Created
February 8, 2010 20:37
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#!/usr/bin/ruby | |
require 'rubygems' | |
require 'csv' | |
require 'rubystats' | |
def variance(population) | |
mean = 0.0 | |
s = 0.0 | |
population.each_with_index do |x, index| | |
delta = x - mean | |
mean = mean + (delta / (index+1)) | |
s += delta * (x - mean) | |
end | |
return s / population.size | |
end | |
def standard_deviation(population) | |
Math.sqrt(variance(population)) | |
end | |
COLORS = %w(red green blue purple burlywood pink) | |
LEGEND_Y = 0.3 | |
wave_stats = [] | |
waves = ARGV.map{|a| Dir.glob(a) }.flatten | |
waves.each_with_index do |wave, index| | |
csvs = Dir.glob(File.join(wave, '**', '*.csv')) | |
estimates = [[]] | |
csvs.each do |csv| | |
clevel = 1 | |
CSV::Reader.parse(File.open(csv, 'rb')) do |row| | |
level = row[0].to_i | |
next if level == 0 | |
if level > clevel | |
estimates[estimates.size-1] = [row[7]] | |
elsif level == clevel | |
estimates[estimates.size-1] << row[7] | |
else | |
estimates << [row[7]] | |
end | |
clevel = level | |
end | |
end | |
estimates = estimates.flatten.compact.map{|e|e.to_f}.sort | |
mean = estimates.inject(0){|m,n| m + n} / estimates.size | |
median = estimates[estimates.size/2] | |
mode = estimates.inject({}){|m,n| m[n] ||= 0; m[n] += 1; m }.inject{|m,n| n[1] > m[1] ? n : m }[0] | |
standard_deviation = standard_deviation(estimates) | |
# puts "mean: #{mean}" | |
# puts "median: #{median}" | |
# puts "mode: #{mode}" | |
# puts "stdev: #{standard_deviation}" | |
wave_stats << { | |
:estimates => estimates, | |
:mean => mean, | |
:median => median, | |
:mode => mode, | |
:stdev => standard_deviation, | |
:wave => wave | |
} | |
end | |
wave_stats.sort{|a,b| a[:stdev] <=> b[:stdev] }.each_with_index do |stat, index| | |
puts "x#{index} <- c(#{stat[:estimates].join(',')})" | |
puts "y#{index} <- dnorm(x#{index}, mean=#{stat[:mean]}, sd=#{stat[:stdev]})" | |
if index == 0 | |
puts "plot(x#{index},y#{index}, xlim=c(0,15), pch=1)" | |
else | |
puts "points(x#{index},y#{index}, pch=1)" | |
end | |
color = COLORS[index % COLORS.length] | |
puts "x <- x#{index}" | |
puts "curve(dnorm(x, mean=#{stat[:mean]}, sd=#{stat[:stdev]}), add=TRUE, col=\"#{color}\")" | |
puts "legend(10,#{LEGEND_Y-(index.to_f/40)}, \"#{stat[:wave]}\", fill=\"#{color}\")" | |
end | |
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