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Channel

స్వేచ్ఛ తెలంగాణ | Swecha Telangana

@swechafsmi

On this record: Growth · Engagement · Reactions · Posts · Citations · Telegram's recommendations · Cite this entry

1,536subscribers

-18 since we began measuring on 7 August 2026

Risers and fallers across the register · movement among entries of 1,000–3,162.

Register entry

Telegram ID-1001005138725
TypeChannel
Username@swechafsmi
CreatedBetween 1 September 2015 and 31 December 2015— estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded7 August 2026
Last confirmed live20 August 2026
Measurements held6
Confirmed unchanged1 time, most recently 20 August 2026
On Telegramt.me/swechafsmi

Growth

1,5361,5541,5457 August 2026 — 1,554 subscribers7 August 2026 — 1,549 subscribers11 August 2026 — 1,548 subscribers14 August 2026 — 1,546 subscribers17 August 2026 — 1,539 subscribers20 August 2026 — 1,536 subscribers7 August 202620 August 2026
6 measurements spanning 14 days, net -18. 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 1,533–1,557 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
20 Aug 2026, 18:361,536-3
17 Aug 2026, 22:071,539-7
14 Aug 2026, 16:581,546-2
11 Aug 2026, 06:311,548-1
7 Aug 2026, 22:371,549-5
7 Aug 2026, 02:161,554first reading

Engagement

19 posts held, back to 1 April 2025the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 2 pagesof 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 19 posts for this entry, the most recent from 5 February 2026. An engagement rate over an empty window would be a number about nothing.

Reaction mix

19 reactions across 13 posts, in 4 distinct kinds. The most used accounts for 52.6% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
1052.6%
👍526.3%
🎉315.8%
👏15.26%

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 14 of the 19 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 19reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 19 most recent posts we hold, published 1 April 2025 to 5 February 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

5 Feb 2026, 12:51 UTC387 views1 reactionsread 7 August 2026

https://x.com/viswamai/status/2019007030019985868

👍1

5 Feb 2026, 12:51 UTC389 views2 reactionsread 7 August 2026

Swecha have been extensively working to advance accessible and open-source AI for India... building on the success of initiatives such as Chandamama Kathalu Data Prep, Telugu Story Generator SLM, Swecha Gonthuka, and Swecha ASR, AI Days, Telangana AI Yatra, Summer of AI Internship program (that trained around 60 thousand interns in upskilling in AI and engaged in corpus collection) -- we are proud and excited to sha

2

9 Oct 2025, 04:35 UTC631 views1 reactionsread 7 August 2026

Join us for 👨‍💻 DevSprints by Swecha — Hackathon for upstream contributions 📍 Swecha Office, Gachibowli 🗓️ 11 October 2025 | 9:00 AM onwards 🔗 Register at https://swecha.org/DevSprints Elevate your open-source journey at DevSprint — a collaborative hackathon where your code meets real-world impact. Contribute to community-driven projects, sharpen your skills through peer reviews, and learn from seasoned developers

1

6 Oct 2025, 12:38 UTC452 viewsread 7 August 2026

🌍 We’re Live! 🎥 Join us for International Geodiversity Day 2025, streaming live from Swecha Office, Hyderabad. Let’s celebrate the beauty and diversity of our planet — from its rocks and rivers to its mountains and minerals. 🌿 🔴 Watch Live Now: https://youtube.com/live/C9TI1FYT0_Y?feature=share #GeodiversityDay #SwechaTelangana #Sustainability #EarthHeritage

4 Oct 2025, 11:16 UTC406 views2 reactionsread 7 August 2026
Photo

We invite you all to come and join us in celebrating International Geodiversity Day. Let’s learn, share, and engage with experts on this important topic together! Why This Matters: Geodiversity—the diversity of Earth's rocks, minerals, soils, and landscapes—is vital for sustaining life, supporting agriculture, managing water resources, and building resilient communities. Understanding and preserving geodiversity hel

2

23 Sept 2025, 10:58 UTC469 views1 reactionsread 7 August 2026
Photo

🌸 This Bathukamma, let’s celebrate not just with flowers, but with memories too! Bathukamma is more than a festival—it’s our culture, our tradition, our stories. This year, let’s take it forward with innovation! 🌼 📸 Share your photos, stories, and experiences on corpus.swecha.org and help create AI that speaks our language, values our culture, and preserves our traditions. 💻✨ Together, let’s make Bathukamma a festiva

🎉1

5 Sept 2025, 12:13 UTC580 views0 reactionsread 7 August 2026
Photo

🚀 Exciting News! This Saturday, 6th September, Swecha is hosting DevSprint – an open event for all students, interns, and developers from 8:30 AM to 4:30 PM at swecha office Gachibowli. It’s a unique opportunity to collaborate on open projects, contribute to real-world solutions, and build together with the Swecha community. 🔗 Whether you’re a beginner or an experienced developer, this is the perfect platform to in

8 Aug 2025, 04:35 UTC739 viewsread 7 August 2026

Dear Developers, We invite you to be a part of an open-source initiative to build Indic Large Language Models (LLMs) grounded in Indian Knowledge Systems! We're building a Corpus Collector App to gather high-quality textual, audio, image, and video data — and we need your help to improve and extend the application itself. 💡 The impact is real: Over 40,000 users have already contributed data through the platform, a

3 Aug 2025, 13:47 UTC574 viewsread 7 August 2026

*Important Update for All Summer of AI Interns* Dear Interns, This is to inform you that all participants are requested to work from home this weekend. The primary focus should be on finalizing your team projects and ensuring they are ready for submission. To achieve this, please complete the following two mandatory actions: *Follow Submission Guidelines:* Ensure your project strictly adheres to all guidelines m

1 Aug 2025, 13:10 UTC501 views1 reactionsread 7 August 2026

Call for Developers! Join DevSprint for EHRS project on 2 August 2025 (Saturday) Swecha has been conducting monthly Free Medical Camps, from March 2023. So far, we have provided medical care to more than 8500 people from underprivileged groups and low income families and in response to our door-to-door campaign, we are seeing an increase in the number of people attending the medical camp. To understand the community

1

21 Jul 2025, 16:04 UTC635 viewsread 7 August 2026

Hello Developers! Join us for an exciting DevSprint contributing to Swecha’s open-source projects under the Indic AI initiative — shaping the future of hashtag#AI4Society and building Indian LLMs together. Whether you're into coding, design, testing, or documentation — there’s a space for everyone to contribute. For more details about projects, participation pre-requisites and registration, visit https://swecha.o

Showing the 12 most recent of 19 posts we hold for @swechafsmi. 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 — 598,701 of 1,584,142entries 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

Republished by

Channels on the register that have forwarded this channel's posts into their own feed.

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.

Genie AI: #1 ChatGPT Telegram Bot
@genie_news · 77,465
Telegram ranks this channel #19 of 37 here — alongside 36 others — read 19 August 2026

This channel appears in 1 seed channel's Telegram-generated recommendation list 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 20 August 2026 — this entry's latest reading, not the date you are reading this.

“స్వేచ్ఛ తెలంగాణ | Swecha Telangana” (@swechafsmi), 1,536 subscribers as measured 20 August 2026. Telegram Register, tgregister.com/channel/swechafsmi.

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.