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Channel

CSE ANSWER WRITING

@upsc_answer_written

On this record: Topic · Observations · Also posting the same content · Growth · Engagement · Reactions · Posts · Citations · Telegram's recommendations · Cite this entry

17,340subscribers

-290 since we began measuring on 6 August 2026

Risers and fallers across the register · movement among entries of 10,000–31,623.

Register entry

Telegram ID-1001311609263
TypeChannel
Username@upsc_answer_written
CreatedBetween 1 March 2018 and 31 July 2021 — estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded6 August 2026
Last confirmed live17 September 2026
Measurements held33
Confirmed unchanged1 time, most recently 17 September 2026
On Telegramt.me/upsc_answer_written

Topic

Education — a classification, not a measurement. An on-box language model (Qwen3.6-35B-A3B-UD-Q6_K_XL, prompt version 1) read this channel’s own recent posts on 10 August 2026 and assigned it the closest of 31 fixed categories, at 100% confidence. This is a model’s 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 — 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.

Observations

These are measurements, not verdicts. Each one below states something we counted, alongside the evidence it was counted from, so you can check it rather than take it. None of them is graded: every observation this register holds is recorded at severity 0, because the precision of the detectors behind them has not been measured yet, and a rating we cannot support is worse than none. Read each as a fact about the data, not as a judgement about the channel. How we measure.

Content that also appears on other registered channels

Posts published here appear word for word on 1 other registered channel. The matching is on the text itself, not on Telegram’s forward marker, so it finds a copy whether or not it was labelled as one.

Matching posts — open both and compare (5 of the pairs behind the counts below)
Posted firstThenOverlapGap
@CSE_MAINS_PYQ/102863 Aug 2026, 15:12 UTC@upsc_answer_written/2949 · this entry3 Aug 2026, 15:12 UTC1.00under a minute
@CSE_MAINS_PYQ/102934 Aug 2026, 15:11 UTC@upsc_answer_written/2952 · this entry4 Aug 2026, 15:11 UTC1.00under a minute
@CSE_MAINS_PYQ/102985 Aug 2026, 16:31 UTC@upsc_answer_written/2957 · this entry5 Aug 2026, 16:31 UTC1.00under a minute
@CSE_MAINS_PYQ/103016 Aug 2026, 15:22 UTC@upsc_answer_written/2958 · this entry6 Aug 2026, 15:22 UTC1.00under a minute
@CSE_MAINS_PYQ/103097 Aug 2026, 14:38 UTC@upsc_answer_written/2961 · this entry7 Aug 2026, 14:38 UTC1.00under a minute
Every channel this entry shares post bodies with
ChannelMatching postsText overlapTypical gapPublished first
@CSE_MAINS_PYQ5 (5/5 hand-verifiable sample passed)1.00under a minutethis entry (3–2)

Text overlap is the Jaccard coefficient over the set of distinct three-word phrases in the two bodies: 1.00 is identical wording, and the threshold for counting a pair at all is 0.70. Candidates are generated by simhash LSH (4 x 16-bit bands, exact Hamming <= 3) verified against the bodies with Jaccard over the SET of distinct 3-word shingles. Published first counts which side of each matching pair carries the earlier timestamp — in this corpus, which is the limitation directly below.

What this cannot establish

MEASURED, DOMINANT ERROR SOURCE: a post ingested before 2026-08-06 may have carried a forward header that was not recorded. A 45-pair hand-check against live t.me pages found 14 (31%) where the live page shows a forward header naming the other channel and the database has none, plus 4 more (9%) naming a third party. The text match itself was wrong 0 times out of 45. Read attribution_capture.items_in_trusted_window before treating the unattributed count as a claim.

Telegram lets a channel forward a post with a header naming the source, and we only began reliably recording that header on 2026-08-06. 1 of the 2 matches recorded here fall after that date and carried no header when we read them. The rest predate reliable capture and are not evidence either way.

“Published first” means first in this corpus. We hold 10 comparable posts for this entry, running 1 August 2026 to 7 August 2026. A channel we have read one page deep will look younger than a neighbour we have read in full, and the order would flip with no change in the underlying facts.

The detector’s own notes on this observation, as it recorded them. Names in this_style are fields of the underlying evidence record, which the plain-English paragraphs above read out for this entry.

  • Verbatim republication has three causes and the text separates only two: a clone/mirror, unattributed copy-paste, or BOTH channels copying a common third source that neither attributes. The spread filter (content held by at most 8 channels) reduces the third and does not remove it.
  • 'Earliest' means earliest IN THIS CORPUS. A channel ingested one page deep will look younger than a neighbour ingested in full; corpus_coverage above is there to be checked before the direction is believed.
  • shared_verified_est extrapolates the sampled pass rate over the full narrow match count; sampled/passed are the numbers actually measured.
  • Absence of a forward header is not proof of intent: Telegram lets a channel disable forward attribution, and a credit written in the body is not parsed as attribution here (mention_edge_either_way above is the closest available signal).

Across the whole group of 2, the earliest publisher we hold is @upsc_answer_written — which is this entry. That is a statement about our reading window, not a claim of authorship.

Recorded under the key clone_mutual, last confirmed 7 August 2026. An observation that a later pass no longer finds is cleared, and a cleared observation is removed from this page rather than being shown struck through — we do not keep publishing a claim we have withdrawn. Dispute an observation.

Also posting the same content

This channel’s posts match, word for word or near enough, posts on 1 other registered channel, found by comparing text fingerprints across every channel on the register. That matching has been checked by hand against the live Telegram pages and found reliable — 0 wrong of 45 pairs re-read.

Which channel, if either, published first is deliberately not shown. The same hand-check found that reading wrong 18 of 45 times — 60%, no better than a coin flip — because it depends on how deep our own crawl happened to reach into each channel’s history, not on when the content was actually first posted. This list is ordered by subscriber count, the same as every other listing on this site, never by which channel we think came first. Word-for-word matching has several ordinary explanations besides copying — a channel mirroring itself, an unattributed repost, or two channels independently repeating the same wire story — and this measurement cannot tell those apart. How this is measured.

Growth

17,34017,63017,4856 August 2026 — 17,630 subscribers6 August 2026 — 17,628 subscribers7 August 2026 — 17,620 subscribers8 August 2026 — 17,618 subscribers9 August 2026 — 17,609 subscribers10 August 2026 — 17,603 subscribers12 August 2026 — 17,587 subscribers12 August 2026 — 17,585 subscribers14 August 2026 — 17,575 subscribers16 August 2026 — 17,567 subscribers17 August 2026 — 17,554 subscribers18 August 2026 — 17,547 subscribers19 August 2026 — 17,538 subscribers20 August 2026 — 17,543 subscribers21 August 2026 — 17,535 subscribers23 August 2026 — 17,513 subscribers24 August 2026 — 17,500 subscribers25 August 2026 — 17,497 subscribers26 August 2026 — 17,501 subscribers27 August 2026 — 17,494 subscribers28 August 2026 — 17,478 subscribers29 August 2026 — 17,470 subscribers30 August 2026 — 17,471 subscribers31 August 2026 — 17,465 subscribers1 September 2026 — 17,450 subscribers2 September 2026 — 17,441 subscribers4 September 2026 — 17,436 subscribers6 September 2026 — 17,418 subscribers9 September 2026 — 17,386 subscribers12 September 2026 — 17,370 subscribers13 September 2026 — 17,363 subscribers15 September 2026 — 17,346 subscribers17 September 2026 — 17,340 subscribers6 August 202617 September 2026
33 measurements spanning 42 days, net -290. 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 17,297–17,674 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 33
Measured (UTC)SubscribersChange
17 Sept 2026, 19:4117,340-6
15 Sept 2026, 16:3817,346-17
13 Sept 2026, 23:1717,363-7
12 Sept 2026, 02:5917,370-16
9 Sept 2026, 21:5817,386-32
6 Sept 2026, 14:4017,418-18
4 Sept 2026, 02:5817,436-5
2 Sept 2026, 15:0317,441-9
1 Sept 2026, 15:4417,450-15
31 Aug 2026, 18:0917,465-6
30 Aug 2026, 19:3417,471+1
29 Aug 2026, 19:5817,470-8
28 Aug 2026, 17:1417,478-16
27 Aug 2026, 18:1217,494-7
26 Aug 2026, 15:4317,501+4
25 Aug 2026, 18:3417,497-3
24 Aug 2026, 20:4817,500-13
23 Aug 2026, 04:4617,513-22
21 Aug 2026, 17:3917,535-8
20 Aug 2026, 15:2317,543first reading

Engagement

114 posts held, back to 1 August 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 60 pages of Telegram’s post history, 20 posts per page.

ERR · 30 days
2.45%
avg views ÷ 17,340 subscribers
Avg views / post
425
18 posts measured
Reaction rate
0.2%
reactions ÷ views · ER floor
Posts in window
18
of 114 held

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 6 of 18 measured posts that carry a reaction reading, and over those same posts' views.

What these figures were computed from
WindowRolling 30 days · latest post in window 3 September 2026
Posts held114 (1 August 2026 – 3 September 2026)
Views total7,641
Reactions total5
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken3 Sept 2026, 09:18 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.

Reaction mix

75 reactions across 38 posts, in 3 distinct kinds. The most used accounts for 86.7% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
❤6586.7%
🔥79.33%
👍34.00%

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 47 of the 114 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 75 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 114 most recent posts we hold, published 1 August 2026 to 3 September 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

3 Sept 2026, 04:39 UTC246 viewsread 3 September 2026

You do not need to worry about missing the last four weeks of quizzes. All previous bot quizzes will be available for you to reattempt . Revision quiz also started

3 Sept 2026, 04:06 UTC264 viewsread 3 September 2026
Photo

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2 Sept 2026, 15:46 UTC329 viewsread 3 September 2026

🔆 Mains Model Answer Q. “Honesty as a policy always comes with a price. The path of honesty, like dharma, is straight yet seldom simple.” Elaborate. Discuss the importance of honesty in civil services. 📍 Introduction Honesty means being truthful and open. It is a facet of moral character that includes integrity, truthfulness and straightforwardness of conduct, along with the absence of lying, cheating and theft. Ho…

2 Sept 2026, 13:14 UTC241 views1 reactionsread 3 September 2026
Forwarded from @uppsc_prelims_mcqFile

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❤1

2 Sept 2026, 13:14 UTC240 viewsread 3 September 2026
Forwarded from @uppsc_prelims_mcqPhoto

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2 Sept 2026, 04:32 UTC164 views0 reactionsread 3 September 2026
Forwarded from @Anmolvachan_pdfFile

PIB AUGUST 1 Page summary Join https://t.me/PIB_UPSC

1 Sept 2026, 16:42 UTC461 views2 reactionsread 3 September 2026

🔆 प्रश्न: बिजली अधिशेष राष्ट्र होने और बिजली का शुद्ध निर्यातक होने के बावजूद, भारत एक विरोधाभास का सामना करता है जहाँ कई घरों में बिजली कनेक्शन नहीं है और पावर वितरण कंपनियाँ वित्तीय अस्थिरता से जूझ रही हैं। विश्लेषण करें। (15 अंक) 📍 दृष्टिकोण: ✅ भारत की ऊर्जा स्थिति (अधिशेष, निर्यातक, विविध स्रोत) से परिचय। ✅ बिजली पहुँच और वित्तीय अस्थिरता के विरोधाभास को प्रस्तुत करें। ✅ समस्याओं पर चर्चा करें: अवसंरचना, वहनीयता…

❤2

1 Sept 2026, 16:42 UTC343 views0 reactionsread 3 September 2026

🔆 Q.Despite being a power surplus nation and a net exporter of electricity, India faces a paradox where numerous households remain without electricity connections and power distribution companies grapple with financial instability. Analyze. (15M) 📍 Approach: ✅ Introduce with India’s energy status (surplus, exporter, diverse sources). ✅ Present paradox of electricity access vs financial instability. ✅ Discuss issues:…

1 Sept 2026, 12:10 UTC181 viewsread 3 September 2026
Forwarded from @upsc_epfo_26File

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1 Sept 2026, 12:10 UTC177 viewsread 3 September 2026
Forwarded from @upsc_epfo_26Photo

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1 Sept 2026, 11:56 UTC377 viewsread 3 September 2026

🔆 Discuss the rationale of the Production Linked Incentive (PLI) scheme. What are its achievements? In what way can the functioning and outcomes of the scheme be improved? (250 words) 📍 Introduction The Production Linked Incentive (PLI) Scheme is a flagship initiative to boost domestic manufacturing, attract investment, and enhance global competitiveness. Covering ~14 sectors, it aligns with Aatmanirbhar Bharat and …

Showing the 12 most recent of 114 posts we hold for @upsc_answer_written. 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.

Forward network

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.

Newspaper Notes for UPSC CSE
@iasips_preparation · 48,759
Telegram ranks this channel #8 of 56 here — alongside 55 others — read 25 August 2026
BPSC 72nd prelims
@bpsc_exam_prep · 26,733
Telegram ranks this channel #35 of 57 here — alongside 56 others — read 12 September 2026
Indian History Quiz MCQs UPSC
@spectrum_indian_history_quiz_gk · 54,849
Telegram ranks this channel #44 of 67 here — alongside 66 others — read 23 August 2026
Priyansha Garg IAS
@PriyanshaIAS · 22,852
Telegram ranks this channel #48 of 86 here — alongside 85 others — read 19 September 2026
UPSC FACTS Hindi
@upsc_facts_hindi · 32,679
Telegram ranks this channel #50 of 74 here — alongside 73 others — read 4 September 2026
Mp psc prelims mains
@prelims_mains_mppsc · 37,148
Telegram ranks this channel #56 of 66 here — alongside 65 others — read 1 September 2026
Upsc Environment Mcqs
@Upsc_Prelims_Environment_Mcqs · 43,098
Telegram ranks this channel #69 of 84 here — alongside 83 others — read 28 August 2026
INTERNATIONAL RELATIONS
@UPSC_4_IR · 41,845
Telegram ranks this channel #70 of 86 here — alongside 85 others — read 29 August 2026
Mapping upsc & PSC
@mapping_psc · 26,725
Telegram ranks this channel #72 of 85 here — alongside 84 others — read 12 September 2026

This channel appears in 9 seed channels' Telegram-generated recommendation lists 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 17 September 2026 — this entry's latest reading, not the date you are reading this.

“CSE ANSWER WRITING” (@upsc_answer_written), 17,340 subscribers as measured 17 September 2026. Telegram Register, tgregister.com/channel/upsc_answer_written.

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.