Passport Data Services
Human Passport’s Data Services provide advanced, ML-driven Sybil detection and wallet analysis, helping partners confidently distinguish genuine users from Sybil attackers.
Overview
Passport’s Data Services offer batch analysis of wallet addresses, designed specifically for scenarios where you have a predefined list of addresses (such as airdrops, event registrations, or community campaigns). It complements Passport’s real-time verification tools like Passport API and smart contract-based verification.
Use Cases
Common scenarios where Passport’s Data Services deliver significant value include:
- Airdrops and Token Distributions: Vet wallet addresses before distributing tokens to ensure only legitimate users receive rewards.
- Community Campaign Audits: Identify bot-driven farming in referral campaigns, growth initiatives, or contests.
- Sybil Attack Investigations: Assess and remediate suspected Sybil activities post-event or campaign.
How It Works
The process is straightforward and collaborative:
1. Submit Your Wallet List
Securely share the wallet addresses you want analyzed.
2. Advanced Analysis
Passport’s data team conducts comprehensive analysis, including:
- ML-based Sybil Classification: Our machine learning models analyze wallet transaction patterns across multiple chains (Ethereum, Arbitrum, Optimism, Base, Polygon, zkSync), assigning a Unique Humanity Score from 0-100.
- Sybil Clustering Analysis: Detect related wallets based on funding patterns, behavior similarities, and transaction clustering.
- Low-Activity Wallet Handling: Special handling and heuristics for wallets with minimal activity, ensuring fair evaluation without compromising security.
- Expert Consultation: Human analysts review findings, validate results, and provide tailored insights and recommendations.
3. Actionable Reports
Receive detailed reports with clear classification, identified Sybil clusters, actionable recommendations, and guidance on implementation.
4. Ongoing Support (Optional)
Continuous monitoring and periodic analyses for long-term campaigns or community management.
Pricing
- $0.05 per address analyzed.
- Bulk discounts available starting at 500,000 addresses.
Getting Started
Ready to leverage Passport’s Data Services? Fill out our Data Services partner form (opens in a new tab). Our team will contact you to discuss your use case, integration details, and next steps.