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Channel

Python RU

@pro_python_code

On this record: Growth · Engagement · What this channel posts · Reactions · Advertising · Posts · Citations · Handles named that no longer answer · Telegram's recommendations · Cite this entry

12,387subscribers

-29 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-1001369706986
TypeChannel
Username@pro_python_code
DescriptionВсе для python разработчиков админ - @haarrp @python_job_interview - Python собеседования @ai_machinelearning_big_data - машинное обучение @itchannels_telegram - 🔥лучшие ит-каналы @programming_books_it - it книги @pythonl РКН: clck.ru/3Fmy2j
Created17 January 2021measured — cross-checked against a third-party dataset (ext.tg_channel)
First recorded6 August 2026
Last confirmed live22 August 2026
Measurements held14
Confirmed unchanged1 time, most recently 22 August 2026
On Telegramt.me/pro_python_code

Growth

12,38712,41612,401.56 August 2026 — 12,416 subscribers6 August 2026 — 12,416 subscribers7 August 2026 — 12,414 subscribers8 August 2026 — 12,410 subscribers8 August 2026 — 12,407 subscribers9 August 2026 — 12,406 subscribers11 August 2026 — 12,407 subscribers12 August 2026 — 12,402 subscribers14 August 2026 — 12,401 subscribers15 August 2026 — 12,392 subscribers17 August 2026 — 12,388 subscribers20 August 2026 — 12,387 subscribers21 August 2026 — 12,390 subscribers22 August 2026 — 12,387 subscribers6 August 202622 August 2026
14 measurements spanning 16 days, net -29. 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 12,383–12,420 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
22 Aug 2026, 12:5412,387-3
21 Aug 2026, 03:2712,390+3
20 Aug 2026, 07:0312,387-1
17 Aug 2026, 10:0412,388-4
15 Aug 2026, 17:2712,392-9
14 Aug 2026, 03:2712,401-1
12 Aug 2026, 23:5612,402-5
11 Aug 2026, 21:0712,407+1
9 Aug 2026, 18:4212,406-1
8 Aug 2026, 21:2412,407-3
8 Aug 2026, 00:4612,410-4
7 Aug 2026, 01:5012,414-2
6 Aug 2026, 12:5012,416no change
6 Aug 2026, 12:4912,416first reading

Engagement

25 posts held, back to 14 June 2026the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 27 pagesof Telegram’s post history, 20 posts per page.

ERR · 30 days
6.96%
avg views ÷ 12,387 subscribers
Avg views / post
863
9 posts measured
Reaction rate
0.549%
reactions ÷ views · ER floor
Posts in window
9
of 25 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 7 of 9 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 22 August 2026
Posts held25 (14 June 202622 August 2026)
Views total7,764
Reactions total36
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken22 Aug 2026, 14:15 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

Photos
1,040
Videos
101
Links
1,280

Lifetime counters from Telegram’s own channel header, read 22 August 2026 — not the date at the top of this page, which is when the subscriber count was last read. A count marked was rounded by Telegram before we ever saw it — t.me prints these counters in full below 1,000 and to three significant figures above, so ≈142,000 means somewhere between 141,500 and 142,499.

Video runtime
3m 43s
Average length
45s

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

113 reactions across 23 posts, in 5 distinct kinds. The most used accounts for 49.6% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
5649.6%
👍3430.1%
🔥1513.3%
👎76.19%
🤔10.885%

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 23 of the 25 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 113reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 25 most recent posts we hold, published 14 June 2026 to 22 August 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.

Advertising

Ad load
4.00%
1 of 25 posts carry an ad marker
Regulatory tokens
1
posts carrying an erid · 1 distinct token
Median views · ads
1,170
over 1 measured post
Median views · rest
1,150
over 24 measured posts

An ad marker, not a judgement about a post. A post is counted here because it carries one of two explicit markings: an erid token, which Russian law has required on paid placements since 2022 and which is issued against a specific advertising contract, or a #реклама / #ad hashtag in the body, which is the channel declaring it itself. The first is documentary; the second is a self-declaration and is weaker. No classifier reads the text and decides — nothing on this site guesses that a post is an advertisement.

This is a floor, and it can only ever be a floor.A channel that runs paid placements without marking them produces no marker for us to count, and an unmarked ad is indistinguishable from an ordinary post on the public surface. The ad load above therefore means “the share of posts that declared themselves”, never “the share of posts that were paid for”. A low figure is not evidence of a channel that runs few ads.

Both figures are medians, and no ratio between them is published. Each is a view reading that actually occurred on a post, picked by percentile_disc rather than averaged, so one viral post cannot move it and no interpolated value is invented between two readings. The sample on one side is under five posts, which is too thin to compare. The two figures are shown side by side with the count behind each, and deliberately not divided into a headline like “ads get x% fewer views” — an arithmetic that is easy to print and, at this sample size, means nothing.

Advertising tokens recorded on this entry
eridPostsFirst seenLast seen
2W5zFHoKYJV124 June 202624 June 2026

A token repeated across several posts is one advertising contract placed more than once, which is what the identifier is for. The strings are reproduced exactly as they appeared in the post or in its click-through URL and are not validated against any registry — we record the marker a channel published, and whether it resolves to a real contract is a question for the register that issued it.

Measured over the 25 most recent posts we hold, published 14 June 2026 to 22 August 2026. Views are the latest single reading held for each post, and any reading at or above 1,000 is rounded by Telegram to three significant figures.

Recent posts

22 Aug 2026, 14:03 UTC31 viewsread 22 August 2026
Photo

🔥 Хочешь быстрее расти в IT? Хватит учиться в одиночку Окружение решает больше, чем кажется. Собрал папки и каналы, где можно быстрее влиться в нужное направление, следить за трендами и не вариться в своём пузыре. AI: t.me/ai_machinelearning_big_data Python: t.me/pythonl Linux: t.me/linuxacademiya Хакинг: t.me/linuxkalii DevOps: t.me/DevOPSitsec Docker: https://t.me/+90Z5TAyfuNU5YmRi Golang: t.me/Golang_google Rus

20 Aug 2026, 21:07 UTC452 views7 reactionsread 22 August 2026
Forwarded from @ai_machinelearning_big_dataVideo

⚡️ Anthropic запустила бесплатную Claude Academy Теперь у Claude появилась полноценная обучающая платформа с бесплатными курсами и гайдами для всех желающих. Внутри есть разные уровни: от базового понимания, как работает AI, до более продвинутого использования Claude в повседневной работе. Некоторые курсы дают сертификаты, так что скоро их наверняка станет заметно больше и в LinkedIn. Все материалы бесплатные и о

3👍2🔥1🤔1

15 Aug 2026, 12:58 UTC865 views7 reactionsread 22 August 2026
Photo

⚡️ Harness Engineering - полный курс на русском Как заставить AI-агента писать код надёжно. Не «какую модель выбрать», а как спроектировать вокруг неё рабочую систему: инструкции, инструменты, среду, состояние и верификацию. Курс - от нуля до продвинутых тем: теоретическая база из 11 блоков, 14 модулей, 8 практических проектов, 14 лабораторных работ, диагностический протокол «как починить агента», библиотека готовы

3👍2🔥2

12 Aug 2026, 19:50 UTC996 views8 reactionsread 22 August 2026

🔥 9B-модель на 7 ГБ, которая по тестам автора лезет на территорию 27B На Hugging Face вышла Qwen3.5-9B The Defiant Fable от DavidAU. Это многоэтапный fine-tune Qwen3.5-9B с упором на reasoning, instruction following, код и creative-задачи. Модель распространяется под Apache 2.0, а автор также позиционирует её как uncensored/heretic-версию с минимальными отказами. Самое интересное в результатах. По собственному набо

👍62

12 Aug 2026, 16:50 UTC860 views1 reactionsread 22 August 2026
Photo

🔥 Stepik Курс: «Python современный AI для разработчика и автоматизации задач» ровно про второе. 63 урока, 382 шага, ноль вдохновляющих рассуждений. В каждом уроке разбор темы с рабочим кодом, короткие вопросы и задача с автопроверкой, которая решается на чистом Python без ключей и без интернета. Внутри то, о чём молчат туториалы: структурированный вывод по схеме, RAG, который не выдумывает, агенты с tool calling, e

👍1

1 Aug 2026, 11:00 UTC≈1,180 views7 reactionsread 22 August 2026
Photo

🐍 Распаковка списков и кортежей в Python Значения последовательности можно сразу распределить по переменным: a, b, c = (1, 2, 3) a, b, c = [1, 2, 3] В обоих случаях результат одинаковый: ```python a == 1 b == 2 c == 3 Количество переменных должно совпадать с количеством элементов, иначе Python вызовет ValueError. Чтобы собрать оставшиеся значения, используйте *: first, *middle, last = [1, 2, 3, 4, 5] # fi

4👍3

28 Jul 2026, 12:29 UTC≈1,150 views3 reactionsread 22 August 2026
Photo

Rust, который наконец становится понятным 🦀 Давно хочешь выучить Rust, но ownership, borrowing и lifetimes выглядят как отдельный вид боли? Этот курс проведёт тебя с самого начала до уровня, где ты уже пишешь реальные системные и сетевые программы. Ты разберёшь: Ownership → Borrowing → ошибки → коллекции → Generics → Traits → модули → тесты → сетевой код Никакого бесконечного чтения документации. После каждого ур

1👍1🔥1

26 Jul 2026, 14:49 UTC≈1,060 views3 reactionsread 22 August 2026

👣 Освой Rust и начни писать код, которому можно доверять Хочешь перейти от Python, JavaScript или Java к быстрому системному программированию? Начни с Rust. За курс ты пройдёшь путь от основ до уверенной разработки: Ownership и Borrowing → структуры → ошибки → коллекции → Generics → Traits → модули → тесты → сетевой код. 🔥 После каждого урока — тесты и задача с автоматической проверкой. ⚡ Можно начать сразу. ⏱ Вс

1👍1🔥1

22 Jul 2026, 12:09 UTC≈1,300 views2 reactionsread 22 August 2026
Photo

Веб-исследовательский агент в пяти строках Python В Haystack 3.0 агенты стали центральной частью фреймворка. Готовый Deep Research Agent ищет информацию в интернете и возвращает отчёт в Markdown с источниками. Также доступен преднастроенный агент для продвинутого RAG. Agent Hooks позволяют контролировать вызовы модели и инструментов, добавлять guardrails и human-in-the-loop. Skills загружаются по мере необходимости

1👍1

18 Jul 2026, 13:38 UTC≈1,300 views4 reactionsread 22 August 2026
Video

Локальный ИИ-бот в Telegram без единой подписки и API-ключа

👎4

18 Jul 2026, 11:32 UTC≈1,070 views4 reactionsread 22 August 2026
Photo

🔥 Хочешь расти в IT быстрее? Собери себе нормальное окружение В IT выигрывает не тот, кто «когда-нибудь разберётся», а тот, кто каждый день видит новые инструменты, задачи, разборы, вакансии и идеи. Собрал папки и каналы, где можно быстро прокачиваться по нужному направлению. Основные направления: AI: t.me/ai_machinelearning_big_data Python: t.me/pythonl Linux: t.me/linuxacademiya Хакинг: t.me/linuxkalii DevOps:

2👍1🔥1

Showing the 12 most recent of 25 posts we hold for @pro_python_code. 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.

Citation-graph rank

Citation-graph rank — 399,443 of 1,583,249entries in the measured graph. A weighted position computed from the forward and mention edges below — republished posts weigh more than named mentions — and recomputed periodically, over the whole graph. Published only as this ordinal position, never as a score: a position is a fact, and a score printed beside one channel’s name would read as a verdict this register does not make. The two counts beneath stay separate for the same reason mentions are never summed with forwards anywhere else on this page — a named-by count costs nothing to manufacture. The top 100 by this measure, or how it is computed.

Forward network

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

Named by 1 registered channel — every channel on the register whose own posts have named this one, by its current username or any other username it currently holds, merged from two separately captured readings of the same fact so a namer caught by only one of them is not missed and a namer both caught is not counted twice. A username this channel has since dropped is not matched — that handle may belong to someone else now, and crediting today’s namer to yesterday’s owner would misattribute it.

Named by

Channels on the register whose posts name this channel's handle.

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.

Простой Python | Программирование
@python_piton_javascript · 128,051
Telegram ranks this channel #16 of 84 here — alongside 83 others — read 13 August 2026
Однажды в трендах
@trendo · 69,017
Telegram ranks this channel #22 of 90 here — alongside 89 others — read 20 August 2026
Искусственный интеллект. Высокие технологии
@vistehno · 72,242
Telegram ranks this channel #25 of 94 here — alongside 93 others — read 20 August 2026
[PYTHON:TODAY]
@python2day · 63,879
Telegram ranks this channel #56 of 91 here — alongside 90 others — read 21 August 2026

This channel appears in 4 seed channels' Telegram-generated recommendation lists 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 22 August 2026 — this entry's latest reading, not the date you are reading this.

“Python RU” (@pro_python_code), 12,387 subscribers as measured 22 August 2026. Telegram Register, tgregister.com/channel/pro_python_code.

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.