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Channel

Коды Культуры

@code_culture_vaults

On this record: Topic · Observations · Channels linked by matching posts · Growth · Engagement · What this channel posts · Posts · Citations · Handles named that no longer answer · Cite this entry

82subscribers

+0 since we began measuring on 7 August 2026

Risers and fallers across the register · movement among entries of Under 1,000.

Register entry

Telegram ID-1002018393627
TypeChannel
Username@code_culture_vaults
DescriptionВсё о программировании, анализе данных и data science: полезные материалы, вакансии, анонсы и профессиональный юмор.
CreatedBetween 1 November 2023 and 23 February 2024 — estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded9 August 2026
Last confirmed live7 November 2026
Measurements held2
On Telegramt.me/code_culture_vaults

Topic

Education — a classification, not a measurement. An on-box language model (Qwen3.6-35B-A3B, prompt version 1) read this channel’s own recent posts on 11 November 2026 and assigned it the closest of 31 fixed categories, at 55% 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 1 other registered channel. This entry also forms a group of 2 channels linked by matching posts. 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
@VisionaryAITechnology/656 Mar 2024, 11:04 UTC@code_culture_vaults/10 · this entry6 Mar 2024, 11:04 UTC1.00under a minute
@VisionaryAITechnology/937 Mar 2024, 12:53 UTC@code_culture_vaults/11 · this entry7 Mar 2024, 12:53 UTC1.00under a minute
@VisionaryAITechnology/23711 Mar 2024, 10:20 UTC@code_culture_vaults/12 · this entry11 Mar 2024, 10:20 UTC1.00under a minute
@VisionaryAITechnology/23813 Mar 2024, 13:59 UTC@code_culture_vaults/13 · this entry13 Mar 2024, 13:59 UTC1.00under a minute
@VisionaryAITechnology/40721 Mar 2024, 10:40 UTC@code_culture_vaults/17 · this entry21 Mar 2024, 10:40 UTC1.00under a minute
@VisionaryAITechnology/8889 Apr 2024, 12:04 UTC@code_culture_vaults/21 · this entry9 Apr 2024, 12:04 UTC1.00under a minute
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
@VisionaryAITechnology9 (8/8 hand-verifiable sample passed)1.00under a minute@VisionaryAITechnology (5–4)

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 5 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 19 comparable posts for this entry, running 23 February 2024 to 3 December 2024. 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 2 channels, the one whose matching posts we hold earliest is @VisionaryAITechnology. That is a statement about our reading window, not a claim of authorship.

Recorded under the key clone_mutual, 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 — 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 2 registered channels linked by matching posts. 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

827 August 2026 — 82 subscribers9 August 2026 — 82 subscribers7 August 20269 August 2026
2 measurements spanning 2 days. 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 81–83 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
9 Aug 2026, 18:0182no change
7 Aug 2026, 12:1882first reading

Engagement

20 posts held, back to 23 February 2024 — the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 1 page of Telegram’s post history, 20 posts per page.

Nothing published in the last 30 days. ERR and ER are rolling 30-day measures, so there is nothing to compute — we hold 20 posts for this entry, the most recent from 3 December 2024. An engagement rate over an empty window would be a number about nothing.

What this channel posts

Photos
2
Links
19

Lifetime counters from Telegram’s own channel header, read 9 August 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.

Recent posts

3 Dec 2024, 11:00 UTC615 viewsread 9 August 2026

Декабрь — это месяц, когда мы начинаем задумываться о том, как провести следующий год продуктивно и с пользой. Если вы уже давно хотели освоить новый навык или углубиться в интересующую вас тему, то сейчас самое подходящее время начать. Предлагаем вам ознакомиться с подборкой бесплатных занятий в декабре: · Нейросети для копирайтера: от создания текстов до новых возможностей 12 декабря в 19:00. Вы узнаете, какие за…

1 Sept 2024, 16:19 UTC≈7,890 viewsread 9 August 2026
Photo

@glyanka_ru 👀 — твой карманный гид по миру умопомрачителных интерьеров. Зависть соседей обеспечена! Подписывайся!

1 Sept 2024, 14:48 UTC≈5,040 viewsread 9 August 2026
Photo

🤫 Псс, хочешь знать секреты московской недвижимости? 🔥 Инсайды от экспертов, о которых не пишут в газетах - только в канале "Квадратные инсайды"! 💰 Будь на шаг впереди: * Узнай, где ждать роста цен * Получи эксклюзивные предложения * Не упусти выгодную сделку 👉 Подписывайся и получай преимущество: @kvadrat_insides

15 Aug 2024, 10:31 UTC≈7,090 viewsread 9 August 2026

​ Подписывайтесь на наш Telegram-канал Все новости, анонсы и экспертные материалы по темам развития карьеры и разных направлений в IT вы можете читать в Telegram-канале Нетологии. 📍 Подписывайтесь:

29 Jul 2024, 04:32 UTC948 viewsread 9 August 2026

​ Подписывайтесь на наш Telegram-канал Все новости, анонсы и экспертные материалы по темам развития карьеры и разных направлений в IT вы можете читать в Telegram-канале Нетологии. 📍 Подписывайтесь:

24 Jul 2024, 13:02 UTC≈1,080 viewsread 9 August 2026

​ Подписывайтесь на наш Telegram-канал Все новости, анонсы и экспертные материалы по темам развития карьеры и разных направлений в IT вы можете читать в Telegram-канале Нетологии. 📍 Подписывайтесь:

25 Apr 2024, 10:54 UTC530 viewsread 9 August 2026

​Подписывайтесь на наш Telegram-канал Все новости, анонсы и экспертные материалы по темам развития карьеры и разных направлений в IT вы можете читать в Telegram-канале Нетологии. 📍 Подписывайтесь:

13 Apr 2024, 12:43 UTC630 viewsread 9 August 2026

​Компилятор очень сильно упрощает жизнь разработчику. Компьютер понимает только машинный код, писать программы на котором сложно, поэтому программист сначала пишет код на языке программирования, понятном человеку, а затем компилятор переводит его в машинный код. При переводе компилятор проверяет код на ошибки и отказывается его запускать, если что-то идёт не так. Ошибки встречаются очень часто — эта ситуация и описан…

11 Apr 2024, 10:54 UTC631 viewsread 9 August 2026

​Комьюнити IT-профессий в Нетологии: что это такое и как в него вступить • Что такое комьюнити IT-профессий Это сообщество студентов и выпускников IT-профессий в Нетологии. Комьюнити объединяет специалистов, которые интересуются аналитикой, программированием, тестированием, Data Science, машинным обучением, дата-журналистикой и всем, что связано с данными и разработкой IT-продуктов. В сообществе — люди разного возра…

9 Apr 2024, 12:04 UTC833 viewsread 9 August 2026

​Преимущества User Story User Story — инструмент, который помогает описать полезные для пользователей функции продукта, действия, которые человек хочет совершить в приложении, и ожидаемые последствия. Например, компания по производству корма для домашних животных разрабатывает мобильное приложение для оценки свежести и измерения массы корма в миске. User Story в этом случае может выглядеть так: «У меня дома нет вес…

21 Mar 2024, 10:40 UTC616 viewsread 9 August 2026

​Репозиторий в GitHub: что это такое и зачем он нужен Репозиторий в сервисе совместной разработки GitHub — это своего рода хранилище, в котором находятся все файлы проекта: код, текстовые файлы, графики и изображения. Репозиторий удобен по нескольким причинам: 1. Контроль версий. В основе сервиса лежит система контроля версий Git, которая позволяет нескольким разработчикам отслеживать изменения и управлять ими в фа…

13 Mar 2024, 13:59 UTC748 viewsread 9 August 2026

​Что такое декораторы Декораторы — полезный инструмент в Python. Это функция, в которую можно обернуть другую функцию или класс, добавляя или изменяя определённую функциональность, без изменения исходного кода. В Python декораторы обозначаются символом @ и располагаются перед функцией или классом, который они декорируют. Декораторы можно использовать для логирования, измерения времени выполнения, проверки типов, к…

Showing the 12 most recent of 20 posts we hold for @code_culture_vaults. 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.

Mentions

Names

Channels on the register whose handles appear in this channel's posts.

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 9 August 2026 — this entry's latest reading, not the date you are reading this.

“Коды Культуры” (@code_culture_vaults), 82 subscribers as measured 9 August 2026. Telegram Register, tgregister.com/channel/code_culture_vaults.

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.