resolves freqtrade/freqtrade#4650
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@ -167,7 +167,7 @@ If the trading range over the last 10 days is <1%, remove the pair from the whit
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#### VolatilityFilter
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#### VolatilityFilter
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Volatily is the degree of historical variation of a pairs over time, is is measured by the standard deviation of logarithmic daily returns.
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Volatily is the degree of historical variation of a pairs over time, is is measured by the standard deviation of logarithmic daily returns. Returns are assumed to be normally distributed, although actual distribution might be different. In a normal distribution, 68% of observations fall within one standard deviation and 95% of observations fall within two standard deviations. Assuming a volatilty of 0.05 means that the expected returns for 20 out of 30 days is expected to be less than 5% (one standard deviation). Volatility is a positive ratio of the expected deviation of return and can be greater than 1.00. Please refer to the wikipedia definition of [`volatility`](https://en.wikipedia.org/wiki/Volatility_(finance)).
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Removes pairs where the average volatility over a `lookback_days` days is below `min_volatility` and above `max_volatility`. Since this is a filter that requires additional data, the results are cached for `refresh_period`.
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Removes pairs where the average volatility over a `lookback_days` days is below `min_volatility` and above `max_volatility`. Since this is a filter that requires additional data, the results are cached for `refresh_period`.
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@ -181,8 +181,8 @@ If the volatilty over the last 10 days is not in the range of 0.20-0.30, remove
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{
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{
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"method": "VolatilityFilter",
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"method": "VolatilityFilter",
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"lookback_days": 10,
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"lookback_days": 10,
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"min_volatilty": 0.20,
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"min_volatility": 0.05,
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"max_volatilty": 0.30,
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"max_volatility": 0.50,
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"refresh_period": 86400
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"refresh_period": 86400
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}
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}
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]
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]
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@ -94,8 +94,9 @@ class VolatilityFilter(IPairList):
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:return: True if the pair can stay, false if it should be removed
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:return: True if the pair can stay, false if it should be removed
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"""
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"""
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# Check symbol in cache
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# Check symbol in cache
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if pair in self._pair_cache:
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cached_res = self._pair_cache.get(pair, None)
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return self._pair_cache[pair]
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if cached_res is not None:
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return cached_res
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result = False
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result = False
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if daily_candles is not None and not daily_candles.empty:
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if daily_candles is not None and not daily_candles.empty:
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