Channel
@upscdatafactory
On this record: Growth · Engagement · Reactions · Posts · Cite this entry
3,289subscribers
+0 since we began measuring on 7 August 2026
Risers and fallers across the register · movement among entries of 3,162–10,000.
| Telegram ID | -1002170973821 |
|---|---|
| Type | Channel |
| Username | @upscdatafactory |
| Created | Between 1 June 2024 and 30 September 2024— estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 7 August 2026 |
| Last confirmed live | 28 August 2026 |
| Measurements held | 8 |
| Confirmed unchanged | 2 times, most recently 28 August 2026 |
| On Telegram | t.me/upscdatafactory |
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 24 Aug 2026, 19:24 | 3,289 | -7 |
| 21 Aug 2026, 01:34 | 3,296 | -8 |
| 18 Aug 2026, 00:53 | 3,304 | +4 |
| 15 Aug 2026, 08:29 | 3,300 | +16 |
| 11 Aug 2026, 14:42 | 3,284 | -4 |
| 8 Aug 2026, 12:31 | 3,288 | -1 |
| 7 Aug 2026, 17:02 | 3,289 | no change |
| 7 Aug 2026, 16:50 | 3,289 | first reading |
18 posts held, back to 6 June 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 2 pagesof Telegram’s post history, 20 posts per page.
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 2 of 9 measured posts that carry a reaction reading, and over those same posts' views.
| Window | Rolling 30 days · latest post in window 6 August 2026 |
|---|---|
| Posts held | 18 (6 June 2026 – 6 August 2026) |
| Views total | 4,430 |
| Reactions total | 5 |
| Forwards / comments | not exposed by the public surface — not measured, not estimated |
| Readings taken | 7 Aug 2026, 23:30 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.
17 reactions across 5 posts, in 4 distinct kinds. The most used accounts for 41.2% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| ❤ | 7 | 41.2% | |
| 💔 | 6 | 35.3% | |
| 🤣 | 3 | 17.6% | |
| 😁 | 1 | 5.88% |
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 5 of the 18 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 17reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 18 most recent posts we hold, published 6 June 2026 to 6 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.
There is an official app GoIStats which brings together official data, reports, releases, infographics, and visualizations from across GoI ministries and departments all in one actively updated app.
India's renewable sources contribute only about one-fourth of actual electricity generation.
Nearly 90 percent of India's crude oil requirements—roughly five million barrels per day—are sourced from overseas.
The International Energy Agency (IEA) estimates that data centres accounted for around 1.5 percent of global electricity consumption in 2024
LPG Reforms From 1991 to 2007–08, India reduced its tariffs from 355 percent to 10 percent.
🤣3❤1
Intelligentization Chinese strategists term “intelligentization”—the integration of artificial intelligence (AI), big data, cloud computing, and autonomous systems into every domain of military operations.
❤1
An in-depth study using the Retraction Watch database found that India ranks third globally in retractions of life science publications.
India imports 90 percent of its LPG and 60 percent of its LNG from West Asia, a dependence whose risks have been laid bare by the recent escalation in the region.
Data Centres India continues to host less than 5 percent of the world’s data centres while accounting for nearly 20 percent of global data consumption. India currently has nearly 300 data centres, consuming around 0.5 percent of the country’s electricity generation
File, posted without a caption
❤3
Free Newspaper https://t.me/coursewalanewspaper
Photo, posted without a caption
Showing the 12 most recent of 18 posts we hold for @upscdatafactory. 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.
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 24 August 2026 — this entry's latest reading, not the date you are reading this.
“UPSC Data Factory” (@upscdatafactory), 3,289 subscribers as measured 24 August 2026. Telegram Register, tgregister.com/channel/upscdatafactory.
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.