diff --git "a/diffmap_2026-04-09.json" "b/diffmap_2026-04-09.json"
--- "a/diffmap_2026-04-09.json"
+++ "b/diffmap_2026-04-09.json"
@@ -3,36153 +3,36153 @@
   "date": "2026-04-09",
   "next_trading_day": "2026-04-10",
   "pick": "XLF_ret",
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-  "confidence": 0.4842105263157895,
+  "score": 0.007917043355930792,
+  "confidence": 0.4926315789473684,
   "mode": "NORMAL",
   "eq_pick": "XLF_ret",
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-  "fi_score": 0.010706004546955228,
-  "eq_confidence": 0.4842105263157895,
-  "fi_confidence": 0.4942105263157895,
+  "fi_pick": "VNQ_ret",
+  "eq_score": 0.007917043355930792,
+  "fi_score": 0.005845151005901005,
+  "eq_confidence": 0.4926315789473684,
+  "fi_confidence": 0.5105263157894737,
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       "eq_pick": "XLY_ret",
-      "eq_score": 0.0371769554913044,
-      "fi_pick": "LQD_ret",
-      "fi_score": 0.04212077856063843
+      "eq_score": 0.01924686022102833,
+      "fi_pick": "MBB_ret",
+      "fi_score": 0.028912667836993932
     },
     "N": {
       "start_year": "2020",
       "eq_pick": "XLV_ret",
-      "eq_score": 0.03932390566915274,
-      "fi_pick": "MBB_ret",
-      "fi_score": 0.030397173017263412
+      "eq_score": 0.04762677010148764,
+      "fi_pick": "LQD_ret",
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     "O": {
       "start_year": "2021",
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-      "eq_score": 0.04615267440676689,
-      "fi_pick": "SLV_ret",
-      "fi_score": 0.05211590677499771
+      "eq_pick": "XLP_ret",
+      "eq_score": 0.07540467083454132,
+      "fi_pick": "LQD_ret",
+      "fi_score": 0.06768568567931652
     },
     "P": {
       "start_year": "2022",
-      "eq_pick": "GDX_ret",
-      "eq_score": 0.057096457667648794,
-      "fi_pick": "LQD_ret",
-      "fi_score": 0.05979788880795241
+      "eq_pick": "XLE_ret",
+      "eq_score": 0.03142482750117779,
+      "fi_pick": "MBB_ret",
+      "fi_score": 0.021649230644106864
     },
     "Q": {
       "start_year": "2023",
-      "eq_pick": "XLF_ret",
-      "eq_score": 0.05265962742269039,
-      "fi_pick": "VNQ_ret",
-      "fi_score": 0.08020713180303574
+      "eq_pick": "XLK_ret",
+      "eq_score": 0.054618984647095206,
+      "fi_pick": "PFF_ret",
+      "fi_score": 0.0577622240409255
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     "R": {
       "start_year": "2024",
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-      "eq_score": 0.047228950448334216,
-      "fi_pick": "MBB_ret",
-      "fi_score": 0.0843885101377964
+      "eq_pick": "XLI_ret",
+      "eq_score": 0.04277680926024914,
+      "fi_pick": "TLT_ret",
+      "fi_score": 0.026001390442252158
     },
     "S": {
       "start_year": "2025",
-      "eq_pick": "XLI_ret",
-      "eq_score": 0.060335326753556726,
-      "fi_pick": "MBB_ret",
-      "fi_score": 0.033577457815408704
+      "eq_pick": "XLE_ret",
+      "eq_score": 0.05379645358771086,
+      "fi_pick": "GLD_ret",
+      "fi_score": 0.05092637799680233
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   },
   "window_scores": {
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-    "C": 0.005962499836459756,
-    "D": -0.0015886005014181138,
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-    "I": -0.018343437276780606,
-    "J": 0.007367822527885437,
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-    "N": 0.027921412140130997,
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-    "Q": 0.05265962742269039,
-    "R": 0.047228950448334216,
-    "S": -0.008320037787780166
+    "A": 0.011957727000117302,
+    "B": 0.008429169375449418,
+    "C": 0.013704305980354548,
+    "D": 0.03136061038821936,
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+    "G": 0.01726531172171235,
+    "H": 0.0033868043683469296,
+    "I": 0.009196509793400764,
+    "J": 0.004320757277309894,
+    "K": -0.014409070834517479,
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+    "N": 0.003513185679912567,
+    "O": -0.0007965229451656342,
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+    "Q": -0.0017475612461566926,
+    "R": 0.002735540270805359,
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   "backtest_eq": {
     "annual_return": 0,
@@ -36359,5 +36359,5 @@
     "final_equity": 1.0
   },
   "signal_history_eq": "XLF_ret",
-  "signal_history_fi": "LQD_ret"
+  "signal_history_fi": "VNQ_ret"
 }
\ No newline at end of file