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Channel
HCL GUVI
@guvigeek
On this record: Topic · Growth · Engagement · What this channel posts · Reactions · Posts · Posts edited after publishing · Posts recorded as deleted · Polls · Telegram's recommendations · Cite this entry
26,545subscribers
-171 since we began measuring on 7 August 2026
Risers and fallers across the register · movement among entries of 10,000–31,623.
Register entry
| Telegram ID | -1001416145094 |
|---|---|
| Type | Channel |
| Username | @guvigeek |
| Description | GUVI (Grab Your Vernacular Imprint) | An HCL Group Company | Learn AI, Data Science, Full Stack, AI/ML & UI/UX in 19+ Languages | 3M+ Learners | 1000+ Hiring Companies | Daily Job Updates & Free Tips!! Career Consultation: https://bit.ly/4j2Lt21 |
| Created | Between 1 April 2019 and 31 October 2021 — estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 7 August 2026 |
| Last confirmed live | 4 November 2026 |
| Measurements held | 58 |
| Confirmed unchanged | 1 time, most recently 4 November 2026 |
| On Telegram | t.me/guvigeek |
Topic
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 97% 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
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 4 Nov 2026, 17:09 | 26,545 | -13 |
| 3 Nov 2026, 18:50 | 26,558 | -10 |
| 2 Nov 2026, 21:06 | 26,568 | -2 |
| 1 Nov 2026, 22:48 | 26,570 | -7 |
| 1 Nov 2026, 01:58 | 26,577 | -7 |
| 31 Oct 2026, 00:05 | 26,584 | -5 |
| 29 Oct 2026, 21:45 | 26,589 | +12 |
| 28 Oct 2026, 23:59 | 26,577 | +5 |
| 27 Oct 2026, 20:07 | 26,572 | -10 |
| 26 Oct 2026, 21:56 | 26,582 | -15 |
| 25 Oct 2026, 22:40 | 26,597 | +10 |
| 24 Oct 2026, 20:06 | 26,587 | +15 |
| 23 Oct 2026, 19:57 | 26,572 | -9 |
| 22 Oct 2026, 17:39 | 26,581 | -13 |
| 21 Oct 2026, 15:57 | 26,594 | -9 |
| 20 Oct 2026, 09:00 | 26,603 | -10 |
| 19 Oct 2026, 12:11 | 26,613 | +10 |
| 18 Oct 2026, 10:50 | 26,603 | -5 |
| 17 Oct 2026, 12:05 | 26,608 | -6 |
| 16 Oct 2026, 13:11 | 26,614 | first reading |
Engagement
120 posts held, back to 17 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 135 pages of Telegram’s post history, 20 posts per page.
- ERR · 30 days
- 3.80%
- avg views ÷ 26,545 subscribers
- Avg views / post
- 1,010
- 42 posts measured
- Reaction rate
- 0.153%
- reactions ÷ views · ER floor
- Posts in window
- 42
- of 120 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 12 of 42 measured posts that carry a reaction reading, and over those same posts' views.
| Window | Rolling 30 days · latest post in window 4 November 2026 |
|---|---|
| Posts held | 120 (17 July 2026 – 4 November 2026) |
| Views total | 42,399 |
| Reactions total | 19 |
| Forwards / comments | not exposed by the public surface — not measured, not estimated |
| Readings taken | 4 Nov 2026, 17:17 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
- 986
- Videos
- 147
- Links
- 981
Lifetime counters from Telegram’s own channel header, read 4 November 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.
- Video runtime
- 1m 41s
- Average length
- 51s
Measured directly from 2 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
113 reactions across 52 posts, in 4 distinct kinds. The most used accounts for 92.9% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| ❤ | 105 | 92.9% | |
| 👍 | 4 | 3.54% | |
| 🥰 | 3 | 2.65% | |
| 🔥 | 1 | 0.885% |
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 60 of the 120 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 113 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 120 most recent posts we hold, published 17 July 2026 to 4 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 42 posts held from the last 30 days (2.38%) 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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Showing the 12 most recent of 120 posts we hold for @guvigeek. 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
@guvigeek 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
- 12 August 2026
- Most recent edit
- 12 August 2026
Posts recorded as deleted after publishing
We recorded 2 posts on @guvigeek 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 August 2026
- Most recent seen missing
- 14 August 2026
- Median time before seen missing
- 34 hours
- Seen missing in the last 30 days
- 0
Polls
The 4 polls we hold for this entry, as Telegram rendered them when we read the post. A poll’s figures keep moving after that, so each one is dated.
A machine learning model performs extremely well on training data but poorly on new, unseen data. What is this problem called?
- Normalization24%
- Overfitting54%
- Clustering9%
- Regression13%
Shares as published. No per-option vote count is published by Telegram, so none is shown.
A company wants to predict next month's sales using data from previous months. Which Data Science technique would be most suitable?
- Clustering20%
- Regression46%
- Classification26%
- Dimensionality Reduction7%
Shares as published, totalling 99%. No per-option vote count is published by Telegram, so none is shown.
In an AI agent system, what is the purpose of to Calling?
- Permanently retrain the model after every user request15%
- To increase the number of parameters in the language model20%
- To let the model interact with external systems and perform actions72%
- To replace the models, language generation capability20%
The shares total 127%, above 100: this poll accepts more than one answer per voter. No per-option vote count is published, so the number of voters who chose each option is not derivable and is not shown.
What problem does JWT (JSON Web Token) primarily solve in web applications?
- Load balancing requests16%
- Reducing CSS file size16%
- Stateless authentication between client and server69%
- Database indexing20%
The shares total 121%, above 100: this poll accepts more than one answer per voter. No per-option vote count is published, so the number of voters who chose each option is not derivable and is not shown.
Percentages only — there are no per-option vote counts here, because Telegram publishes none. The public post preview gives each option’s share and a single voter total, and nothing else. Multiplying one by the other would produce a per-option tally that looks measured and is not: the shares are rounded to whole numbers before we ever see them. We print what was published and leave the column that does not exist empty.
The shares need not add up to 100. Rounding alone puts many polls at 99 or 101. A poll that allows more than one answer per voter runs well past 100 by design, and several here do. The bars are drawn against a fixed 100% track at each option’s own percentage rather than normalised to the total, so a poll that exceeds it shows that it does instead of being quietly rescaled.
Read from the 120 most recent posts we hold, published 17 July 2026 to 4 November 2026. Telegram labels each poll by kind — an anonymous poll, a quiz, a closed set of final results — and that label is reproduced rather than paraphrased.
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.
@Jobalertforfreshers · 1,546#1
@MachineLearning_Programming · 14,257#2
@codehype · 23,020#3
@bluepearlcomputereducation · 401#4
@ios_jobs_news · 212 (as read 11 September 2026)#5
@credefi_news · 2,549#6
@thesanghi · 1,028#7
@theaipedia · 729#8
@computer_science_and_programming · 138,792#9
@embarkx · 2,676#10
@EngineeringJOBSonline · 1,976#11
@pantechelearning · 9,311#12
@ieofficial · 65,423#13
@netzwerkacademy · 1,627#14
@thevamshikrishna · 1,945#15
@science · 123,113#16
@Latestoffcampusplacement · 2,277#17
@ExploringGeology · 4,922#18
@Codingstack · 13,894#19
@findtechjobs · 6,482#20
@pickmycareerupdates · 6,172#21
@ai_art_beauty_image_midjourney · 8,377#22
@thestocksstreet · 15,751#23
@MrCrypto_Tamilan · 2,297#24
@freecourses_certificates · 3,306#25
@hitechdailynews · 16,223#26
@webdev_trainings · 133,679#27
@HINDI_MOTIVATIONAL_QUOTES_VICHAR · 140,272#28
@BibleDailyVerses · 479#29
@NIFTY_AND_BANKNIFTY_OPTIONS_CALL · 1,995#30
@telegramtips · 10,659,705#31
@UMBLRINFO · 901#32
@btst_earn_with_patience · 3,746#33
@zocertifications · 1,684#34
@tamilnadu_exams · 3,419#35
@UM_INFO · 3,819#36
@calicutuniversityupdates · 2,954#37
@cssWeb_Dev · 3,193#38
@tradeonlevel · 2,897#39
@vizaglocalwire · 1,497#40
@everyonepharmaacademy · 4,122#41
@hamster_kombat · 19,740,087#42
@AutomationWithIla · 3,141#43
@govtjobquestion · 8,931#44
@scrsindia · 3,535#45
@softwareninja · 12,914#46
@tutystudycircle · 8,072#47
@JavaScript_Trainings · 96,214#48
@ourearthgalaxy · 11,406#49
Read from Telegram’s recommendation API, most recently 11 September 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.
@HINDI_MOTIVATIONAL_QUOTES_VICHAR · 140,272
Telegram ranks this channel #41 of 64 here — alongside 63 others — read 21 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 4 November 2026 — this entry's latest reading, not the date you are reading this.
“HCL GUVI” (@guvigeek), 26,545 subscribers as measured 4 November 2026. Telegram Register, tgregister.com/channel/guvigeek.
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.