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Channel

Democrazia Giustizia e Libertà

@demgiulib

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

14,022subscribers

-357 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-1001578049111
TypeChannel
Username@demgiulib
Created5 July 2021 — measured — cross-checked against a third-party dataset (ext.tg_channel)
First recorded6 August 2026
Last confirmed live12 November 2026
Measurements held65
Confirmed unchanged1 time, most recently 12 November 2026
On Telegramt.me/demgiulib

Topic

International news — 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 75% 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 5 other registered channels. This entry also sits inside a group of 13 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.

Matching posts — open both and compare (6 of the pairs behind the counts below)
Posted firstThenOverlapGap
@demgiulib/24064 · this entry3 Aug 2026, 15:17 UTC@canale9mq/276993 Aug 2026, 16:25 UTC1.0068 minutes
@demgiulib/24094 · this entry8 Aug 2026, 19:14 UTC@canale9mq/277308 Aug 2026, 20:30 UTC1.0076 minutes
@demgiulib/24150 · this entry20 Aug 2026, 11:19 UTC@canale9mq/2777820 Aug 2026, 11:48 UTC1.0029 minutes
@demgiulib/24155 · this entry21 Aug 2026, 16:32 UTC@canale9mq/2778521 Aug 2026, 16:51 UTC1.0019 minutes
@demgiulib/24064 · this entry3 Aug 2026, 15:17 UTC@comitatoliberipensatori/207273 Aug 2026, 15:21 UTC1.004 minutes
@demgiulib/24088 · this entry7 Aug 2026, 17:10 UTC@comitatoliberipensatori/207537 Aug 2026, 19:06 UTC1.001.9 hours
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
@canale9mq36 (8/8 hand-verifiable sample passed)1.0012 minutesthis entry (31–5)
@comitatoliberipensatori35 (8/8 hand-verifiable sample passed)1.005 minutesthis entry (26–9)
@terzomillennioanni2020 (8/8 hand-verifiable sample passed)1.001.9 hoursthis entry (18–2)
@infoliberascelta6 (6/6 hand-verifiable sample passed)1.0010 minutesthis entry (6–0)
@givimi52129 (8/8 hand-verifiable sample passed)1.0027 minutes@givimi52 (128–1)

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. 1 of the 1 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 201 comparable posts for this entry, running 2 August 2026 to 11 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 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 13 channels, the one whose matching posts we hold earliest is @comitatoliberipensatori. That is a statement about our reading window, not a claim of authorship.

Recorded under the keys clone_copy · clone_source, last confirmed 12 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 13 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

14,02214,37914,200.56 August 202612 November 2026
65 measurements spanning 98 days, net -357. 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 13,968–14,433 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 65
Measured (UTC)SubscribersChange
12 Nov 2026, 19:4614,022-8
10 Nov 2026, 15:5814,030-10
9 Nov 2026, 05:2214,040-1
7 Nov 2026, 19:2114,041-4
6 Nov 2026, 16:2614,045-4
5 Nov 2026, 17:1814,049-5
4 Nov 2026, 18:4014,054-5
3 Nov 2026, 18:3114,059-2
2 Nov 2026, 20:4114,061-4
1 Nov 2026, 17:2914,065-1
31 Oct 2026, 14:0014,066-6
30 Oct 2026, 12:3714,072-10
29 Oct 2026, 09:4714,082-8
28 Oct 2026, 07:3914,090-3
27 Oct 2026, 07:5814,093-3
26 Oct 2026, 06:1714,096-4
25 Oct 2026, 05:1914,100-3
24 Oct 2026, 02:4614,103-4
23 Oct 2026, 02:4914,107-10
22 Oct 2026, 00:3014,117first reading

Engagement

205 posts held, back to 2 August 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 71 pages of Telegram’s post history, 20 posts per page.

ERR · 30 days
3.29%
avg views ÷ 14,022 subscribers
Avg views / post
461
53 posts measured
Reaction rate
0.747%
reactions ÷ views · ER floor
Posts in window
53
of 205 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 50 of 53 measured posts that carry a reaction reading, and over those same posts' views.

What these figures were computed from
WindowRolling 30 days · latest post in window 12 November 2026
Posts held205 (2 August 2026 – 12 November 2026)
Views total24,420
Reactions total175
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken12 Nov 2026, 19:43 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

Video runtime
21m 59s
Average length
4m 24s

Measured directly from 5 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

812 reactions across 198 posts, in 16 distinct kinds. The most used accounts for 27.1% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
❤22027.1%
👍15919.6%
👏8510.5%
😁779.48%
🤔698.50%
💩536.53%
🔥425.17%
🤡253.08%
🤬232.83%
🤮232.83%
😱182.22%
🎉60.739%
🙏50.616%
😈30.369%
🤨30.369%
🖕10.123%

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 199 of the 205 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 812 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 205 most recent posts we hold, published 2 August 2026 to 12 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 53 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).

12 Nov 2026, 19:37 UTC15 viewsread 12 November 2026
Forwarded from @givimi52

⚠️ UNA DEMOCRAZIA DA RI-FARE❗️ Valentina Pazé 🔴 L'articolo, tratto da un testo di Valentina Pazé su Marco Revelli, denuncia la crisi delle democrazie occidentali definite "plutocrazie", governate da élite finanziarie (come BlackRock e Vanguard) e da miliardari della tech che controllano i media. Si evidenzia la sproporzione nella ricchezza, il fallimento della separazione dei poteri e la trasformazione delle istituz…

Signed Libertà e democrazia

12 Nov 2026, 16:44 UTC142 views1 reactionsread 12 November 2026
Forwarded from @givimi52

⚠️ GIORNO DEI VETERANI: OGNI GUERRA È UNA GUERRA DEI BANCHIERI❗️ John Leake 🔴 L'articolo sostiene che la guerra è strettamente legata al finanziamento bancario e al debito pubblico, elementi che hanno storicamente permesso ai governi di prolungare i conflitti, come dimostrano i casi dei Fugger, della Banca d'Inghilterra, della famiglia Rothschild e delle due economie durante la Guerra Civile Americana.  •  Durante…

👍1

Signed Libertà e democrazia

12 Nov 2026, 12:38 UTC231 views4 reactionsread 12 November 2026
Forwarded from @givimi52

⚠️ LA CRÈME DE LA CRÈME❗️ Il Conte di Montecristo 🎩 🔴 L'autore critica aspramente la società moderna e le élite dominanti, descritte come una "crème de la crème" corrotta che governa attraverso conformismo, paternalismo e manipolazione mediatica. Il testo dipinge un quadro in cui i potenti sfruttano le risorse umane e distorcono la realtà per mantenere il potere, mentre la classe popolare, esclusa da tale mondo, cer…

❤3👍1

Signed Libertà e democrazia

12 Nov 2026, 09:24 UTC297 views3 reactionsread 12 November 2026
Forwarded from @givimi52

⚠️ ALLA FINE, MORIREMO TUTTI, COMUNQUE VADA❗️ Russell Mokhiber 🔵 ❗️PREMESSA : A Inskeep Tucker Carlson disse a Marco Rubio «Questa guerra è promossa da Israele». Rubio mi ha guardato e rispose: «Sì, hai ragione. Ma alla fine, moriremo tutti comunque. Quindi non importa. Ha detto proprio questo»❗️ --------------------------------------- 🔴 L'articolo descrive la cerimonia dei premi giornalistici di Integrity Media a …

👍2❤1

Signed Libertà e democrazia

11 Nov 2026, 19:26 UTC399 views7 reactionsread 12 November 2026
Forwarded from @givimi52

⚠️ COMMISSIONE COVID: PERCHÉ IL SILENZIO CONVIENE A TUTTI❗️ Marcello Foa 🔵❗️ PREMESSA: Le audizioni della Commissione Covid smentiscono le certezze della pandemia, ma i grandi media le ignorano. Un silenzio che protegge responsabilità politiche e giornalistiche trasversali, ostacolando un necessario confronto pubblico --------------------------------------- 🔴 Perché il silenzio conviene a tutti: Le audizioni della C…

👍6🔥1

Signed Libertà e democrazia

11 Nov 2026, 16:21 UTC374 views3 reactionsread 12 November 2026
Forwarded from @givimi52

⚠️ INTOCCABILE: LA BIS, LA FED E IL PREZZO CHE IL PARAGUAY HA APPENA PAGATO Tee Ashby 🔴 L'articolo sostiene che la crisi bancaria in Paraguay è sintomo di un sistema finanziario globale dominato da un cartello che fonde potere politico ed economico, rendendo gli enti di supervisione intoccabili. Si critica la creazione segreta della Federal Reserve nel 1910 come un monopolio privato legalizzato per limitare la conco…

❤2🤔1

Signed Libertà e democrazia

11 Nov 2026, 12:15 UTC360 views2 reactionsread 12 November 2026
Forwarded from @givimi52Photo

⚠️ UN NUOVO BARICENTRO. Presso il popolo azteco si credeva che i morti tornassero in veste di farfalle e, per questa ragione, i delicati e coloratissimi lepidotteri erano trattati con ogni cura. La grande considerazione per loro si sublimava nel linguaggio in uso, che vedeva nella farfalla “l’eterna danzatrice del sole”. Si direbbe davvero che oggi vi sia ancora molto da imparare, se solo si provasse a riflettere c…

👍2

Signed Libertà e democrazia

11 Nov 2026, 09:22 UTC391 views2 reactionsread 12 November 2026
Forwarded from @givimi52

⚠️IL DOTT. MCCULLOUGH: IL COMPLESSO BIOFARMACEUTICO HA CONTROLLATO LA RISPOSTA GLOBALE AL COVID❗️ Redazione Renovatio21 🔴 In un'intervista con Joe Rogan, il dott. Peter McCullough sostiene che il «complesso biofarmaceutico» — guidato da OMS, WEF, Fondazione Gates e CDC — ha gestito la risposta globale al COVID-19 con «pugno di ferro», sopprimendo terapie alternative come idrossiclorochina e ivermectina e promuovendo…

❤1🤬1

Signed Libertà e democrazia

10 Nov 2026, 17:34 UTC405 views2 reactionsread 12 November 2026
Forwarded from @givimi52

⚠️ ONTOLOGIA DEL RIARMO Antonio Martone 🔴 Antonio Martone analizza il riarmo italiano ed europeo come sintomo di una "Guerra Grande" planetaria, definita da Lucio Caracciolo. L'Europa, in crisi e incapace di gestire la complessità geopolitica, adotta un "capitalismo di guerra" che trasforma l'economia in un sistema di mobilitazione totale. La globalizzazione lascia il posto al sovranismo e alla competizione per le r…

❤1🤔1

Signed Libertà e democrazia

10 Nov 2026, 12:30 UTC392 views3 reactionsread 12 November 2026
Forwarded from @givimi52

⚠️ ALICE WEIDEL E MARINE LE PEN: COME LA GERMANIA E LA FRANCIA POTREBBERO RIMODELLARE L'UNIONE EUROPEA❗️ Jurij C. Kofner 🔴 Un nuovo studio dell'IKW analizza i piani di riforma dell'UE presentati da Alice Weidel (AfD) e Marine Le Pen (RN), evidenziando come le convergenze istituzionali superino le divergenze. Entrambi i programmi mirano a ridurre drasticamente il potere della Commissione europea, trasformandola in un…

❤3

Signed Libertà e democrazia

10 Nov 2026, 09:28 UTC397 views5 reactionsread 12 November 2026
Forwarded from @givimi52

⚠️ IO NON C’ERO, MA SE C'ERO DORMIVO❗️ Angelo Santoro 🔴 Dopo le elezioni di midterm negli USA, il testo critica l'atteggiamento di esponenti politici che, pur avendo sostenuto in passato Trump o altre figure di potere, ora ne criticano le scelte dichiarando la propria estraneità. L'autore, Angelo Santoro, paragona questo fenomeno a una pratica comune in Italia, dove ex dirigenti e personaggi pubblici cambiano opinio…

😁3❤2

Signed Libertà e democrazia

9 Nov 2026, 17:22 UTC459 views0 reactionsread 12 November 2026
Forwarded from @givimi52

⚠️ LA SCONFITTA DI TRUMP E DI NETANYAHU: CHE FARE❓️ Giancarlo Infante 🔴 L’articolo analizza la sconfitta di Trump (novembre 2026) non come una vittoria democratica, ma come un cedimento della "black wave" causato dall’incapacità di mantenere promesse materiali (prezzi, lavoro, pace). Dati del New York Times mostrano uno spostamento significativo dei bianchi della working class verso i democratici, spinti dalla stanc…

Signed Libertà e democrazia

Showing the 12 most recent of 205 posts we hold for @demgiulib. 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.

Forward network

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

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.

IL CORAGGIO DELL'ANIMA 💎
@ilcoraggiodellanima · 25,919
Telegram ranks this channel #40 of 70 here — alongside 69 others — read 23 September 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 12 November 2026 — this entry's latest reading, not the date you are reading this.

“Democrazia Giustizia e Libertà” (@demgiulib), 14,022 subscribers as measured 12 November 2026. Telegram Register, tgregister.com/channel/demgiulib.

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.