def macd(series, fast=3, slow=10, smooth=16):
    """
    compute the MACD (Moving Average Convergence/Divergence)
    using a fast and slow exponential moving avg'
    return value is emaslow, emafast, macd which are len(x) arrays
    """
    macd_line = rolling_weighted_mean(series, window=fast) - \
        rolling_weighted_mean(series, window=slow)
    signal = rolling_weighted_mean(macd_line, window=smooth)
    histogram = macd_line - signal
    # return macd_line, signal, histogram
    return pd.DataFrame(index=series.index, data={
        'macd': macd_line.values,
        'signal': signal.values,
        'histogram': histogram.values
    })