@d4ma4ma4ma: statistics and cleanliness index
LAVANG
visual prod - @lav4ng
data from 2026-09-09
- Subscribers
- 116
- Median views
- 482
- ERR
- 415.5%
- Posts sampled
- 37
Data from 2026-09-09 — 29 days old.
Assessment summary
With a base of only 116 subscribers, a median of 482 views and targeted spikes in Stars reactions point to the likely use of external or inflated traffic.
A high share of deleted posts (38%) and irregular posting make the reach unstable, leaving ad purchases on the channel a questionable decision.
What to pay attention to
Spike in paid (Stars) reactions on posts (up to 50 stars)
Some posts have far more paid (Stars) reactions than the rest — up to 50 stars (≈17% of the post's views), although free reactions are available too. Telegram counts stars, not people: one generous subscriber can cause such a spike.
What grade D means
The index is clearly lowered: one or more metrics fall outside usual values. The “How the assessment was produced” section shows which ones.
Compared with similar channels
Compared with 14 Art & Design catalog channels whose metrics look normal. There are too few channels of a similar size, so the whole niche is used: 36 to 164,419 subscribers.
This is not a niche norm: only catalog channels are included. A high ERR is not always a plus: if the other metrics do not support it, the index goes down.
Dynamics and anomalies
Views by post
The latest 37 posts with views, from Feb 21 to Aug 30. The dashed line is the median (482).
- post views
- median 482
Maximum: 992 views. Data as of Sep 9.
What could not be calculated
View build-up not assessed: there were no posts newer than one day.
Cleanliness-index history
2 checks for this channel.
Advertising outlook
Advertising placement: questionable.
Some of the channel's metrics deviate, so it is hard to say in advance how many people will see an ad.
Not enough posts for a forecast.
Reach of advertising posts
No advertising posts among the latest 37.
Buy advertising
Telegram ads are sold on these marketplaces — they have channel catalogs, prices, and checkout.
We don't sell ads. This channel may not be listed there.
Forwarding links
@d4ma4ma4ma forwards posts from
@godmadder_ch
mutual
Also from 1 private channel with no public name.
@d4ma4ma4ma's posts are forwarded by
Only among catalog channels.
@godmadder_ch
mutual
@echoashh
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Questions about @d4ma4ma4ma
What risk level is assigned to the channel?
The channel received a risk score of 50 out of 100 (yellow zone) with a low confidence level due to the small audience size of 116 subscribers.
Why does post reach exceed the subscriber count?
Median views stand at 482 with an ERR exceeding 415%, accompanied by spikes in star reactions and comments from a narrow group of users (only 5 unique authors).
Is it advisable to place ads here?
Ad placement is classified as questionable, as there is a risk that part of the views is of artificial origin, and the share of deleted posts reaches 38%.
How the assessment was produced
- Data source
- Public Telegram data: posts, views, reactions, and channel metadata.
- Date or snapshot
- 2026-09-09
- Sample
- The latest 37 public posts available at check time.
- Calculation method
- TG Inspector calculates metrics from the saved snapshot and combines independent signals into a deterministic 0–100 cleanliness index.
- Factual result
- The @d4ma4ma4ma assessment dated 2026-09-09 uses 37 recent public posts. At that snapshot the channel had 116 subscribers, median post views were 482, ERR was 415.5%, and the cleanliness index was 50/100.
- Limitations
- This is a probabilistic assessment based on public data: it describes metrics, not the owner's actions, and is not a real-time measurement.
This automated assessment is probabilistic: it describes the channel's public metrics, not its owner's actions. The index and grade are calculated from public data and are not changed on request. Channel owners can request removal of the page — t.me/TGinspector_ru.