Missing in Ukraine

Methodology & Data Sources

This website aggregates and presents open-source data about foreign mercenaries who traveled to Ukraine to fight. All information comes from publicly available Telegram channels and social media profiles.

📊 Primary Data Source

Telegram channel @TrackANaziMerc

A channel that documents foreign mercenaries in Ukraine using open-source intelligence, official reports, and verified social media posts. Messages typically include:

🤖 Data Processing Pipeline

AI Each Telegram message is parsed using DeepSeek AI, which extracts structured data from unstructured text. The AI identifies:

Dedup Duplicate detection prevents the same person or event from being counted twice:

✅ Verification Standards

Each entry in our database meets the following criteria:

📈 Statistics & Counting Rules

Our statistics are computed from the persons table, which is the authoritative source. Each person is counted once, regardless of how many messages mention them.

Status priority: killed > captured > wounded > arrived. If a person is mentioned in multiple events, the most severe status is used.

🔄 Update Frequency

The database updates in near real-time. A Telegram listener processes new messages as they are published, and data is synced to the public website automatically every 10 minutes.

⚠️ Limitations

📚 Similar Projects

Our methodology is inspired by established open-source casualty tracking projects: