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@dmpanel: statistics and cleanliness index

DMpanel | Updates

Покупка - @dmpanelsbot

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Grade A+ metrics look normal cleanliness index
data from 2026-10-21
Subscribers
3,883
Median views
5,147
ERR
132.6%
Posts sampled
40
Niche Video Games
Post language Russian
Channel age 2 years

Data from 2026-10-21 — 17 days old.

Assessment summary

Update channel for the DMpanel panel for farming cases and accounts in CS2: almost every post is a changelog for the next version of the panel or walkbot, with promo campaigns and giveaway results in between.

Posts have more views than the channel has subscribers: ERR 132.6% vs. the median 18.7% for similar catalog channels, higher than any of them — the data does not show where exactly these views come from. At the same time, reactions are lower than in almost all similar channels (0.72% vs. 1.34%), and posts come out about once every five days: an announcement stays in the feed for a long time, but audience response is more modest than in similar catalog channels.

About the channel

Update channel for the DMpanel service: a panel for farming cases and accounts in CS2 and a walkbot for the game. They write in Russian; the channel has been running for more than two years; the sample is dominated by text posts — changelogs, less often photos and interface screenshots.

In the catalog, @hal9va_ot_noob4ana and @cs_x_22 are nearby: they have 5276 and 3644 subscribers, but a much smaller share of subscribers sees a post than here. @weclearoff has fewer subscribers (1404), and the share of subscribers who see a post is slightly lower.

What it publishes:

  • Panel updates: what changed in the next 7.x version — bulk actions, drop collection, proxies.
  • Walkbot updates: versions 1.x and 2.x — route fixes, bot behavior in 2x2 and “Wingman” modes.
  • Promos and giveaways: discounts on the first subscription, giveaway results with winner lists.
  • Service status: messages about hosting outages and ban waves with their own statistics.

Posts come out mainly during the day and evening on weekdays, about once every five days; the only forwarded content from other channels is “DMpay - Steam account top-ups”. By subscriber count, the channel is in the middle of the niche. These are infrequent technical updates for a narrow audience of farmers, not a news stream.

By subscribers, it ranks #63 of 91 channels in the Video Games niche of the catalog.

What grade A+ means

The metrics agree with each other: views and reactions are distributed as usual, and almost no signals lower the index.

Compared with similar channels

Compared with 17 Video Games catalog channels whose metrics look normal. They are a similar size: 1,378 to 10,633 subscribers.

ERR (reach) higher than 17 of 17
@dmpanel 132.6%
similar channels median 12.8%
Reactions per 100 views lower than 14 of 17
@dmpanel 0.72
similar channels median 1.34

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

Scroll horizontally to see the full charts.

Views by post

The latest 39 posts with views, from Mar 26 to Oct 17. The dashed line is the median (5,147).

04.2K8.3KMar 26: 6,710 viewsApr 7: 7,327 viewsApr 21: 5,718 viewsApr 29: 6,562 viewsMay 6: 6,083 viewsMay 8: 7,147 viewsMay 10: 7,224 viewsMay 22: 5,479 viewsMay 24: 6,026 viewsMay 27: 5,058 viewsMay 27: 4,413 viewsMay 27: 4,576 viewsMay 31: 5,170 viewsJun 7: 5,094 viewsJun 14: 5,302 viewsJun 19: 5,147 viewsJun 21: 6,557 viewsJun 21: 5,929 viewsJun 23: 6,334 viewsJun 26: 5,054 viewsJun 30: 4,750 viewsJun 30: 4,007 viewsJun 30: 4,880 viewsJul 3: 4,997 viewsJul 5: 5,645 viewsJul 10: 6,385 viewsJul 16: 6,587 viewsJul 24: 7,464 viewsAug 21: 5,064 viewsAug 25: 8,314 viewsSep 17: 3,802 viewsSep 18: 3,722 viewsSep 20: 2,971 viewsSep 22: 2,814 viewsSep 23: 3,904 viewsSep 23: 4,288 viewsOct 2: 3,745 viewsOct 4: 3,793 viewsOct 17: 1,753 views Mar 26Oct 17
  • post views
  • median 5,147

Maximum: 8,314 views. Data as of Oct 21.

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.

050100Sep 19: index 100, grade A+Sep 19Oct 21: index 98, grade A+Oct 21

Advertising outlook

Advertising placement: reasonable.

About 1,490 people will see your post in the first 48 hours.

Few recent posts, so this is a rough forecast.

Reach of advertising posts

Too few advertising posts to compare: 1.

Without an ad label: 1 post.

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.

Where to buy advertising

Affiliate links: we get a commission. It never affects the channel's score.

Questions about @dmpanel

How clean is the channel?

Cleanliness index — 98 out of 100, grade A+, level “metrics are normal”: the check found no signals that lower the index.

What share of subscribers sees a post?

Median views — 5147 with 3883 subscribers, meaning there are more views than subscribers (ERR about 132.6%). This is higher than in similar catalog channels; the check data does not show where exactly the views come from.

Is the channel suitable for advertising?

The check marks placement as justified. There were no ad posts in the sample, so it was not possible to separately estimate ad reach, and the posts themselves come out rarely — about 0.2 per day.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-10-21
Sample
The latest 40 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 @dmpanel assessment dated 2026-10-21 uses 40 recent public posts. At that snapshot the channel had 3,883 subscribers, median post views were 5,147, ERR was 132.6%, and the cleanliness index was 98/100.
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.

Full methodology and interpretation rules

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/obsessed_with_ai.