Telegram RegisterThe public register of Telegram

Channel

P4 Economics : CA Foundation

@cafoundation_p4

On this record: Topic · Observations · Also posting the same content · Growth · Engagement · Reactions · Posts · Polls · Citations · Cite this entry

5,139subscribers

-20 since we began measuring on 6 August 2026

Risers and fallers across the register · movement among entries of 3,162–10,000.

Register entry

Telegram ID-1001302698887
TypeChannel
Username@cafoundation_p4
CreatedBetween 1 March 2018 and 31 July 2021— estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded6 August 2026
Last confirmed live12 August 2026
Measurements held4
Confirmed unchanged1 time, most recently 12 August 2026
On Telegramt.me/cafoundation_p4

Topic

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 11 August 2026 and assigned it the closest of 31 fixed categories, at 56% 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 3 other registered channels. 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 (2 of the pairs behind the counts below)
Posted firstThenOverlapGap
@cafoundation_p1/181830 Jun 2026, 06:12 UTC@cafoundation_p4/3218 · this entry30 Jun 2026, 06:12 UTC1.00under a minute
@cafoundation_p4/3218 · this entry30 Jun 2026, 06:12 UTC@cafoundation_p2/208730 Jun 2026, 06:12 UTC1.00under a minute
Every channel this entry shares post bodies with
ChannelMatching postsText overlapTypical gapPublished first
@cafoundation_p16 (6/6 hand-verifiable sample passed)1.00under a minute@cafoundation_p1 (42)
@cafoundation_p37 (7/7 hand-verifiable sample passed)1.00under a minutethis entry (43)
@cafoundation_p25 (5/5 hand-verifiable sample passed)1.00under a minute@cafoundation_p2 (41)

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 3 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 15 comparable posts for this entry, running 30 August 2025 to 30 June 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 4, the earliest publisher we hold is @cafoundation_p3. That is a statement about our reading window, not a claim of authorship.

Recorded under the keys clone_copy · clone_mutual, 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 3 other registered channels, 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.

Growth

5,1395,1595,1496 August 2026 — 5,159 subscribers6 August 2026 — 5,158 subscribers9 August 2026 — 5,153 subscribers12 August 2026 — 5,139 subscribers6 August 202612 August 2026
4 measurements spanning 6 days, net -20. 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 5,136–5,162 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
12 Aug 2026, 21:345,139-14
9 Aug 2026, 11:045,153-5
6 Aug 2026, 20:205,158-1
6 Aug 2026, 12:155,159first reading

Engagement

19 posts held, back to 30 August 2025the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 8 pagesof Telegram’s post history, 20 posts per page.

Nothing published in the last 30 days. ERR and ER are rolling 30-day measures, so there is nothing to compute — we hold 19 posts for this entry, the most recent from 30 June 2026. An engagement rate over an empty window would be a number about nothing.

Reaction mix

17 reactions across 10 posts, in 1 kind.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
17100.0%

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 12 of the 19 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 17reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 19 most recent posts we hold, published 30 August 2025 to 30 June 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

30 Jun 2026, 06:12 UTC604 viewsread 12 August 2026

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26 Jun 2026, 16:44 UTC637 views1 reactionsread 12 August 2026
Forwarded from @CAnotes_ipcc

The list of all CA Inter Channels At one place https://t.me/addlist/PT-hQT58GpowOGM1 Automatically Creates folder and arrange. It's easy and convenient. Drop your suggestions here @canoteshelpbot

1

17 Jun 2026, 02:25 UTC298 viewsread 12 August 2026
Forwarded from @canotes

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16 Jun 2026, 10:33 UTC184 viewsread 12 August 2026
Forwarded from @canotes

🚨 BREAKING: Telegram is going to be frozen/shut down for 7 days due to the NEET re-examination. ⚠️☠️ For all updates, join the WhatsApp channel quickly! 🏃🏻‍♂️ 📈🚀 JOIN NOW: CA Foundation Students https://whatsapp.com/channel/0029Va9Ng0NATRSxFjz9hj45 CA Final Students https://whatsapp.com/channel/0029VbCWaBB6BIEfAJWWZ23J CA Inter Students https://whatsapp.com/channel/0029VbD2TuXATRStYA1SaL0h CA Notes & Updates htt

16 Jun 2026, 08:31 UTC347 viewsread 12 August 2026
Forwarded from @canotes

🚨 BREAKING: Telegram is going to be frozen/shut down for 7 days due to the NEET re-examination. ⚠️☠️ For all updates, join the WhatsApp channel quickly! 🏃🏻‍♂️ 📈🚀 JOIN NOW: CA Foundation Students https://whatsapp.com/channel/0029Va9Ng0NATRSxFjz9hj45 CA Final Students https://whatsapp.com/channel/0029VbCWaBB6BIEfAJWWZ23J CA Inter Students https://whatsapp.com/channel/0029VbD2TuXATRStYA1SaL0h CA Notes & Updates htt

16 Jun 2026, 08:17 UTC492 viewsread 12 August 2026
Forwarded from @canotes

Due to the temporary Telegram Ban situation in India until 30 June, we recommend all members join our WhatsApp channel so you don't miss any latest updates, notifications, study materials, for Exam preparation from us. Kindly Join Us on WhatsApp Fast👇👇 CA Foundation Students https://whatsapp.com/channel/0029Va9Ng0NATRSxFjz9hj45 CA Final Students https://whatsapp.com/channel/0029VbCWaBB6BIEfAJWWZ23J CA Inter Stud

20 May 2026, 13:33 UTC939 views1 reactionsread 12 August 2026
Forwarded from @canotes_foundationFile

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1

20 May 2026, 13:18 UTC882 viewsread 12 August 2026
Forwarded from @canotes_foundation

Share today's Question paper @CAFoundationStudentsBot

20 May 2026, 13:06 UTC915 viewsread 12 August 2026
Forwarded from @canotes_foundationPoll

How's Your CA Foundation Business Economics Paper? 😊 Presented by www.castudynotes.com

  1. Easy35%
  2. Hard10%
  3. Lengthy8%
  4. Average22%
  5. Not appeared25%

Shares as published. No per-option vote count is published by Telegram, so none is shown.

22 Mar 2026, 06:06 UTC≈1,720 views1 reactionsread 12 August 2026
Forwarded from @canotes_foundation

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1

25 Jan 2026, 15:48 UTC≈2,430 views1 reactionsread 12 August 2026
Forwarded from @canotes_foundationFile

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1

4 Jan 2026, 04:47 UTC≈2,740 views3 reactionsread 12 August 2026
Forwarded from @canotes_foundationFile

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3

Showing the 12 most recent of 19 posts we hold for @cafoundation_p4. 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.

Polls

The 3 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.

20 May 2026, 13:06 UTCAnonymous Poll843 voters

How's Your CA Foundation Business Economics Paper? 😊 Presented by www.castudynotes.com

  1. Easy35%
  2. Hard10%
  3. Lengthy8%
  4. Average22%
  5. Not appeared25%

Shares as published. No per-option vote count is published by Telegram, so none is shown.

22 Sept 2025, 11:56 UTCAnonymous Poll1,400 voters approx.

How's Your CA Foundation Business Economics Paper? 😊 Presented by www.castudynotes.com

  1. Easy53%
  2. Hard8%
  3. Lengthy4%
  4. Average17%
  5. Not appeared18%

Shares as published. No per-option vote count is published by Telegram, so none is shown.

16 Sept 2025, 11:34 UTCAnonymous Poll2,540 voters approx.

How's Your CA Foundation Accounts Paper? 🤓 Presented by www.castudynotes.com

  1. Easy15%
  2. Hard32%
  3. Average24%
  4. Good6%
  5. Bit lengthy23%

Shares as published. No per-option vote count is published by Telegram, so none is 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 19 most recent posts we hold, published 30 August 2025 to 30 June 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.

Forward network

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

Names

Channels on the register whose handles appear in this channel's posts.

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.

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.

“P4 Economics : CA Foundation” (@cafoundation_p4), 5,139 subscribers as measured 12 August 2026. Telegram Register, tgregister.com/channel/cafoundation_p4.

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.