Created
December 6, 2012 18:37
-
-
Save danielnc/4226904 to your computer and use it in GitHub Desktop.
Stats for streaming values(mean,variance, standard_deviation)
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# Check: http://www.johndcook.com/standard_deviation.html | |
module OmniRPC | |
module Util | |
class StreamingStats | |
attr_reader :min, :max | |
def initialize | |
@m_n = 0.0 | |
@max = -Float::INFINITY | |
@min = Float::INFINITY | |
end | |
def clear | |
@total = 0 | |
@m_n = 0.0 | |
@max = -Float::INFINITY | |
@min = Float::INFINITY | |
end | |
def push(value) | |
value = value.to_f | |
@max = [value, @max].max | |
@min = [value, @min].min | |
@m_n += 1 | |
# See Knuth TAOCP vol 2, 3rd edition, page 232 | |
if @m_n == 1 | |
@m_oldM = @m_newM = value | |
@m_oldS = 0.0 | |
else | |
@m_newM = @m_oldM + (value - @m_oldM)/@m_n | |
@m_newS = @m_oldS + (value - @m_oldM)*(value - @m_newM) | |
# set up for next iteration | |
@m_oldM = @m_newM | |
@m_oldS = @m_newS | |
end | |
end | |
def total | |
@m_n.to_i | |
end | |
def mean | |
@m_n > 0 ? @m_newM : 0.0 | |
end | |
def variance | |
((@m_n > 1) ? @m_newS/(@m_n - 1) : 0.0) | |
end | |
def standard_deviation | |
Math.sqrt(variance()) | |
end | |
def standard_error | |
1.96 * Math.sqrt(variance / total) | |
end | |
end | |
end | |
end |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment