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Channel

Democrazia Giustizia e Libertà

@demgiulib

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

14,283subscribers

-96 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 2021measured — cross-checked against a third-party dataset (ext.tg_channel)
First recorded6 August 2026
Last confirmed live5 September 2026
Measurements held28
Confirmed unchanged1 time, most recently 5 September 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 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. They sit inside a group of 8 channels that share the same post bodies 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/24069 · this entry4 Aug 2026, 12:11 UTC@infoliberascelta/224284 Aug 2026, 13:45 UTC1.001.6 hours
@demgiulib/24070 · this entry4 Aug 2026, 15:48 UTC@infoliberascelta/224324 Aug 2026, 15:55 UTC1.006 minutes
@demgiulib/24072 · this entry4 Aug 2026, 19:52 UTC@infoliberascelta/224364 Aug 2026, 22:40 UTC1.002.8 hours
@demgiulib/24076 · this entry5 Aug 2026, 16:31 UTC@infoliberascelta/224475 Aug 2026, 20:29 UTC1.004.0 hours
@demgiulib/24079 · this entry6 Aug 2026, 08:09 UTC@infoliberascelta/224496 Aug 2026, 08:19 UTC1.0010 minutes
@demgiulib/24064 · this entry3 Aug 2026, 15:17 UTC@comitatoliberipensatori/207273 Aug 2026, 15:21 UTC1.004 minutes
Every channel this entry shares post bodies with
ChannelMatching postsText overlapTypical gapPublished first
@infoliberascelta7 (7/7 hand-verifiable sample passed)1.0010 minutesthis entry (70)
@comitatoliberipensatori9 (8/8 hand-verifiable sample passed)1.005 minutesthis entry (63)
@canale9mq6 (6/6 hand-verifiable sample passed)1.007 minutesthis entry (60)

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 0 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 30 comparable posts for this entry, running 2 August 2026 to 7 August 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 8, the earliest publisher we hold is @comitatoliberipensatori. That is a statement about our reading window, not a claim of authorship.

Recorded under the key clone_source, last confirmed 8 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 7 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

14,28314,37914,3316 August 2026 — 14,379 subscribers6 August 2026 — 14,379 subscribers7 August 2026 — 14,377 subscribers8 August 2026 — 14,373 subscribers9 August 2026 — 14,368 subscribers10 August 2026 — 14,357 subscribers11 August 2026 — 14,350 subscribers12 August 2026 — 14,344 subscribers13 August 2026 — 14,341 subscribers14 August 2026 — 14,340 subscribers16 August 2026 — 14,337 subscribers17 August 2026 — 14,331 subscribers18 August 2026 — 14,326 subscribers19 August 2026 — 14,323 subscribers20 August 2026 — 14,321 subscribers21 August 2026 — 14,322 subscribers23 August 2026 — 14,320 subscribers24 August 2026 — 14,316 subscribers25 August 2026 — 14,314 subscribers26 August 2026 — 14,310 subscribers27 August 2026 — 14,307 subscribers28 August 2026 — 14,303 subscribers30 August 2026 — 14,297 subscribers31 August 2026 — 14,294 subscribers1 September 2026 — 14,295 subscribers2 September 2026 — 14,292 subscribers3 September 2026 — 14,289 subscribers5 September 2026 — 14,283 subscribers6 August 20265 September 2026
28 measurements spanning 30 days, net -96. 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 14,269–14,393 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 28
Measured (UTC)SubscribersChange
5 Sept 2026, 07:5814,283-6
3 Sept 2026, 11:5614,289-3
2 Sept 2026, 07:4614,292-3
1 Sept 2026, 04:2814,295+1
31 Aug 2026, 04:5914,294-3
30 Aug 2026, 05:1514,297-6
28 Aug 2026, 11:2714,303-4
27 Aug 2026, 14:3314,307-3
26 Aug 2026, 13:5614,310-4
25 Aug 2026, 15:4514,314-2
24 Aug 2026, 16:5814,316-4
23 Aug 2026, 01:0514,320-2
21 Aug 2026, 14:5814,322+1
20 Aug 2026, 16:2214,321-2
19 Aug 2026, 15:2514,323-3
18 Aug 2026, 18:3714,326-5
17 Aug 2026, 18:2314,331-6
16 Aug 2026, 14:0514,337-3
14 Aug 2026, 23:0514,340-1
13 Aug 2026, 11:1714,341first reading

Engagement

152 posts held, back to 2 August 2026the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 51 pages of Telegram’s post history, 20 posts per page.

ERR · 30 days
3.14%
avg views ÷ 14,283 subscribers
Avg views / post
448
126 posts measured
Reaction rate
0.988%
reactions ÷ views · ER floor
Posts in window
126
of 152 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 124 of 126 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 2 September 2026
Posts held152 (2 August 20262 September 2026)
Views total56,432
Reactions total549
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken2 Sept 2026, 18:54 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

637 reactions across 149 posts, in 14 distinct kinds. The most used accounts for 26.7% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
17026.7%
👍10516.5%
👏8212.9%
😁7011.0%
💩528.16%
🤔416.44%
🔥406.28%
🤡253.92%
🤮192.98%
🤬162.51%
😱71.10%
🎉60.942%
😈30.471%
🙏10.157%

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 149 of the 152 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 637 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 152 most recent posts we hold, published 2 August 2026 to 2 September 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

2 Sept 2026, 18:35 UTC46 views1 reactionsread 2 September 2026
Forwarded from @givimi52Photo

⚠️ CARRELLO DELLA SPESA : I CONTINUI AUMENTI❗️ ✴️ Solo tra il 2019 e il 2024 il prezzo dei prodotti alimentari è aumentato del 40% circa, con alcuni prodotti che hanno sfiorato aumenti del 70% (come l' olio di oliva). ✴️ Rispetto al 2021, la bolletta media elettrica annuale (2.700 kWh) è aumentata del 35%, quella del gas (1.400 mc) del 60%. ✴️ La spesa per energia (gas, luce e carburanti) e alimentazione rappresen

😱1

Signed Libertà e democrazia

2 Sept 2026, 15:15 UTC175 views1 reactionsread 2 September 2026
Forwarded from @givimi52

⚠️ LA FALSA RIVOLTA DELLA DESTRA SOCIALE❗️ Francesco Coniglione 🔴 L'autore critica la destra sociale, un movimento che pur essendo antiliberista e comunitario, rifiuta gli strumenti necessari per limitare il potere del capitale, come sindacati e fiscalità progressiva. La sua ostilità al capitalismo si scontra con una forte diffidenza verso il conflitto di classe e una persistenza dell'anticomunismo ideologico, che i

👍1

Signed Libertà e democrazia

2 Sept 2026, 13:26 UTC205 views4 reactionsread 2 September 2026
Forwarded from @givimi52

⚠️ CHI CI GUADAGNA (E CHI CI PERDE) CON LA GUERRA❗️ Federico Giusti 🔴 La guerra comporta costi significativi per l'Italia, stimati in 12 miliardi di euro dalla Cna solo per l'energia, aggravando il costo della vita per famiglie e imprese. Parallelamente, il settore militare registra enormi profitti: gli aiuti a Kiev si sono trasformati in un business con commesse per 35 miliardi di euro. Il meccanismo prevede rimbor

2🔥2

Signed Libertà e democrazia

2 Sept 2026, 10:56 UTC256 views2 reactionsread 2 September 2026
Forwarded from @givimi52

⚠️ LE RELAZIONI PERICOLOSE. RAPPORTO TRA ELITE TRANSNAZIONALE ED ELITE NAZIONALE ISRAELIANA❗️ 🔴 L'articolo sostiene che la classe dirigente globale, numericamente esigua (0,1% della popolazione), compensi la propria vulnerabilità attraverso il controllo mediatico e la sorveglianza tecnologica. In questo contesto, l'élite sionista israeliana ha consolidato un ruolo strategico come "cane da guardia" del potere globale

👏1🤔1

Signed Libertà e democrazia

1 Sept 2026, 19:48 UTC369 views2 reactionsread 2 September 2026
Forwarded from @givimi52

⚠️ L'ORCHESTRA SULL'ICEBERG. CRONACHE DI UN Occidente CHE CORRE VERSO IL BARATRO CONVINTO DI FARE JOGGING Mario Pietri 🔴 L'Occidente, descritto come un impero in declino che gestisce solo la percezione della crisi, è coinvolto in cinque teatri militari attivi (Ucraina, Iran, Medio Oriente, Taiwan e Europa) senza prospettive di pace. In Ucraina i negoziati sono stagnanti, mentre in Iran lo stretto di Hormuz è control

🤡1😁1

Signed Libertà e democrazia

1 Sept 2026, 18:29 UTC358 views7 reactionsread 2 September 2026
Forwarded from @givimi52

⚠️ SUDAFRICA, SENTENZA STORICA: BLOCCATE LE ESPLORAZIONI DI SHELL PER GAS E PETROLIO❗️ *️⃣ La Corte costituzionale del Sudafrica ha annullato in via definitiva il progetto per la ricerca di petrolio lungo la Wild Coast, chiudendo una battaglia legale aperta nel dicembre 2021 dalle comunità di pescatori e dalle organizzazioni ambientaliste contro il colosso Shell e il suo partner locale, Impact Africa. *️⃣ La sente

👏7

Signed Libertà e democrazia

1 Sept 2026, 15:41 UTC358 views1 reactionsread 2 September 2026
Forwarded from @givimi52

⚠️ BASTA CON IL FALSO MITO DELLA LIBERTÀ INDIVIDUALE Alexandro Sabetti 🔴 L'autore sostengono che la concezione moderna della libertà individuale sia un mito ideologico del capitalismo e del liberalismo. Secondo il testo, questa trasformazione ha ribaltato la morale pre-capitalista, elevando l'interesse personale e l'amoralità sopra i doveri verso il bene comune e le virtù cardinali (giustizia, temperanza, coraggio).

👍1

Signed Libertà e democrazia

1 Sept 2026, 12:14 UTC379 views2 reactionsread 2 September 2026
Forwarded from @givimi52

⚠️ IL PIETOSO STATO IN CUI VERSA IL “GIORNALISMO” ITALIANO❗️ Lavinia Marchetti 🔴 L'autrice Lavinia Marchetti denuncia il grave stato del giornalismo italiano, accusando il giornalista Giovanni Molinari di aver diffuso una fake news. Si riferisce a un video generato con l'intelligenza artificiale, originariamente pubblicato dalla pagina satirica egiziana Egyptoon, che Molinari ha riproposto attribuendone la provenien

👍2

Signed Libertà e democrazia

1 Sept 2026, 08:38 UTC401 views2 reactionsread 2 September 2026
Forwarded from @givimi52

⚠️ IL LENTO TERREMOTO DELLA UE❗️ Alberto Capece 🔴 Il 31 agosto 2026, l'Islanda ha rifiutato la ripresa dei colloqui per l'ingresso nell'UE con un 53% di voti contrari, guidata da preoccupazioni sulle quote di pesca. In Germania, l'Afd è dato al 40% nelle elezioni sassoni di settembre, proponendo l'uscita dall'euro; in Francia, Mélenchon ha proposto l'annullamento del debito verso la Bce. L'autore interpreta questi e

1👏1

Signed Libertà e democrazia

31 Aug 2026, 19:56 UTC438 views2 reactionsread 2 September 2026
Forwarded from @givimi52

⚠️ KARL MARX E LORD ROTHSCHILD: STORIA DI UNA PARENTELA PROIBITA MAI RACCONTATA❗️ Cesare Sacchetti 🔴 L'articolo di Cesare Sacchetti afferma che Karl Marx, nato in una famiglia di rabbini ebrei a Treviri, non mirava a elevare le classi popolari, ma era un agente di un potere finanziario ebraico e massonico. L'autore sostiene che il comunismo rappresenti una maschera del giudaismo e dell'alta finanza, utilizzata per d

🔥1🤔1

Signed Libertà e democrazia

31 Aug 2026, 17:08 UTC404 viewsread 2 September 2026
Forwarded from @givimi52Video

⚠️ ANALISI DEL GIORNO❗️ a cura di Francesco Centineo ✴️ Meta, Deere e Fauci: una lezione di democrazia 🔵 Vi invitiamo a seguirci per mantenervi informati su importanti temi di geopolitica, o altro e su riflessioni ad ampio raggio❗️ 🔴 LIBERTÀ E DEMOCRAZIA 👉 Canale Libertà e democrazia

Signed Libertà e democrazia

31 Aug 2026, 15:04 UTC410 views2 reactionsread 2 September 2026
Forwarded from @givimi52

⚠️ WOKE NON È DI SINISTRA. CONTE HA MESSO IL DITO NELLA PIAGA❗️ Gerardo Lisco 🔴 L'autore sostiene che la presa di posizione di Giuseppe Conte, secondo cui il "woke" non servirebbe alla sinistra italiana, abbia riacceso un dibattito cruciale. La critica non deve ridursi a polemiche sul politicamente corretto, ma riconoscere come l'ideologia woke agisca sulle categorie interpretative del centrosinistra, influenzando l

😁2

Signed Libertà e democrazia

Showing the 12 most recent of 152 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.

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 5 September 2026 — this entry's latest reading, not the date you are reading this.

“Democrazia Giustizia e Libertà” (@demgiulib), 14,283 subscribers as measured 5 September 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.