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Admin: @love_data
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Created
Between 1 November 2023 and 31 May 2024 — estimated from Telegram’s id allocation, not measured. How this range is calculated.
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 64% 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
62 measurements spanning 95 days, net +134. 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 24,898–25,181 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 62
Measured (UTC)
Subscribers
Change
10 Nov 2026, 20:08
25,065
-2
9 Nov 2026, 08:56
25,067
-28
8 Nov 2026, 01:51
25,095
+1
7 Nov 2026, 00:59
25,094
-14
5 Nov 2026, 21:56
25,108
-6
4 Nov 2026, 23:30
25,114
-10
3 Nov 2026, 21:24
25,124
-8
2 Nov 2026, 18:56
25,132
+21
1 Nov 2026, 21:28
25,111
-6
31 Oct 2026, 19:09
25,117
-1
30 Oct 2026, 00:38
25,118
-1
28 Oct 2026, 22:56
25,119
+2
27 Oct 2026, 20:05
25,117
+4
26 Oct 2026, 17:59
25,113
+3
25 Oct 2026, 15:15
25,110
+4
24 Oct 2026, 15:55
25,106
-8
23 Oct 2026, 19:07
25,114
-6
22 Oct 2026, 21:29
25,120
+5
21 Oct 2026, 18:55
25,115
-5
20 Oct 2026, 15:59
25,120
first reading
Engagement
18 posts held, back to 10 March 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 140 pages of Telegram’s post history, 20 posts per page.
ERR · 30 days
3.28%
avg views ÷ 25,065 subscribers
Avg views / post
822
2 posts measured
Reaction rate
0.365%
reactions ÷ views · ER floor
Posts in window
2
of 18 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.
What these figures were computed from
Window
Rolling 30 days · latest post in window 6 November 2026
Posts held
18 (10 March 2026 – 6 November 2026)
Views total
1,643
Reactions total
6
Forwards / comments
not exposed by the public surface — not measured, not estimated
Readings taken
11 Nov 2026, 21:53 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
186
Videos
2
Links
36
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. Below Telegram’s rounding threshold, so these counts are exact.
Reaction mix
155 reactions across 18 posts, in 4 distinct kinds. The most used accounts for 78.1% of them.
Every reaction kind recorded on the sample, most used first
Reaction
Count
Share
Share, drawn
❤
121
78.1%
🔥
17
11.0%
👍
13
8.39%
💯
4
2.58%
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 18 of the 18 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 155 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 18 most recent posts we hold, published 10 March 2026 to 6 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 2 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).
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How to grow your finances fast:
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There is nothing worse than feeling dependent on other people.
Dependency makes you vulnerable to all kinds of emotions—betrayal, disappointment, frustration—that play havoc with your mental balance.
50 random niches that may not be so popular and you may find some where you have experience to kickstart a business:
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❤10🔥2
Showing the 12 most recent of 18 posts we hold for @BestFinanceBooks. 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 1 post on @BestFinanceBooks 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
2 October 2026
Most recent seen missing
2 October 2026
Median time before seen missing
5 days
Seen missing in the last 30 days
0
Mentions
Named by 4 registered channels — 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.
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.
Read from Telegram’s recommendation API, most recently 14 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.
Finance | Trading Tips | Stock Marketing | Business News @Finance_Stock_Trading · 23,020 Telegram ranks this channel #1 of 80 here — alongside 79 others — read 19 September 2026
Finance, Investing & Stock Marketing @stockmarketinginsights · 25,908 Telegram ranks this channel #2 of 78 here — alongside 77 others — read 13 September 2026
TrueMinds | Personality Development - Words of Wisdom & Life Quotes @trueminds · 27,256 Telegram ranks this channel #2 of 82 here — alongside 81 others — read 11 September 2026
Crypto Trends @Bitcoin_Crypto_Web · 22,967 Telegram ranks this channel #8 of 77 here — alongside 76 others — read 19 September 2026
Artificial Intelligence - ChatGPT & AI Tech News @aisigma · 19,787 Telegram ranks this channel #16 of 68 here — alongside 67 others — read 30 September 2026
Health Fitness & Diet Tips - Gym Motivation 💪 @HealthFitnessGymTips · 19,807 Telegram ranks this channel #17 of 77 here — alongside 76 others — read 30 September 2026
CFA LEVEL 1 @CFAL1_FREE · 36,200 Telegram ranks this channel #19 of 62 here — alongside 61 others — read 8 September 2026
Digital Marketing Tricks @digitalmarketing_trick · 22,332 Telegram ranks this channel #20 of 78 here — alongside 77 others — read 21 September 2026
Learn English Speaking | Daily Conversation | IELTS | Grammar @englishlearnerspro · 41,472 Telegram ranks this channel #23 of 80 here — alongside 79 others — read 29 August 2026
Programing Resources: Python - Java - R - SQL - Javascript - C++ @the_programming_girls · 30,242 Telegram ranks this channel #26 of 79 here — alongside 78 others — read 7 September 2026
Startup & Business Ideas @Learn_Startup · 33,080 Telegram ranks this channel #40 of 81 here — alongside 80 others — read 4 September 2026
Stock Market Learning ® @MARKET_STOCK_OPTION · 23,233 Telegram ranks this channel #40 of 50 here — alongside 49 others — read 3 September 2026
Web Development - HTML, CSS & JavaScript @javascript_courses · 55,621 Telegram ranks this channel #48 of 77 here — alongside 76 others — read 23 August 2026
Data Science & Machine Learning Free Resources @datascience69 · 20,402 Telegram ranks this channel #54 of 82 here — alongside 81 others — read 27 September 2026
CyberSecurity & AI Experts @EthicalHackingToday · 44,074 Telegram ranks this channel #55 of 67 here — alongside 66 others — read 25 September 2026
Job Interview Preparation - Remote Work @jobinterviewsprep · 27,631 Telegram ranks this channel #55 of 72 here — alongside 71 others — read 10 September 2026
Web Development & Javascript Notes - Frontend Resources @webdevelopmentbook · 32,464 Telegram ranks this channel #55 of 75 here — alongside 74 others — read 5 September 2026
Data Analytics & AI | SQL Interviews | Power BI Resources @Data_Visual · 27,387 Telegram ranks this channel #57 of 83 here — alongside 82 others — read 10 September 2026
Computer Science Interview Books @InterviewBooks · 40,355 Telegram ranks this channel #57 of 78 here — alongside 77 others — read 30 August 2026
Coding & Data Science Resources @codingfreebooks · 32,483 Telegram ranks this channel #58 of 79 here — alongside 78 others — read 5 September 2026
Generative AI @generativeai_gpt · 31,030 Telegram ranks this channel #59 of 82 here — alongside 81 others — read 7 September 2026
ChatGPT & Free AI Resources @learngpt · 38,988 Telegram ranks this channel #59 of 79 here — alongside 78 others — read 31 August 2026
IGNOU Solved Assignments @solved_ignou_assignment · 70,007 Telegram ranks this channel #59 of 78 here — alongside 77 others — read 22 August 2026
AI Prompts | ChatGPT | Google Gemini | Claude @aiindi · 60,232 Telegram ranks this channel #60 of 85 here — alongside 84 others — read 23 August 2026
This channel appears in 61 seed channels' Telegram-generated recommendation lists in total, of which the 24 where it ranks highest are shown above. 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.
“Finance, Trading & Stock Marketing Books” (@BestFinanceBooks), 25,065 subscribers as measured 10 November 2026. Telegram Register, tgregister.com/channel/BestFinanceBooks.
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.