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@cahko1: statistics and cleanliness index

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Grade A+ metrics look normal cleanliness index
data from 2026-10-19
Subscribers
60
Median views
89
ERR
148.3%
Posts sampled
40
Niche Cars & Other Vehicles
Post language Russian
Channel age 11 months

Data from 2026-10-19 — 18 days old.

Assessment summary

Portfolio of a videographer and photographer: night shoots of BMW, Mercedes, and Alfa Romeo, short videos and shots “turnkey,” with a contact in the captions — @[hidden]. The channel is 10 months old, and in terms of engagement it stands out noticeably among similar channels in the catalog: reactions collect 6.42% of views versus 0.74% for the group median, and ERR is higher than that of any channel in the group.

But the base is small — 60 subscribers, while posts get more views than there are people in it; where these views come from is not visible from the data, so how many people will see the ad is hard to say in advance. Over 40 days, the median views grew from 76 to 89, while about 20% of message numbers in the last-75 window are missing.

About the channel

A channel about cars and shooting: here they post night photos and short videos with BMW, Mercedes, and Alfa Romeo — shots from streets, parking lots, and evening drives. It is run by a videographer and photographer, and the captions on the works include a contact for ordering shooting and editing. The feed is in Russian, and the channel is about 10 months old.

In the catalog it sits next to @prostomura16, @tborovtgk, and @parallel_majorka_import. This channel has the fewest subscribers among those named, but the share of subscribers who see a post is higher than for @tborovtgk and @parallel_majorka_import, and lower than for @prostomura16.

What it publishes:

  • Night car shoots: shots of cars on evening streets and in parking lots.
  • Video works: videos captioned “New work” and indicating who shot and edited them.
  • Notes from shoots: short remarks like “there’s a separate vibe to shooting at 5 a.m.”

Posts come out mainly in the afternoon and evening (35% and 30%), more often on weekdays. There are no reposts from other channels, but its posts are reposted by one verified channel in the catalog. By subscriber count, this is one of the smallest channels in the niche. The feed is almost entirely visual: short videos and photos of cars, little text, and almost no advertising.

By subscribers, it ranks #69 of 69 channels in the Cars & Other Vehicles 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 63 Cars & Other Vehicles catalog channels whose metrics look normal. There are too few channels of a similar size, so the whole niche is used: 223 to 471,173 subscribers.

ERR (reach) higher than 63 of 63
@cahko1 148.3%
similar channels median 14.7%
Reactions per 100 views higher than 58 of 60
@cahko1 6.42
similar channels median 0.58

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 40 posts with views, from Aug 20 to Oct 16. The dashed line is the median (89).

0124248Aug 20: 74 viewsAug 20: 81 viewsAug 22: 82 viewsAug 22: 80 viewsAug 26: 77 viewsAug 26: 92 viewsAug 27: 248 viewsAug 27: 232 viewsAug 28: 92 viewsAug 28: 100 viewsAug 28: 96 viewsSep 5: 81 viewsSep 5: 80 viewsSep 10: 81 viewsSep 10: 84 viewsSep 11: 86 viewsSep 11: 82 viewsSep 12: 91 viewsSep 12: 104 viewsSep 13: 88 viewsSep 13: 95 viewsSep 14: 92 viewsSep 14: 95 viewsSep 15: 85 viewsSep 16: 94 viewsSep 18: 95 viewsSep 18: 87 viewsSep 18: 106 viewsSep 20: 91 viewsSep 21: 87 viewsSep 21: 99 viewsSep 22: 98 viewsSep 25: 105 viewsSep 25: 101 viewsOct 2: 107 viewsOct 4: 85 viewsOct 10: 68 viewsOct 10: 66 viewsOct 11: 57 viewsOct 16: 27 views Aug 20Oct 16
  • post views
  • median 89

Maximum: 248 views. Data as of Oct 19.

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 9: index 100, grade A+Sep 9Oct 19: index 92, grade A+Oct 19

Advertising outlook

Advertising placement: reasonable.

Not enough posts for a forecast.

Reach of advertising posts

Too few advertising posts to compare: 1.

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 @cahko1

What does the channel purity index show?

The purity index is 92 out of 100, grade A+, level “metrics within normal range”: no noticeable deviations were found in the measurements.

What is the channel’s post reach?

ERR is about 148%: publications get more views than there are subscribers in the channel. Where these views come from is not visible from the check data.

Is it worth advertising here?

Placement is marked as justified. There are few advertising posts in the sample (2%), so the reach of advertising publications was not calculated separately.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-10-19
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 @cahko1 assessment dated 2026-10-19 uses 40 recent public posts. At that snapshot the channel had 60 subscribers, median post views were 89, ERR was 148.3%, and the cleanliness index was 92/100.
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.