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Channel

Pluto Research

@hedgehara

On this record: Growth · Engagement · Reactions · Stars · Posts · Citations · Cite this entry

19,168subscribers

-157 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-1001506140857
TypeChannel
Username@hedgehara
Created21 July 2021measured — cross-checked against a third-party dataset (ext.tg_channel)
First recorded6 August 2026
Last confirmed live15 August 2026
Measurements held10
Confirmed unchanged1 time, most recently 15 August 2026
On Telegramt.me/hedgehara

Growth

19,16819,32519,246.56 August 2026 — 19,325 subscribers6 August 2026 — 19,267 subscribers7 August 2026 — 19,246 subscribers8 August 2026 — 19,249 subscribers9 August 2026 — 19,246 subscribers10 August 2026 — 19,283 subscribers11 August 2026 — 19,238 subscribers12 August 2026 — 19,224 subscribers14 August 2026 — 19,172 subscribers15 August 2026 — 19,168 subscribers6 August 202615 August 2026
10 measurements spanning 10 days, net -157. 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 19,144–19,349 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
15 Aug 2026, 17:5419,168-4
14 Aug 2026, 05:5719,172-52
12 Aug 2026, 19:0519,224-14
11 Aug 2026, 18:4519,238-45
10 Aug 2026, 16:1219,283+37
9 Aug 2026, 16:0419,246-3
8 Aug 2026, 16:0419,249+3
7 Aug 2026, 14:0219,246-21
6 Aug 2026, 15:5019,267-58
6 Aug 2026, 04:3619,325first reading

Engagement

215 posts held, back to 5 August 2026the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 21 pagesof Telegram’s post history, 20 posts per page.

ERR · 30 days
12.0%
avg views ÷ 19,168 subscribers
Avg views / post
2,300
212 posts measured
Reaction rate
0.477%
reactions ÷ views · ER floor
Posts in window
215
of 215 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 196 of 212 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 15 August 2026
Posts held215 (5 August 202615 August 2026)
Views total487,177
Reactions total2,228
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken15 Aug 2026, 09:07 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

2,007 reactions across 177 posts, in 33 distinct kinds. The most used accounts for 23.2% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
46523.2%
🖕46223.0%
😁23611.8%
👍20210.1%
🤮1035.13%
🤣834.14%
💩733.64%
💯562.79%
😡361.79%
🤬361.79%
🥰341.69%
🤯321.59%
😱271.35%
👎261.30%
🔥251.25%
🎉200.997%
😈170.847%
👏160.797%
😇120.598%
🫡100.498%
13 further kinds361.79%

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 196 of the 215 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 2,228reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 215 most recent posts we hold, published 5 August 2026 to 15 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.

Telegram Stars

Stars received
2
across the posts below
Posts paid on
2
of 212 we hold a reading for · 0.9%
Most on one post
1
single highest reading

A paid reaction is a reader spending Telegram Stars — bought with money — on a post by @hedgehara. Telegram publishes the count on the public post preview alongside ordinary reactions, and this register reads it there. It is the only figure on this site that measures money moving rather than attention.

Stars are not reactions, and the two are never added. They are rendered in the same strip on Telegram and counted in the same shape, but one is a tap and the other is a purchase. The reaction totals and the engagement rate elsewhere on this page exclude every figure in this section, and no rate here is computed against a reaction count.

This is not revenue, and we publish no currency figure. What a Star costs a reader and what it pays a channel are different numbers, Telegram takes a share we cannot observe, and the terms have changed. Converting a Star count into money would be an estimate dressed as a measurement, so the count is where we stop.

Counted over the 215 most recent posts we hold for this entry, published 5 August 2026 to 15 August 2026. Star counts above 1,000 reach us in Telegram’s short form and carry the same three-significant-figure rounding as everything else on this page.

Recent posts

15 Aug 2026, 05:14 UTC≈1,100 views10 reactionsread 15 August 2026
Forwarded from @OnionfarmerPhoto

에이전트 컴퓨트 사용 1시간이 이제 인간 노동 1시간보다 저렴할 수 있음. 출처 : a16z

😡6👏31

15 Aug 2026, 03:40 UTC≈1,500 views8 reactionsread 15 August 2026
Forwarded from @bbong_tta

https://n.news.naver.com/article/366/0001186504?cds=news_edit ㅋㅋㅋㅋ

😁7😈1

15 Aug 2026, 02:13 UTC≈1,670 views14 reactionsread 15 August 2026
Forwarded from @dada_news2

[네이버뉴스] [속보] 한미 통상 실무 이끌던 여한구 전격 경질…산업부 비상체계 가동 https://n.news.naver.com/mnews/article/654/0000195404?rc=N&ntype=RANKING&sid=001

🖕8🤣5🤓1

15 Aug 2026, 02:10 UTC≈1,920 views32 reactionsread 15 August 2026

여기에 엿을 날리는 놈이 잇다니 세상에

😡28🖕3😈1

15 Aug 2026, 01:59 UTC≈1,930 views120 reactionsread 15 August 2026
Photo

광복절 맞이 독립유공자 후손 어르신들에게 기부하였습니다. 감사합니다.

68👍49🖕3

15 Aug 2026, 01:57 UTC≈1,680 views7 reactionsread 15 August 2026
Photo

광복절 맞이 왜인 짤

🖕4😁2😈1

15 Aug 2026, 01:07 UTC≈1,170 views3 reactionsread 15 August 2026
Forwarded from @Samsung_Global_AI_SWPhoto

앤스로픽, 2Q 매출 115억 달러 돌파 보도, 기존 전망 상회 : 2Q26 잠정 매출 115억 달러 이상, 2Q25 7.87억 달러 대비 14배 이상, 1Q26 47.3억 달러 대비 +143% QoQ : 지난 5월 제시했던 2Q 내부 전망 109억 달러를 5% 이상 상회. 당시 전망했던 가파른 성장세를 실제 실적으로 입증(당시 1Q 매출은 48억 달러로 보도) : 2Q 조정 영업이익도 흑자 기록(규모는 미공개). 5월 당시 영업이익 5.59억 달러를 전망하며 창립 이후 첫 분기 영업 흑자 예상 : 성장의 핵심은 기업 고객의 Claude 도입 확대, 특히 코딩 및 복잡한 비즈니스 업무에서 사용량이 빠르게 증가 https://t.me/Samsung_Global_AI_SW

👍2🖕1

15 Aug 2026, 00:17 UTCviews —

Pluto Research pinned «모멘텀 장기투자가 S&P500 장기투자 대비 실익이 많다고 생각하는데, 퇴직연금에서도 할 수 있는건 국내ETF입니다. SPMO 추종이고 퇴직연금에서도 할 수 있다는게 꽤 괜찮은 장점입니다. https://www.kiwoometf.com/service/invest/KO04020102T?kijaGubun=10&kijaNo=651&schGubun2=0&schGubun4=1&schContent=»

15 Aug 2026, 00:05 UTC≈1,700 views5 reactionsread 15 August 2026

이제 화두는 저렴한 미사일인가 보군요 https://www.bloomberg.com/news/articles/2026-08-14/major-us-defense-firms-race-to-make-cheaper-missiles?cmpid=eveus&utm_campaign=eveus&utm_medium=email&utm_source=newsletter&utm_term=260814&utm_content=7749

🖕3👍1😁1

15 Aug 2026, 00:02 UTC≈1,490 views4 reactionsread 15 August 2026
Forwarded from @energy_youn

*러시아 여러 지역에서 연료 부족 사태가 재발하고 있어 - 러시아 우랄 지역 오렌부르크주는 8/12일(현지 기준) 차량 번호판에 따라 연료를 판매하는 배급제를 도입. 운전자 1인당 휘발유·경유 구매량을 제한하고, 별도 연료통을 통한 구매도 금지 - 이는 우크라이나가 오렌부르크주 소재 Orsk 정유시설(약 12만 b/d)을 드론으로 공격한 데 따른 조치. 당국은 해당 시설 복구에 최대 6개월이 소요될 수 있다고 밝혀 - 러시아 에너지 대기업 Rosneft도 지난 주말 코스트로마주에 대한 휘발유 공급 한도를 축소. 세르게이 시트니코프 코스트로마 주지사에 따르면, 이는 8/6일 러시아 최대 정유시설 중 하나인 Yaroslavl 정유시설(약 30만 b/d)이 공격받은 데 따른 것 - 보로네시주 역시 연료 공급 상황 악화를

🖕21😁1

Showing the 12 most recent of 215 posts we hold for @hedgehara. 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 — 46,934 of 1,480,944entries 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.

코인 주식 정보 공유
@coinforus · 12
9 posts
FOMO 4가투
@fourgachi · 8,301
3 posts
그냥 김라브😸
@kim_rob · 4,591
3 posts
다영의 뉴스공장
@dynewscollecters · 2,645
2 posts
미국 주식 인사이더 🇺🇸 (US Stocks Insider)
@insidertracking · 69,540
2 posts
머니보틀
@moneybottle · 15,322
2 posts
1,525 - 1,680 NEWERA
@newera1525_1680 · 2,435
2 posts
시미의 생각 아카이브
@seemeachive · 2,514
2 posts
소소스노-스터디
@sososnow0 · 2,421
2 posts
에테르의 일본&미국 리서치
@aetherjapanresearch · 33,870
1 post
BacurasHouse
@BacurasHouse · 739
1 post
재테크야간자율학습🌗
@capitalmosquito · 4,249
1 post
doreamer의 투자 충전소⛽
@doreamer · 2,476
1 post
빠르고 정확한 주식정보방
@fastest_info1 · 13,001
1 post
가투방(DCTG) 저장소
@gatubang · 14,601
1 post
헨리의 노트(Building Pipelines)
@GreatestOfAllTimes · 2,752
1 post
호그니엘
@hogniel · 15,168
1 post
호구촌
@hoguchon · 146
1 post
Trends & Tips 😎⚡️
@honeylifetip · 9,078
1 post
investor92
@investor_92 · 992
1 post
Kael Playground
@kaelresearch · 3,582
1 post
생각하는 사람
@LePenseurs · 778
1 post
말하는 토끼
@malto0115 · 5,747
1 post
묻따방 🐕
@mootda · 19,615
1 post
MZ타뇽 긴축모드 ON
@mztanyong · 6,034
1 post
양파농장
@Onionfarmer · 15,994
1 post
드리머의 잃지 않는 투자
@orangeboard · 4,751
1 post
The Truth_투자스터디
@repeatandrepeat · 5,748
1 post
세종기업데이터
@sejongdata2013 · 23,424
1 post
세일즈 자경단
@sellonout · 2,033
1 post
후조선실록
@slavehunter9999 · 705
1 post
오늘 공부 노트!
@todaystudynote · 269
1 post
매실남과 당신은 반드시 승리할것
@waitstudy · 19,336
1 post
Windy의 투자공방
@windy_zeroroom · 142
1 post
우투의 주식학교
@winstock · 1,182
1 post
Yeouido Lab_여의도 톺아보기
@Yeouido_Lab · 43,297
1 post

Republishes

Channels on the register whose posts this channel has forwarded.

Pluto Research_발간자료
@strategynote · 3,754
7 posts
[신한 리서치본부] 보험/증권
@heeyeonlim · 651
6 posts
여고생 코쨩👉🔕
@jkkospi · 3,577
6 posts
[신한 리서치본부] 인터넷/게임
@seokokang · 6,328
5 posts
다영의 뉴스공장
@dynewscollecters · 2,645
4 posts
하나증권/에너지화학/윤재성
@energy_youn · 9,982
4 posts
AWAKE - 실시간 주식 공시 정리채널
@darthacking · 64,750
3 posts
한화 Research 금융 김도하
@dh_finance · 4,847
3 posts
[하나 이준호] AI/디지털자산/인터넷/게임
@internetgameLJH · 3,778
3 posts
1,525 - 1,680 NEWERA
@newera1525_1680 · 2,435
3 posts
[삼성 이영진] 글로벌 AI/SW
@Samsung_Global_AI_SW · 10,782
3 posts
에테르의 일본&미국 리서치
@aetherjapanresearch · 33,870
2 posts
한투증권 미국/중국전략 정정영
@EMchina · 15,423
2 posts
FOMO 4가투
@fourgachi · 8,301
2 posts
한국경제
@hankyung_fin · 12,679
2 posts
호그니엘
@hogniel · 15,168
2 posts
무팍’s Robo-gate. ver.2
@moopark_robotzccff · 4,427
2 posts
묻따방 🐕
@mootda · 19,615
2 posts
CTRINE
@teamctrine · 6,751
2 posts
Polaristimes
@The_MariTimes · 7,273
2 posts
돼지바
@bbong_tta · 12,695
1 post
루팡
@bornlupin · 46,963
1 post
[DAOL퀀트 김경훈] 바텀업 전략
@bottomupquantapproach · 5,965
1 post
64비트사령부⚡️ 🇰🇷🇺🇸
@BTCpentagon · 5,602
1 post
반붐온? 방붐온?
@cpshelter · 5,326
1 post
단독 & 속보 뉴스 콜렉터
@dada_news2 · 5,582
1 post
급등일보 미국주식🇺🇸 속보·매크로·리서치
@FastStockNewsUSA · 40,332
1 post
하나 중국/신흥국 전략 김경환
@HANAchina · 34,849
1 post
한화PLUS 김수연
@haribo_market · 5,017
1 post
기술적 분석으로 보는 주식시장 (by 소라게아빠)
@hermitcrab41_1 · 20,333
1 post
알음다트
@infodart · 6,529
1 post
미국 주식 인사이더 🇺🇸 (US Stocks Insider)
@insidertracking · 69,540
1 post
이상헌 부장 iM 지주/ESG/중소형주
@INSIGHTVALUELEE · 2,180
1 post
투자자윤의 투자일지
@invetyun · 6,467
1 post
일본인은 무엇을 좋아할까 : 가슴벅찬 텔레그램 채널
@japanhitomi · 1,740
1 post
[한투증권 로보틱스 | 최건]
@kis_robotics · 3,097
1 post
교보증권 리서치센터
@KyoboRSC · 7,812
1 post
Live Squawk
@livesquaw · 755
1 post
부두주술금융지주
@makima02564 · 607
1 post
[미래 임희석] 인터넷/SW/게임
@mirae_internet · 7,739
1 post
양파농장
@Onionfarmer · 15,994
1 post
오스왈드
@oswarld_oz · 1,455
1 post
힙한 펭미업의 1인칭 시점
@pengmeup · 9,146
1 post
BrinK · 텔레모아 공식채널📈
@primestocknote · 1,965
1 post
삼성리서치 매크로 정성태
@samsung_macro · 7,669
1 post
후조선실록
@slavehunter9999 · 705
1 post
iM증권 전기전자 고의영
@TechInventory · 219
1 post
독립리서치 밸류파인더
@valuefinder · 12,305
1 post
여의도스토리 Ver2.0
@YeouidoStory2 · 58,573
1 post
여의도 감성투자
@ygamsung · 6,598
1 post

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 3 registered channels — 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.

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.

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 15 August 2026 — this entry's latest reading, not the date you are reading this.

“Pluto Research” (@hedgehara), 19,168 subscribers as measured 15 August 2026. Telegram Register, tgregister.com/channel/hedgehara.

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.