fix(ecos): correct all 6 ECOS API stat/item codes #task-292
- GDP: 111Y002/10111 -> 902Y015/KOR (international comparative stats) - Unemployment: 901Y027/3 -> 901Y027/I61BC (correct item for rate) - CD rate: 817Y002/010502000 -> 721Y001/2010000 (market interest rates) - CPI: now computes YoY growth from level index (pct_change) - Leading index: monthly (M) fetch + annual average (no annual data available) - Fix DataFrame merge: dedup index, dropna before concat - Fix NaN in scenario Z paths: fallback to z_scenario - Update config.yaml with verified stat codes
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