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@akstolfo1: statistics and cleanliness index

Кошан akstolfo

⛔️По поводу рекламы сюда - @akstolfo ❗️Выдаю мемы только на аппарат изик

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Grade D some metrics deviate cleanliness index
data from 2026-10-06
Subscribers
2,123
Median views
518
ERR
24.4%
Posts sampled
40
Niche Bets & Gambling
Post language Russian
Channel age 4 years

Data from 2026-10-06 — 3 days old.

Assessment summary

The channel posts promo codes, tournament announcements, and referral links for gaming platforms.

There are noticeable anomalies in the metrics: views are almost identical across all posts, and some messages in the feed have been deleted (around 78% of IDs are missing). Although an ERR of 24.4% exceeds the median for similar channels in the catalog (20.2%), the unusual metric behavior makes it difficult to predict post reach.

What to pay attention to

Views are more uniform than usual (CV ≈ 0.13)

The variance in views between posts is lower than typical for channels (0.15–0.6): posts receive almost the same number of views.

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.

Channel content

📣 Heavy advertising load

The feed is dominated by promotional offers, promo codes, and referral links to gambling platforms.

Compared with similar channels

Compared with 7 Bets & Gambling catalog channels whose metrics look normal. They are a similar size: 719 to 4,959 subscribers.

ERR (reach) higher than 5 of 7
@akstolfo1 24.4%
similar channels median 20.6%
Reactions per 100 views higher than 5 of 5
@akstolfo1 9.12
similar channels median 1.05

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 40 posts with views, from Sep 7 to Oct 5. The dashed line is the median (518).

0312624Sep 7: 498 viewsSep 7: 512 viewsSep 8: 460 viewsSep 9: 497 viewsSep 9: 490 viewsSep 10: 496 viewsSep 11: 504 viewsSep 11: 518 viewsSep 12: 501 viewsSep 12: 574 viewsSep 12: 549 viewsSep 14: 543 viewsSep 14: 531 viewsSep 15: 547 viewsSep 16: 525 viewsSep 16: 602 viewsSep 17: 516 viewsSep 18: 521 viewsSep 19: 521 viewsSep 19: 508 viewsSep 20: 592 viewsSep 21: 548 viewsSep 21: 571 viewsSep 21: 563 viewsSep 22: 566 viewsSep 23: 508 viewsSep 24: 518 viewsSep 24: 507 viewsSep 25: 524 viewsSep 26: 532 viewsSep 26: 546 viewsSep 28: 528 viewsSep 30: 491 viewsSep 30: 481 viewsOct 1: 624 viewsOct 2: 407 viewsOct 3: 389 viewsOct 3: 390 viewsOct 5: 331 viewsOct 5: 289 views Sep 7Oct 5
  • post views
  • 2 posts newer than one day and still gaining views
  • median 518

Maximum: 624 views. Data as of Oct 6.

What scoring found in the view pattern

Views are more uniform than usual (CV ≈ 0.13)

The variance in views between posts is lower than typical for channels (0.15–0.6): posts receive almost the same number of views.

Cleanliness-index history

3 checks for this channel.

050100Aug 7: index 50, grade DAug 7Sep 8: index 50, grade DSep 8Oct 6: index 50, grade DOct 6

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.

About 294–314 people will see your post in the first 48 hours.

Reach of advertising posts

Advertising posts have a median of 511 views versus 521 for regular posts — 2% lower.

Based on 8 advertising and 30 regular posts older than two days.

Without an ad label: 5 posts.

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 @akstolfo1

Is it worth buying ads on the @akstolfo1 channel?

Placing ads here is marked as "questionable." The channel's cleanliness index is 50 out of 100 (grade D, "anomalies detected" level), making the outcome of a publication hard to predict in advance.

What reach do publications get?

The median view count is 518, while the ERR remains at 24.4%. At the same time, views are distributed unusually evenly across posts.

Why is the channel's cleanliness index reduced?

The score was reduced due to an overly uniform view distribution across posts and the absence of about 78% of message IDs caused by deletions.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-10-06
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 @akstolfo1 assessment dated 2026-10-06 uses 40 recent public posts. At that snapshot the channel had 2,123 subscribers, median post views were 518, ERR was 24.4%, 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.

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/TGinspector_ru.