diff --git "a/diffmap_2026-04-04.json" "b/diffmap_2026-04-04.json"
--- "a/diffmap_2026-04-04.json"
+++ "b/diffmap_2026-04-04.json"
@@ -2,14073 +2,14073 @@
   "engine": "DIFFMAP-ETF",
   "date": "2026-04-04",
   "next_trading_day": "2026-04-06",
-  "pick": "MBB_ret",
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-  "confidence": 0.48428571428571426,
+  "pick": "XLP_ret",
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+  "confidence": 0.49,
   "mode": "NORMAL",
   "top_3": [
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+      "etf": "XLP_ret",
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+      "etf": "HYG_ret",
+      "mu": 0.033307076857558314
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     {
-      "etf": "VNQ_ret",
-      "mu": 0.004577785903321847
+      "etf": "GDX_ret",
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