Update app.py
Browse files
app.py
CHANGED
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@@ -38,18 +38,35 @@ def fetch_series(ticker: str, years: int) -> pd.Series:
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if data is None or data.empty:
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raise gr.Error(f"No price data found for '{ticker}'.")
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y.index = pd.DatetimeIndex(y.index).tz_localize(None)
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# Business-day index, forward-fill market holidays
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bidx = pd.bdate_range(y.index.min(), y.index.max())
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y = y.reindex(bidx).ffill()
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if y.isna().all():
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raise gr.Error(f"Only missing values for '{ticker}'.")
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return y
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def forecast_ticker(ticker: str,
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horizon: int,
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lookback_years: int,
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)
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if data is None or data.empty:
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raise gr.Error(f"No price data found for '{ticker}'.")
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# Choose a price column
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col = "Close" if "Close" in data.columns else ("Adj Close" if "Adj Close" in data.columns else None)
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if col is None:
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raise gr.Error(f"Unexpected columns from yfinance: {list(data.columns)}")
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# yfinance can sometimes return a MultiIndex (e.g., if a list of tickers slips through)
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if isinstance(data.columns, pd.MultiIndex):
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if ticker in data[col].columns:
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s = data[col][ticker]
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else:
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# fall back to the first column
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s = data[col].iloc[:, 0]
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else:
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s = data[col]
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y = s.copy()
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y.name = ticker
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y.index = pd.DatetimeIndex(y.index).tz_localize(None)
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# Business-day index, forward-fill market holidays
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bidx = pd.bdate_range(y.index.min(), y.index.max())
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y = y.reindex(bidx).ffill()
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if y.isna().all():
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raise gr.Error(f"Only missing values for '{ticker}'.")
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return y
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def forecast_ticker(ticker: str,
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horizon: int,
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lookback_years: int,
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