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Channel

Stock Pustak 📕📚📖

@Stockpustak

On this record: Topic · Observations · Channels linked by matching posts · Growth · Engagement · What this channel posts · Reactions · Posts · Posts recorded as deleted · Citations · Telegram's recommendations · Cite this entry

10,626subscribers

-256 since we began measuring on 6 August 2026

Risers and fallers across the register · movement among entries of 10,000–31,623.

Register entry

Telegram ID-1001255830284
TypeChannel
Username@Stockpustak
DescriptionFree stock market learning space.💻🎯📔 Get more than 5000++ ebooks+ Journals.📖📕 Disclaimer : https://t.me/Stockpustak/1 All the materials, magazines are taken from sources available in public domain available on the web
CreatedBetween 1 March 2018 and 31 August 2021 — estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded6 August 2026
Last confirmed live10 November 2026
Measurements held60
Confirmed unchanged1 time, most recently 10 November 2026
On Telegramt.me/Stockpustak

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 10 August 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.

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 in near-verbatim form on 2 other registered channels. This entry also sits inside a group of 3 channels linked by matching posts, directly or through other channels in the group; two members of the group may share no posts with each other. 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.

No sample pairs were kept for this entry. The counts below were measured, but without the pairs there is nothing here for you to open and check, so treat the relationship as recorded rather than demonstrated.

Channels this entry shares post bodies with, where at least one matching post pair has no forward credit between the two channels, or to a common source, recorded in our data
ChannelMatching postsText overlapTypical gapPublished first
@traderslibrary441 (8/8 hand-verifiable sample passed)1.00under a minutethis entry (40–1)
@RuchirGuptaTradingInvesting27 (8/8 hand-verifiable sample passed)1.00under a minute@RuchirGuptaTradingInvesting (27–0)

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. 2 of the 2 matches recorded here fall after that date and carried no header when we read them. The rest predate reliable capture and are not evidence either way.

“Published first” means first in this corpus. We hold 42 comparable posts for this entry, running 13 July 2026 to 27 September 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).

Of the group of 3 channels, the one whose matching posts we hold earliest is @traderslibrary4. That is a statement about our reading window, not a claim of authorship.

Recorded under the keys clone_copy · clone_source, last confirmed 11 November 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.

Channels linked by matching posts

This channel is in a group of 3 registered channels linked by matching posts, directly or through other channels in the group. This channel may share no posts with some of the channels listed below, and listed channels may share none with each other. Links are found by comparing text fingerprints across every channel on the register.

Which channel, if either, published first is deliberately not shown in this list. “First” could only mean first in our own crawl, which depends on how deep we happened to reach into each channel’s history, not on when the content was actually first posted. Our one hand-check read 45 of the highest-confidence flagged pairs against the live Telegram pages. In 18 of them the live page showed a “Forwarded from” credit that our database had no record of, so reading that pair as an unattributed copy was wrong; the check did not measure who published first. This list is ordered by subscriber count, the same as every other listing on this site, never by which channel we think came first. Near-verbatim 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

10,62510,88210,753.56 August 2026 — 10,882 subscribers6 August 2026 — 10,882 subscribers7 August 2026 — 10,879 subscribers8 August 2026 — 10,877 subscribers9 August 2026 — 10,875 subscribers10 August 2026 — 10,870 subscribers11 August 2026 — 10,866 subscribers12 August 2026 — 10,859 subscribers13 August 2026 — 10,857 subscribers14 August 2026 — 10,855 subscribers16 August 2026 — 10,847 subscribers17 August 2026 — 10,844 subscribers18 August 2026 — 10,842 subscribers19 August 2026 — 10,841 subscribers20 August 2026 — 10,839 subscribers21 August 2026 — 10,835 subscribers22 August 2026 — 10,828 subscribers24 August 2026 — 10,823 subscribers25 August 2026 — 10,820 subscribers26 August 2026 — 10,811 subscribers27 August 2026 — 10,813 subscribers28 August 2026 — 10,809 subscribers29 August 2026 — 10,808 subscribers30 August 2026 — 10,806 subscribers31 August 2026 — 10,804 subscribers1 September 2026 — 10,796 subscribers2 September 2026 — 10,793 subscribers3 September 2026 — 10,794 subscribers5 September 2026 — 10,791 subscribers9 September 2026 — 10,775 subscribers11 September 2026 — 10,769 subscribers13 September 2026 — 10,764 subscribers14 September 2026 — 10,758 subscribers16 September 2026 — 10,757 subscribers19 September 2026 — 10,752 subscribers4 October 2026 — 10,725 subscribers8 October 2026 — 10,705 subscribers13 October 2026 — 10,694 subscribers14 October 2026 — 10,693 subscribers15 October 2026 — 10,688 subscribers16 October 2026 — 10,685 subscribers17 October 2026 — 10,684 subscribers18 October 2026 — 10,683 subscribers19 October 2026 — 10,677 subscribers20 October 2026 — 10,666 subscribers22 October 2026 — 10,664 subscribers23 October 2026 — 10,663 subscribers25 October 2026 — 10,662 subscribers27 October 2026 — 10,664 subscribers28 October 2026 — 10,660 subscribers30 October 2026 — 10,655 subscribers31 October 2026 — 10,653 subscribers1 November 2026 — 10,649 subscribers2 November 2026 — 10,643 subscribers3 November 2026 — 10,641 subscribers4 November 2026 — 10,634 subscribers6 November 2026 — 10,628 subscribers7 November 2026 — 10,625 subscribers8 November 2026 — 10,629 subscribers10 November 2026 — 10,626 subscribers10,6266 August 202610 November 2026
60 measurements spanning 96 days, net -256. 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 10,586–10,921 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 60
Measured (UTC)SubscribersChange
10 Nov 2026, 06:4510,626-3
8 Nov 2026, 20:0710,629+4
7 Nov 2026, 11:5810,625-3
6 Nov 2026, 09:3610,628-6
4 Nov 2026, 11:4810,634-7
3 Nov 2026, 09:1910,641-2
2 Nov 2026, 12:3610,643-6
1 Nov 2026, 10:2610,649-4
31 Oct 2026, 07:3110,653-2
30 Oct 2026, 08:0610,655-5
28 Oct 2026, 05:0910,660-4
27 Oct 2026, 01:5710,664+2
25 Oct 2026, 03:4910,662-1
23 Oct 2026, 06:2610,663-1
22 Oct 2026, 06:5610,664-2
20 Oct 2026, 23:4610,666-11
19 Oct 2026, 19:4110,677-6
18 Oct 2026, 17:1810,683-1
17 Oct 2026, 16:4710,684-1
16 Oct 2026, 16:5610,685first reading

Engagement

54 posts held, back to 13 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 59 pages of 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 54 posts for this entry, the most recent from 4 October 2026. An engagement rate over an empty window would be a number about nothing.

What this channel posts

Photos
≈5,290
Videos
≈273
Links
≈757

Lifetime counters from Telegram’s own channel header, read 11 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
2m 26s
Average length
1m 13s

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

11 reactions across 10 posts, in 2 distinct kinds. The most used accounts for 90.9% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
❤1090.9%
👍19.09%

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 54 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 11 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 54 most recent posts we hold, published 13 July 2026 to 4 October 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

3 Oct 2026, 18:04 UTC592 viewsread 11 November 2026
Forwarded from @RuchirGuptaTradingInvesting

🔴Patterns ki Glossary bana di gayi hai. https://tools.ruchirgupta.in/pattern-guide ⚡️

27 Sept 2026, 14:38 UTC741 viewsread 11 November 2026
Forwarded from @RuchirGuptaTradingInvestingVideo

➕🔴Aj hua bawal GCD Live . GCD me nhi ho to aa jao. Ek naya methods jo mai last kai months se research kar raha tha aj GCD Students ko sikhaya hai panic decline , fast upmoves dono nikal saktey hai every time frame me. Ye Methed bilkul alag hai ye kewal next 2 days k andar GCD ka part banne walo k liye available hai . Iske bad ye as a separate course material available hoga n GCD se hat jaega. ✔️

25 Sept 2026, 16:48 UTC703 viewsread 11 November 2026
Forwarded from @RuchirGuptaTradingInvestingVideo

Video, posted without a caption

21 Sept 2026, 16:51 UTC706 viewsread 11 November 2026
Forwarded from @RuchirGuptaTradingInvestingPhoto

Hai na mast? Time abhi baki hai. Khud CYcles Nikalna chaho to GCD/ KGF me ao. Call Yuvraj Singh 9236448612

17 Sept 2026, 04:17 UTC751 views1 reactionsread 11 November 2026
Forwarded from @RuchirGuptaTradingInvestingPhoto

🙏 शुभ विश्वकर्मा पूजा! 🙏 May Lord Vishwakarma bless us with creativity, innovation, and the strength to build a brighter and more prosperous future. May our dedication, teamwork, and continuous learning lead us towards greater success and new achievements. Wishing everyone happiness, growth, and prosperity. Warm wishes from Team RGTA ❤️

❤1

15 Sept 2026, 09:45 UTC692 viewsread 11 November 2026

🔴 Existing Tools Users ke liye जरूरी सूचना Dear Students, Agar aap pehle se **Tools Website** use kar rahe hain aur aapka old login bana hua hai, toh next login par apna password update karna zaroori hai. ✔️ 🌐 Login Link: https://tools.ruchirgupta.in Kya karna hai? 1️⃣ Tools website open karke apne **purane Email/Username aur Password** se login karein. 2️⃣ Login ke baad aapse **naya password set** karne ke li…

14 Sept 2026, 17:18 UTC511 views0 reactionsread 11 November 2026
Forwarded from @RuchirGuptaTradingInvesting

➕Bharat ne recently 800 Billion USD Ka Forex reserve achive kar liya hai. Agar ye 1 Trillion Paar ho jae to FII confidence high ho jaega. Or jada FII Funds aenge India me. Jisse Market ko ek positive sentiment ka base banega. Brics SUMMIT k baad waise bhi International attention INDIA ki taraf wapas aa gya hai. Ye base ban sakta hai. Bahar k Funds wapas bharat ki stock market me ane ka. Lekin global negative points…

14 Sept 2026, 07:25 UTC582 views1 reactionsread 11 November 2026

Brics summit jo recently hui hai usme bht positive batey discuss hui hai. 1. Iran n Saudi ka negotiation ho gya hai. Saudi par abhi huti bht hamle kar rahe hai. N Mandab al estate jo export route hai uske band ho Jane k chances dikhe. Jiski wajah se market ne bhi girawat dikhai. 2. BRICS upi launch ho gya hai. Isse India n kai countries ka billions of USD leakage bachega jo kewal currency exchange k piche baithe Ame…

❤1

13 Sept 2026, 02:48 UTC510 views1 reactionsread 11 November 2026
Forwarded from @RuchirGuptaTradingInvestingPhoto

🔴🔴Reminder : Webinar starts at 11:00 AM! ( SUNDAY 13 September ) 💯💯 Agar aap Stock Market me practical strategy aur market analysis seekhna chahte hain, to ye session miss mat kariye. 🔗 Time: Sunday, 11:00 AM ✔️Join here: https://zoom.us/webinar/register/WN_qZMNyGKpRcWWOiPIbNNCng 🔴 Seat abhi register kar lijiye aur time se join kariye. Milte hain webinar me!🔥

👍1

12 Sept 2026, 11:06 UTC450 viewsread 11 November 2026
Forwarded from @RuchirGuptaTradingInvestingPhoto

🚨WE ARE LIVE TODAY! 🔴 📊Which Chart Pattern Is Best for Option Trading? 🔥Full Strategy Explained with Ruchir Gupta ⏰TODAY — 8:00 PM 🎯Join us LIVE and learn the strategies, patterns & concepts that can help you understand option trading better! 🔴JOIN US LIVE & SET YOUR REMINDER NOW! https://youtube.com/live/e7Q_spYG4lg?feature=share 📊Don’t miss it! See you at 8 PM!

12 Sept 2026, 07:27 UTC431 views2 reactionsread 11 November 2026
Forwarded from @RuchirGuptaTradingInvesting

📢 Ye tools kisi ko refer kar rahe hain? To apna referral code zaroor use karein! 🎁 🔥 Refer karte hi turant discount: ✅ GCD (Gann Cycle Dates) Scanner par 2% off ✅ KGF Scanner par 3% off 🎯 Har successful referral pe: ✅ Extra credits/points ✅ Points se locked/premium tools unlock ✅ Milestone reward — 5 refer par 1 tool lifetime free ⚡ Access ke fayde: ✅ Zyada usage ✅ Uninterrupted access — bina daily limit ke ✅ Priorit…

❤2

Showing the 12 most recent of 54 posts we hold for @Stockpustak. 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 recorded as deleted after publishing

We recorded 4 posts on @Stockpustak 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
8 August 2026
Most recent seen missing
20 August 2026
Median time before seen missing
4 days
Seen missing in the last 30 days
0

Forward network

Republished by

Channels on the register that have forwarded this channel's posts into their own feed.

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.

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.

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.

Stock market Stats
@stockinfo333 · 19,061
Telegram ranks this channel #31 of 80 here — alongside 79 others — read 4 October 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 10 November 2026 — this entry's latest reading, not the date you are reading this.

“Stock Pustak 📕📚📖” (@Stockpustak), 10,626 subscribers as measured 10 November 2026. Telegram Register, tgregister.com/channel/Stockpustak.

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.