Feature · Forwarding behavior

Telegram forward ratio for forwarded versus own posts

Measure the share of a selected channel's logical posts carrying Telegram forwarding metadata, using one period and explicit authorship limitations.

Direct answer. The Ocean can count logical posts in a selected channel and period, identify which stored messages carry Telegram forwarding metadata, and calculate forwarded posts divided by total posts. The remainder can be described as posts without that forwarding marker, but not automatically as original reporting, unique authorship, or proof that the channel created the underlying claim.

Research fit

Who this workflow is for

Researchers comparing how heavily sources rely on Telegram forwards who need a transparent behavioral ratio without overstating provenance, originality, content ownership, or cross-platform reuse.

01

Choose sources and dates

Use the same publication interval for every channel whose forwarding behavior will be compared.

02

Deduplicate publications

Count each album as one logical post before classifying the forwarding marker.

03

Read raw forwarding metadata

Mark a post forwarded only when its stored Telegram payload contains the relevant forward origin field.

04

Calculate the ratio

Divide forwarded logical posts by all logical posts for that source in the shared period and retain both counts.

05

Limit the label

Call the complement posts without forwarding metadata, not proven original journalism or exclusive content.

Practical module

Forward-ratio evidence table

The table keeps classification rules and provenance limits next to the percentage.

SourceSelected channel identity and the exact publication dates included.
Total postsDistinct logical posts after Telegram album deduplication.
Forwarded postsLogical posts whose stored raw payload contains forwarding metadata.
Forward ratioForwarded logical posts divided by all logical posts in the same source and window.
Unmarked postsPosts without the forwarding marker, described without claiming verified original authorship.
Evidence sampleA cited publication used to review the source and classification context.

Analysis contract

What the calculation actually does

For each selected source, Chat counts deduplicated logical posts whose stored raw Telegram message has fwd_from metadata and divides that count by every logical post in the common window.

Scope

Selected Telegram channels and an optional publication interval shared across all compared sources. Text similarity and external reposts without Telegram metadata are outside this calculation.

Measured fields

  • Logical post count
  • Forward-marked post count
  • Forward ratio
  • Shared window
  • Representative citation

Coverage rules

  • Albums count once
  • Only explicit stored forwarding metadata classifies a post
  • Unmarked posts are not certified original
  • Every source uses the same publication dates
  • Zero-post channels are reported separately

Questions to ask

  • What share of posts in each selected channel were Telegram forwards last quarter?
  • Compare Channel A and Channel B on forward ratio using the same dates.
  • Which source published more posts without a forwarding marker?

Telegram forward-ratio recipe

A source-level formula for comparing forwarded and unmarked publications while keeping authorship claims outside the result.

Copy-ready query

For [selected channels] from [start] to [end], count logical posts with Telegram forwarding metadata and calculate their share of all logical posts. Show both counts, the ratio, the common period, zero-post sources, and representative citations. Describe the complement as unmarked, not proven original content.

Deterministic calculation

source comparison

logical posts with Telegram fwd_from metadata / all logical posts in the same source and publication window.

Inputs to set

Sources
Selected channels included in the behavior comparison.
Period
One publication interval shared by all sources.
Forward rule
Presence of stored Telegram fwd_from metadata only.
Counting unit
Logical post after album deduplication.

Expected output

  • Total and forwarded post counts
  • Forward ratio by source
  • Shared comparison dates
  • Explicit zero-post sources
  • Evidence and provenance caveat

Coverage rules

  • Do not infer copying from text similarity
  • Do not call every unmarked post original
  • Use the same dates for every source
  • Deduplicate album parts
  • Verify representative posts before interpretation
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# Telegram forward-ratio recipe

A source-level formula for comparing forwarded and unmarked publications while keeping authorship claims outside the result.

## Calculation

- Mode: source_comparison
- Formula: logical posts with Telegram fwd_from metadata / all logical posts in the same source and publication window.

## Query

For [selected channels] from [start] to [end], count logical posts with Telegram forwarding metadata and calculate their share of all logical posts. Show both counts, the ratio, the common period, zero-post sources, and representative citations. Describe the complement as unmarked, not proven original content.

## Inputs

- **Sources:** Selected channels included in the behavior comparison.
- **Period:** One publication interval shared by all sources.
- **Forward rule:** Presence of stored Telegram fwd_from metadata only.
- **Counting unit:** Logical post after album deduplication.

## Expected output

- Total and forwarded post counts
- Forward ratio by source
- Shared comparison dates
- Explicit zero-post sources
- Evidence and provenance caveat

## Coverage checks

- [ ] Do not infer copying from text similarity
- [ ] Do not call every unmarked post original
- [ ] Use the same dates for every source
- [ ] Deduplicate album parts
- [ ] Verify representative posts before interpretation

Boundaries

What this does not establish

  • No forward marker does not prove original authorship
  • The calculation does not detect copied text without forwarding metadata
  • Forward origin names may be incomplete or unavailable
  • The ratio is limited to indexed messages and selected dates
  • Forwarding behavior alone does not determine credibility or influence

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Related guides

Publication notes. This page was reviewed before publication and is scheduled for review by 2026-12-19. Facts used: product-chat-source-statistics · product-limitations · product-selected-sources · product-citations