Improve Almanac cross-year weekly data

app.py

@@ -6,7 +6,7 @@ import json
 import logging
 import time
 from collections import defaultdict
-from datetime import datetime, timedelta, timezone
+from datetime import date, datetime, timedelta, timezone
 from pathlib import Path
 import numpy as np
 import pandas as pd
@@ -159,6 +159,114 @@ def _almanac_week_range(start_value: str):
     return week_start.isoformat(), week_end.isoformat()
 
 
+def _nth_weekday_of_month(year: int, month: int, weekday: int, occurrence: int) -> date:
+    first_day = date(year, month, 1)
+    offset = (weekday - first_day.weekday()) % 7
+    return first_day + timedelta(days=offset + ((occurrence - 1) * 7))
+
+
+def _last_weekday_of_month(year: int, month: int, weekday: int) -> date:
+    if month == 12:
+        next_month = date(year + 1, 1, 1)
+    else:
+        next_month = date(year, month + 1, 1)
+    last_day = next_month - timedelta(days=1)
+    offset = (last_day.weekday() - weekday) % 7
+    return last_day - timedelta(days=offset)
+
+
+def _easter_sunday(year: int) -> date:
+    """Return Gregorian Easter Sunday for the requested year."""
+    a = year % 19
+    b = year // 100
+    c = year % 100
+    d = b // 4
+    e = b % 4
+    f = (b + 8) // 25
+    g = (b - f + 1) // 3
+    h = (19 * a + b - d - g + 15) % 30
+    i = c // 4
+    k = c % 4
+    l = (32 + 2 * e + 2 * i - h - k) % 7
+    m = (a + 11 * h + 22 * l) // 451
+    month = (h + l - 7 * m + 114) // 31
+    day = ((h + l - 7 * m + 114) % 31) + 1
+    return date(year, month, day)
+
+
+def _observed_fixed_holiday(year: int, month: int, day: int) -> date:
+    holiday = date(year, month, day)
+    if holiday.weekday() == 5:
+        return holiday - timedelta(days=1)
+    if holiday.weekday() == 6:
+        return holiday + timedelta(days=1)
+    return holiday
+
+
+def _market_holiday_map(year: int) -> dict[date, str]:
+    easter = _easter_sunday(year)
+    return {
+        _observed_fixed_holiday(year, 1, 1): "New Year's Day market holiday",
+        _nth_weekday_of_month(year, 1, 0, 3): "Martin Luther King Jr. Day market holiday",
+        _nth_weekday_of_month(year, 2, 0, 3): "Presidents' Day market holiday",
+        easter - timedelta(days=2): "Good Friday market holiday",
+        _last_weekday_of_month(year, 5, 0): "Memorial Day market holiday",
+        _observed_fixed_holiday(year, 6, 19): "Juneteenth market holiday",
+        _observed_fixed_holiday(year, 7, 4): "Independence Day market holiday",
+        _nth_weekday_of_month(year, 9, 0, 1): "Labor Day market holiday",
+        _nth_weekday_of_month(year, 11, 3, 4): "Thanksgiving Day market holiday",
+        _observed_fixed_holiday(year, 12, 25): "Christmas Day market holiday",
+    }
+
+
+def _market_closure_reason(date_key: str) -> str | None:
+    target = datetime.strptime(date_key, "%Y-%m-%d").date()
+    return _market_holiday_map(target.year).get(target)
+
+
+def _almanac_weekday_entry(date_key: str, daily: dict[str, dict], data_year: int | None):
+    entry = daily.get(date_key)
+    if entry:
+        return {
+            **entry,
+            "date": date_key,
+            "day": str(entry.get("day", "")).strip().upper()[:3],
+            "market_open": True,
+            "almanac_available": True,
+            "status": "open",
+            "status_reason": "",
+        }
+
+    closure_reason = _market_closure_reason(date_key)
+    parsed = datetime.strptime(date_key, "%Y-%m-%d")
+    if closure_reason:
+        status = "closed"
+        status_reason = closure_reason
+        market_open = False
+    else:
+        status = "no_data"
+        market_open = True
+        year_note = f" outside the {data_year} dataset" if data_year else ""
+        status_reason = f"Market open, but no Almanac entry is available for this date{year_note}."
+
+    return {
+        "date": date_key,
+        "day": parsed.strftime("%a").upper()[:3],
+        "d": None,
+        "s": None,
+        "n": None,
+        "d_dir": "",
+        "s_dir": "",
+        "n_dir": "",
+        "icon": None,
+        "notes": "",
+        "market_open": market_open,
+        "almanac_available": False,
+        "status": status,
+        "status_reason": status_reason,
+    }
+
+
 def _almanac_table_rows(payload, table_name):
     table = payload.get(table_name, {})
     if isinstance(table, dict):
@@ -236,6 +344,7 @@ def _normalize_almanac_dump(payload):
             continue
         daily[date_key] = {
             "date": date_key,
+            "source_month": str(row.get("source_month", "")).strip(),
             "day": str(row.get("day_of_week", "")).strip().upper()[:3],
             "d": _almanac_float(row.get("dow_prob"), 0.0),
             "s": _almanac_float(row.get("sp500_prob"), 0.0),
@@ -711,7 +820,7 @@ def almanac_seasonal():
 
 @app.route('/api/almanac/week')
 def almanac_week():
-    """Return the Monday-to-Friday trading slice for the requested week."""
+    """Return the Monday-to-Friday calendar slice for the requested week."""
     data = _load_almanac_data()
     if "error" in data:
         return jsonify(data), 404
@@ -730,18 +839,30 @@ def almanac_week():
     except ValueError:
         return jsonify({"error": "Invalid start date. Expected YYYY-MM-DD"}), 400
 
-    week_dates = [date_key for date_key in all_dates if week_start <= date_key <= week_end]
-    if not week_dates:
-        return jsonify({"error": f"No trading days found for week starting {week_start}"}), 404
+    calendar_dates = [
+        (datetime.strptime(week_start, "%Y-%m-%d") + timedelta(days=offset)).strftime("%Y-%m-%d")
+        for offset in range(5)
+    ]
+    week_dates = [date_key for date_key in calendar_dates if date_key in daily]
+    if not week_dates and not any(_market_closure_reason(date_key) for date_key in calendar_dates):
+        return jsonify({"error": f"No weekday entries found for week starting {week_start}"}), 404
 
     week_data = {date_key: daily[date_key] for date_key in week_dates}
-    month_key = week_dates[0][:7] if week_dates else start[:7]
+    data_year = data.get("meta", {}).get("year") if isinstance(data.get("meta"), dict) else None
+    week_entries = [_almanac_weekday_entry(date_key, daily, data_year) for date_key in calendar_dates]
+    first_available = next((entry for entry in week_entries if entry.get("almanac_available")), None)
+    month_key = (
+        str(first_available.get("source_month", "")).strip()
+        if first_available
+        else ""
+    ) or (str(first_available.get("date", week_start))[:7] if first_available else week_start[:7])
     month_info = data.get("months", {}).get(month_key, {})
 
     return jsonify(
         {
             "week_start": week_start,
             "week_end": week_end,
+            "weekdays": week_entries,
             "daily": week_data,
             "month_overview": month_info,
         }
@@ -810,12 +931,14 @@ def almanac_accuracy_week():
     weekly = data.get("weekly") or {}
     week_dates = sorted(date_key for date_key in daily.keys() if week_start <= date_key <= week_end)
 
-    weekly_entry = None
-    for date_key in week_dates:
-        week_key = datetime.strptime(date_key, "%Y-%m-%d").strftime("%Y-W%W")
-        weekly_entry = weekly.get(week_key)
-        if weekly_entry is not None:
-            break
+    weekly_entry = weekly.get(week_start)
+
+    if weekly_entry is None:
+        for date_key in week_dates:
+            legacy_week_key = datetime.strptime(date_key, "%Y-%m-%d").strftime("%Y-W%W")
+            weekly_entry = weekly.get(legacy_week_key)
+            if weekly_entry is not None:
+                break
 
     if weekly_entry is None:
         return jsonify({"error": f"No weekly accuracy found for week starting {week_start}"}), 404

data/almanac_2026/accuracy_results.json

@@ -1,14 +1,98 @@
 {
   "meta": {
-    "last_updated": "2026-04-05T07:26:51.578106Z",
-    "total_days_scored": 63,
+    "last_updated": "2026-04-05T10:31:45.482959Z",
+    "total_days_scored": 65,
     "data_range": {
-      "from": "2026-01-02",
+      "from": "2025-12-30",
       "to": "2026-04-02"
     },
     "source": "Historic CSV backtest via scripts/seed_accuracy.py"
   },
   "daily": {
+    "2025-12-30": {
+      "actual": {
+        "dji": 48367.06,
+        "sp500": 6896.24,
+        "nasdaq": 23419.08
+      },
+      "prev_close": {
+        "dji": 48461.93,
+        "sp500": 6905.74,
+        "nasdaq": 23474.35
+      },
+      "pct_change": {
+        "dji": -0.001958,
+        "sp500": -0.001376,
+        "nasdaq": -0.002354
+      },
+      "almanac_scores": {
+        "d": 42.9,
+        "s": 42.9,
+        "n": 38.1
+      },
+      "results": {
+        "d": {
+          "verdict": "HIT",
+          "predicted": "DOWN",
+          "actual": "DOWN"
+        },
+        "s": {
+          "verdict": "HIT",
+          "predicted": "DOWN",
+          "actual": "DOWN"
+        },
+        "n": {
+          "verdict": "HIT",
+          "predicted": "DOWN",
+          "actual": "DOWN"
+        }
+      },
+      "hits": 3,
+      "total_calls": 3,
+      "context": ""
+    },
+    "2025-12-31": {
+      "actual": {
+        "dji": 48063.29,
+        "sp500": 6845.5,
+        "nasdaq": 23241.99
+      },
+      "prev_close": {
+        "dji": 48367.06,
+        "sp500": 6896.24,
+        "nasdaq": 23419.08
+      },
+      "pct_change": {
+        "dji": -0.006281,
+        "sp500": -0.007358,
+        "nasdaq": -0.007562
+      },
+      "almanac_scores": {
+        "d": 33.3,
+        "s": 28.6,
+        "n": 28.6
+      },
+      "results": {
+        "d": {
+          "verdict": "HIT",
+          "predicted": "DOWN",
+          "actual": "DOWN"
+        },
+        "s": {
+          "verdict": "HIT",
+          "predicted": "DOWN",
+          "actual": "DOWN"
+        },
+        "n": {
+          "verdict": "HIT",
+          "predicted": "DOWN",
+          "actual": "DOWN"
+        }
+      },
+      "hits": 3,
+      "total_calls": 3,
+      "context": "Last Trading Day of the Year, NASDAQ Down 19 of last 25"
+    },
     "2026-01-02": {
       "actual": {
         "dji": 48382.39,
@@ -2657,30 +2741,32 @@
     }
   },
   "weekly": {
-    "2026-W00": {
-      "hits": 2,
-      "total_calls": 3,
-      "accuracy": 66.7,
+    "2025-12-29": {
+      "hits": 8,
+      "total_calls": 9,
+      "accuracy": 88.9,
       "dates": [
+        "2025-12-30",
+        "2025-12-31",
         "2026-01-02"
       ],
       "dow": {
-        "hits": 1,
-        "total": 1,
+        "hits": 3,
+        "total": 3,
         "pct": 100.0
       },
       "sp500": {
-        "hits": 1,
-        "total": 1,
+        "hits": 3,
+        "total": 3,
         "pct": 100.0
       },
       "nasdaq": {
-        "hits": 0,
-        "total": 1,
-        "pct": 0.0
+        "hits": 2,
+        "total": 3,
+        "pct": 66.7
       }
     },
-    "2026-W01": {
+    "2026-01-05": {
       "hits": 7,
       "total_calls": 15,
       "accuracy": 46.7,
@@ -2707,7 +2793,7 @@
         "pct": 40.0
       }
     },
-    "2026-W02": {
+    "2026-01-12": {
       "hits": 5,
       "total_calls": 15,
       "accuracy": 33.3,
@@ -2734,7 +2820,7 @@
         "pct": 40.0
       }
     },
-    "2026-W03": {
+    "2026-01-19": {
       "hits": 10,
       "total_calls": 12,
       "accuracy": 83.3,
@@ -2760,7 +2846,7 @@
         "pct": 75.0
       }
     },
-    "2026-W04": {
+    "2026-01-26": {
       "hits": 11,
       "total_calls": 15,
       "accuracy": 73.3,
@@ -2787,7 +2873,7 @@
         "pct": 80.0
       }
     },
-    "2026-W05": {
+    "2026-02-02": {
       "hits": 8,
       "total_calls": 15,
       "accuracy": 53.3,
@@ -2814,7 +2900,7 @@
         "pct": 60.0
       }
     },
-    "2026-W06": {
+    "2026-02-09": {
       "hits": 4,
       "total_calls": 15,
       "accuracy": 26.7,
@@ -2841,7 +2927,7 @@
         "pct": 20.0
       }
     },
-    "2026-W07": {
+    "2026-02-16": {
       "hits": 8,
       "total_calls": 12,
       "accuracy": 66.7,
@@ -2867,7 +2953,7 @@
         "pct": 50.0
       }
     },
-    "2026-W08": {
+    "2026-02-23": {
       "hits": 11,
       "total_calls": 15,
       "accuracy": 73.3,
@@ -2894,7 +2980,7 @@
         "pct": 60.0
       }
     },
-    "2026-W09": {
+    "2026-03-02": {
       "hits": 12,
       "total_calls": 15,
       "accuracy": 80.0,
@@ -2921,7 +3007,7 @@
         "pct": 80.0
       }
     },
-    "2026-W10": {
+    "2026-03-09": {
       "hits": 4,
       "total_calls": 15,
       "accuracy": 26.7,
@@ -2948,7 +3034,7 @@
         "pct": 40.0
       }
     },
-    "2026-W11": {
+    "2026-03-16": {
       "hits": 4,
       "total_calls": 15,
       "accuracy": 26.7,
@@ -2975,7 +3061,7 @@
         "pct": 20.0
       }
     },
-    "2026-W12": {
+    "2026-03-23": {
       "hits": 11,
       "total_calls": 15,
       "accuracy": 73.3,
@@ -3002,7 +3088,7 @@
         "pct": 60.0
       }
     },
-    "2026-W13": {
+    "2026-03-30": {
       "hits": 7,
       "total_calls": 12,
       "accuracy": 58.3,
@@ -3030,6 +3116,27 @@
     }
   },
   "monthly": {
+    "2025-12": {
+      "hits": 6,
+      "total_calls": 6,
+      "accuracy": 100.0,
+      "dow": {
+        "hits": 2,
+        "total": 2,
+        "pct": 100.0
+      },
+      "sp500": {
+        "hits": 2,
+        "total": 2,
+        "pct": 100.0
+      },
+      "nasdaq": {
+        "hits": 2,
+        "total": 2,
+        "pct": 100.0
+      },
+      "trading_days": 2
+    },
     "2026-01": {
       "hits": 35,
       "total_calls": 60,

data/almanac_2026/almanac_2026.json

@@ -2,7 +2,7 @@
   "meta": {
     "source": "Stock Trader's Almanac 2026 (Wiley)",
     "year": 2026,
-    "generated_at": "2026-04-04T14:53:52.484929Z"
+    "generated_at": "2026-04-05T10:29:48.765585Z"
   },
   "months": {
     "2026-01": {
@@ -343,9 +343,49 @@
     }
   },
   "daily": {
+    "2025-12-29": {
+      "date": "2025-12-29",
+      "day": "MON",
+      "source_month": "2026-01",
+      "d": 42.9,
+      "s": 47.6,
+      "n": 38.1,
+      "d_dir": "S",
+      "s_dir": "S",
+      "n_dir": "N",
+      "icon": null,
+      "notes": ""
+    },
+    "2025-12-30": {
+      "date": "2025-12-30",
+      "day": "TUE",
+      "source_month": "2026-01",
+      "d": 42.9,
+      "s": 42.9,
+      "n": 38.1,
+      "d_dir": "S",
+      "s_dir": "S",
+      "n_dir": "N",
+      "icon": null,
+      "notes": ""
+    },
+    "2025-12-31": {
+      "date": "2025-12-31",
+      "day": "WED",
+      "source_month": "2026-01",
+      "d": 33.3,
+      "s": 28.6,
+      "n": 28.6,
+      "d_dir": "N",
+      "s_dir": "N",
+      "n_dir": "N",
+      "icon": "bear",
+      "notes": "Last Trading Day of the Year, NASDAQ Down 19 of last 25"
+    },
     "2026-01-02": {
       "date": "2026-01-02",
       "day": "FRI",
+      "source_month": "2026-01",
       "d": 66.7,
       "s": 52.4,
       "n": 61.9,
@@ -358,6 +398,7 @@
     "2026-01-05": {
       "date": "2026-01-05",
       "day": "MON",
+      "source_month": "2026-01",
       "d": 61.9,
       "s": 47.6,
       "n": 38.1,
@@ -370,6 +411,7 @@
     "2026-01-06": {
       "date": "2026-01-06",
       "day": "TUE",
+      "source_month": "2026-01",
       "d": 47.6,
       "s": 52.4,
       "n": 47.6,
@@ -382,6 +424,7 @@
     "2026-01-07": {
       "date": "2026-01-07",
       "day": "WED",
+      "source_month": "2026-01",
       "d": 61.9,
       "s": 66.7,
       "n": 61.9,
@@ -394,6 +437,7 @@
     "2026-01-08": {
       "date": "2026-01-08",
       "day": "THU",
+      "source_month": "2026-01",
       "d": 42.9,
       "s": 52.4,
       "n": 71.4,
@@ -406,6 +450,7 @@
     "2026-01-09": {
       "date": "2026-01-09",
       "day": "FRI",
+      "source_month": "2026-01",
       "d": 52.4,
       "s": 57.1,
       "n": 66.7,
@@ -418,6 +463,7 @@
     "2026-01-12": {
       "date": "2026-01-12",
       "day": "MON",
+      "source_month": "2026-01",
       "d": 61.9,
       "s": 71.4,
       "n": 71.4,
@@ -430,6 +476,7 @@
     "2026-01-13": {
       "date": "2026-01-13",
       "day": "TUE",
+      "source_month": "2026-01",
       "d": 52.4,
       "s": 52.4,
       "n": 61.9,
@@ -442,6 +489,7 @@
     "2026-01-14": {
       "date": "2026-01-14",
       "day": "WED",
+      "source_month": "2026-01",
       "d": 47.6,
       "s": 52.4,
       "n": 47.6,
@@ -454,6 +502,7 @@
     "2026-01-15": {
       "date": "2026-01-15",
       "day": "THU",
+      "source_month": "2026-01",
       "d": 42.9,
       "s": 47.6,
       "n": 42.9,
@@ -466,6 +515,7 @@
     "2026-01-16": {
       "date": "2026-01-16",
       "day": "FRI",
+      "source_month": "2026-01",
       "d": 57.1,
       "s": 66.7,
       "n": 66.7,
@@ -478,6 +528,7 @@
     "2026-01-20": {
       "date": "2026-01-20",
       "day": "TUE",
+      "source_month": "2026-01",
       "d": 42.9,
       "s": 42.9,
       "n": 47.6,
@@ -490,6 +541,7 @@
     "2026-01-21": {
       "date": "2026-01-21",
       "day": "WED",
+      "source_month": "2026-01",
       "d": 52.4,
       "s": 61.9,
       "n": 47.6,
@@ -502,6 +554,7 @@
     "2026-01-22": {
       "date": "2026-01-22",
       "day": "THU",
+      "source_month": "2026-01",
       "d": 42.9,
       "s": 57.1,
       "n": 52.4,
@@ -514,6 +567,7 @@
     "2026-01-23": {
       "date": "2026-01-23",
       "day": "FRI",
+      "source_month": "2026-01",
       "d": 47.6,
       "s": 52.4,
       "n": 66.7,
@@ -526,6 +580,7 @@
     "2026-01-26": {
       "date": "2026-01-26",
       "day": "MON",
+      "source_month": "2026-01",
       "d": 57.1,
       "s": 61.9,
       "n": 57.1,
@@ -538,6 +593,7 @@
     "2026-01-27": {
       "date": "2026-01-27",
       "day": "TUE",
+      "source_month": "2026-01",
       "d": 57.1,
       "s": 47.6,
       "n": 61.9,
@@ -550,6 +606,7 @@
     "2026-01-28": {
       "date": "2026-01-28",
       "day": "WED",
+      "source_month": "2026-01",
       "d": 52.4,
       "s": 42.9,
       "n": 57.1,
@@ -562,6 +619,7 @@
     "2026-01-29": {
       "date": "2026-01-29",
       "day": "THU",
+      "source_month": "2026-01",
       "d": 47.6,
       "s": 47.6,
       "n": 42.9,
@@ -574,6 +632,7 @@
     "2026-01-30": {
       "date": "2026-01-30",
       "day": "FRI",
+      "source_month": "2026-01",
       "d": 38.1,
       "s": 42.9,
       "n": 52.4,
@@ -586,6 +645,7 @@
     "2026-02-02": {
       "date": "2026-02-02",
       "day": "MON",
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@@ -598,6 +658,7 @@
     "2026-02-03": {
       "date": "2026-02-03",
       "day": "TUE",
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@@ -610,6 +671,7 @@
     "2026-02-04": {
       "date": "2026-02-04",
       "day": "WED",
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@@ -622,6 +684,7 @@
     "2026-02-05": {
       "date": "2026-02-05",
       "day": "THU",
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@@ -634,6 +697,7 @@
     "2026-02-06": {
       "date": "2026-02-06",
       "day": "FRI",
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@@ -646,6 +710,7 @@
     "2026-02-09": {
       "date": "2026-02-09",
       "day": "MON",
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@@ -658,6 +723,7 @@
     "2026-02-10": {
       "date": "2026-02-10",
       "day": "TUE",
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@@ -670,6 +736,7 @@
     "2026-02-11": {
       "date": "2026-02-11",
       "day": "WED",
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@@ -682,6 +749,7 @@
     "2026-02-12": {
       "date": "2026-02-12",
       "day": "THU",
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@@ -694,6 +762,7 @@
     "2026-02-13": {
       "date": "2026-02-13",
       "day": "FRI",
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@@ -706,6 +775,7 @@
     "2026-02-17": {
       "date": "2026-02-17",
       "day": "TUE",
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@@ -718,6 +788,7 @@
     "2026-02-18": {
       "date": "2026-02-18",
       "day": "WED",
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@@ -730,6 +801,7 @@
     "2026-02-19": {
       "date": "2026-02-19",
       "day": "THU",
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@@ -742,6 +814,7 @@
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       "date": "2026-02-20",
       "day": "FRI",
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@@ -754,6 +827,7 @@
     "2026-02-23": {
       "date": "2026-02-23",
       "day": "MON",
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@@ -766,6 +840,7 @@
     "2026-02-24": {
       "date": "2026-02-24",
       "day": "TUE",
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@@ -778,6 +853,7 @@
     "2026-02-25": {
       "date": "2026-02-25",
       "day": "WED",
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@@ -790,6 +866,7 @@
     "2026-02-26": {
       "date": "2026-02-26",
       "day": "THU",
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@@ -802,6 +879,7 @@
     "2026-02-27": {
       "date": "2026-02-27",
       "day": "FRI",
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@@ -814,6 +892,7 @@
     "2026-03-02": {
       "date": "2026-03-02",
       "day": "MON",
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@@ -826,6 +905,7 @@
     "2026-03-03": {
       "date": "2026-03-03",
       "day": "TUE",
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@@ -838,6 +918,7 @@
     "2026-03-04": {
       "date": "2026-03-04",
       "day": "WED",
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@@ -850,6 +931,7 @@
     "2026-03-05": {
       "date": "2026-03-05",
       "day": "THU",
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@@ -862,6 +944,7 @@
     "2026-03-06": {
       "date": "2026-03-06",
       "day": "FRI",
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@@ -874,6 +957,7 @@
     "2026-03-09": {
       "date": "2026-03-09",
       "day": "MON",
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@@ -886,6 +970,7 @@
     "2026-03-10": {
       "date": "2026-03-10",
       "day": "TUE",
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@@ -898,6 +983,7 @@
     "2026-03-11": {
       "date": "2026-03-11",
       "day": "WED",
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@@ -910,6 +996,7 @@
     "2026-03-12": {
       "date": "2026-03-12",
       "day": "THU",
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@@ -922,6 +1009,7 @@
     "2026-03-13": {
       "date": "2026-03-13",
       "day": "FRI",
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@@ -934,6 +1022,7 @@
     "2026-03-16": {
       "date": "2026-03-16",
       "day": "MON",
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@@ -946,6 +1035,7 @@
     "2026-03-17": {
       "date": "2026-03-17",
       "day": "TUE",
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@@ -958,6 +1048,7 @@
     "2026-03-18": {
       "date": "2026-03-18",
       "day": "WED",
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@@ -970,6 +1061,7 @@
     "2026-03-19": {
       "date": "2026-03-19",
       "day": "THU",
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@@ -982,6 +1074,7 @@
     "2026-03-20": {
       "date": "2026-03-20",
       "day": "FRI",
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@@ -994,6 +1087,7 @@
     "2026-03-23": {
       "date": "2026-03-23",
       "day": "MON",
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@@ -1006,6 +1100,7 @@
     "2026-03-24": {
       "date": "2026-03-24",
       "day": "TUE",
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@@ -1018,6 +1113,7 @@
     "2026-03-25": {
       "date": "2026-03-25",
       "day": "WED",
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@@ -1030,6 +1126,7 @@
     "2026-03-26": {
       "date": "2026-03-26",
       "day": "THU",
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@@ -1042,6 +1139,7 @@
     "2026-03-27": {
       "date": "2026-03-27",
       "day": "FRI",
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@@ -1054,6 +1152,7 @@
     "2026-03-30": {
       "date": "2026-03-30",
       "day": "MON",
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@@ -1066,6 +1165,7 @@
     "2026-03-31": {
       "date": "2026-03-31",
       "day": "TUE",
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@@ -1078,6 +1178,7 @@
     "2026-04-01": {
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       "day": "WED",
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@@ -1090,6 +1191,7 @@
     "2026-04-02": {
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       "day": "THU",
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@@ -1102,6 +1204,7 @@
     "2026-04-06": {
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       "day": "MON",
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@@ -1114,6 +1217,7 @@
     "2026-04-07": {
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       "day": "TUE",
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@@ -1126,6 +1230,7 @@
     "2026-04-08": {
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       "day": "WED",
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@@ -1138,6 +1243,7 @@
     "2026-04-09": {
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       "day": "THU",
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@@ -1150,6 +1256,7 @@
     "2026-04-10": {
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       "day": "FRI",
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@@ -1162,6 +1269,7 @@
     "2026-04-13": {
       "date": "2026-04-13",
       "day": "MON",
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@@ -1174,6 +1282,7 @@
     "2026-04-14": {
       "date": "2026-04-14",
       "day": "TUE",
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@@ -1186,6 +1295,7 @@
     "2026-04-15": {
       "date": "2026-04-15",
       "day": "WED",
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@@ -1198,6 +1308,7 @@
     "2026-04-16": {
       "date": "2026-04-16",
       "day": "THU",
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@@ -1210,6 +1321,7 @@
     "2026-04-17": {
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       "day": "FRI",
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@@ -1222,6 +1334,7 @@
     "2026-04-20": {
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       "day": "MON",
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@@ -1234,6 +1347,7 @@
     "2026-04-21": {
       "date": "2026-04-21",
       "day": "TUE",
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@@ -1246,6 +1360,7 @@
     "2026-04-22": {
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       "day": "WED",
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@@ -1258,6 +1373,7 @@
     "2026-04-23": {
       "date": "2026-04-23",
       "day": "THU",
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@@ -1270,6 +1386,7 @@
     "2026-04-24": {
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       "day": "FRI",
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@@ -1282,6 +1399,7 @@
     "2026-04-27": {
       "date": "2026-04-27",
       "day": "MON",
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@@ -1294,6 +1412,7 @@
     "2026-04-28": {
       "date": "2026-04-28",
       "day": "TUE",
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@@ -1306,6 +1425,7 @@
     "2026-04-29": {
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       "day": "WED",
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@@ -1318,6 +1438,7 @@
     "2026-04-30": {
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       "day": "THU",
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@@ -1330,6 +1451,7 @@
     "2026-05-01": {
       "date": "2026-05-01",
       "day": "FRI",
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@@ -1342,6 +1464,7 @@
     "2026-05-04": {
       "date": "2026-05-04",
       "day": "MON",
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@@ -1354,6 +1477,7 @@
     "2026-05-05": {
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       "day": "TUE",
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@@ -1366,6 +1490,7 @@
     "2026-05-06": {
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       "day": "WED",
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@@ -1378,6 +1503,7 @@
     "2026-05-07": {
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       "day": "THU",
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@@ -1390,6 +1516,7 @@
     "2026-05-08": {
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       "day": "FRI",
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@@ -1402,6 +1529,7 @@
     "2026-05-11": {
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       "day": "MON",
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@@ -1414,6 +1542,7 @@
     "2026-05-12": {
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       "day": "TUE",
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@@ -1426,6 +1555,7 @@
     "2026-05-13": {
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       "day": "WED",
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@@ -1438,6 +1568,7 @@
     "2026-05-14": {
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       "day": "THU",
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@@ -1450,6 +1581,7 @@
     "2026-05-15": {
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       "day": "FRI",
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@@ -1462,6 +1594,7 @@
     "2026-05-18": {
       "date": "2026-05-18",
       "day": "MON",
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@@ -1474,6 +1607,7 @@
     "2026-05-19": {
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       "day": "TUE",
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@@ -1486,6 +1620,7 @@
     "2026-05-20": {
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       "day": "WED",
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@@ -1498,6 +1633,7 @@
     "2026-05-21": {
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       "day": "THU",
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@@ -1510,6 +1646,7 @@
     "2026-05-22": {
       "date": "2026-05-22",
       "day": "FRI",
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@@ -1522,6 +1659,7 @@
     "2026-05-26": {
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       "day": "TUE",
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@@ -1534,6 +1672,7 @@
     "2026-05-27": {
       "date": "2026-05-27",
       "day": "WED",
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@@ -1546,6 +1685,7 @@
     "2026-05-28": {
       "date": "2026-05-28",
       "day": "THU",
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@@ -1558,6 +1698,7 @@
     "2026-05-29": {
       "date": "2026-05-29",
       "day": "FRI",
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@@ -1570,6 +1711,7 @@
     "2026-06-01": {
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       "day": "MON",
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@@ -1582,6 +1724,7 @@
     "2026-06-02": {
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       "day": "TUE",
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@@ -1594,6 +1737,7 @@
     "2026-06-03": {
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       "day": "WED",
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@@ -1606,6 +1750,7 @@
     "2026-06-04": {
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       "day": "THU",
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@@ -1618,6 +1763,7 @@
     "2026-06-05": {
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       "day": "FRI",
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@@ -1642,6 +1789,7 @@
     "2026-06-09": {
       "date": "2026-06-09",
       "day": "TUE",
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@@ -1654,6 +1802,7 @@
     "2026-06-10": {
       "date": "2026-06-10",
       "day": "WED",
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@@ -1666,6 +1815,7 @@
     "2026-06-11": {
       "date": "2026-06-11",
       "day": "THU",
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@@ -1678,6 +1828,7 @@
     "2026-06-12": {
       "date": "2026-06-12",
       "day": "FRI",
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@@ -1690,6 +1841,7 @@
     "2026-06-15": {
       "date": "2026-06-15",
       "day": "MON",
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@@ -1702,6 +1854,7 @@
     "2026-06-16": {
       "date": "2026-06-16",
       "day": "TUE",
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@@ -1714,6 +1867,7 @@
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       "date": "2026-06-17",
       "day": "WED",
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@@ -1726,6 +1880,7 @@
     "2026-06-18": {
       "date": "2026-06-18",
       "day": "THU",
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@@ -1738,6 +1893,7 @@
     "2026-06-22": {
       "date": "2026-06-22",
       "day": "MON",
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@@ -1750,6 +1906,7 @@
     "2026-06-23": {
       "date": "2026-06-23",
       "day": "TUE",
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@@ -1762,6 +1919,7 @@
     "2026-06-24": {
       "date": "2026-06-24",
       "day": "WED",
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@@ -1774,6 +1932,7 @@
     "2026-06-25": {
       "date": "2026-06-25",
       "day": "THU",
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@@ -1786,6 +1945,7 @@
     "2026-06-26": {
       "date": "2026-06-26",
       "day": "FRI",
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@@ -1798,6 +1958,7 @@
     "2026-06-29": {
       "date": "2026-06-29",
       "day": "MON",
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@@ -1810,6 +1971,7 @@
     "2026-06-30": {
       "date": "2026-06-30",
       "day": "TUE",
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@@ -1822,6 +1984,7 @@
     "2026-07-01": {
       "date": "2026-07-01",
       "day": "WED",
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@@ -1834,6 +1997,7 @@
     "2026-07-02": {
       "date": "2026-07-02",
       "day": "THU",
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@@ -1846,6 +2010,7 @@
     "2026-07-06": {
       "date": "2026-07-06",
       "day": "MON",
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@@ -1858,6 +2023,7 @@
     "2026-07-07": {
       "date": "2026-07-07",
       "day": "TUE",
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@@ -1870,6 +2036,7 @@
     "2026-07-08": {
       "date": "2026-07-08",
       "day": "WED",
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@@ -1882,6 +2049,7 @@
     "2026-07-09": {
       "date": "2026-07-09",
       "day": "THU",
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@@ -1894,6 +2062,7 @@
     "2026-07-10": {
       "date": "2026-07-10",
       "day": "FRI",
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@@ -1906,6 +2075,7 @@
     "2026-07-13": {
       "date": "2026-07-13",
       "day": "MON",
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@@ -1918,6 +2088,7 @@
     "2026-07-14": {
       "date": "2026-07-14",
       "day": "TUE",
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@@ -1930,6 +2101,7 @@
     "2026-07-15": {
       "date": "2026-07-15",
       "day": "WED",
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@@ -1942,6 +2114,7 @@
     "2026-07-16": {
       "date": "2026-07-16",
       "day": "THU",
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@@ -1954,6 +2127,7 @@
     "2026-07-17": {
       "date": "2026-07-17",
       "day": "FRI",
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@@ -1966,6 +2140,7 @@
     "2026-07-20": {
       "date": "2026-07-20",
       "day": "MON",
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@@ -1978,6 +2153,7 @@
     "2026-07-21": {
       "date": "2026-07-21",
       "day": "TUE",
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@@ -1990,6 +2166,7 @@
     "2026-07-22": {
       "date": "2026-07-22",
       "day": "WED",
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@@ -2002,6 +2179,7 @@
     "2026-07-23": {
       "date": "2026-07-23",
       "day": "THU",
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@@ -2014,6 +2192,7 @@
     "2026-07-24": {
       "date": "2026-07-24",
       "day": "FRI",
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@@ -2026,6 +2205,7 @@
     "2026-07-27": {
       "date": "2026-07-27",
       "day": "MON",
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@@ -2038,6 +2218,7 @@
     "2026-07-28": {
       "date": "2026-07-28",
       "day": "TUE",
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@@ -2050,6 +2231,7 @@
     "2026-07-29": {
       "date": "2026-07-29",
       "day": "WED",
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@@ -2062,6 +2244,7 @@
     "2026-07-30": {
       "date": "2026-07-30",
       "day": "THU",
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@@ -2074,6 +2257,7 @@
     "2026-07-31": {
       "date": "2026-07-31",
       "day": "FRI",
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@@ -2086,6 +2270,7 @@
     "2026-08-03": {
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       "day": "MON",
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@@ -2098,6 +2283,7 @@
     "2026-08-04": {
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       "day": "TUE",
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@@ -2110,6 +2296,7 @@
     "2026-08-05": {
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       "day": "WED",
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@@ -2122,6 +2309,7 @@
     "2026-08-06": {
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       "day": "THU",
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@@ -2134,6 +2322,7 @@
     "2026-08-07": {
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       "day": "FRI",
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@@ -2146,6 +2335,7 @@
     "2026-08-10": {
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@@ -2158,6 +2348,7 @@
     "2026-08-11": {
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       "day": "TUE",
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@@ -2170,6 +2361,7 @@
     "2026-08-12": {
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       "day": "WED",
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@@ -2182,6 +2374,7 @@
     "2026-08-13": {
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       "day": "THU",
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@@ -2194,6 +2387,7 @@
     "2026-08-14": {
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       "day": "FRI",
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@@ -2206,6 +2400,7 @@
     "2026-08-17": {
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       "day": "MON",
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@@ -2218,6 +2413,7 @@
     "2026-08-18": {
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       "day": "TUE",
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@@ -2230,6 +2426,7 @@
     "2026-08-19": {
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       "day": "WED",
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@@ -2242,6 +2439,7 @@
     "2026-08-20": {
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       "day": "THU",
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@@ -2254,6 +2452,7 @@
     "2026-08-21": {
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       "day": "FRI",
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@@ -2266,6 +2465,7 @@
     "2026-08-24": {
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       "day": "MON",
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@@ -2278,6 +2478,7 @@
     "2026-08-25": {
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       "day": "TUE",
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@@ -2290,6 +2491,7 @@
     "2026-08-26": {
       "date": "2026-08-26",
       "day": "WED",
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@@ -2302,6 +2504,7 @@
     "2026-08-27": {
       "date": "2026-08-27",
       "day": "THU",
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@@ -2314,6 +2517,7 @@
     "2026-08-28": {
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       "day": "FRI",
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@@ -2326,6 +2530,7 @@
     "2026-08-31": {
       "date": "2026-08-31",
       "day": "MON",
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@@ -2338,6 +2543,7 @@
     "2026-09-01": {
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       "day": "TUE",
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@@ -2350,6 +2556,7 @@
     "2026-09-02": {
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       "day": "WED",
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@@ -2362,6 +2569,7 @@
     "2026-09-03": {
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       "day": "THU",
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@@ -2374,6 +2582,7 @@
     "2026-09-04": {
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       "day": "FRI",
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@@ -2386,6 +2595,7 @@
     "2026-09-08": {
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       "day": "TUE",
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@@ -2398,6 +2608,7 @@
     "2026-09-09": {
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       "day": "WED",
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@@ -2410,6 +2621,7 @@
     "2026-09-10": {
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       "day": "THU",
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@@ -2422,6 +2634,7 @@
     "2026-09-11": {
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       "day": "FRI",
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@@ -2434,6 +2647,7 @@
     "2026-09-14": {
       "date": "2026-09-14",
       "day": "MON",
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@@ -2446,6 +2660,7 @@
     "2026-09-15": {
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       "day": "TUE",
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@@ -2458,6 +2673,7 @@
     "2026-09-16": {
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       "day": "WED",
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@@ -2470,6 +2686,7 @@
     "2026-09-17": {
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       "day": "THU",
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@@ -2482,6 +2699,7 @@
     "2026-09-18": {
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       "day": "FRI",
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@@ -2494,6 +2712,7 @@
     "2026-09-21": {
       "date": "2026-09-21",
       "day": "MON",
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@@ -2506,6 +2725,7 @@
     "2026-09-22": {
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       "day": "TUE",
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@@ -2518,6 +2738,7 @@
     "2026-09-23": {
       "date": "2026-09-23",
       "day": "WED",
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@@ -2530,6 +2751,7 @@
     "2026-09-24": {
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       "day": "THU",
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@@ -2542,6 +2764,7 @@
     "2026-09-25": {
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       "day": "FRI",
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@@ -2554,6 +2777,7 @@
     "2026-09-28": {
       "date": "2026-09-28",
       "day": "MON",
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@@ -2566,6 +2790,7 @@
     "2026-09-29": {
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       "day": "TUE",
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@@ -2578,6 +2803,7 @@
     "2026-09-30": {
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@@ -2590,6 +2816,7 @@
     "2026-10-01": {
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       "day": "THU",
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@@ -2602,6 +2829,7 @@
     "2026-10-02": {
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       "day": "FRI",
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@@ -2614,6 +2842,7 @@
     "2026-10-05": {
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       "day": "MON",
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@@ -2626,6 +2855,7 @@
     "2026-10-06": {
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       "day": "TUE",
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@@ -2638,6 +2868,7 @@
     "2026-10-07": {
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@@ -2650,6 +2881,7 @@
     "2026-10-08": {
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       "day": "THU",
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@@ -2662,6 +2894,7 @@
     "2026-10-09": {
       "date": "2026-10-09",
       "day": "FRI",
+      "source_month": "2026-10",
       "d": 66.7,
       "s": 61.9,
       "n": 61.9,
@@ -2674,6 +2907,7 @@
     "2026-10-12": {
       "date": "2026-10-12",
       "day": "MON",
+      "source_month": "2026-10",
       "d": 47.6,
       "s": 47.6,
       "n": 47.6,
@@ -2686,6 +2920,7 @@
     "2026-10-13": {
       "date": "2026-10-13",
       "day": "TUE",
+      "source_month": "2026-10",
       "d": 33.3,
       "s": 42.9,
       "n": 52.4,
@@ -2698,6 +2933,7 @@
     "2026-10-14": {
       "date": "2026-10-14",
       "day": "WED",
+      "source_month": "2026-10",
       "d": 61.9,
       "s": 57.1,
       "n": 57.1,
@@ -2710,6 +2946,7 @@
     "2026-10-15": {
       "date": "2026-10-15",
       "day": "THU",
+      "source_month": "2026-10",
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       "s": 57.1,
       "n": 57.1,
@@ -2722,6 +2959,7 @@
     "2026-10-16": {
       "date": "2026-10-16",
       "day": "FRI",
+      "source_month": "2026-10",
       "d": 66.7,
       "s": 71.4,
       "n": 61.9,
@@ -2734,6 +2972,7 @@
     "2026-10-19": {
       "date": "2026-10-19",
       "day": "MON",
+      "source_month": "2026-10",
       "d": 52.4,
       "s": 57.1,
       "n": 57.1,
@@ -2746,6 +2985,7 @@
     "2026-10-20": {
       "date": "2026-10-20",
       "day": "TUE",
+      "source_month": "2026-10",
       "d": 47.6,
       "s": 52.4,
       "n": 42.9,
@@ -2758,6 +2998,7 @@
     "2026-10-21": {
       "date": "2026-10-21",
       "day": "WED",
+      "source_month": "2026-10",
       "d": 28.6,
       "s": 38.1,
       "n": 38.1,
@@ -2770,6 +3011,7 @@
     "2026-10-22": {
       "date": "2026-10-22",
       "day": "THU",
+      "source_month": "2026-10",
       "d": 52.4,
       "s": 66.7,
       "n": 71.4,
@@ -2782,6 +3024,7 @@
     "2026-10-23": {
       "date": "2026-10-23",
       "day": "FRI",
+      "source_month": "2026-10",
       "d": 57.1,
       "s": 71.4,
       "n": 66.7,
@@ -2794,6 +3037,7 @@
     "2026-10-26": {
       "date": "2026-10-26",
       "day": "MON",
+      "source_month": "2026-11",
       "d": 38.1,
       "s": 33.3,
       "n": 47.6,
@@ -2806,6 +3050,7 @@
     "2026-10-27": {
       "date": "2026-10-27",
       "day": "TUE",
+      "source_month": "2026-11",
       "d": 66.7,
       "s": 57.1,
       "n": 52.4,
@@ -2818,6 +3063,7 @@
     "2026-10-28": {
       "date": "2026-10-28",
       "day": "WED",
+      "source_month": "2026-11",
       "d": 38.1,
       "s": 38.1,
       "n": 57.1,
@@ -2830,6 +3076,7 @@
     "2026-10-29": {
       "date": "2026-10-29",
       "day": "THU",
+      "source_month": "2026-11",
       "d": 61.9,
       "s": 66.7,
       "n": 66.7,
@@ -2842,6 +3089,7 @@
     "2026-10-30": {
       "date": "2026-10-30",
       "day": "FRI",
+      "source_month": "2026-11",
       "d": 47.6,
       "s": 52.4,
       "n": 47.6,
@@ -2854,6 +3102,7 @@
     "2026-11-02": {
       "date": "2026-11-02",
       "day": "MON",
+      "source_month": "2026-11",
       "d": 61.9,
       "s": 61.9,
       "n": 61.9,
@@ -2866,6 +3115,7 @@
     "2026-11-03": {
       "date": "2026-11-03",
       "day": "TUE",
+      "source_month": "2026-11",
       "d": 61.9,
       "s": 66.7,
       "n": 61.9,
@@ -2878,6 +3128,7 @@
     "2026-11-04": {
       "date": "2026-11-04",
       "day": "WED",
+      "source_month": "2026-11",
       "d": 66.7,
       "s": 61.9,
       "n": 57.1,
@@ -2890,6 +3141,7 @@
     "2026-11-05": {
       "date": "2026-11-05",
       "day": "THU",
+      "source_month": "2026-11",
       "d": 71.4,
       "s": 81.0,
       "n": 71.4,
@@ -2902,6 +3154,7 @@
     "2026-11-06": {
       "date": "2026-11-06",
       "day": "FRI",
+      "source_month": "2026-11",
       "d": 76.2,
       "s": 71.4,
       "n": 76.2,
@@ -2914,6 +3167,7 @@
     "2026-11-09": {
       "date": "2026-11-09",
       "day": "MON",
+      "source_month": "2026-11",
       "d": 66.7,
       "s": 61.9,
       "n": 66.7,
@@ -2926,6 +3180,7 @@
     "2026-11-10": {
       "date": "2026-11-10",
       "day": "TUE",
+      "source_month": "2026-11",
       "d": 47.6,
       "s": 33.3,
       "n": 33.3,
@@ -2938,6 +3193,7 @@
     "2026-11-11": {
       "date": "2026-11-11",
       "day": "WED",
+      "source_month": "2026-11",
       "d": 38.1,
       "s": 52.4,
       "n": 57.1,
@@ -2950,6 +3206,7 @@
     "2026-11-12": {
       "date": "2026-11-12",
       "day": "THU",
+      "source_month": "2026-11",
       "d": 66.7,
       "s": 61.9,
       "n": 61.9,
@@ -2962,6 +3219,7 @@
     "2026-11-13": {
       "date": "2026-11-13",
       "day": "FRI",
+      "source_month": "2026-11",
       "d": 42.9,
       "s": 42.9,
       "n": 38.1,
@@ -2974,6 +3232,7 @@
     "2026-11-16": {
       "date": "2026-11-16",
       "day": "MON",
+      "source_month": "2026-11",
       "d": 66.7,
       "s": 57.1,
       "n": 57.1,
@@ -2986,6 +3245,7 @@
     "2026-11-17": {
       "date": "2026-11-17",
       "day": "TUE",
+      "source_month": "2026-11",
       "d": 57.1,
       "s": 61.9,
       "n": 66.7,
@@ -2998,6 +3258,7 @@
     "2026-11-18": {
       "date": "2026-11-18",
       "day": "WED",
+      "source_month": "2026-11",
       "d": 33.3,
       "s": 42.9,
       "n": 42.9,
@@ -3010,6 +3271,7 @@
     "2026-11-19": {
       "date": "2026-11-19",
       "day": "THU",
+      "source_month": "2026-11",
       "d": 52.4,
       "s": 57.1,
       "n": 57.1,
@@ -3022,6 +3284,7 @@
     "2026-11-20": {
       "date": "2026-11-20",
       "day": "FRI",
+      "source_month": "2026-11",
       "d": 61.9,
       "s": 57.1,
       "n": 66.7,
@@ -3034,6 +3297,7 @@
     "2026-11-23": {
       "date": "2026-11-23",
       "day": "MON",
+      "source_month": "2026-11",
       "d": 71.4,
       "s": 66.7,
       "n": 57.1,
@@ -3046,6 +3310,7 @@
     "2026-11-24": {
       "date": "2026-11-24",
       "day": "TUE",
+      "source_month": "2026-11",
       "d": 71.4,
       "s": 61.9,
       "n": 66.7,
@@ -3058,6 +3323,7 @@
     "2026-11-25": {
       "date": "2026-11-25",
       "day": "WED",
+      "source_month": "2026-11",
       "d": 66.7,
       "s": 61.9,
       "n": 66.7,
@@ -3070,6 +3336,7 @@
     "2026-11-27": {
       "date": "2026-11-27",
       "day": "FRI",
+      "source_month": "2026-11",
       "d": 61.9,
       "s": 61.9,
       "n": 57.1,
@@ -3082,6 +3349,7 @@
     "2026-11-30": {
       "date": "2026-11-30",
       "day": "MON",
+      "source_month": "2026-12",
       "d": 57.1,
       "s": 52.4,
       "n": 47.6,
@@ -3094,6 +3362,7 @@
     "2026-12-01": {
       "date": "2026-12-01",
       "day": "TUE",
+      "source_month": "2026-12",
       "d": 42.9,
       "s": 42.9,
       "n": 52.4,
@@ -3106,6 +3375,7 @@
     "2026-12-02": {
       "date": "2026-12-02",
       "day": "WED",
+      "source_month": "2026-12",
       "d": 38.1,
       "s": 47.6,
       "n": 52.4,
@@ -3118,6 +3388,7 @@
     "2026-12-03": {
       "date": "2026-12-03",
       "day": "THU",
+      "source_month": "2026-12",
       "d": 57.1,
       "s": 52.4,
       "n": 66.7,
@@ -3130,6 +3401,7 @@
     "2026-12-04": {
       "date": "2026-12-04",
       "day": "FRI",
+      "source_month": "2026-12",
       "d": 47.6,
       "s": 47.6,
       "n": 57.1,
@@ -3142,6 +3414,7 @@
     "2026-12-07": {
       "date": "2026-12-07",
       "day": "MON",
+      "source_month": "2026-12",
       "d": 66.7,
       "s": 61.9,
       "n": 57.1,
@@ -3154,6 +3427,7 @@
     "2026-12-08": {
       "date": "2026-12-08",
       "day": "TUE",
+      "source_month": "2026-12",
       "d": 61.9,
       "s": 61.9,
       "n": 66.7,
@@ -3166,6 +3440,7 @@
     "2026-12-09": {
       "date": "2026-12-09",
       "day": "WED",
+      "source_month": "2026-12",
       "d": 47.6,
       "s": 52.4,
       "n": 57.1,
@@ -3178,6 +3453,7 @@
     "2026-12-10": {
       "date": "2026-12-10",
       "day": "THU",
+      "source_month": "2026-12",
       "d": 57.1,
       "s": 61.9,
       "n": 57.1,
@@ -3190,6 +3466,7 @@
     "2026-12-11": {
       "date": "2026-12-11",
       "day": "FRI",
+      "source_month": "2026-12",
       "d": 61.9,
       "s": 52.4,
       "n": 42.9,
@@ -3202,6 +3479,7 @@
     "2026-12-14": {
       "date": "2026-12-14",
       "day": "MON",
+      "source_month": "2026-12",
       "d": 47.6,
       "s": 42.9,
       "n": 52.4,
@@ -3214,6 +3492,7 @@
     "2026-12-15": {
       "date": "2026-12-15",
       "day": "TUE",
+      "source_month": "2026-12",
       "d": 61.9,
       "s": 61.9,
       "n": 66.7,
@@ -3226,6 +3505,7 @@
     "2026-12-16": {
       "date": "2026-12-16",
       "day": "WED",
+      "source_month": "2026-12",
       "d": 42.9,
       "s": 52.4,
       "n": 52.4,
@@ -3238,6 +3518,7 @@
     "2026-12-17": {
       "date": "2026-12-17",
       "day": "THU",
+      "source_month": "2026-12",
       "d": 28.6,
       "s": 33.3,
       "n": 38.1,
@@ -3250,6 +3531,7 @@
     "2026-12-18": {
       "date": "2026-12-18",
       "day": "FRI",
+      "source_month": "2026-12",
       "d": 52.4,
       "s": 47.6,
       "n": 42.9,
@@ -3262,6 +3544,7 @@
     "2026-12-21": {
       "date": "2026-12-21",
       "day": "MON",
+      "source_month": "2026-12",
       "d": 71.4,
       "s": 61.9,
       "n": 61.9,
@@ -3274,6 +3557,7 @@
     "2026-12-22": {
       "date": "2026-12-22",
       "day": "TUE",
+      "source_month": "2026-12",
       "d": 66.7,
       "s": 66.7,
       "n": 66.7,
@@ -3286,6 +3570,7 @@
     "2026-12-23": {
       "date": "2026-12-23",
       "day": "WED",
+      "source_month": "2026-12",
       "d": 71.4,
       "s": 66.7,
       "n": 57.1,
@@ -3298,6 +3583,7 @@
     "2026-12-24": {
       "date": "2026-12-24",
       "day": "THU",
+      "source_month": "2026-12",
       "d": 52.4,
       "s": 61.9,
       "n": 76.2,
@@ -3310,6 +3596,7 @@
     "2026-12-28": {
       "date": "2026-12-28",
       "day": "MON",
+      "source_month": "2026-12",
       "d": 76.2,
       "s": 66.7,
       "n": 61.9,
@@ -3322,6 +3609,7 @@
     "2026-12-29": {
       "date": "2026-12-29",
       "day": "TUE",
+      "source_month": "2026-12",
       "d": 42.9,
       "s": 47.6,
       "n": 38.1,
@@ -3334,6 +3622,7 @@
     "2026-12-30": {
       "date": "2026-12-30",
       "day": "WED",
+      "source_month": "2026-12",
       "d": 42.9,
       "s": 42.9,
       "n": 38.1,
@@ -3346,6 +3635,7 @@
     "2026-12-31": {
       "date": "2026-12-31",
       "day": "THU",
+      "source_month": "2026-12",
       "d": 33.3,
       "s": 28.6,
       "n": 28.6,

data/almanac_2026/almanac_2026_db_dump.json

@@ -3,7 +3,7 @@
     "format": "almanac-json-db-v1",
     "source": "Stock Trader's Almanac 2026 (Wiley)",
     "year": 2026,
-    "generated_at": "2026-04-04T14:53:52.484929Z",
+    "generated_at": "2026-04-05T10:29:48.765585Z",
     "tables": [
       "metadata",
       "months",
@@ -30,7 +30,7 @@
       },
       {
         "key": "generated_at",
-        "value": "2026-04-04T14:53:52.484929Z"
+        "value": "2026-04-05T10:29:48.765585Z"
       },
       {
         "key": "format",
@@ -509,10 +509,50 @@
       "icon",
       "notes"
     ],
-    "row_count": 251,
+    "row_count": 254,
     "rows": [
+      {
+        "date": "2025-12-29",
+        "source_month": "2026-01",
+        "day_of_week": "MON",
+        "dow_prob": 42.9,
+        "sp500_prob": 47.6,
+        "nasdaq_prob": 38.1,
+        "dow_dir": "S",
+        "sp500_dir": "S",
+        "nasdaq_dir": "N",
+        "icon": null,
+        "notes": ""
+      },
+      {
+        "date": "2025-12-30",
+        "source_month": "2026-01",
+        "day_of_week": "TUE",
+        "dow_prob": 42.9,
+        "sp500_prob": 42.9,
+        "nasdaq_prob": 38.1,
+        "dow_dir": "S",
+        "sp500_dir": "S",
+        "nasdaq_dir": "N",
+        "icon": null,
+        "notes": ""
+      },
+      {
+        "date": "2025-12-31",
+        "source_month": "2026-01",
+        "day_of_week": "WED",
+        "dow_prob": 33.3,
+        "sp500_prob": 28.6,
+        "nasdaq_prob": 28.6,
+        "dow_dir": "N",
+        "sp500_dir": "N",
+        "nasdaq_dir": "N",
+        "icon": "bear",
+        "notes": "Last Trading Day of the Year, NASDAQ Down 19 of last 25"
+      },
       {
         "date": "2026-01-02",
+        "source_month": "2026-01",
         "day_of_week": "FRI",
         "dow_prob": 66.7,
         "sp500_prob": 52.4,
@@ -525,6 +565,7 @@
       },
       {
         "date": "2026-01-05",
+        "source_month": "2026-01",
         "day_of_week": "MON",
         "dow_prob": 61.9,
         "sp500_prob": 47.6,
@@ -537,6 +578,7 @@
       },
       {
         "date": "2026-01-06",
+        "source_month": "2026-01",
         "day_of_week": "TUE",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -549,6 +591,7 @@
       },
       {
         "date": "2026-01-07",
+        "source_month": "2026-01",
         "day_of_week": "WED",
         "dow_prob": 61.9,
         "sp500_prob": 66.7,
@@ -561,6 +604,7 @@
       },
       {
         "date": "2026-01-08",
+        "source_month": "2026-01",
         "day_of_week": "THU",
         "dow_prob": 42.9,
         "sp500_prob": 52.4,
@@ -573,6 +617,7 @@
       },
       {
         "date": "2026-01-09",
+        "source_month": "2026-01",
         "day_of_week": "FRI",
         "dow_prob": 52.4,
         "sp500_prob": 57.1,
@@ -585,6 +630,7 @@
       },
       {
         "date": "2026-01-12",
+        "source_month": "2026-01",
         "day_of_week": "MON",
         "dow_prob": 61.9,
         "sp500_prob": 71.4,
@@ -597,6 +643,7 @@
       },
       {
         "date": "2026-01-13",
+        "source_month": "2026-01",
         "day_of_week": "TUE",
         "dow_prob": 52.4,
         "sp500_prob": 52.4,
@@ -609,6 +656,7 @@
       },
       {
         "date": "2026-01-14",
+        "source_month": "2026-01",
         "day_of_week": "WED",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -621,6 +669,7 @@
       },
       {
         "date": "2026-01-15",
+        "source_month": "2026-01",
         "day_of_week": "THU",
         "dow_prob": 42.9,
         "sp500_prob": 47.6,
@@ -633,6 +682,7 @@
       },
       {
         "date": "2026-01-16",
+        "source_month": "2026-01",
         "day_of_week": "FRI",
         "dow_prob": 57.1,
         "sp500_prob": 66.7,
@@ -645,6 +695,7 @@
       },
       {
         "date": "2026-01-20",
+        "source_month": "2026-01",
         "day_of_week": "TUE",
         "dow_prob": 42.9,
         "sp500_prob": 42.9,
@@ -657,6 +708,7 @@
       },
       {
         "date": "2026-01-21",
+        "source_month": "2026-01",
         "day_of_week": "WED",
         "dow_prob": 52.4,
         "sp500_prob": 61.9,
@@ -669,6 +721,7 @@
       },
       {
         "date": "2026-01-22",
+        "source_month": "2026-01",
         "day_of_week": "THU",
         "dow_prob": 42.9,
         "sp500_prob": 57.1,
@@ -681,6 +734,7 @@
       },
       {
         "date": "2026-01-23",
+        "source_month": "2026-01",
         "day_of_week": "FRI",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -693,6 +747,7 @@
       },
       {
         "date": "2026-01-26",
+        "source_month": "2026-01",
         "day_of_week": "MON",
         "dow_prob": 57.1,
         "sp500_prob": 61.9,
@@ -705,6 +760,7 @@
       },
       {
         "date": "2026-01-27",
+        "source_month": "2026-01",
         "day_of_week": "TUE",
         "dow_prob": 57.1,
         "sp500_prob": 47.6,
@@ -717,6 +773,7 @@
       },
       {
         "date": "2026-01-28",
+        "source_month": "2026-01",
         "day_of_week": "WED",
         "dow_prob": 52.4,
         "sp500_prob": 42.9,
@@ -729,6 +786,7 @@
       },
       {
         "date": "2026-01-29",
+        "source_month": "2026-01",
         "day_of_week": "THU",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -741,6 +799,7 @@
       },
       {
         "date": "2026-01-30",
+        "source_month": "2026-01",
         "day_of_week": "FRI",
         "dow_prob": 38.1,
         "sp500_prob": 42.9,
@@ -753,6 +812,7 @@
       },
       {
         "date": "2026-02-02",
+        "source_month": "2026-02",
         "day_of_week": "MON",
         "dow_prob": 85.7,
         "sp500_prob": 81.0,
@@ -765,6 +825,7 @@
       },
       {
         "date": "2026-02-03",
+        "source_month": "2026-02",
         "day_of_week": "TUE",
         "dow_prob": 57.1,
         "sp500_prob": 71.4,
@@ -777,6 +838,7 @@
       },
       {
         "date": "2026-02-04",
+        "source_month": "2026-02",
         "day_of_week": "WED",
         "dow_prob": 47.6,
         "sp500_prob": 38.1,
@@ -789,6 +851,7 @@
       },
       {
         "date": "2026-02-05",
+        "source_month": "2026-02",
         "day_of_week": "THU",
         "dow_prob": 66.7,
         "sp500_prob": 71.4,
@@ -801,6 +864,7 @@
       },
       {
         "date": "2026-02-06",
+        "source_month": "2026-02",
         "day_of_week": "FRI",
         "dow_prob": 61.9,
         "sp500_prob": 57.1,
@@ -813,6 +877,7 @@
       },
       {
         "date": "2026-02-09",
+        "source_month": "2026-02",
         "day_of_week": "MON",
         "dow_prob": 47.6,
         "sp500_prob": 61.9,
@@ -825,6 +890,7 @@
       },
       {
         "date": "2026-02-10",
+        "source_month": "2026-02",
         "day_of_week": "TUE",
         "dow_prob": 52.4,
         "sp500_prob": 57.1,
@@ -837,6 +903,7 @@
       },
       {
         "date": "2026-02-11",
+        "source_month": "2026-02",
         "day_of_week": "WED",
         "dow_prob": 61.9,
         "sp500_prob": 57.1,
@@ -849,6 +916,7 @@
       },
       {
         "date": "2026-02-12",
+        "source_month": "2026-02",
         "day_of_week": "THU",
         "dow_prob": 57.1,
         "sp500_prob": 71.4,
@@ -861,6 +929,7 @@
       },
       {
         "date": "2026-02-13",
+        "source_month": "2026-02",
         "day_of_week": "FRI",
         "dow_prob": 47.6,
         "sp500_prob": 61.9,
@@ -873,6 +942,7 @@
       },
       {
         "date": "2026-02-17",
+        "source_month": "2026-02",
         "day_of_week": "TUE",
         "dow_prob": 71.4,
         "sp500_prob": 71.4,
@@ -885,6 +955,7 @@
       },
       {
         "date": "2026-02-18",
+        "source_month": "2026-02",
         "day_of_week": "WED",
         "dow_prob": 61.9,
         "sp500_prob": 52.4,
@@ -897,6 +968,7 @@
       },
       {
         "date": "2026-02-19",
+        "source_month": "2026-02",
         "day_of_week": "THU",
         "dow_prob": 42.9,
         "sp500_prob": 38.1,
@@ -909,6 +981,7 @@
       },
       {
         "date": "2026-02-20",
+        "source_month": "2026-02",
         "day_of_week": "FRI",
         "dow_prob": 38.1,
         "sp500_prob": 33.3,
@@ -921,6 +994,7 @@
       },
       {
         "date": "2026-02-23",
+        "source_month": "2026-02",
         "day_of_week": "MON",
         "dow_prob": 47.6,
         "sp500_prob": 38.1,
@@ -933,6 +1007,7 @@
       },
       {
         "date": "2026-02-24",
+        "source_month": "2026-02",
         "day_of_week": "TUE",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -945,6 +1020,7 @@
       },
       {
         "date": "2026-02-25",
+        "source_month": "2026-02",
         "day_of_week": "WED",
         "dow_prob": 57.1,
         "sp500_prob": 61.9,
@@ -957,6 +1033,7 @@
       },
       {
         "date": "2026-02-26",
+        "source_month": "2026-02",
         "day_of_week": "THU",
         "dow_prob": 42.9,
         "sp500_prob": 47.6,
@@ -969,6 +1046,7 @@
       },
       {
         "date": "2026-02-27",
+        "source_month": "2026-02",
         "day_of_week": "FRI",
         "dow_prob": 28.6,
         "sp500_prob": 28.6,
@@ -981,6 +1059,7 @@
       },
       {
         "date": "2026-03-02",
+        "source_month": "2026-03",
         "day_of_week": "MON",
         "dow_prob": 66.7,
         "sp500_prob": 66.7,
@@ -993,6 +1072,7 @@
       },
       {
         "date": "2026-03-03",
+        "source_month": "2026-03",
         "day_of_week": "TUE",
         "dow_prob": 33.3,
         "sp500_prob": 38.1,
@@ -1005,6 +1085,7 @@
       },
       {
         "date": "2026-03-04",
+        "source_month": "2026-03",
         "day_of_week": "WED",
         "dow_prob": 52.4,
         "sp500_prob": 57.1,
@@ -1017,6 +1098,7 @@
       },
       {
         "date": "2026-03-05",
+        "source_month": "2026-03",
         "day_of_week": "THU",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -1029,6 +1111,7 @@
       },
       {
         "date": "2026-03-06",
+        "source_month": "2026-03",
         "day_of_week": "FRI",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -1041,6 +1124,7 @@
       },
       {
         "date": "2026-03-09",
+        "source_month": "2026-03",
         "day_of_week": "MON",
         "dow_prob": 38.1,
         "sp500_prob": 38.1,
@@ -1053,6 +1137,7 @@
       },
       {
         "date": "2026-03-10",
+        "source_month": "2026-03",
         "day_of_week": "TUE",
         "dow_prob": 66.7,
         "sp500_prob": 61.9,
@@ -1065,6 +1150,7 @@
       },
       {
         "date": "2026-03-11",
+        "source_month": "2026-03",
         "day_of_week": "WED",
         "dow_prob": 47.6,
         "sp500_prob": 57.1,
@@ -1077,6 +1163,7 @@
       },
       {
         "date": "2026-03-12",
+        "source_month": "2026-03",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 57.1,
@@ -1089,6 +1176,7 @@
       },
       {
         "date": "2026-03-13",
+        "source_month": "2026-03",
         "day_of_week": "FRI",
         "dow_prob": 66.7,
         "sp500_prob": 42.9,
@@ -1101,6 +1189,7 @@
       },
       {
         "date": "2026-03-16",
+        "source_month": "2026-03",
         "day_of_week": "MON",
         "dow_prob": 61.9,
         "sp500_prob": 47.6,
@@ -1113,6 +1202,7 @@
       },
       {
         "date": "2026-03-17",
+        "source_month": "2026-03",
         "day_of_week": "TUE",
         "dow_prob": 61.9,
         "sp500_prob": 66.7,
@@ -1125,6 +1215,7 @@
       },
       {
         "date": "2026-03-18",
+        "source_month": "2026-03",
         "day_of_week": "WED",
         "dow_prob": 61.9,
         "sp500_prob": 61.9,
@@ -1137,6 +1228,7 @@
       },
       {
         "date": "2026-03-19",
+        "source_month": "2026-03",
         "day_of_week": "THU",
         "dow_prob": 61.9,
         "sp500_prob": 52.4,
@@ -1149,6 +1241,7 @@
       },
       {
         "date": "2026-03-20",
+        "source_month": "2026-03",
         "day_of_week": "FRI",
         "dow_prob": 52.4,
         "sp500_prob": 52.4,
@@ -1161,6 +1254,7 @@
       },
       {
         "date": "2026-03-23",
+        "source_month": "2026-03",
         "day_of_week": "MON",
         "dow_prob": 42.9,
         "sp500_prob": 38.1,
@@ -1173,6 +1267,7 @@
       },
       {
         "date": "2026-03-24",
+        "source_month": "2026-03",
         "day_of_week": "TUE",
         "dow_prob": 42.9,
         "sp500_prob": 47.6,
@@ -1185,6 +1280,7 @@
       },
       {
         "date": "2026-03-25",
+        "source_month": "2026-03",
         "day_of_week": "WED",
         "dow_prob": 61.9,
         "sp500_prob": 57.1,
@@ -1197,6 +1293,7 @@
       },
       {
         "date": "2026-03-26",
+        "source_month": "2026-03",
         "day_of_week": "THU",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -1209,6 +1306,7 @@
       },
       {
         "date": "2026-03-27",
+        "source_month": "2026-03",
         "day_of_week": "FRI",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -1221,6 +1319,7 @@
       },
       {
         "date": "2026-03-30",
+        "source_month": "2026-04",
         "day_of_week": "MON",
         "dow_prob": 66.7,
         "sp500_prob": 61.9,
@@ -1233,6 +1332,7 @@
       },
       {
         "date": "2026-03-31",
+        "source_month": "2026-04",
         "day_of_week": "TUE",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -1245,6 +1345,7 @@
       },
       {
         "date": "2026-04-01",
+        "source_month": "2026-04",
         "day_of_week": "WED",
         "dow_prob": 66.7,
         "sp500_prob": 66.7,
@@ -1257,6 +1358,7 @@
       },
       {
         "date": "2026-04-02",
+        "source_month": "2026-04",
         "day_of_week": "THU",
         "dow_prob": 71.4,
         "sp500_prob": 76.2,
@@ -1269,6 +1371,7 @@
       },
       {
         "date": "2026-04-06",
+        "source_month": "2026-04",
         "day_of_week": "MON",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -1281,6 +1384,7 @@
       },
       {
         "date": "2026-04-07",
+        "source_month": "2026-04",
         "day_of_week": "TUE",
         "dow_prob": 57.1,
         "sp500_prob": 57.1,
@@ -1293,6 +1397,7 @@
       },
       {
         "date": "2026-04-08",
+        "source_month": "2026-04",
         "day_of_week": "WED",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -1305,6 +1410,7 @@
       },
       {
         "date": "2026-04-09",
+        "source_month": "2026-04",
         "day_of_week": "THU",
         "dow_prob": 66.7,
         "sp500_prob": 61.9,
@@ -1317,6 +1423,7 @@
       },
       {
         "date": "2026-04-10",
+        "source_month": "2026-04",
         "day_of_week": "FRI",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -1329,6 +1436,7 @@
       },
       {
         "date": "2026-04-13",
+        "source_month": "2026-04",
         "day_of_week": "MON",
         "dow_prob": 47.6,
         "sp500_prob": 57.1,
@@ -1341,6 +1449,7 @@
       },
       {
         "date": "2026-04-14",
+        "source_month": "2026-04",
         "day_of_week": "TUE",
         "dow_prob": 52.4,
         "sp500_prob": 57.1,
@@ -1353,6 +1462,7 @@
       },
       {
         "date": "2026-04-15",
+        "source_month": "2026-04",
         "day_of_week": "WED",
         "dow_prob": 61.9,
         "sp500_prob": 57.1,
@@ -1365,6 +1475,7 @@
       },
       {
         "date": "2026-04-16",
+        "source_month": "2026-04",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 57.1,
@@ -1377,6 +1488,7 @@
       },
       {
         "date": "2026-04-17",
+        "source_month": "2026-04",
         "day_of_week": "FRI",
         "dow_prob": 61.9,
         "sp500_prob": 66.7,
@@ -1389,6 +1501,7 @@
       },
       {
         "date": "2026-04-20",
+        "source_month": "2026-04",
         "day_of_week": "MON",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -1401,6 +1514,7 @@
       },
       {
         "date": "2026-04-21",
+        "source_month": "2026-04",
         "day_of_week": "TUE",
         "dow_prob": 66.7,
         "sp500_prob": 52.4,
@@ -1413,6 +1527,7 @@
       },
       {
         "date": "2026-04-22",
+        "source_month": "2026-04",
         "day_of_week": "WED",
         "dow_prob": 61.9,
         "sp500_prob": 66.7,
@@ -1425,6 +1540,7 @@
       },
       {
         "date": "2026-04-23",
+        "source_month": "2026-04",
         "day_of_week": "THU",
         "dow_prob": 66.7,
         "sp500_prob": 61.9,
@@ -1437,6 +1553,7 @@
       },
       {
         "date": "2026-04-24",
+        "source_month": "2026-04",
         "day_of_week": "FRI",
         "dow_prob": 52.4,
         "sp500_prob": 61.9,
@@ -1449,6 +1566,7 @@
       },
       {
         "date": "2026-04-27",
+        "source_month": "2026-05",
         "day_of_week": "MON",
         "dow_prob": 52.4,
         "sp500_prob": 47.6,
@@ -1461,6 +1579,7 @@
       },
       {
         "date": "2026-04-28",
+        "source_month": "2026-05",
         "day_of_week": "TUE",
         "dow_prob": 66.7,
         "sp500_prob": 57.1,
@@ -1473,6 +1592,7 @@
       },
       {
         "date": "2026-04-29",
+        "source_month": "2026-05",
         "day_of_week": "WED",
         "dow_prob": 71.4,
         "sp500_prob": 71.4,
@@ -1485,6 +1605,7 @@
       },
       {
         "date": "2026-04-30",
+        "source_month": "2026-05",
         "day_of_week": "THU",
         "dow_prob": 28.6,
         "sp500_prob": 33.3,
@@ -1497,6 +1618,7 @@
       },
       {
         "date": "2026-05-01",
+        "source_month": "2026-05",
         "day_of_week": "FRI",
         "dow_prob": 57.1,
         "sp500_prob": 61.9,
@@ -1509,6 +1631,7 @@
       },
       {
         "date": "2026-05-04",
+        "source_month": "2026-05",
         "day_of_week": "MON",
         "dow_prob": 66.7,
         "sp500_prob": 52.4,
@@ -1521,6 +1644,7 @@
       },
       {
         "date": "2026-05-05",
+        "source_month": "2026-05",
         "day_of_week": "TUE",
         "dow_prob": 52.4,
         "sp500_prob": 47.6,
@@ -1533,6 +1657,7 @@
       },
       {
         "date": "2026-05-06",
+        "source_month": "2026-05",
         "day_of_week": "WED",
         "dow_prob": 38.1,
         "sp500_prob": 42.9,
@@ -1545,6 +1670,7 @@
       },
       {
         "date": "2026-05-07",
+        "source_month": "2026-05",
         "day_of_week": "THU",
         "dow_prob": 66.7,
         "sp500_prob": 66.7,
@@ -1557,6 +1683,7 @@
       },
       {
         "date": "2026-05-08",
+        "source_month": "2026-05",
         "day_of_week": "FRI",
         "dow_prob": 66.7,
         "sp500_prob": 52.4,
@@ -1569,6 +1696,7 @@
       },
       {
         "date": "2026-05-11",
+        "source_month": "2026-05",
         "day_of_week": "MON",
         "dow_prob": 38.1,
         "sp500_prob": 47.6,
@@ -1581,6 +1709,7 @@
       },
       {
         "date": "2026-05-12",
+        "source_month": "2026-05",
         "day_of_week": "TUE",
         "dow_prob": 57.1,
         "sp500_prob": 57.1,
@@ -1593,6 +1722,7 @@
       },
       {
         "date": "2026-05-13",
+        "source_month": "2026-05",
         "day_of_week": "WED",
         "dow_prob": 28.6,
         "sp500_prob": 28.6,
@@ -1605,6 +1735,7 @@
       },
       {
         "date": "2026-05-14",
+        "source_month": "2026-05",
         "day_of_week": "THU",
         "dow_prob": 57.1,
         "sp500_prob": 47.6,
@@ -1617,6 +1748,7 @@
       },
       {
         "date": "2026-05-15",
+        "source_month": "2026-05",
         "day_of_week": "FRI",
         "dow_prob": 66.7,
         "sp500_prob": 57.1,
@@ -1629,6 +1761,7 @@
       },
       {
         "date": "2026-05-18",
+        "source_month": "2026-05",
         "day_of_week": "MON",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -1641,6 +1774,7 @@
       },
       {
         "date": "2026-05-19",
+        "source_month": "2026-05",
         "day_of_week": "TUE",
         "dow_prob": 38.1,
         "sp500_prob": 38.1,
@@ -1653,6 +1787,7 @@
       },
       {
         "date": "2026-05-20",
+        "source_month": "2026-05",
         "day_of_week": "WED",
         "dow_prob": 38.1,
         "sp500_prob": 42.9,
@@ -1665,6 +1800,7 @@
       },
       {
         "date": "2026-05-21",
+        "source_month": "2026-05",
         "day_of_week": "THU",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -1677,6 +1813,7 @@
       },
       {
         "date": "2026-05-22",
+        "source_month": "2026-05",
         "day_of_week": "FRI",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -1689,6 +1826,7 @@
       },
       {
         "date": "2026-05-26",
+        "source_month": "2026-05",
         "day_of_week": "TUE",
         "dow_prob": 57.1,
         "sp500_prob": 71.4,
@@ -1701,6 +1839,7 @@
       },
       {
         "date": "2026-05-27",
+        "source_month": "2026-05",
         "day_of_week": "WED",
         "dow_prob": 52.4,
         "sp500_prob": 61.9,
@@ -1713,6 +1852,7 @@
       },
       {
         "date": "2026-05-28",
+        "source_month": "2026-05",
         "day_of_week": "THU",
         "dow_prob": 66.7,
         "sp500_prob": 71.4,
@@ -1725,6 +1865,7 @@
       },
       {
         "date": "2026-05-29",
+        "source_month": "2026-05",
         "day_of_week": "FRI",
         "dow_prob": 28.6,
         "sp500_prob": 42.9,
@@ -1737,6 +1878,7 @@
       },
       {
         "date": "2026-06-01",
+        "source_month": "2026-06",
         "day_of_week": "MON",
         "dow_prob": 71.4,
         "sp500_prob": 66.7,
@@ -1749,6 +1891,7 @@
       },
       {
         "date": "2026-06-02",
+        "source_month": "2026-06",
         "day_of_week": "TUE",
         "dow_prob": 66.7,
         "sp500_prob": 76.2,
@@ -1761,6 +1904,7 @@
       },
       {
         "date": "2026-06-03",
+        "source_month": "2026-06",
         "day_of_week": "WED",
         "dow_prob": 33.3,
         "sp500_prob": 38.1,
@@ -1773,6 +1917,7 @@
       },
       {
         "date": "2026-06-04",
+        "source_month": "2026-06",
         "day_of_week": "THU",
         "dow_prob": 71.4,
         "sp500_prob": 61.9,
@@ -1785,6 +1930,7 @@
       },
       {
         "date": "2026-06-05",
+        "source_month": "2026-06",
         "day_of_week": "FRI",
         "dow_prob": 61.9,
         "sp500_prob": 38.1,
@@ -1797,6 +1943,7 @@
       },
       {
         "date": "2026-06-08",
+        "source_month": "2026-06",
         "day_of_week": "MON",
         "dow_prob": 71.4,
         "sp500_prob": 71.4,
@@ -1809,6 +1956,7 @@
       },
       {
         "date": "2026-06-09",
+        "source_month": "2026-06",
         "day_of_week": "TUE",
         "dow_prob": 38.1,
         "sp500_prob": 38.1,
@@ -1821,6 +1969,7 @@
       },
       {
         "date": "2026-06-10",
+        "source_month": "2026-06",
         "day_of_week": "WED",
         "dow_prob": 33.3,
         "sp500_prob": 38.1,
@@ -1833,6 +1982,7 @@
       },
       {
         "date": "2026-06-11",
+        "source_month": "2026-06",
         "day_of_week": "THU",
         "dow_prob": 57.1,
         "sp500_prob": 61.9,
@@ -1845,6 +1995,7 @@
       },
       {
         "date": "2026-06-12",
+        "source_month": "2026-06",
         "day_of_week": "FRI",
         "dow_prob": 52.4,
         "sp500_prob": 61.9,
@@ -1857,6 +2008,7 @@
       },
       {
         "date": "2026-06-15",
+        "source_month": "2026-06",
         "day_of_week": "MON",
         "dow_prob": 57.1,
         "sp500_prob": 66.7,
@@ -1869,6 +2021,7 @@
       },
       {
         "date": "2026-06-16",
+        "source_month": "2026-06",
         "day_of_week": "TUE",
         "dow_prob": 52.4,
         "sp500_prob": 52.4,
@@ -1881,6 +2034,7 @@
       },
       {
         "date": "2026-06-17",
+        "source_month": "2026-06",
         "day_of_week": "WED",
         "dow_prob": 52.4,
         "sp500_prob": 52.4,
@@ -1893,6 +2047,7 @@
       },
       {
         "date": "2026-06-18",
+        "source_month": "2026-06",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 52.4,
@@ -1905,6 +2060,7 @@
       },
       {
         "date": "2026-06-22",
+        "source_month": "2026-06",
         "day_of_week": "MON",
         "dow_prob": 38.1,
         "sp500_prob": 42.9,
@@ -1917,6 +2073,7 @@
       },
       {
         "date": "2026-06-23",
+        "source_month": "2026-06",
         "day_of_week": "TUE",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -1929,6 +2086,7 @@
       },
       {
         "date": "2026-06-24",
+        "source_month": "2026-06",
         "day_of_week": "WED",
         "dow_prob": 28.6,
         "sp500_prob": 23.8,
@@ -1941,6 +2099,7 @@
       },
       {
         "date": "2026-06-25",
+        "source_month": "2026-06",
         "day_of_week": "THU",
         "dow_prob": 47.6,
         "sp500_prob": 57.1,
@@ -1953,6 +2112,7 @@
       },
       {
         "date": "2026-06-26",
+        "source_month": "2026-06",
         "day_of_week": "FRI",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -1965,6 +2125,7 @@
       },
       {
         "date": "2026-06-29",
+        "source_month": "2026-07",
         "day_of_week": "MON",
         "dow_prob": 61.9,
         "sp500_prob": 61.9,
@@ -1977,6 +2138,7 @@
       },
       {
         "date": "2026-06-30",
+        "source_month": "2026-07",
         "day_of_week": "TUE",
         "dow_prob": 57.1,
         "sp500_prob": 57.1,
@@ -1989,6 +2151,7 @@
       },
       {
         "date": "2026-07-01",
+        "source_month": "2026-07",
         "day_of_week": "WED",
         "dow_prob": 81.0,
         "sp500_prob": 85.0,
@@ -2001,6 +2164,7 @@
       },
       {
         "date": "2026-07-02",
+        "source_month": "2026-07",
         "day_of_week": "THU",
         "dow_prob": 38.1,
         "sp500_prob": 47.6,
@@ -2013,6 +2177,7 @@
       },
       {
         "date": "2026-07-06",
+        "source_month": "2026-07",
         "day_of_week": "MON",
         "dow_prob": 57.1,
         "sp500_prob": 66.7,
@@ -2025,6 +2190,7 @@
       },
       {
         "date": "2026-07-07",
+        "source_month": "2026-07",
         "day_of_week": "TUE",
         "dow_prob": 57.1,
         "sp500_prob": 57.1,
@@ -2037,6 +2203,7 @@
       },
       {
         "date": "2026-07-08",
+        "source_month": "2026-07",
         "day_of_week": "WED",
         "dow_prob": 52.4,
         "sp500_prob": 57.1,
@@ -2049,6 +2216,7 @@
       },
       {
         "date": "2026-07-09",
+        "source_month": "2026-07",
         "day_of_week": "THU",
         "dow_prob": 61.9,
         "sp500_prob": 66.7,
@@ -2061,6 +2229,7 @@
       },
       {
         "date": "2026-07-10",
+        "source_month": "2026-07",
         "day_of_week": "FRI",
         "dow_prob": 57.1,
         "sp500_prob": 66.7,
@@ -2073,6 +2242,7 @@
       },
       {
         "date": "2026-07-13",
+        "source_month": "2026-07",
         "day_of_week": "MON",
         "dow_prob": 76.2,
         "sp500_prob": 66.7,
@@ -2085,6 +2255,7 @@
       },
       {
         "date": "2026-07-14",
+        "source_month": "2026-07",
         "day_of_week": "TUE",
         "dow_prob": 76.2,
         "sp500_prob": 66.7,
@@ -2097,6 +2268,7 @@
       },
       {
         "date": "2026-07-15",
+        "source_month": "2026-07",
         "day_of_week": "WED",
         "dow_prob": 71.4,
         "sp500_prob": 47.6,
@@ -2109,6 +2281,7 @@
       },
       {
         "date": "2026-07-16",
+        "source_month": "2026-07",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 52.4,
@@ -2121,6 +2294,7 @@
       },
       {
         "date": "2026-07-17",
+        "source_month": "2026-07",
         "day_of_week": "FRI",
         "dow_prob": 66.7,
         "sp500_prob": 61.9,
@@ -2133,6 +2307,7 @@
       },
       {
         "date": "2026-07-20",
+        "source_month": "2026-07",
         "day_of_week": "MON",
         "dow_prob": 76.2,
         "sp500_prob": 71.4,
@@ -2145,6 +2320,7 @@
       },
       {
         "date": "2026-07-21",
+        "source_month": "2026-07",
         "day_of_week": "TUE",
         "dow_prob": 28.6,
         "sp500_prob": 33.3,
@@ -2157,6 +2333,7 @@
       },
       {
         "date": "2026-07-22",
+        "source_month": "2026-07",
         "day_of_week": "WED",
         "dow_prob": 52.4,
         "sp500_prob": 47.6,
@@ -2169,6 +2346,7 @@
       },
       {
         "date": "2026-07-23",
+        "source_month": "2026-07",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 57.1,
@@ -2181,6 +2359,7 @@
       },
       {
         "date": "2026-07-24",
+        "source_month": "2026-07",
         "day_of_week": "FRI",
         "dow_prob": 38.1,
         "sp500_prob": 52.4,
@@ -2193,6 +2372,7 @@
       },
       {
         "date": "2026-07-27",
+        "source_month": "2026-08",
         "day_of_week": "MON",
         "dow_prob": 66.7,
         "sp500_prob": 57.1,
@@ -2205,6 +2385,7 @@
       },
       {
         "date": "2026-07-28",
+        "source_month": "2026-08",
         "day_of_week": "TUE",
         "dow_prob": 52.4,
         "sp500_prob": 47.6,
@@ -2217,6 +2398,7 @@
       },
       {
         "date": "2026-07-29",
+        "source_month": "2026-08",
         "day_of_week": "WED",
         "dow_prob": 42.9,
         "sp500_prob": 38.1,
@@ -2229,6 +2411,7 @@
       },
       {
         "date": "2026-07-30",
+        "source_month": "2026-08",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 61.9,
@@ -2241,6 +2424,7 @@
       },
       {
         "date": "2026-07-31",
+        "source_month": "2026-08",
         "day_of_week": "FRI",
         "dow_prob": 38.1,
         "sp500_prob": 42.9,
@@ -2253,6 +2437,7 @@
       },
       {
         "date": "2026-08-03",
+        "source_month": "2026-08",
         "day_of_week": "MON",
         "dow_prob": 38.1,
         "sp500_prob": 38.1,
@@ -2265,6 +2450,7 @@
       },
       {
         "date": "2026-08-04",
+        "source_month": "2026-08",
         "day_of_week": "TUE",
         "dow_prob": 42.9,
         "sp500_prob": 47.6,
@@ -2277,6 +2463,7 @@
       },
       {
         "date": "2026-08-05",
+        "source_month": "2026-08",
         "day_of_week": "WED",
         "dow_prob": 57.1,
         "sp500_prob": 52.4,
@@ -2289,6 +2476,7 @@
       },
       {
         "date": "2026-08-06",
+        "source_month": "2026-08",
         "day_of_week": "THU",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -2301,6 +2489,7 @@
       },
       {
         "date": "2026-08-07",
+        "source_month": "2026-08",
         "day_of_week": "FRI",
         "dow_prob": 52.4,
         "sp500_prob": 47.6,
@@ -2313,6 +2502,7 @@
       },
       {
         "date": "2026-08-10",
+        "source_month": "2026-08",
         "day_of_week": "MON",
         "dow_prob": 52.4,
         "sp500_prob": 52.4,
@@ -2325,6 +2515,7 @@
       },
       {
         "date": "2026-08-11",
+        "source_month": "2026-08",
         "day_of_week": "TUE",
         "dow_prob": 38.1,
         "sp500_prob": 42.9,
@@ -2337,6 +2528,7 @@
       },
       {
         "date": "2026-08-12",
+        "source_month": "2026-08",
         "day_of_week": "WED",
         "dow_prob": 33.3,
         "sp500_prob": 47.6,
@@ -2349,6 +2541,7 @@
       },
       {
         "date": "2026-08-13",
+        "source_month": "2026-08",
         "day_of_week": "THU",
         "dow_prob": 61.9,
         "sp500_prob": 47.6,
@@ -2361,6 +2554,7 @@
       },
       {
         "date": "2026-08-14",
+        "source_month": "2026-08",
         "day_of_week": "FRI",
         "dow_prob": 66.7,
         "sp500_prob": 57.1,
@@ -2373,6 +2567,7 @@
       },
       {
         "date": "2026-08-17",
+        "source_month": "2026-08",
         "day_of_week": "MON",
         "dow_prob": 57.1,
         "sp500_prob": 66.7,
@@ -2385,6 +2580,7 @@
       },
       {
         "date": "2026-08-18",
+        "source_month": "2026-08",
         "day_of_week": "TUE",
         "dow_prob": 52.4,
         "sp500_prob": 61.9,
@@ -2397,6 +2593,7 @@
       },
       {
         "date": "2026-08-19",
+        "source_month": "2026-08",
         "day_of_week": "WED",
         "dow_prob": 61.9,
         "sp500_prob": 61.9,
@@ -2409,6 +2606,7 @@
       },
       {
         "date": "2026-08-20",
+        "source_month": "2026-08",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 47.6,
@@ -2421,6 +2619,7 @@
       },
       {
         "date": "2026-08-21",
+        "source_month": "2026-08",
         "day_of_week": "FRI",
         "dow_prob": 47.6,
         "sp500_prob": 42.9,
@@ -2433,6 +2632,7 @@
       },
       {
         "date": "2026-08-24",
+        "source_month": "2026-08",
         "day_of_week": "MON",
         "dow_prob": 61.9,
         "sp500_prob": 57.1,
@@ -2445,6 +2645,7 @@
       },
       {
         "date": "2026-08-25",
+        "source_month": "2026-08",
         "day_of_week": "TUE",
         "dow_prob": 57.1,
         "sp500_prob": 57.1,
@@ -2457,6 +2658,7 @@
       },
       {
         "date": "2026-08-26",
+        "source_month": "2026-08",
         "day_of_week": "WED",
         "dow_prob": 47.6,
         "sp500_prob": 57.1,
@@ -2469,6 +2671,7 @@
       },
       {
         "date": "2026-08-27",
+        "source_month": "2026-08",
         "day_of_week": "THU",
         "dow_prob": 90.5,
         "sp500_prob": 90.5,
@@ -2481,6 +2684,7 @@
       },
       {
         "date": "2026-08-28",
+        "source_month": "2026-08",
         "day_of_week": "FRI",
         "dow_prob": 42.9,
         "sp500_prob": 42.9,
@@ -2493,6 +2697,7 @@
       },
       {
         "date": "2026-08-31",
+        "source_month": "2026-09",
         "day_of_week": "MON",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -2505,6 +2710,7 @@
       },
       {
         "date": "2026-09-01",
+        "source_month": "2026-09",
         "day_of_week": "TUE",
         "dow_prob": 42.9,
         "sp500_prob": 52.4,
@@ -2517,6 +2723,7 @@
       },
       {
         "date": "2026-09-02",
+        "source_month": "2026-09",
         "day_of_week": "WED",
         "dow_prob": 66.7,
         "sp500_prob": 42.9,
@@ -2529,6 +2736,7 @@
       },
       {
         "date": "2026-09-03",
+        "source_month": "2026-09",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 47.6,
@@ -2541,6 +2749,7 @@
       },
       {
         "date": "2026-09-04",
+        "source_month": "2026-09",
         "day_of_week": "FRI",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -2553,6 +2762,7 @@
       },
       {
         "date": "2026-09-08",
+        "source_month": "2026-09",
         "day_of_week": "TUE",
         "dow_prob": 57.1,
         "sp500_prob": 47.6,
@@ -2565,6 +2775,7 @@
       },
       {
         "date": "2026-09-09",
+        "source_month": "2026-09",
         "day_of_week": "WED",
         "dow_prob": 61.9,
         "sp500_prob": 71.4,
@@ -2577,6 +2788,7 @@
       },
       {
         "date": "2026-09-10",
+        "source_month": "2026-09",
         "day_of_week": "THU",
         "dow_prob": 81.0,
         "sp500_prob": 81.0,
@@ -2589,6 +2801,7 @@
       },
       {
         "date": "2026-09-11",
+        "source_month": "2026-09",
         "day_of_week": "FRI",
         "dow_prob": 66.7,
         "sp500_prob": 76.2,
@@ -2601,6 +2814,7 @@
       },
       {
         "date": "2026-09-14",
+        "source_month": "2026-09",
         "day_of_week": "MON",
         "dow_prob": 61.9,
         "sp500_prob": 57.1,
@@ -2613,6 +2827,7 @@
       },
       {
         "date": "2026-09-15",
+        "source_month": "2026-09",
         "day_of_week": "TUE",
         "dow_prob": 61.9,
         "sp500_prob": 57.1,
@@ -2625,6 +2840,7 @@
       },
       {
         "date": "2026-09-16",
+        "source_month": "2026-09",
         "day_of_week": "WED",
         "dow_prob": 76.2,
         "sp500_prob": 71.4,
@@ -2637,6 +2853,7 @@
       },
       {
         "date": "2026-09-17",
+        "source_month": "2026-09",
         "day_of_week": "THU",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -2649,6 +2866,7 @@
       },
       {
         "date": "2026-09-18",
+        "source_month": "2026-09",
         "day_of_week": "FRI",
         "dow_prob": 52.4,
         "sp500_prob": 47.6,
@@ -2661,6 +2879,7 @@
       },
       {
         "date": "2026-09-21",
+        "source_month": "2026-09",
         "day_of_week": "MON",
         "dow_prob": 42.9,
         "sp500_prob": 23.8,
@@ -2673,6 +2892,7 @@
       },
       {
         "date": "2026-09-22",
+        "source_month": "2026-09",
         "day_of_week": "TUE",
         "dow_prob": 38.1,
         "sp500_prob": 28.6,
@@ -2685,6 +2905,7 @@
       },
       {
         "date": "2026-09-23",
+        "source_month": "2026-09",
         "day_of_week": "WED",
         "dow_prob": 28.6,
         "sp500_prob": 28.6,
@@ -2697,6 +2918,7 @@
       },
       {
         "date": "2026-09-24",
+        "source_month": "2026-09",
         "day_of_week": "THU",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -2709,6 +2931,7 @@
       },
       {
         "date": "2026-09-25",
+        "source_month": "2026-09",
         "day_of_week": "FRI",
         "dow_prob": 47.6,
         "sp500_prob": 38.1,
@@ -2721,6 +2944,7 @@
       },
       {
         "date": "2026-09-28",
+        "source_month": "2026-10",
         "day_of_week": "MON",
         "dow_prob": 66.7,
         "sp500_prob": 71.4,
@@ -2733,6 +2957,7 @@
       },
       {
         "date": "2026-09-29",
+        "source_month": "2026-10",
         "day_of_week": "TUE",
         "dow_prob": 57.1,
         "sp500_prob": 52.4,
@@ -2745,6 +2970,7 @@
       },
       {
         "date": "2026-09-30",
+        "source_month": "2026-10",
         "day_of_week": "WED",
         "dow_prob": 42.9,
         "sp500_prob": 38.1,
@@ -2757,6 +2983,7 @@
       },
       {
         "date": "2026-10-01",
+        "source_month": "2026-10",
         "day_of_week": "THU",
         "dow_prob": 47.6,
         "sp500_prob": 57.1,
@@ -2769,6 +2996,7 @@
       },
       {
         "date": "2026-10-02",
+        "source_month": "2026-10",
         "day_of_week": "FRI",
         "dow_prob": 38.1,
         "sp500_prob": 42.9,
@@ -2781,6 +3009,7 @@
       },
       {
         "date": "2026-10-05",
+        "source_month": "2026-10",
         "day_of_week": "MON",
         "dow_prob": 66.7,
         "sp500_prob": 66.7,
@@ -2793,6 +3022,7 @@
       },
       {
         "date": "2026-10-06",
+        "source_month": "2026-10",
         "day_of_week": "TUE",
         "dow_prob": 61.9,
         "sp500_prob": 57.1,
@@ -2805,6 +3035,7 @@
       },
       {
         "date": "2026-10-07",
+        "source_month": "2026-10",
         "day_of_week": "WED",
         "dow_prob": 33.3,
         "sp500_prob": 33.3,
@@ -2817,6 +3048,7 @@
       },
       {
         "date": "2026-10-08",
+        "source_month": "2026-10",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 47.6,
@@ -2829,6 +3061,7 @@
       },
       {
         "date": "2026-10-09",
+        "source_month": "2026-10",
         "day_of_week": "FRI",
         "dow_prob": 66.7,
         "sp500_prob": 61.9,
@@ -2841,6 +3074,7 @@
       },
       {
         "date": "2026-10-12",
+        "source_month": "2026-10",
         "day_of_week": "MON",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -2853,6 +3087,7 @@
       },
       {
         "date": "2026-10-13",
+        "source_month": "2026-10",
         "day_of_week": "TUE",
         "dow_prob": 33.3,
         "sp500_prob": 42.9,
@@ -2865,6 +3100,7 @@
       },
       {
         "date": "2026-10-14",
+        "source_month": "2026-10",
         "day_of_week": "WED",
         "dow_prob": 61.9,
         "sp500_prob": 57.1,
@@ -2877,6 +3113,7 @@
       },
       {
         "date": "2026-10-15",
+        "source_month": "2026-10",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 57.1,
@@ -2889,6 +3126,7 @@
       },
       {
         "date": "2026-10-16",
+        "source_month": "2026-10",
         "day_of_week": "FRI",
         "dow_prob": 66.7,
         "sp500_prob": 71.4,
@@ -2901,6 +3139,7 @@
       },
       {
         "date": "2026-10-19",
+        "source_month": "2026-10",
         "day_of_week": "MON",
         "dow_prob": 52.4,
         "sp500_prob": 57.1,
@@ -2913,6 +3152,7 @@
       },
       {
         "date": "2026-10-20",
+        "source_month": "2026-10",
         "day_of_week": "TUE",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -2925,6 +3165,7 @@
       },
       {
         "date": "2026-10-21",
+        "source_month": "2026-10",
         "day_of_week": "WED",
         "dow_prob": 28.6,
         "sp500_prob": 38.1,
@@ -2937,6 +3178,7 @@
       },
       {
         "date": "2026-10-22",
+        "source_month": "2026-10",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 66.7,
@@ -2949,6 +3191,7 @@
       },
       {
         "date": "2026-10-23",
+        "source_month": "2026-10",
         "day_of_week": "FRI",
         "dow_prob": 57.1,
         "sp500_prob": 71.4,
@@ -2961,6 +3204,7 @@
       },
       {
         "date": "2026-10-26",
+        "source_month": "2026-11",
         "day_of_week": "MON",
         "dow_prob": 38.1,
         "sp500_prob": 33.3,
@@ -2973,6 +3217,7 @@
       },
       {
         "date": "2026-10-27",
+        "source_month": "2026-11",
         "day_of_week": "TUE",
         "dow_prob": 66.7,
         "sp500_prob": 57.1,
@@ -2985,6 +3230,7 @@
       },
       {
         "date": "2026-10-28",
+        "source_month": "2026-11",
         "day_of_week": "WED",
         "dow_prob": 38.1,
         "sp500_prob": 38.1,
@@ -2997,6 +3243,7 @@
       },
       {
         "date": "2026-10-29",
+        "source_month": "2026-11",
         "day_of_week": "THU",
         "dow_prob": 61.9,
         "sp500_prob": 66.7,
@@ -3009,6 +3256,7 @@
       },
       {
         "date": "2026-10-30",
+        "source_month": "2026-11",
         "day_of_week": "FRI",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -3021,6 +3269,7 @@
       },
       {
         "date": "2026-11-02",
+        "source_month": "2026-11",
         "day_of_week": "MON",
         "dow_prob": 61.9,
         "sp500_prob": 61.9,
@@ -3033,6 +3282,7 @@
       },
       {
         "date": "2026-11-03",
+        "source_month": "2026-11",
         "day_of_week": "TUE",
         "dow_prob": 61.9,
         "sp500_prob": 66.7,
@@ -3045,6 +3295,7 @@
       },
       {
         "date": "2026-11-04",
+        "source_month": "2026-11",
         "day_of_week": "WED",
         "dow_prob": 66.7,
         "sp500_prob": 61.9,
@@ -3057,6 +3308,7 @@
       },
       {
         "date": "2026-11-05",
+        "source_month": "2026-11",
         "day_of_week": "THU",
         "dow_prob": 71.4,
         "sp500_prob": 81.0,
@@ -3069,6 +3321,7 @@
       },
       {
         "date": "2026-11-06",
+        "source_month": "2026-11",
         "day_of_week": "FRI",
         "dow_prob": 76.2,
         "sp500_prob": 71.4,
@@ -3081,6 +3334,7 @@
       },
       {
         "date": "2026-11-09",
+        "source_month": "2026-11",
         "day_of_week": "MON",
         "dow_prob": 66.7,
         "sp500_prob": 61.9,
@@ -3093,6 +3347,7 @@
       },
       {
         "date": "2026-11-10",
+        "source_month": "2026-11",
         "day_of_week": "TUE",
         "dow_prob": 47.6,
         "sp500_prob": 33.3,
@@ -3105,6 +3360,7 @@
       },
       {
         "date": "2026-11-11",
+        "source_month": "2026-11",
         "day_of_week": "WED",
         "dow_prob": 38.1,
         "sp500_prob": 52.4,
@@ -3117,6 +3373,7 @@
       },
       {
         "date": "2026-11-12",
+        "source_month": "2026-11",
         "day_of_week": "THU",
         "dow_prob": 66.7,
         "sp500_prob": 61.9,
@@ -3129,6 +3386,7 @@
       },
       {
         "date": "2026-11-13",
+        "source_month": "2026-11",
         "day_of_week": "FRI",
         "dow_prob": 42.9,
         "sp500_prob": 42.9,
@@ -3141,6 +3399,7 @@
       },
       {
         "date": "2026-11-16",
+        "source_month": "2026-11",
         "day_of_week": "MON",
         "dow_prob": 66.7,
         "sp500_prob": 57.1,
@@ -3153,6 +3412,7 @@
       },
       {
         "date": "2026-11-17",
+        "source_month": "2026-11",
         "day_of_week": "TUE",
         "dow_prob": 57.1,
         "sp500_prob": 61.9,
@@ -3165,6 +3425,7 @@
       },
       {
         "date": "2026-11-18",
+        "source_month": "2026-11",
         "day_of_week": "WED",
         "dow_prob": 33.3,
         "sp500_prob": 42.9,
@@ -3177,6 +3438,7 @@
       },
       {
         "date": "2026-11-19",
+        "source_month": "2026-11",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 57.1,
@@ -3189,6 +3451,7 @@
       },
       {
         "date": "2026-11-20",
+        "source_month": "2026-11",
         "day_of_week": "FRI",
         "dow_prob": 61.9,
         "sp500_prob": 57.1,
@@ -3201,6 +3464,7 @@
       },
       {
         "date": "2026-11-23",
+        "source_month": "2026-11",
         "day_of_week": "MON",
         "dow_prob": 71.4,
         "sp500_prob": 66.7,
@@ -3213,6 +3477,7 @@
       },
       {
         "date": "2026-11-24",
+        "source_month": "2026-11",
         "day_of_week": "TUE",
         "dow_prob": 71.4,
         "sp500_prob": 61.9,
@@ -3225,6 +3490,7 @@
       },
       {
         "date": "2026-11-25",
+        "source_month": "2026-11",
         "day_of_week": "WED",
         "dow_prob": 66.7,
         "sp500_prob": 61.9,
@@ -3237,6 +3503,7 @@
       },
       {
         "date": "2026-11-27",
+        "source_month": "2026-11",
         "day_of_week": "FRI",
         "dow_prob": 61.9,
         "sp500_prob": 61.9,
@@ -3249,6 +3516,7 @@
       },
       {
         "date": "2026-11-30",
+        "source_month": "2026-12",
         "day_of_week": "MON",
         "dow_prob": 57.1,
         "sp500_prob": 52.4,
@@ -3261,6 +3529,7 @@
       },
       {
         "date": "2026-12-01",
+        "source_month": "2026-12",
         "day_of_week": "TUE",
         "dow_prob": 42.9,
         "sp500_prob": 42.9,
@@ -3273,6 +3542,7 @@
       },
       {
         "date": "2026-12-02",
+        "source_month": "2026-12",
         "day_of_week": "WED",
         "dow_prob": 38.1,
         "sp500_prob": 47.6,
@@ -3285,6 +3555,7 @@
       },
       {
         "date": "2026-12-03",
+        "source_month": "2026-12",
         "day_of_week": "THU",
         "dow_prob": 57.1,
         "sp500_prob": 52.4,
@@ -3297,6 +3568,7 @@
       },
       {
         "date": "2026-12-04",
+        "source_month": "2026-12",
         "day_of_week": "FRI",
         "dow_prob": 47.6,
         "sp500_prob": 47.6,
@@ -3309,6 +3581,7 @@
       },
       {
         "date": "2026-12-07",
+        "source_month": "2026-12",
         "day_of_week": "MON",
         "dow_prob": 66.7,
         "sp500_prob": 61.9,
@@ -3321,6 +3594,7 @@
       },
       {
         "date": "2026-12-08",
+        "source_month": "2026-12",
         "day_of_week": "TUE",
         "dow_prob": 61.9,
         "sp500_prob": 61.9,
@@ -3333,6 +3607,7 @@
       },
       {
         "date": "2026-12-09",
+        "source_month": "2026-12",
         "day_of_week": "WED",
         "dow_prob": 47.6,
         "sp500_prob": 52.4,
@@ -3345,6 +3620,7 @@
       },
       {
         "date": "2026-12-10",
+        "source_month": "2026-12",
         "day_of_week": "THU",
         "dow_prob": 57.1,
         "sp500_prob": 61.9,
@@ -3357,6 +3633,7 @@
       },
       {
         "date": "2026-12-11",
+        "source_month": "2026-12",
         "day_of_week": "FRI",
         "dow_prob": 61.9,
         "sp500_prob": 52.4,
@@ -3369,6 +3646,7 @@
       },
       {
         "date": "2026-12-14",
+        "source_month": "2026-12",
         "day_of_week": "MON",
         "dow_prob": 47.6,
         "sp500_prob": 42.9,
@@ -3381,6 +3659,7 @@
       },
       {
         "date": "2026-12-15",
+        "source_month": "2026-12",
         "day_of_week": "TUE",
         "dow_prob": 61.9,
         "sp500_prob": 61.9,
@@ -3393,6 +3672,7 @@
       },
       {
         "date": "2026-12-16",
+        "source_month": "2026-12",
         "day_of_week": "WED",
         "dow_prob": 42.9,
         "sp500_prob": 52.4,
@@ -3405,6 +3685,7 @@
       },
       {
         "date": "2026-12-17",
+        "source_month": "2026-12",
         "day_of_week": "THU",
         "dow_prob": 28.6,
         "sp500_prob": 33.3,
@@ -3417,6 +3698,7 @@
       },
       {
         "date": "2026-12-18",
+        "source_month": "2026-12",
         "day_of_week": "FRI",
         "dow_prob": 52.4,
         "sp500_prob": 47.6,
@@ -3429,6 +3711,7 @@
       },
       {
         "date": "2026-12-21",
+        "source_month": "2026-12",
         "day_of_week": "MON",
         "dow_prob": 71.4,
         "sp500_prob": 61.9,
@@ -3441,6 +3724,7 @@
       },
       {
         "date": "2026-12-22",
+        "source_month": "2026-12",
         "day_of_week": "TUE",
         "dow_prob": 66.7,
         "sp500_prob": 66.7,
@@ -3453,6 +3737,7 @@
       },
       {
         "date": "2026-12-23",
+        "source_month": "2026-12",
         "day_of_week": "WED",
         "dow_prob": 71.4,
         "sp500_prob": 66.7,
@@ -3465,6 +3750,7 @@
       },
       {
         "date": "2026-12-24",
+        "source_month": "2026-12",
         "day_of_week": "THU",
         "dow_prob": 52.4,
         "sp500_prob": 61.9,
@@ -3477,6 +3763,7 @@
       },
       {
         "date": "2026-12-28",
+        "source_month": "2026-12",
         "day_of_week": "MON",
         "dow_prob": 76.2,
         "sp500_prob": 66.7,
@@ -3489,6 +3776,7 @@
       },
       {
         "date": "2026-12-29",
+        "source_month": "2026-12",
         "day_of_week": "TUE",
         "dow_prob": 42.9,
         "sp500_prob": 47.6,
@@ -3501,6 +3789,7 @@
       },
       {
         "date": "2026-12-30",
+        "source_month": "2026-12",
         "day_of_week": "WED",
         "dow_prob": 42.9,
         "sp500_prob": 42.9,
@@ -3513,6 +3802,7 @@
       },
       {
         "date": "2026-12-31",
+        "source_month": "2026-12",
         "day_of_week": "THU",
         "dow_prob": 33.3,
         "sp500_prob": 28.6,

data/almanac_2026/build_almanac_json.py

@@ -278,7 +278,26 @@ def _extract_daily_entries(
     entries: list[tuple[str, dict[str, object], bool]] = []
     for row in rows:
         raw_date = row.get(header_lookup["Date"], "").strip()
-        if not raw_date.startswith(f"{TARGET_YEAR}-"):
+        try:
+            parsed_date = datetime.strptime(raw_date, "%Y-%m-%d")
+        except ValueError:
+            continue
+
+        include_cross_year_december = (
+            source_month_num == 1
+            and parsed_date.year == TARGET_YEAR - 1
+            and parsed_date.month == 12
+        )
+        include_cross_year_january = (
+            source_month_num == 12
+            and parsed_date.year == TARGET_YEAR + 1
+            and parsed_date.month == 1
+        )
+        if not (
+            parsed_date.year == TARGET_YEAR
+            or include_cross_year_december
+            or include_cross_year_january
+        ):
             continue
 
         try:
@@ -288,8 +307,8 @@ def _extract_daily_entries(
         except ValueError:
             continue
 
-        date_month = int(raw_date[5:7])
-        date_matches_month = date_month == source_month_num
+        date_month = parsed_date.month
+        date_matches_month = parsed_date.year == TARGET_YEAR and date_month == source_month_num
         day_value = _strip_markdown(row.get(header_lookup["Day"], "")).upper()
 
         d_dir = (
@@ -311,6 +330,7 @@ def _extract_daily_entries(
         entry = {
             "date": raw_date,
             "day": day_value[:3],
+            "source_month": month_key,
             "d": d_score,
             "s": s_score,
             "n": n_score,
@@ -556,6 +576,7 @@ def build_structured_db_dump(payload: dict[str, object]) -> dict[str, object]:
         daily_rows.append(
             {
                 "date": date_key,
+                "source_month": entry.get("source_month", ""),
                 "day_of_week": entry.get("day", ""),
                 "dow_prob": float(entry.get("d", 0.0) or 0.0),
                 "sp500_prob": float(entry.get("s", 0.0) or 0.0),

scripts/seed_accuracy.py

@@ -12,7 +12,7 @@ import csv
 import json
 import sys
 from collections import defaultdict
-from datetime import datetime, timezone
+from datetime import datetime, timedelta, timezone
 from pathlib import Path
 
 
@@ -178,6 +178,12 @@ def pct(value: int, total: int) -> float:
     return round((value / total) * 100, 1)
 
 
+def week_start_key(date_key: str) -> str:
+    parsed = datetime.strptime(date_key, "%Y-%m-%d")
+    week_start = parsed - timedelta(days=parsed.weekday())
+    return week_start.strftime("%Y-%m-%d")
+
+
 def build_daily_results(
     almanac_daily: dict[str, dict[str, object]],
     history_by_index: dict[str, dict[str, dict[str, float | None]]],
@@ -297,7 +303,7 @@ def aggregate_periods(
 def build_output(daily_results: dict[str, dict[str, object]]) -> dict[str, object]:
     weekly = aggregate_periods(
         daily_results,
-        key_builder=lambda date_key: datetime.strptime(date_key, "%Y-%m-%d").strftime("%Y-W%W"),
+        key_builder=week_start_key,
         include_dates=True,
     )
     monthly = aggregate_periods(

static/almanac.css

@@ -482,6 +482,11 @@
     gap: 0.38rem;
 }
 
+.alm-week-index-empty {
+    justify-content: center;
+    min-height: 78px;
+}
+
 .alm-week-index-head,
 .alm-week-index-meta,
 .alm-week-index-foot {
@@ -516,6 +521,26 @@
     letter-spacing: 0.04em;
 }
 
+.alm-week-status-chip {
+    display: inline-flex;
+    align-items: center;
+    justify-content: center;
+    padding: 0.24rem 0.55rem;
+    border-radius: 999px;
+    background: rgba(108, 117, 125, 0.12);
+    border: 1px solid rgba(108, 117, 125, 0.22);
+    color: var(--text-main);
+    font-size: 0.72rem;
+    font-weight: 800;
+    letter-spacing: 0.04em;
+}
+
+.alm-week-status-chip.is-closed {
+    background: rgba(182, 78, 90, 0.12);
+    border-color: rgba(182, 78, 90, 0.22);
+    color: var(--status-red);
+}
+
 .alm-week-accuracy-cell {
     text-align: center;
 }

static/almanac.js

@@ -435,6 +435,23 @@
             + '</div>';
     }
 
+    function buildWeeklyStatusCell(day) {
+        const closed = day?.status === 'closed';
+        const label = closed ? 'Market Closed' : 'No Almanac Data';
+        const chipClass = closed ? 'alm-week-status-chip is-closed' : 'alm-week-status-chip';
+        const detail = closed ? 'No trading session' : 'Market open';
+
+        return ''
+            + '<div class="alm-week-index-cell alm-week-index-empty">'
+            + '  <div class="alm-week-index-head">'
+            + '    <span class="' + chipClass + '">' + escapeHtml(label) + '</span>'
+            + '  </div>'
+            + '  <div class="alm-week-index-meta">'
+            + '    <span class="alm-note-caption">' + escapeHtml(detail) + '</span>'
+            + '  </div>'
+            + '</div>';
+    }
+
     function buildWeeklySummaryCard(label, summary) {
         const hits = Number(summary?.hits || 0);
         const totalValue = summary?.total ?? summary?.total_calls ?? 0;
@@ -1107,15 +1124,22 @@
         }
 
         const accPayload = await loadAccuracyData();
-
-        const weekDates = getWeekDates(currentWeekStart);
-        if (!weekDates.length) {
-            if (container) container.innerHTML = '<div class="alm-empty">No trading week found for that start date.</div>';
+        currentWeekStart = resolveNearestWeekStart(currentWeekStart);
+        let weekPayload = null;
+        try {
+            weekPayload = await fetchJson('/api/almanac/week?start=' + encodeURIComponent(currentWeekStart));
+        } catch (error) {
+            console.error('Failed to load weekly almanac view:', error);
+        }
+        if (!weekPayload || !Array.isArray(weekPayload.weekdays) || !weekPayload.weekdays.length) {
+            if (container) container.innerHTML = '<div class="alm-empty">No weekly calendar data found for that start date.</div>';
             if (strip) strip.innerHTML = '';
             return;
         }
 
-        currentWeekStart = resolveNearestWeekStart(currentWeekStart);
+        const weekDays = weekPayload.weekdays;
+        const weekDates = weekDays.filter((day) => day.almanac_available).map((day) => day.date);
+        currentWeekStart = weekPayload.week_start || currentWeekStart;
         if (weekLabel) {
             weekLabel.textContent = formatWeekRangeLabel(currentWeekStart);
         }
@@ -1123,29 +1147,35 @@
         const weekAccuracy = await loadWeekAccuracy(currentWeekStart) || buildWeeklyAccuracyFallback(accPayload, weekDates);
 
         if (container) {
-            const rows = weekDates.map((dateKey) => {
-                const day = payload.daily[dateKey];
-                const acc = accPayload?.daily?.[dateKey];
+            const rows = weekDays.map((day) => {
+                const acc = day.almanac_available ? accPayload?.daily?.[day.date] : null;
                 const accClass = dailyAccuracyClass(acc);
                 const indexCells = WEEKLY_INDEX_META.map((indexMeta) => {
-                    return '<td>' + buildWeeklyIndexCell(day, acc, indexMeta) + '</td>';
+                    const cellMarkup = day.almanac_available
+                        ? buildWeeklyIndexCell(day, acc, indexMeta)
+                        : buildWeeklyStatusCell(day);
+                    return '<td>' + cellMarkup + '</td>';
                 }).join('');
+                const iconMarkup = day.almanac_available
+                    ? (day.icon ? '<span class="alm-chip">' + escapeHtml(day.icon.replace('_', ' ')) + '</span>' : '<span class="alm-note-caption">None</span>')
+                    : '<span class="alm-chip">' + escapeHtml(day.status === 'closed' ? 'Holiday / Closure' : 'Open / No Entry') + '</span>';
+                const noteText = day.almanac_available ? (day.notes || '-') : (day.status_reason || 'No additional detail available.');
                 const accuracyPct = acc && Number(acc.total_calls) > 0
                     ? formatAccuracyPct((Number(acc.hits || 0) / Number(acc.total_calls || 1)) * 100, 0) + '% accuracy'
-                    : 'No data';
+                    : (day.status === 'closed' ? 'Market closed' : 'No scoring data');
                 const accuracyCell = acc
                     ? ''
                         + '<td class="alm-week-accuracy-cell">'
                         + '  <div class="alm-week-index-verdict ' + accClass + '">' + escapeHtml(acc.hits + '/' + acc.total_calls) + '</div>'
                         + '  <div class="alm-note-caption">' + escapeHtml(accuracyPct) + '</div>'
                         + '</td>'
-                    : '<td class="alm-week-accuracy-cell"><span class="alm-note-caption">--</span></td>';
+                    : '<td class="alm-week-accuracy-cell"><span class="alm-note-caption">' + escapeHtml(accuracyPct) + '</span></td>';
                 return ''
                     + '<tr>'
-                    + '  <td><strong>' + escapeHtml(day.day) + '</strong><br><span class="alm-note-caption">' + escapeHtml(dateKey) + '</span></td>'
+                    + '  <td><strong>' + escapeHtml(day.day) + '</strong><br><span class="alm-note-caption">' + escapeHtml(day.date) + '</span></td>'
                     + indexCells
-                    + '  <td>' + (day.icon ? '<span class="alm-chip">' + escapeHtml(day.icon.replace('_', ' ')) + '</span>' : '<span class="alm-note-caption">None</span>') + '</td>'
-                    + '  <td>' + escapeHtml(day.notes || '-') + '</td>'
+                    + '  <td>' + iconMarkup + '</td>'
+                    + '  <td>' + escapeHtml(noteText) + '</td>'
                     + accuracyCell
                     + '</tr>';
             }).join('');

tests/test_almanac_accuracy_api.py

@@ -67,7 +67,7 @@ ACCURACY_FIXTURE = {
         },
     },
     "weekly": {
-        "2026-W00": {
+        "2025-12-29": {
             "dates": ["2026-01-02"],
             "hits": 2,
             "total_calls": 2,
@@ -76,7 +76,7 @@ ACCURACY_FIXTURE = {
             "sp500": {"hits": 1, "total": 1, "pct": 100.0},
             "nasdaq": {"hits": 0, "total": 0, "pct": 0.0},
         },
-        "2026-W01": {
+        "2026-01-05": {
             "dates": ["2026-01-05", "2026-01-06"],
             "hits": 5,
             "total_calls": 6,
@@ -99,6 +99,90 @@ ACCURACY_FIXTURE = {
     },
 }
 
+CROSS_YEAR_ACCURACY_FIXTURE = {
+    "meta": {
+        "last_updated": "2026-04-05T12:00:00Z",
+        "total_days_scored": 3,
+        "data_range": {"from": "2025-12-30", "to": "2026-01-02"},
+        "source": "Historic CSV backtest via scripts/seed_accuracy.py",
+    },
+    "daily": {
+        "2025-12-30": {
+            "actual": {"dji": 99.0, "sp500": 199.0, "nasdaq": 299.0},
+            "prev_close": {"dji": 100.0, "sp500": 200.0, "nasdaq": 300.0},
+            "pct_change": {"dji": -0.01, "sp500": -0.005, "nasdaq": -0.003333},
+            "almanac_scores": {"d": 42.9, "s": 42.9, "n": 38.1},
+            "results": {
+                "d": {"verdict": "HIT", "predicted": "DOWN", "actual": "DOWN"},
+                "s": {"verdict": "HIT", "predicted": "DOWN", "actual": "DOWN"},
+                "n": {"verdict": "HIT", "predicted": "DOWN", "actual": "DOWN"},
+            },
+            "hits": 3,
+            "total_calls": 3,
+            "context": "",
+        },
+        "2025-12-31": {
+            "actual": {"dji": 98.0, "sp500": 198.0, "nasdaq": 298.0},
+            "prev_close": {"dji": 99.0, "sp500": 199.0, "nasdaq": 299.0},
+            "pct_change": {"dji": -0.010101, "sp500": -0.005025, "nasdaq": -0.003344},
+            "almanac_scores": {"d": 33.3, "s": 28.6, "n": 28.6},
+            "results": {
+                "d": {"verdict": "HIT", "predicted": "DOWN", "actual": "DOWN"},
+                "s": {"verdict": "HIT", "predicted": "DOWN", "actual": "DOWN"},
+                "n": {"verdict": "HIT", "predicted": "DOWN", "actual": "DOWN"},
+            },
+            "hits": 3,
+            "total_calls": 3,
+            "context": "Last Trading Day of the Year",
+        },
+        "2026-01-02": {
+            "actual": {"dji": 99.0, "sp500": 199.0, "nasdaq": 297.0},
+            "prev_close": {"dji": 98.0, "sp500": 198.0, "nasdaq": 298.0},
+            "pct_change": {"dji": 0.010204, "sp500": 0.005051, "nasdaq": -0.003356},
+            "almanac_scores": {"d": 66.7, "s": 52.4, "n": 61.9},
+            "results": {
+                "d": {"verdict": "HIT", "predicted": "UP", "actual": "UP"},
+                "s": {"verdict": "HIT", "predicted": "UP", "actual": "UP"},
+                "n": {"verdict": "MISS", "predicted": "UP", "actual": "DOWN"},
+            },
+            "hits": 2,
+            "total_calls": 3,
+            "context": "First Trading Day of Year",
+        },
+    },
+    "weekly": {
+        "2025-12-29": {
+            "dates": ["2025-12-30", "2025-12-31", "2026-01-02"],
+            "hits": 8,
+            "total_calls": 9,
+            "accuracy": 88.9,
+            "dow": {"hits": 3, "total": 3, "pct": 100.0},
+            "sp500": {"hits": 3, "total": 3, "pct": 100.0},
+            "nasdaq": {"hits": 2, "total": 3, "pct": 66.7},
+        }
+    },
+    "monthly": {
+        "2025-12": {
+            "hits": 6,
+            "total_calls": 6,
+            "accuracy": 100.0,
+            "dow": {"hits": 2, "total": 2, "pct": 100.0},
+            "sp500": {"hits": 2, "total": 2, "pct": 100.0},
+            "nasdaq": {"hits": 2, "total": 2, "pct": 100.0},
+            "trading_days": 2,
+        },
+        "2026-01": {
+            "hits": 2,
+            "total_calls": 3,
+            "accuracy": 66.7,
+            "dow": {"hits": 1, "total": 1, "pct": 100.0},
+            "sp500": {"hits": 1, "total": 1, "pct": 100.0},
+            "nasdaq": {"hits": 0, "total": 1, "pct": 0.0},
+            "trading_days": 1,
+        },
+    },
+}
+
 
 class TestAlmanacAccuracyAPI(unittest.TestCase):
     def setUp(self):
@@ -118,9 +202,12 @@ class TestAlmanacAccuracyAPI(unittest.TestCase):
         return root
 
     def write_accuracy_fixture(self, root: Path) -> None:
+        self.write_accuracy_payload(root, ACCURACY_FIXTURE)
+
+    def write_accuracy_payload(self, root: Path, payload: dict) -> None:
         path = root / "data" / "almanac_2026" / "accuracy_results.json"
         path.parent.mkdir(parents=True, exist_ok=True)
-        path.write_text(json.dumps(ACCURACY_FIXTURE, indent=2), encoding="utf-8")
+        path.write_text(json.dumps(payload, indent=2), encoding="utf-8")
 
     def test_accuracy_endpoint_reports_unavailable_when_seed_file_is_missing(self):
         temp_root = self.make_root("accuracy_api_unavailable")
@@ -179,7 +266,7 @@ class TestAlmanacAccuracyAPI(unittest.TestCase):
 
     def test_accuracy_week_route_supports_cross_year_monday_week_starts(self):
         temp_root = self.make_root("accuracy_api_cross_year_week")
-        self.write_accuracy_fixture(temp_root)
+        self.write_accuracy_payload(temp_root, CROSS_YEAR_ACCURACY_FIXTURE)
         try:
             with patch.object(app_module, "PROJECT_ROOT", temp_root):
                 week_resp = self.client.get("/api/almanac/accuracy/week?start=2025-12-29")
@@ -190,8 +277,11 @@ class TestAlmanacAccuracyAPI(unittest.TestCase):
         data = week_resp.get_json()
         self.assertEqual(data["week_start"], "2025-12-29")
         self.assertEqual(data["week_end"], "2026-01-02")
-        self.assertEqual(data["dates"], ["2026-01-02"])
-        self.assertEqual(data["hits"], 2)
+        self.assertEqual(data["dates"], ["2025-12-30", "2025-12-31", "2026-01-02"])
+        self.assertEqual(data["hits"], 8)
+        self.assertEqual(data["total_calls"], 9)
+        self.assertEqual(data["dow"]["pct"], 100.0)
+        self.assertEqual(data["nasdaq"]["pct"], 66.7)
 
     def test_accuracy_summary_aggregates_monthly_and_per_index_totals(self):
         temp_root = self.make_root("accuracy_api_summary")

tests/test_almanac_api.py

@@ -50,6 +50,9 @@ class TestAlmanacAPI(unittest.TestCase):
         self.assertEqual(data["week_start"], "2026-04-06")
         self.assertEqual(data["week_end"], "2026-04-10")
         self.assertEqual(len(data["daily"]), 5)
+        self.assertEqual(len(data["weekdays"]), 5)
+        self.assertTrue(all(day["market_open"] for day in data["weekdays"]))
+        self.assertTrue(all(day["almanac_available"] for day in data["weekdays"]))
         self.assertEqual(data["month_overview"]["name"], "April")
 
     def test_almanac_week_endpoint_uses_monday_to_friday_calendar_range(self):
@@ -58,9 +61,34 @@ class TestAlmanacAPI(unittest.TestCase):
         data = resp.get_json()
         self.assertEqual(data["week_start"], "2025-12-29")
         self.assertEqual(data["week_end"], "2026-01-02")
-        self.assertEqual(list(data["daily"].keys()), ["2026-01-02"])
+        self.assertEqual(list(data["daily"].keys()), ["2025-12-29", "2025-12-30", "2025-12-31", "2026-01-02"])
+        self.assertEqual([day["date"] for day in data["weekdays"]], [
+            "2025-12-29",
+            "2025-12-30",
+            "2025-12-31",
+            "2026-01-01",
+            "2026-01-02",
+        ])
+        self.assertTrue(data["weekdays"][0]["almanac_available"])
+        self.assertEqual(data["weekdays"][0]["source_month"], "2026-01")
+        self.assertTrue(data["weekdays"][1]["almanac_available"])
+        self.assertTrue(data["weekdays"][2]["almanac_available"])
+        self.assertEqual(data["weekdays"][3]["status"], "closed")
+        self.assertFalse(data["weekdays"][3]["market_open"])
+        self.assertIn("New Year's Day", data["weekdays"][3]["status_reason"])
+        self.assertTrue(data["weekdays"][4]["almanac_available"])
         self.assertEqual(data["month_overview"]["name"], "January")
 
+    def test_build_payload_includes_cross_year_january_lead_in_dates(self):
+        payload = build_payload()
+        daily = payload["daily"]
+        self.assertIn("2025-12-29", daily)
+        self.assertIn("2025-12-30", daily)
+        self.assertIn("2025-12-31", daily)
+        self.assertEqual(daily["2025-12-31"]["icon"], "bear")
+        self.assertEqual(daily["2025-12-31"]["source_month"], "2026-01")
+        self.assertIn("Last Trading Day of the Year", daily["2025-12-31"]["notes"])
+
     def test_almanac_month_endpoint(self):
         resp = self.client.get("/api/almanac/month/2026-04")
         self.assertEqual(resp.status_code, 200)

tests/test_seed_accuracy.py

@@ -40,6 +40,33 @@ def write_primary_almanac(path: Path) -> None:
     path.write_text(json.dumps(payload, indent=2), encoding="utf-8")
 
 
+def write_cross_year_primary_almanac(path: Path) -> None:
+    payload = {
+        "meta": {"source": "fixture", "year": 2026, "generated_at": "2026-04-05T00:00:00Z"},
+        "months": {},
+        "daily": {
+            "2025-12-29": {"d": 42.9, "s": 47.6, "n": 38.1, "notes": ""},
+            "2025-12-30": {"d": 42.9, "s": 42.9, "n": 38.1, "notes": ""},
+            "2025-12-31": {
+                "d": 33.3,
+                "s": 28.6,
+                "n": 28.6,
+                "notes": "Last Trading Day of the Year",
+            },
+            "2026-01-02": {
+                "d": 66.7,
+                "s": 52.4,
+                "n": 61.9,
+                "notes": "First Trading Day of Year",
+            },
+        },
+        "seasonal_signals": [],
+        "seasonal_heatmap": {},
+    }
+    path.parent.mkdir(parents=True, exist_ok=True)
+    path.write_text(json.dumps(payload, indent=2), encoding="utf-8")
+
+
 def write_fallback_almanac(path: Path) -> None:
     payload = {
         "daily_probabilities": {
@@ -85,6 +112,37 @@ def seed_fixture_history(root: Path) -> None:
     )
 
 
+def seed_cross_year_history(root: Path) -> None:
+    historical_dir = root / "data" / "historical"
+    write_csv(
+        historical_dir / "DJI_daily.csv",
+        [
+            {"Date": "12/29/2025", "Open": "0", "High": "0", "Low": "0", "Close": "100"},
+            {"Date": "12/30/2025", "Open": "0", "High": "0", "Low": "0", "Close": "99"},
+            {"Date": "12/31/2025", "Open": "0", "High": "0", "Low": "0", "Close": "98"},
+            {"Date": "01/02/2026", "Open": "0", "High": "0", "Low": "0", "Close": "99"},
+        ],
+    )
+    write_csv(
+        historical_dir / "GSPC_daily.csv",
+        [
+            {"Date": "12/29/2025", "Open": "0", "High": "0", "Low": "0", "Close": "200"},
+            {"Date": "12/30/2025", "Open": "0", "High": "0", "Low": "0", "Close": "199"},
+            {"Date": "12/31/2025", "Open": "0", "High": "0", "Low": "0", "Close": "198"},
+            {"Date": "01/02/2026", "Open": "0", "High": "0", "Low": "0", "Close": "199"},
+        ],
+    )
+    write_csv(
+        historical_dir / "IXIC_daily.csv",
+        [
+            {"Date": "12/29/2025", "Open": "0", "High": "0", "Low": "0", "Close": "300"},
+            {"Date": "12/30/2025", "Open": "0", "High": "0", "Low": "0", "Close": "299"},
+            {"Date": "12/31/2025", "Open": "0", "High": "0", "Low": "0", "Close": "298"},
+            {"Date": "01/02/2026", "Open": "0", "High": "0", "Low": "0", "Close": "297"},
+        ],
+    )
+
+
 class TestSeedAccuracyScript(unittest.TestCase):
     def make_project_root(self, name: str) -> Path:
         root = REPO_ROOT / "tmp_feedback_test_main" / name
@@ -123,8 +181,8 @@ class TestSeedAccuracyScript(unittest.TestCase):
             self.assertEqual(payload["daily"]["2026-01-02"]["total_calls"], 2)
             self.assertEqual(payload["daily"]["2026-01-02"]["results"]["n"]["verdict"], None)
             self.assertEqual(payload["daily"]["2026-01-06"]["results"]["n"]["verdict"], "MISS")
-            self.assertEqual(payload["weekly"]["2026-W00"]["hits"], 2)
-            self.assertEqual(payload["weekly"]["2026-W01"]["nasdaq"]["pct"], 50.0)
+            self.assertEqual(payload["weekly"]["2025-12-29"]["hits"], 2)
+            self.assertEqual(payload["weekly"]["2026-01-05"]["nasdaq"]["pct"], 50.0)
             self.assertEqual(payload["monthly"]["2026-01"]["hits"], 7)
             self.assertEqual(payload["monthly"]["2026-01"]["total_calls"], 8)
             self.assertEqual(payload["monthly"]["2026-01"]["accuracy"], 87.5)
@@ -148,6 +206,37 @@ class TestSeedAccuracyScript(unittest.TestCase):
         finally:
             shutil.rmtree(project_root, ignore_errors=True)
 
+    def test_seed_accuracy_scores_cross_year_january_lead_in_dates(self):
+        project_root = self.make_project_root("seed_accuracy_cross_year")
+        try:
+            write_cross_year_primary_almanac(project_root / "data" / "almanac_2026" / "almanac_2026.json")
+            seed_cross_year_history(project_root)
+
+            result = self.run_script(project_root)
+
+            self.assertEqual(result.returncode, 0, msg=result.stderr)
+            output_path = project_root / "data" / "almanac_2026" / "accuracy_results.json"
+            payload = json.loads(output_path.read_text(encoding="utf-8"))
+
+            self.assertEqual(payload["meta"]["total_days_scored"], 3)
+            self.assertEqual(payload["meta"]["data_range"]["from"], "2025-12-30")
+            self.assertEqual(payload["meta"]["data_range"]["to"], "2026-01-02")
+            self.assertNotIn("2025-12-29", payload["daily"])
+            self.assertIn("2025-12-30", payload["daily"])
+            self.assertIn("2025-12-31", payload["daily"])
+            self.assertEqual(payload["daily"]["2025-12-30"]["hits"], 3)
+            self.assertEqual(payload["daily"]["2025-12-31"]["hits"], 3)
+            self.assertEqual(payload["daily"]["2026-01-02"]["hits"], 2)
+            self.assertEqual(payload["weekly"]["2025-12-29"]["dates"], ["2025-12-30", "2025-12-31", "2026-01-02"])
+            self.assertEqual(payload["weekly"]["2025-12-29"]["hits"], 8)
+            self.assertEqual(payload["weekly"]["2025-12-29"]["total_calls"], 9)
+            self.assertEqual(payload["monthly"]["2025-12"]["hits"], 6)
+            self.assertEqual(payload["monthly"]["2025-12"]["total_calls"], 6)
+            self.assertEqual(payload["monthly"]["2026-01"]["hits"], 2)
+            self.assertEqual(payload["monthly"]["2026-01"]["total_calls"], 3)
+        finally:
+            shutil.rmtree(project_root, ignore_errors=True)
+
     def test_seed_accuracy_returns_error_when_history_is_missing(self):
         project_root = self.make_project_root("seed_accuracy_missing_history")
         try: