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def weighted_median(df, median_col, weight_col):
    df_sorted = df.sort_values(median_col)
    cumsum = df_sorted[weight_col].cumsum()
    cutoff = df_sorted[weight_col].sum()/2
    return df_sorted[cumsum >= cutoff][median_col].iloc[0]
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