Created
November 11, 2013 11:18
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# based upon http://www.johndcook.com/standard%5Fdeviation.html | |
from collections import OrderedDict | |
class RunningStat(object): | |
def __init__(self): | |
self.n = 0 | |
self.m = None | |
self.s = None | |
self.min = None | |
self.max = None | |
def clear(self): | |
self.n = 0 | |
self.m = None | |
self.s = None | |
self.min = None | |
self.max = None | |
def push(self, x): | |
x = float(x) | |
self.n += 1 | |
if self.n == 1: | |
self.min = self.max = self.m = x | |
self.s = 0.0 | |
else: | |
self.min = min(self.min, x) | |
self.max = max(self.max, x) | |
m = self.m | |
self.m = m + (x - m)/self.n | |
self.s = self.s + (x - m)*(x - self.m) | |
@property | |
def mean(self): | |
return self.m if self.n > 0 else 0.0 | |
@property | |
def variance(self): | |
return self.s/(self.n-1) if self.n > 1 else 0.0 | |
@property | |
def stddev(self): | |
return self.variance ** 0.5 | |
@property | |
def stats(self): | |
if self.n > 0: | |
return OrderedDict(count=self.n, min=self.min, max=self.max, mean=self.mean, stddev=self.stddev) | |
else: | |
return OrderedDict() |
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