Processing Architecture
Operational workflow from endpoint identification to structured publication
Endpoint Identification
Phase 1/6Systematic platform reconnaissance
Platform Enumeration
IRB Review Submission
Regional Quota Allocation
Scraper Configuration
Robots.txt Compliance Check
Data Extraction
Phase 2/6Rate-limited content retrieval
HTTP Request Processing
PII Filtering
Database Ingestion
Hash-based Deduplication
NLP Processing
Phase 3/6Transformer-based analysis
Tokenization (spaCy)
Embedding Generation (GPT-4)
Cluster Assignment (K-means)
Topic Labeling
Quality Assurance
Phase 4/6Manual review and validation
Translation Verification
Cluster Coherence Check
Temporal Consistency
Cross-Regional Comparison
Publication Preparation
Phase 5/6Tiered dataset generation
Aggregation Protocols
Access Control Assignment
Metadata Generation
Version Documentation
Archival Distribution
Phase 6/6Controlled institutional access
Public Statistics Release
Registered User Portal
Restricted Access Review
DOI Assignment
Structured archival infrastructure.