From: Neil Smith Date: Fri, 30 Sep 2011 12:08:36 +0000 (+0100) Subject: Initial commit X-Git-Url: https://git.njae.me.uk/?p=pci.git;a=commitdiff_plain;h=8e33500a18737a99227f791cc72822820f89ff40 Initial commit --- 8e33500a18737a99227f791cc72822820f89ff40 diff --git a/.rspec b/.rspec new file mode 100644 index 0000000..4e1e0d2 --- /dev/null +++ b/.rspec @@ -0,0 +1 @@ +--color diff --git a/Gemfile b/Gemfile new file mode 100644 index 0000000..e8a6d56 --- /dev/null +++ b/Gemfile @@ -0,0 +1,14 @@ +source "http://rubygems.org" +# Add dependencies required to use your gem here. +# Example: +# gem "activesupport", ">= 2.3.5" + +# Add dependencies to develop your gem here. +# Include everything needed to run rake, tests, features, etc. +group :development do + gem "rspec", "~> 2.6.0" + gem "bundler", "~> 1.0.0" + gem "rdoc" + gem "rake" + gem "gnuplot" +end diff --git a/README b/README new file mode 100644 index 0000000..2e59157 --- /dev/null +++ b/README @@ -0,0 +1,3 @@ +== pci + +You should document your project here. diff --git a/Rakefile b/Rakefile new file mode 100644 index 0000000..e0a0436 --- /dev/null +++ b/Rakefile @@ -0,0 +1,35 @@ +# encoding: utf-8 + +require 'rubygems' +require 'bundler' +begin + Bundler.setup(:default, :development) +rescue Bundler::BundlerError => e + $stderr.puts e.message + $stderr.puts "Run `bundle install` to install missing gems" + exit e.status_code +end +require 'rake' + +require 'rspec/core' +require 'rspec/core/rake_task' +RSpec::Core::RakeTask.new(:spec) do |spec| + spec.pattern = FileList['spec/**/*_spec.rb'] +end + +RSpec::Core::RakeTask.new(:rcov) do |spec| + spec.pattern = 'spec/**/*_spec.rb' + spec.rcov = true +end + +task :default => :spec + +require 'rdoc/task' +RDoc::Task.new do |rdoc| + version = File.exist?('VERSION') ? File.read('VERSION') : "" + + rdoc.rdoc_dir = 'rdoc' + rdoc.title = "graph.njae #{version}" + rdoc.rdoc_files.include('README*') + rdoc.rdoc_files.include('lib/**/*.rb') +end diff --git a/lib/main.rb b/lib/main.rb new file mode 100644 index 0000000..79f140e --- /dev/null +++ b/lib/main.rb @@ -0,0 +1 @@ +require 'svm/svm' \ No newline at end of file diff --git a/lib/svm/svm.rb b/lib/svm/svm.rb new file mode 100644 index 0000000..e4a4d7f --- /dev/null +++ b/lib/svm/svm.rb @@ -0,0 +1,95 @@ +require 'gnuplot' + +class ClassifiedData + attr_accessor :data, :classification + + def initialize(data = Array.new, classification = nil) + @data = data + @classification = classification + end +end + +def load_data(filename, only_numbers = false) + rows = [] + IO.foreach(filename) do |line| + rows << ClassifiedData.new(line.chomp.split(',')[0..-2].map {|field| only_numbers ? field.to_f : field}, + line.chomp.split(',')[-1].to_i) + end + rows +end + + +def plot_age_matches(rows) + Gnuplot.open do |gp| + Gnuplot::Plot.new( gp ) do |plot| + + plot.title "Ages of matches" + plot.ylabel "man" + plot.xlabel "woman" + + matches = rows.select {|r| r.classification == 1}.map {|r| r.data} + non_matches = rows.select {|r| r.classification == 0}.map {|r| r.data} + + plot.data = [ Gnuplot::DataSet.new( [matches] ) do |ds| + ds.with = "points" + ds.notitle + end , Gnuplot::DataSet.new( [non_matches] ) do |ds| + ds.with = "points" + ds.notitle + end ] + end + end +end + + +def linear_train(rows) + sums = {} + averages = {} + counts = Hash.new(0) + + rows.each do |row| + row_class = row.classification + sums[row_class] ||= [0.0] * (row.data.length) + + (row.data.length).times do |i| + sums[row_class][i] += row.data[i] + end + counts[row_class] += 1 + end + + sums.keys.each do |match_class| + averages[match_class] = sums[match_class].map {|sum| sum / counts[match_class]} + end + averages +end + +def dot_product(v1, v2) + (v1.zip v2).map {|c| c.reduce(:*) }.reduce(:+) +end + +def dot_product_classify(point, averages) + b = (dot_product(averages[1], averages[1]) - dot_product(averages[0], averages[0])) / 2 + y = dot_product(point, averages[0]) - dot_product(point, averages[1]) + b + if y > 0 + 0 + else + 1 + end +end + +def yesno(v) + if v == 'yes' then 1 + elsif v == 'no' then -1 + else 0 + end +end + +def match_count(interests1, interests2) + (interests1.split(':') & interests2.split(':')).length +end + +def miles_distance(a1, a2) + 0 +end + + diff --git a/resources/agesonly.csv b/resources/agesonly.csv new file mode 100644 index 0000000..05f7e78 --- /dev/null +++ b/resources/agesonly.csv @@ -0,0 +1,500 @@ +24,30,1 +30,40,1 +22,49,0 +43,39,1 +23,30,1 +23,49,0 +48,46,1 +23,23,1 +29,49,0 +38,38,1 +30,34,1 +40,50,1 +35,32,1 +49,44,1 +38,22,1 +30,27,1 +26,24,1 +39,23,1 +36,43,1 +25,31,1 +27,27,1 +32,22,1 +40,30,1 +26,28,1 +46,32,1 +41,37,1 +39,41,1 +18,28,0 +18,47,0 +39,44,1 +38,21,1 +24,36,0 +32,22,1 +21,20,1 +42,36,1 +46,41,1 +39,38,1 +18,31,0 +31,45,1 +44,24,0 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Broadway New York NY,18,no,yes,football:reading,541 Avenue of the Americas New York NY,1 +39,no,yes,running:fashion:art:travel,556 7th Ave New York NY,39,no,no,knitting:photography,404 E 14th St New York NY,0 +27,no,no,running:fashion:computers,966 3rd Ave New York NY,20,no,yes,running:reading:knitting:dancing:writing:tv:cooking:scrabble,966 3rd Ave New York NY,0 diff --git a/spec/spec_helper.rb b/spec/spec_helper.rb new file mode 100644 index 0000000..fa6a4a4 --- /dev/null +++ b/spec/spec_helper.rb @@ -0,0 +1,4 @@ +require 'rexml/document.rb' +include REXML + +require 'pci'