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Channel
Data World ๐
@LK_Data_world
On this record: Topic ยท Growth ยท Engagement ยท Reactions ยท Posts ยท Telegram's recommendations ยท Cite this entry
5,095subscribers
-41 since we began measuring on 7 August 2026
Risers and fallers across the register ยท movement among entries of 3,162โ10,000.
Register entry
| Telegram ID | -1002104321915 |
|---|---|
| Type | Channel |
| Username | @LK_Data_world |
| Created | Between 1 November 2023 and 31 May 2024 โ estimated from Telegramโs id allocation, not measured. How this range is calculated. |
| First recorded | 7 August 2026 |
| Last confirmed live | 16 September 2026 |
| Measurements held | 13 |
| Confirmed unchanged | 1 time, most recently 16 September 2026 |
| On Telegram | t.me/LK_Data_world |
Topic
Education โ a classification, not a measurement. An on-box language model (Qwen3.6-35B-A3B-FP8, prompt version 1) read this channelโs own recent posts on 13 September 2026 and assigned it the closest of 31 fixed categories, at 96% confidence. This is a modelโs 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 โ 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.
Growth
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 16 Sept 2026, 05:38 | 5,095 | -7 |
| 12 Sept 2026, 13:17 | 5,102 | -18 |
| 8 Sept 2026, 06:16 | 5,120 | -6 |
| 3 Sept 2026, 10:42 | 5,126 | -1 |
| 30 Aug 2026, 22:45 | 5,127 | -6 |
| 28 Aug 2026, 03:03 | 5,133 | -2 |
| 24 Aug 2026, 20:35 | 5,135 | -8 |
| 21 Aug 2026, 03:06 | 5,143 | -10 |
| 17 Aug 2026, 18:37 | 5,153 | -7 |
| 14 Aug 2026, 18:23 | 5,160 | -9 |
| 11 Aug 2026, 01:02 | 5,169 | +33 |
| 7 Aug 2026, 18:32 | 5,136 | no change |
| 7 Aug 2026, 18:21 | 5,136 | first reading |
Engagement
23 posts held, back to 22 July 2026 โ the reader has not yet reached the start of this channelโs public history, so older posts may sit further back, unread. Read across 6 pages of Telegramโs 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 โ we hold 23 posts for this entry, the most recent from 9 August 2026. An engagement rate over an empty window would be a number about nothing.
Reaction mix
20 reactions across 11 posts, in 2 distinct kinds. The most used accounts for 90.0% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| โค | 18 | 90.0% | |
| ๐ | 2 | 10.0% |
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 โ ๐ is thanks in one channel and mourning in another โ 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 โ 4.34K, 1.2M โ 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 23 sampled posts in this sample. Summed by Telegramโs own count on each post โ not by adding up the per-emoji breakdown above โ those same posts carry 20 reactions in total: the kind of figure the paragraph above means by โa reaction total printed elsewhere on the pageโ.
Measured over the 23 most recent posts we hold, published 22 July 2026 to 9 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.
Recent posts
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Photo, posted without a caption
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โค1
Photo, posted without a caption
https://www.linkedin.com/posts/loveekumar-006_dataengineering-python-pandas-share-7490378651390140417-RqkF Pandas Cheatsheet
โค2
https://www.linkedin.com/posts/loveekumar-006_python-pythonbeginners-programming-share-7490024973386797056-FkD1 Python Cheatsheet
Python Series โ Day 10: List Comprehensions & Iterators List comprehensions help you write concise code, while iterators let you process data efficiently, one item at a time. These are widely used in data processing and ETL workflows. ๐ Today's Topics - List Comprehension โ Create lists - Dictionary Comprehension โ Create dictionaries - Set Comprehension โ Create sets - enumerate() โ Index + Value - zip() โ Combineโฆ
๐1
Photo, posted without a caption
๐1
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Photo, posted without a caption
Python Series - Day 9: Exception Handling & Modules Exception handling helps your program handle errors gracefully, while modules let you reuse built-in and custom code ๐ Today's Topic try โ Handle error except โ Catch exception else โ Success block finally โ Always execute raise โ Raise exception import โ Import module from ... import โ Import specific math โ Math functions os โ File operations datetime โ Date & โฆ
Showing the 12 most recent of 23 posts we hold for @LK_Data_world. 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 โ was rounded by Telegram before we ever saw it โ t.me prints views in full below 1,000 and to three significant figures above, so โ1,200,000 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.
Appears in Telegramโs 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 โ 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 elseโs query is independent of having been queried itself.
@shubham_wadekar_jobs ยท 24,904
Telegram ranks this channel #59 of 93 here โ alongside 92 others โ read 15 September 2026
@podcastwaie ยท 86,526
Telegram ranks this channel #82 of 82 here โ alongside 81 others โ read 18 August 2026
This channel appears in 2 seed channels' Telegram-generated recommendation lists in total. Each is Telegramโs list for THAT channel, not this one โ 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 16 September 2026 โ this entry's latest reading, not the date you are reading this.
โData World ๐โ (@LK_Data_world), 5,095 subscribers as measured 16 September 2026. Telegram Register, tgregister.com/channel/LK_Data_world.
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 ยท 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.