✨ 𝗦𝗘𝗡𝗔𝗡𝗚𝗖𝗟𝗨𝗕 𝗞𝗜𝗡𝗜 𝗧𝗘𝗥𝗜𝗠𝗔 𝗣𝗔𝗬𝗠𝗘𝗡𝗧 𝗦𝗖𝗔𝗡 𝗤𝗥 ✨ 💳 𝗕𝗮𝘆𝗮𝗿 𝗹𝗲𝗯𝗶𝗵 𝗽𝗮𝗻𝘁𝗮𝘀, 𝗺𝘂𝗱𝗮𝗵 & 𝘀𝗲𝗹𝗮𝗺𝗮𝘁 ⚡️ 𝗜𝗻𝘀𝘁𝗮𝗻𝘁 𝗠𝗮𝘀𝘂𝗸 ⚡ 𝗔𝘂𝘁𝗼 𝗣𝗿𝗼𝘀𝗲𝘀 ✅ 𝗦𝗰𝗮𝗻 • 𝗕𝗮𝘆𝗮𝗿 • 𝗦𝗲𝘁𝘁𝗹𝗲 📲 𝗦𝗖𝗔𝗡 𝗤𝗥 𝗦𝗘𝗞𝗔𝗥𝗔𝗡𝗚 𝗗𝗜 𝗦𝗘𝗡𝗔𝗡𝗚𝗖𝗟𝗨𝗕! 🔸PM ALICE SEKARANG ⭐️WHATAPPS 1 : 0147116225 ⭐️WHATAPPS 2 : 01166138044 ⭐️TELEGRAM : 0172198384 #Mega888 #Freecredit #Slotgame #Slotgacor #918kiss #Pussy888 #newtown #xe88 #Bonus #Fyp #malaysia #sorotan #Newmembers #Event #slotgacor #Steady #trus
Content that also appears on other registered channels
Posts published here appear word for word on 1 other registered channel. 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.
| Posted first | Then | Overlap | Gap |
|---|---|---|---|
| @SenangClubSlot/109445 Aug 2026, 18:41 UTC | @senang_club/15807 · this entry5 Aug 2026, 18:41 UTC | 1.00 | under a minute |
| @SenangClubSlot/109465 Aug 2026, 18:57 UTC | @senang_club/15809 · this entry5 Aug 2026, 18:58 UTC | 1.00 | under a minute |
| @SenangClubSlot/109475 Aug 2026, 19:52 UTC | @senang_club/15810 · this entry5 Aug 2026, 19:52 UTC | 1.00 | under a minute |
| @SenangClubSlot/109495 Aug 2026, 22:25 UTC | @senang_club/15812 · this entry5 Aug 2026, 22:25 UTC | 1.00 | under a minute |
| @SenangClubSlot/109505 Aug 2026, 23:08 UTC | @senang_club/15813 · this entry5 Aug 2026, 23:09 UTC | 1.00 | under a minute |
| @senang_club/15815 · this entry6 Aug 2026, 01:06 UTC | @SenangClubSlot/109526 Aug 2026, 01:06 UTC | 1.00 | under a minute |
| Channel | Matching posts | Text overlap | Typical gap | Published first |
|---|---|---|---|---|
| @SenangClubSlot | 18 (8/8 hand-verifiable sample passed) | 1.00 | under a minute | even |
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 9 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 20 comparable posts for this entry, running 5 August 2026 to 6 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 2, the earliest publisher we hold is @SenangClubSlot. That is a statement about our reading window, not a claim of authorship.
