Identify one publication
Name the topic, channel, date, or a post already cited in the conversation so retrieval can distinguish the intended message from similar publications.
Feature · Post reactions
Inspect captured reaction totals and emoji-level breakdowns for a specific Telegram post, with observation timing, coverage, and a direct evidence link.
Research fit
Researchers who need to inspect how people reacted to one cited publication without turning an emoji count into an unsupported claim about agreement, emotion, authenticity, or influence.
Name the topic, channel, date, or a post already cited in the conversation so retrieval can distinguish the intended message from similar publications.
Treat the reported total as a captured snapshot. Record both time since publication and the wall-clock observation time before comparing it with another post.
Review the available breakdown separately from the total. Standard emoji can be displayed directly; custom emoji may be identified only by Telegram's numeric identifier.
Use the post permalink to confirm wording, media, publication time, and surrounding context before interpreting what any reaction pattern might mean.
Describe measured behavior only. Reactions do not establish who reacted, why they reacted, whether accounts were authentic, or whether the underlying claim is correct.
Practical module
A defensible note separates the resolved post, captured values, timing, and interpretation so another reviewer can reproduce the observation.
Analysis contract
Chat resolves likely single-message candidates through content search, selects the intended post from its topic, channel, and date, and reads the latest captured reactions_total plus its stored reaction rows.
One identifiable Telegram post from the ready sources selected for the conversation. Similar candidates are alternatives to disambiguate, never a set to sum or average.
A copy-ready specification for resolving one post and recording reaction evidence without converting missing data or ambiguous emoji into invented facts.
Find the one post in [selected sources] about [topic], preferably from [channel/date]. Report its latest captured reactions, views, and forwards; list the available reaction-type breakdown, snapshot horizon, observation time, and permalink. If several posts match, explain the ambiguity and do not combine them.
Latest captured reactions_total for the resolved item, accompanied by stored reaction-type rows; no aggregation across candidate posts.
# Single-post reaction analysis recipe A copy-ready specification for resolving one post and recording reaction evidence without converting missing data or ambiguous emoji into invented facts. ## Calculation - Mode: post_engagement - Formula: Latest captured reactions_total for the resolved item, accompanied by stored reaction-type rows; no aggregation across candidate posts. ## Query Find the one post in [selected sources] about [topic], preferably from [channel/date]. Report its latest captured reactions, views, and forwards; list the available reaction-type breakdown, snapshot horizon, observation time, and permalink. If several posts match, explain the ambiguity and do not combine them. ## Inputs - **Source scope:** The smallest selected channel set that can contain the target post. - **Post description:** Topic, distinctive phrase, date, channel, or a reference to a previously cited result. - **Observation choice:** Use the latest captured snapshot and preserve its age after publication. - **Interpretation question:** The narrow decision the reaction evidence will inform after source review. ## Expected output - Resolved post identity and citation - Reactions, views, and forwards from one snapshot - Reaction-type counts that Telegram supplied - Snapshot age and wall-clock observation time - Ambiguity or missing-data statement ## Coverage checks - [ ] Do not merge metrics from alternative matching posts - [ ] Do not turn a missing snapshot into a zero value - [ ] Do not guess the glyph behind a custom emoji identifier - [ ] Do not infer user identity, motive, or authenticity - [ ] Open the original post before publishing an interpretation
Boundaries
Founding research pilot
Bring one recurring research job and a small set of public sources. We will assess fit personally before offering a pilot.
30 founding researcher places · rolling admission · personal reply within 2 business days
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