34 posts held from the last 30 days (2.94%) 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).
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CS DPP – Day-414 📆
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The Fantastic 5 Challenge 🎯
🔗 Attempt: https://gateoverflow.in/tag/goclasses-da-dpp-day-316
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You can access them subject-wise here:
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The earlier 3 November date is struck out on the official dates page.
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October’s checklist may still have unfinished tasks. Give those tasks a clear review before building November’s plan.
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DA DPP – Day-314 📆
📌 Subject – Database System & Warehousing
The Fantastic 5 Challenge 🎯
🔗 Attempt: https://gateoverflow.in/tag/goclasses-da-dpp-day-314
✨ All DPPs are free for everyone.
You can access them subject-wise here:
https://www.goclasses.in/s/pages/gate-cse-dpp
Showing the 12 most recent of 155 posts we hold for @goclasses_cse. 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.
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.
GATE CSE Handwritten Notes 💯 @cse_gatenotes · 34,912 Telegram ranks this channel #3 of 34 here — alongside 33 others — read 4 September 2026
GATE Wallah CS & DA @Gwcomsciandinfo · 76,720 Telegram ranks this channel #4 of 49 here — alongside 48 others — read 20 August 2026
UNLOCKED CODING @Unlocked_Coding · 45,138 Telegram ranks this channel #9 of 20 here — alongside 19 others — read 27 August 2026
PW Skills - Official @SkillsPW · 36,259 Telegram ranks this channel #11 of 54 here — alongside 53 others — read 1 September 2026
GATE Wallah official @gatewallah_official · 101,364 Telegram ranks this channel #13 of 60 here — alongside 59 others — read 16 August 2026
ACE Engineering Academy (Official) @aceacademyindia_official · 45,462 Telegram ranks this channel #27 of 66 here — alongside 65 others — read 27 August 2026
Fraz @mohammadfrazTG · 31,230 Telegram ranks this channel #32 of 62 here — alongside 61 others — read 5 September 2026
MADE EASY (Official) @madeeasy_official · 143,118 Telegram ranks this channel #40 of 86 here — alongside 85 others — read 13 August 2026
Lets Code @offcampusjobsupdatess · 38,054 Telegram ranks this channel #62 of 73 here — alongside 72 others — read 31 August 2026
Fresher Jobs 2024 @fresher_jobs2 · 19,439 Telegram ranks this channel #63 of 75 here — alongside 74 others — read 30 September 2026
This channel appears in 10 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 6 November 2026 — this
entry's latest reading, not the date you are reading this.
“GO Classes” (@goclasses_cse), 16,843 subscribers as measured 6 November 2026. Telegram Register, tgregister.com/channel/goclasses_cse.
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.