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cash_price = prices.loc[current_date, cash_ticker]
cash_value = prev_cash_qty * cash_price

momentum_value = sum(
    prev_portfolio[ticker] * prices.loc[current_date, ticker]
    for ticker in prev_portfolio
)

total_aum = momentum_value + cash_value