feat(chart): Shiller CAPE historical with bubble zone shading
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101
src/charts/bubble_indicators.py
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101
src/charts/bubble_indicators.py
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"""Bubble Evidence Charts — Shiller CAPE, Buffett Indicator, P/E + Dividend"""
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import copy
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import matplotlib
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matplotlib.use("Agg")
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# Patch matplotlib Path.__deepcopy__ to break Python 3.14 recursion loop
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# This is a known bug: https://github.com/matplotlib/matplotlib/issues/29280
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_original_path_deepcopy = None
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try:
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from matplotlib.path import Path
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_original_path_deepcopy = Path.__deepcopy__
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def _safe_path_deepcopy(self, memo):
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if id(self) in memo:
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return memo[id(self)]
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memo[id(self)] = self
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return self
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Path.__deepcopy__ = _safe_path_deepcopy
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except Exception:
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pass
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import matplotlib.pyplot as plt
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import matplotlib.ticker as mticker
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import os
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from src.data.market_bubbles import shiller_cape, shiller_cape_meta
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from src.utils.styling import get_theme, EXPORT_DPI, BUBBLE_ZONE, WARNING_ZONE, NORMAL_ZONE, GRAY_DARK
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def plot_shiller_cape() -> str:
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"""Generate Shiller CAPE historical chart with bubble zone shading."""
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theme = get_theme()
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theme["savefig.bbox"] = None
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plt.rcParams.update(theme)
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fig, ax = plt.subplots(figsize=(14, 8))
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# Extract data
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years = [d["year"] for d in shiller_cape]
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values = [d["value"] for d in shiller_cape]
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# Plot main line
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ax.plot(years, values, color=GRAY_DARK, linewidth=1.5, zorder=5)
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# Shaded zones
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ax.axhspan(0, 20, alpha=0.15, color=NORMAL_ZONE, label="Normal (≤20)")
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ax.axhspan(20, 30, alpha=0.15, color=WARNING_ZONE, label="Warning (20-30)")
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ax.axhspan(30, 60, alpha=0.15, color=BUBBLE_ZONE, label="Bubble (>30)")
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# Historical mean line
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ax.axhline(y=17.39, color="#333333", linestyle="--", linewidth=1, alpha=0.7)
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ax.text(1890, 17.8, "Mean: 17.39", fontsize=10, color="#333333")
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# Annotations
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events = [
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(1929, 27.08, "1929 Crash", -3),
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(2000, 43.77, "Dot-com Peak", 2),
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(2007, 27.21, "2007 Crisis", -2),
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(2020, 30.99, "Pandemic", 2),
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(2026, 40.03, "2026 (Current)", 2),
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]
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for year, val, label, y_offset in events:
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ax.annotate(label, xy=(year, val), xytext=(year, val + y_offset),
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arrowprops=dict(arrowstyle="->", color="gray", lw=0.8),
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fontsize=9, ha="center", fontweight="bold")
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ax.set_title("Shiller CAPE (Cyclically Adjusted P/E) — 1880 to 2026",
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fontsize=16, fontweight="bold")
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ax.set_xlabel("Year", fontsize=12)
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ax.set_ylabel("CAPE Ratio", fontsize=12)
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ax.legend(loc="upper left", fontsize=9)
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ax.grid(True, alpha=0.3)
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ax.set_ylim(0, 50)
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# X-axis: integer years, use MultipleLocator for clean tick marks
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ax.xaxis.set_major_locator(mticker.MultipleLocator(20))
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ax.xaxis.set_major_formatter(mticker.StrMethodFormatter("{x:.0f}"))
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# Subtitle via a second text element
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ax.text(0.5, -0.18,
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"Historical mean: 17.39 | Dot-com peak: 43.77 (2000) | Current: 40.03",
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transform=ax.transAxes, fontsize=10, ha="center", color="#666666")
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# Adjust subplot to leave room for subtitle
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fig.subplots_adjust(bottom=0.18)
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# Save chart
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path = os.path.join("output/charts", "01_shiller_cape.png")
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os.makedirs(os.path.dirname(path), exist_ok=True)
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fig.savefig(path, dpi=EXPORT_DPI,
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facecolor=fig.get_facecolor(), edgecolor="none")
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plt.close(fig)
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return path
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def main():
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path = plot_shiller_cape()
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print(f"Chart saved: {path}")
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if __name__ == "__main__":
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main()
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