https://www.linkedin.com/posts/gheero_applied-ai-machine-learning-residency-program-activity-7467609013015318528-Z1rF?utm_source=share&utm_medium=member_desktop&rcm=ACoAAFZVyLUBwZTcWuYv74wy1gTqDM0mUtUXwQs
🔥4❤1
Signed Mike

Channel
@csec_datascience
On this record: Growth · Engagement · What this channel posts · Reactions · Posts · Citations · Cite this entry
198subscribers
+0 since we began measuring on 7 August 2026
Risers and fallers across the register · movement among entries of Under 1,000.
| Telegram ID | -1003427379963 |
|---|---|
| Type | Channel |
| Username | @csec_datascience |
| Description | https://t.me/csec_ds_discussion discussion group |
| Created | Between 1 November 2025 and 31 March 2026— estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 7 August 2026 |
| Last confirmed live | 7 August 2026 |
| Measurements held | 2 |
| On Telegram | t.me/csec_datascience |
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 7 Aug 2026, 04:32 | 198 | no change |
| 7 Aug 2026, 03:04 | 198 | first reading |
20 posts held, back to 9 April 2026 — 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 20 posts for this entry, the most recent from 2 June 2026. An engagement rate over an empty window would be a number about nothing.
Lifetime counters from Telegram’s own channel header, read 7 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.
112 reactions across 14 posts, in 8 distinct kinds. The most used accounts for 48.2% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| 🔥 | 54 | 48.2% | |
| 👍 | 21 | 18.8% | |
| ❤ | 19 | 17.0% | |
| 👏 | 8 | 7.14% | |
| 🥰 | 4 | 3.57% | |
| ⚡ | 3 | 2.68% | |
| 🎉 | 2 | 1.79% | |
| 👎 | 1 | 0.893% |
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 15 of the 20 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 112reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 20 most recent posts we hold, published 9 April 2026 to 2 June 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.
https://www.linkedin.com/posts/gheero_applied-ai-machine-learning-residency-program-activity-7467609013015318528-Z1rF?utm_source=share&utm_medium=member_desktop&rcm=ACoAAFZVyLUBwZTcWuYv74wy1gTqDM0mUtUXwQs
🔥4❤1
Signed Mike
If your name is on this list and you’re on campus, you’re invited to attend our lab closing ceremony. It will be held at 8:00 in the afternoon.
⚡1🔥1
CSEC - Data Science pinned «https://docs.google.com/document/d/1ksfHzbUbt_Kfpj1vXAr5-0mq3qjELqqkvhSVjuaSlnk/edit?usp=sharing Data Science Acceptance Notice. This communication pertains to the admission of new members to the CSEC ASTU Data Science division. An announcement regarding…»
https://docs.google.com/document/d/1ksfHzbUbt_Kfpj1vXAr5-0mq3qjELqqkvhSVjuaSlnk/edit?usp=sharing Data Science Acceptance Notice. This communication pertains to the admission of new members to the CSEC ASTU Data Science division. An announcement regarding the acceptance of existing lab members will be issued shortly. Please remain attentive to further updates. Congratulations 🎉🎉🎉
🔥6❤1
We acknowledge that many participants selected random submissions which were not ranked according to their highest scores. To address this, we have established a Google Form for reconsideration. If you were not ranked based on your best score, please complete the form and submit a screenshot of your submission displaying both your private and public scores. The form remains open until Monday midnight. https://form…
👍8
Signed Segni Girma
ASTU Data Science Bootcamp: Announcement of the Zindi Challenge We are pleased to announce the launch of the ASTU Community Financial Inclusion Hackathon as part of our Data Science Bootcamp. Challenge Details and Registration: https://zindi.africa/competitions/astu-community-financial-inclusion-hackathon Access Code: CSEC_ASTU_COMMUNITY_2018 Start Time: The challenge will officially commence on Tuesday morning a…
🔥8❤3
Signed Segni Girma
Only for accepted students
Signed Segni Girma
Hey guys! Just a quick reminder that we’ll be having our Second Session in person today @3LT. Don’t forget to bring your PCs with you! 📍508, Lab2 See you all there!
Signed Segni Girma
CSEC - Data Science pinned «🎉🔥 OFFICIALLY ACCEPTED – LAB MEMBERS 🔥🎉 📊 Data Science Bootcamp This is more than just a list of names. These are individuals who chose growth over comfort. Who showed up, stayed consistent, and pushed through every challenge even when they didn’t have to.…»
🎉🔥 OFFICIALLY ACCEPTED – LAB MEMBERS 🔥🎉 📊 Data Science Bootcamp This is more than just a list of names. These are individuals who chose growth over comfort. Who showed up, stayed consistent, and pushed through every challenge even when they didn’t have to. 💡 Lab members who didn’t just rely on their guaranteed spot… They earned their place with effort, resilience, and discipline. 👏 Let’s recognize them: ✨ Iman I…
👏8🔥4👎1
Reminder: The first Bootcamp session starts tonight at 9:00 PM via the calendar invite link be ready to dive into the next stage of your learning journey!🚀
Signed Mike
🚀 Hey ASTU Students! Whether you were selected for the bootcamp or not, this is not the end of your journey it’s just the beginning. At CSEC ASTU Data Science Division, we believe that dedication and consistency matter more than anything. Even if you didn’t make it into the bootcamp, you still have a special opportunity to join us and grow your skills in data science. 💡 The door is open for those who are committed…
🔥4⚡1
Signed Segni Girma
Showing the 12 most recent of 20 posts we hold for @csec_datascience. 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 — 732,243 of 1,183,361entries 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.
Republished by
Channels on the register that have forwarded this channel's posts into their own feed.
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.
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.
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.
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 7 August 2026 — this entry's latest reading, not the date you are reading this.
“CSEC - Data Science” (@csec_datascience), 198 subscribers as measured 7 August 2026. Telegram Register, tgregister.com/channel/csec_datascience.
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.