The Ocean research library
Features
Focused, reviewed guidance for turning selected public Telegram sources into traceable research.
Telegram monitoring with evidence, not surveillance
Monitor selected public Telegram channels for unusual activity, engagement changes, and returns after silence with evidence ready for review.
Feature · Message searchSearch Telegram messages across the channels you selected
Search messages across selected, indexed Telegram channels with semantic, exact, and date-aware retrieval plus links to original posts.
Feature · Channel analyticsTelegram channel analytics for research questions
Analyze posting activity and available engagement metrics across selected Telegram channels with explicit coverage and cited posts.
Feature · Qualitative analysisTelegram sentiment analysis that preserves context
Review tone, stance, and framing in selected Telegram messages with citations and uncertainty instead of an unexplained sentiment score.
Feature · Date-aware searchSearch Telegram messages by date and meaning
Search indexed Telegram messages within a stated date range, combine semantic and exact retrieval, and verify results through original post links.
Feature · Cross-language searchCross-language Telegram search for selected sources
Ask in English across selected non-English Telegram sources, retrieve conceptually related posts, and inspect the original-language evidence.
Feature · Radar activityDetect Telegram activity spikes against a source baseline
Detect unusual publishing bursts in selected Telegram channels by comparing current activity with each source's own history.
Feature · Engagement analyticsTelegram engagement analytics with honest coverage
Analyze reactions, views, and forwards for eligible Telegram posts while keeping snapshot readiness and missing coverage visible.
Feature · Post reactionsTelegram post reaction analysis beyond one total
Inspect captured reaction totals and emoji-level breakdowns for a specific Telegram post, with observation timing, coverage, and a direct evidence link.
Feature · Post viewsAnalyze Telegram post views with measurement context
Analyze the captured view count of a specific Telegram post with publication time, snapshot age, coverage, and evidence instead of treating views as people.
Feature · Post forwardsTelegram post forward analysis without origin claims
Inspect a specific Telegram post's captured forward count alongside snapshot timing, other engagement fields, content evidence, and explicit attribution limits.
Feature · Metric timelineTelegram post engagement history across fixed checkpoints
Review reactions, views, and forwards for one cited Telegram post across scheduled observation horizons, including pending, missed, and unavailable checkpoints.
Feature · Normalized reactionsCompare Telegram reactions per view on comparable data
Compare reaction-to-view rates for eligible Telegram posts at one shared post-age horizon, with explicit denominators, readiness, exclusions, and citations.
Feature · Normalized forwardsCompare Telegram forwards per view at one post age
Compare captured forwards relative to views at a shared post-age horizon, with transparent formula, collection readiness, missing reasons, and evidence.
Feature · Audience normalizationTelegram engagement per subscriber with a valid denominator
Normalize a captured Telegram post metric by the latest available audience snapshot at measurement time and expose fixed-horizon coverage and missing data.
Feature · Posting frequencyTelegram channel posting frequency on a shared time window
Calculate logical posts per day for selected Telegram channels over one shared publication window, with zero-activity sources and evidence kept visible.
Feature · Forwarding behaviorTelegram 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.