Crypto & trading โ a classification, not a measurement. An on-box language model (Qwen3.6-35B-A3B-UD-Q6_K_XL, prompt version 1) read this channelโs own recent posts on 10 August 2026 and assigned it the closest of 31 fixed categories, at 99% confidence. This is a modelโs 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 โ 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 Telegramโs forward marker, so it finds a copy whether or not it was labelled as one.
Matching posts โ open both and compare (6 of the pairs behind the counts below)
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
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 โ 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. 7 of the 7 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.
โPublished firstโ means first in this corpus. We hold 50 comparable posts for this entry, running 6 August 2026 to 10 November 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 detectorโs 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 @FreeTradingSoftwaree โ which is this entry. That is a statement about our reading window, not a claim of authorship.
Recorded under the key 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 โ 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. โFirstโ could only mean first in our own crawl, which depends on how deep we happened to reach into each channelโs 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 โForwarded fromโ 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 โ a channel mirroring itself, an unattributed repost, or two channels independently repeating the same wire story โ and this measurement cannot tell those apart. How this is measured.
63 measurements spanning 95 days, net -858. Dots are measurements; the straight line between them is drawn to join them, not to claim we know the path taken in between โ snapshots are recorded only when a count changes, so gaps mean โno change observedโ, never โinterpolatedโ. The vertical axis spans 11,399โ12,515 and does not start at zero.
Measurement log โ every subscribers count we have recorded, most recent 20 of 63
Measured (UTC)
Subscribers
Change
10 Nov 2026, 20:31
11,528
-13
9 Nov 2026, 03:05
11,541
-12
7 Nov 2026, 16:51
11,553
-5
6 Nov 2026, 14:57
11,558
-9
5 Nov 2026, 14:30
11,567
-13
4 Nov 2026, 11:07
11,580
-9
3 Nov 2026, 07:55
11,589
-6
2 Nov 2026, 08:59
11,595
-3
1 Nov 2026, 07:29
11,598
-7
31 Oct 2026, 09:28
11,605
-9
30 Oct 2026, 09:59
11,614
-13
29 Oct 2026, 09:35
11,627
-13
28 Oct 2026, 05:59
11,640
-9
27 Oct 2026, 06:56
11,649
-11
26 Oct 2026, 04:48
11,660
-5
25 Oct 2026, 07:46
11,665
-9
24 Oct 2026, 04:36
11,674
-3
23 Oct 2026, 02:29
11,677
-9
22 Oct 2026, 01:20
11,686
-11
20 Oct 2026, 19:06
11,697
first reading
Engagement
104 posts held, back to 5 August 2026 โ the reader has not yet reached the start of this channelโs public history, so older posts may sit further back, unread. Read across 65 pages of Telegramโs post history, 20 posts per page.
ERR ยท 30 days
0.976%
avg views รท 11,528 subscribers
Avg views / post
113
24 posts measured
Reaction rate
0.571%
reactions รท views ยท ER floor
Posts in window
24
of 104 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) รท views โ note the denominator is views, not subscribers. Telegramโs 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 1 of 24 measured posts that carry a reaction reading, and over those same posts' views.
What these figures were computed from
Window
Rolling 30 days ยท latest post in window 11 November 2026
Posts held
104 (5 August 2026 โ 11 November 2026)
Views total
2,701
Reactions total
1
Forwards / comments
not exposed by the public surface โ not measured, not estimated
Readings taken
11 Nov 2026, 21:18 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 โcorrectingโ the number into something nobody can reproduce.
Precision. Telegram publishes view counts on its public widget in short form โ 8.12K, 3.7M โ 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 โ read a large reaction total as three significant figures per contributing emoji rather than as the figure it prints.
What this channel posts
Photos
โ2,930
Videos
โ32
Links
โ318
Lifetime counters from Telegramโs own channel header, read 11 November 2026 โ not the date at the top of this page, which is when the subscriber count was last read. A count marked โ was rounded by Telegram before we ever saw it โ t.me prints these counters in full below 1,000 and to three significant figures above, so โ142,000 means somewhere between 141,500 and 142,499.
Reaction mix
7 reactions across 7 posts, in 2 distinct kinds. The most used accounts for 85.7% of them.
Every reaction kind recorded on the sample, most used first
Reaction
Count
Share
Share, drawn
โค
6
85.7%
โคโ๐ฅ
1
14.3%
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 โ ๐ is thanks in one channel and mourning in another โ 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 โ 4.34K, 1.2M โ 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 10 of the 104 sampled posts in this sample. Summed by Telegramโs own count on each post โ not by adding up the per-emoji breakdown above โ those same posts carry 7 reactions in total: the kind of figure the paragraph above means by โa reaction total printed elsewhere on the pageโ.
Measured over the 104 most recent posts we hold, published 5 August 2026 to 11 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
Telegramโs own โeditedโ marker: 0 of 24 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 โ 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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๐ Professional Account Management
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Showing the 12 most recent of 104 posts we hold for @FreeTradingSoftwaree. 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 โ was rounded by Telegram before we ever saw it โ t.me prints views in full below 1,000 and to three significant figures above, so โ1,200,000 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 Telegramโs 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 โ 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 elseโs query is independent of having been queried itself.
Trader's Video Library @TradersVideo_Library ยท 42,391 Telegram ranks this channel #44 of 45 here โ alongside 44 others โ read 29 August 2026
Forex Course @forexcourse1234 ยท 24,441 Telegram ranks this channel #49 of 49 here โ alongside 48 others โ read 16 September 2026
ICT - Smart Money Courses @ICT_GOAT ยท 26,748 Telegram ranks this channel #51 of 51 here โ alongside 50 others โ read 12 September 2026
Nifty 50 Player @nifty50player ยท 8,230 Telegram ranks this channel #51 of 65 here โ alongside 64 others โ read 4 September 2026
PRICE ACTION EXPERT @priceactionexpert ยท 22,019 Telegram ranks this channel #53 of 58 here โ alongside 57 others โ read 17 September 2026
ICT STUDY @studyICT ยท 33,184 Telegram ranks this channel #57 of 60 here โ alongside 59 others โ read 4 September 2026
๐ง๐๐๐๐ก๐๐๐๐ ๐๐๐๐๐ฆ @Call_Technical ยท 51,105 Telegram ranks this channel #58 of 60 here โ alongside 59 others โ read 26 August 2026
TRADiNG hub โข @tradinghubreal ยท 36,455 Telegram ranks this channel #67 of 74 here โ alongside 73 others โ read 1 September 2026
A&A Trading blog (official channel) @aatradingblog ยท 22,682 Telegram ranks this channel #72 of 75 here โ alongside 74 others โ read 18 September 2026
Pivot Call @pivotcalls ยท 24,839 Telegram ranks this channel #73 of 74 here โ alongside 73 others โ read 14 September 2026
PrimeTechnical India @primetechnical ยท 71,680 Telegram ranks this channel #76 of 79 here โ alongside 78 others โ read 20 August 2026
Dr Devendra : The Renko King @DrDevendraRenkoKing ยท 45,643 Telegram ranks this channel #77 of 79 here โ alongside 78 others โ read 29 August 2026
Safest Trader @Safesttrader0 ยท 52,669 Telegram ranks this channel #77 of 78 here โ alongside 77 others โ read 24 August 2026
Metaverse Trading Academy (Channel) @MetaverseTA ยท 48,175 Telegram ranks this channel #79 of 79 here โ alongside 78 others โ read 25 August 2026
Team Sunil Minglani @sunilminglani ยท 20,381 Telegram ranks this channel #80 of 80 here โ alongside 79 others โ read 25 September 2026
Investor Kazi @investorkazi0 ยท 33,780 Telegram ranks this channel #82 of 82 here โ alongside 81 others โ read 2 September 2026
CPR BY KGS @cprbykgs ยท 27,341 Telegram ranks this channel #83 of 84 here โ alongside 83 others โ read 10 September 2026
The Real Rayner Teo @tradingwithrayner ยท 75,252 Telegram ranks this channel #83 of 83 here โ alongside 82 others โ read 19 August 2026
Options Scalpingยฎ @OptionsScalping ยท 28,584 Telegram ranks this channel #85 of 87 here โ alongside 86 others โ read 8 September 2026
NK StockTalkโข @NKsingh100 ยท 66,755 Telegram ranks this channel #85 of 86 here โ alongside 85 others โ read 20 August 2026
The Chartistt @thechartistt ยท 28,639 Telegram ranks this channel #89 of 90 here โ alongside 89 others โ read 8 September 2026
Dhan - Stock Trading & Investing @JoinDhan ยท 50,368 Telegram ranks this channel #89 of 91 here โ alongside 90 others โ read 25 August 2026
This channel appears in 22 seed channels' Telegram-generated recommendation lists in total. Each is Telegramโs list for THAT channel, not this one โ 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 โ this
entry's latest reading, not the date you are reading this.
โ๐ฉ๐๐ฃ ๐๐ฎ๐ฑ๐ ๐๐ซ ๐๐ผ๐น๐ฑ ๐๐น๐๐ฏโขโ (@FreeTradingSoftwaree), 11,528 subscribers as measured 10 November 2026. Telegram Register, tgregister.com/channel/FreeTradingSoftwaree.
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 ยท 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.