{"generated_at":"2026-05-22T20:35:02.351627Z","interpretation":"Sorted by |zscore| desc. is_anomaly=true means |z|>2.0 (country broke its own weekly rhythm). Use as ADDITIONAL signal alongside DBSCAN and the supervised classifier.","leaderboard":[{"abs_z":4.3606,"country":"MY","country_name":"Malaysia","date":"2026-05-21","is_anomaly":true,"n":1,"observed":1,"residual":0.932912,"seasonal":-0.181921,"trend":0.249009,"zscore":4.3606},{"abs_z":4.3107,"country":"BY","country_name":"Belarus","date":"2026-05-21","is_anomaly":true,"n":4,"observed":1,"residual":0.786524,"seasonal":-0.03507,"trend":0.248546,"zscore":4.3107},{"abs_z":3.305,"country":"EG","country_name":"Egypt","date":"2026-05-21","is_anomaly":true,"n":6,"observed":0,"residual":-0.511332,"seasonal":0.072951,"trend":0.438381,"zscore":-3.305},{"abs_z":3.0867,"country":"SG","country_name":"SG","date":"2026-05-22","is_anomaly":true,"n":5,"observed":0.6,"residual":0.620385,"seasonal":-0.382746,"trend":0.362362,"zscore":3.0867},{"abs_z":2.1778,"country":"ID","country_name":"Indonesia","date":"2026-05-21","is_anomaly":true,"n":9,"observed":1,"residual":0.572796,"seasonal":0.086151,"trend":0.341053,"zscore":2.1778}],"limit":20,"model_meta":{"n_countries_fit":42,"orthogonal_to":"/v1/anomaly/dbscan/{cc}","trained_at":"2026-05-22T04:45:02.932759Z","version":"v1","zscore_threshold":2},"n_anomalous":5,"n_scored":5,"schema":"voidly-stl-seasonal-leaderboard/v1","_voidly_pay":{"claim_did":"https://voidly.ai/pay/claim","for_builders":"https://voidly.ai/pay/for-builders","marketplace":"https://api.voidly.ai/v1/pay/marketplace","live_demo":"https://huggingface.co/spaces/emperor-mew/voidly-pay","universal_proxy":{"url":"https://api.voidly.ai/v1/pay/proxy","example":"https://api.voidly.ai/v1/pay/proxy?u=<https-url>&to=did:voidly:<your-did>&price=0.01","page":"https://voidly.ai/pay/proxy","note":"Paywall any public HTTPS URL with one query param. No SDK install required."},"install":{"typescript":"npm install @voidly/pay","python":"pip install voidly-pay","langchain":"pip install voidly-pay-langchain","vercel_ai":"npm install @voidly/pay-vercel-ai","mcp":"npx @voidly/pay-mcp","cli":"npm install -g @voidly/pay-cli"},"note":"Voidly Pay is the open agent-to-agent payment rail. Claim a DID + 10 starter credits in 60s, or paywall any URL via the universal proxy with one query param."}}