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class MACD(Indicator): | |
def __init__(self, strategy, pair, short_period=12, long_period=26, weight_period=9): | |
self._weight_period = weight_period | |
self._weight = 2.0 / (weight_period + 1.0) | |
self._short_ema = EMA(strategy, pair, period=short_period) | |
self._long_ema = EMA(strategy, pair, period=long_period) | |
self._data = pandas.DataFrame(columns=['Value', 'MACD_line', 'Signal_line']) | |
super(MACD, self).__init__("MACD", strategy, pair) | |
def value(self): | |
return self._data['Value'][-1] | |
def data(self): | |
return self._data | |
def ready(self): | |
return self._short_ema.ready() and self._long_ema.ready() | |
def warmup(self): | |
return max(self._long_ema.warmup(), self._weight_period) | |
def feed(self, data): | |
MACD_line = self._short_ema.value() - self._long_ema.value() | |
if len(self.data) == 0 | |
self._data.loc[data['Date']] = { 'MACD_line' : MACD_line, 'Signal_line' : MACD_line, 'Value' : 0 } | |
else: | |
prev_diff = self.value() | |
prev_macd = self._data['MACD_line'][-1] | |
signal_line = (prev_macd - prev_diff) * self._weight + prev_diff | |
self._data.loc[data['Date']] = { 'Signal_line' : signal_line, 'MACD_line' : MACD_line, 'Value' : MACD_line - signal_line } | |
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