Note that versions 1.1.x after 1.1.2 are bug fixes only. Next main version will be v1.2
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Channel
@pystark
On this record: Growth · Engagement · Reactions · Posts · Citations · Cite this entry
86subscribers
+1 since we began measuring on 7 August 2026
Risers and fallers across the register · movement among entries of Under 1,000.
| Telegram ID | -1001522255425 |
|---|---|
| Type | Channel |
| Username | @pystark |
| Created | 22 January 2022 — measured — dated from the channel’s first post |
| First recorded | 9 August 2026 |
| Last confirmed live | 21 August 2026 |
| Measurements held | 3 |
| Confirmed unchanged | 1 time, most recently 21 August 2026 |
| On Telegram | t.me/pystark |
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 21 Aug 2026, 14:37 | 86 | +1 |
| 9 Aug 2026, 17:02 | 85 | no change |
| 7 Aug 2026, 23:08 | 85 | first reading |
16 posts held, back to 22 January 2022 — 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 pageof 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 16 posts for this entry, the most recent from 12 April 2022. An engagement rate over an empty window would be a number about nothing.
44 reactions across 10 posts, in 7 distinct kinds. The most used accounts for 52.3% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| 👍 | 23 | 52.3% | |
| ❤ | 8 | 18.2% | |
| 🔥 | 5 | 11.4% | |
| 👎 | 4 | 9.09% | |
| 🤩 | 2 | 4.55% | |
| 😱 | 1 | 2.27% | |
| 🥰 | 1 | 2.27% |
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 11 of the 16 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 44reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 16 most recent posts we hold, published 22 January 2022 to 12 April 2022, using the newest reading held for each. Telegram Stars are excluded: they are a payment, not a reaction, and they have their own section.
Note that versions 1.1.x after 1.1.2 are bug fixes only. Next main version will be v1.2
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v1.1.2 Added a helper function to convert images to webp according to telegram static stickers requirements. Read more ➥ https://pystark.codes/helpers/stickers
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PyStark 1.1.0 Dark Mode, New Class Properties, Logging to Telegram, admins_only decorator, Localization and so much more along with improvements and bug fixes Detailed changelog is present in documentation ➥ https://pystark.codes/meta/changelog Video Sticker Bot is an example of bots using Pystark ➥ https://github.com/StarkBotsIndustries/VideoStickerBot A list of bots created using pystark is also available ➥ htt…
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PyStark Updates pinned «Future Roadmap/Features ➥ admins_only decorator to allow only admins to use some commands ✔️ ➥ List commands in help message ✔️ ➥ Userbot support (maybe) ➥ Log to TG [in real-time with multiple facilities] ✔️ ➥ Special functions to execute shell commands…»
Future Roadmap/Features ➥ admins_only decorator to allow only admins to use some commands ✔️ ➥ List commands in help message ✔️ ➥ Userbot support (maybe) ➥ Log to TG [in real-time with multiple facilities] ✔️ ➥ Special functions to execute shell commands properly ✔️ ➥ Both synchronous and asynchronous http requests functions using httpx to ease things even more. ➥ Ease Inline Queries ➥ Ease buttons creation …
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PyStark 101 [v1.0.1] ➥ Fix broken CLI ➥ Add dev dependencies for docs and pypi Upgrade using: pip install --upgrade pystark or pip install pystark --force-reinstall
PYSTARK v1.0.0 First Major Version Changelog: There were too much changes so I couldn't make a full changelog. But basically: ➥ Enhanced project settings, inspired from django. ➥ Added brand new addons for additional features in bots. ➥ Brand-new documentation using Mkdocs instead of Sphinx. ➥ Database migration methods for pystark.database.sql.Database class like add_column, remove_column, etc. ➥ Added othe…
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First major version of @pystark will be released soon which will also have a new look for the documentation. This is a preview.
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PYSTARK v0.4.0 ➥ Some important bug fixes and improvements Install pip install pystark==4.0.0 Upgrade pip install --upgrade pystark
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This update enables easier decorators to add buttons and inline mode. But that doesn't solve everything. Pystark will be updated to make creating results and buttons easier soon. Comprehensive Examples for important methods like these will be added soon in documentation as well as repository.
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PYSTARK v0.3.0 ➥ Load plugins from multiple directories. Instead of passing a ‘str’ to ‘activate()’ function, pass a list. ➥ Override the in-built/default plugins automatically as they are loaded later now. ➥ Added optional argument [‘-v’, ‘–version’] to see currently installed version in CLI. ➥ Removed optional argument [‘-h’, ‘–help’] as passing no argument does the same thing. ➥ Improved PyPI Home page and Pr…
...for future purposes (2)...
Showing the 12 most recent of 16 posts we hold for @pystark. 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.
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.
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 21 August 2026 — this entry's latest reading, not the date you are reading this.
“PyStark Updates” (@pystark), 86 subscribers as measured 21 August 2026. Telegram Register, tgregister.com/channel/pystark.
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.