Initial commit

diff --git a/.rspec b/.rspec
new file mode 100644 (file)
index 0000000..4e1e0d2
--- /dev/null
+++ b/.rspec
@@ -0,0 +1 @@
+--color

diff --git a/Gemfile b/Gemfile
new file mode 100644 (file)
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 (file)
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 (file)
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 (file)
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 (file)
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 (file)
index 0000000..05f7e78
--- /dev/null
+++ b/resources/agesonly.csv
@@ -0,0 +1,500 @@
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diff --git a/resources/matchmaker.csv b/resources/matchmaker.csv
new file mode 100644 (file)
index 0000000..3dd4694
--- /dev/null
+++ b/resources/matchmaker.csv
@@ -0,0 +1,500 @@
+39,yes,no,skiing:knitting:dancing,220 W 42nd St New York NY,43,no,yes,soccer:reading:scrabble,824 3rd Ave New York NY,0\r
+23,no,no,football:fashion,102 1st Ave New York NY,30,no,no,snowboarding:knitting:computers:shopping:tv:travel,151 W 34th St New York NY,1\r
+50,no,no,fashion:opera:tv:travel,686 Avenue of the Americas New York NY,49,yes,yes,soccer:fashion:photography:computers:camping:movies:tv,824 3rd Ave New York NY,0\r
+46,no,yes,skiing:reading:knitting:writing:shopping,154 7th Ave New York NY,19,no,no,dancing:opera:travel,1560 Broadway New York NY,0\r
+36,yes,yes,skiing:knitting:camping:writing:cooking,151 W 34th St New York NY,29,no,yes,art:movies:cooking:scrabble,966 3rd Ave New York NY,1\r
+27,no,no,snowboarding:knitting:fashion:camping:cooking,27 3rd Ave New York NY,19,yes,yes,football:computers:writing,14 E 47th St New York NY,0\r
+36,no,no,cooking,208 Varick St New York NY,25,no,yes,snowboarding:computers:scrabble,451 Lexington Ave New York NY,0\r
+41,yes,yes,snowboarding:football:reading:fashion:computers:camping:writing,26 Bowery New York NY,23,yes,no,skiing:football:movies:opera:shopping:travel,151 W 34th St New York NY,0\r
+21,no,no,snowboarding:football:camping:travel,2049 Broadway New York NY,18,yes,no,skiing:snowboarding:reading:fashion:art:animals:camping,1560 Broadway New York NY,1\r
+39,no,yes,soccer:dancing:writing:shopping:tv:scrabble,556 7th Ave New York NY,21,no,no,football:photography:scrabble,2049 Broadway New York NY,0\r
+24,no,no,snowboarding:computers,14 E 47th St New York NY,41,no,yes,soccer:reading:shopping:tv:cooking:scrabble,966 3rd Ave New York NY,0\r
+34,yes,yes,animals,2049 Broadway New York NY,33,no,yes,photography:dancing:travel,336 E 23rd St New York NY,1\r
+18,no,no,fashion:shopping,154 7th Ave New York NY,47,no,yes,football:computers:opera:travel:cooking,1286 1st Ave New York NY,0\r
+39,no,yes,skiing:computers:shopping:tv,102 1st Ave New York NY,20,no,no,soccer:reading:camping:opera,2271 Broadway New York NY,0\r
+43,no,yes,skiing:soccer:scrabble,336 E 23rd St New York NY,35,no,yes,reading:knitting:camping,966 3rd Ave New York NY,1\r
+30,no,no,soccer:photography:dancing:travel:scrabble,600 W 125th St New York NY,31,yes,yes,reading:animals,404 E 14th St New York NY,0\r
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+26,no,no,knitting:photography:animals:shopping,336 E 23rd St New York NY,34,yes,yes,soccer:photography:camping:movies:writing,220 W 42nd St New York NY,0\r
+39,yes,no,opera:tv,154 7th Ave New York NY,50,yes,no,writing:cooking,27 3rd Ave New York NY,1\r
+40,no,no,snowboarding:dancing:scrabble,151 W 34th St New York NY,24,no,no,football:opera:scrabble,102 1st Ave New York NY,1\r
+47,no,yes,running,404 E 14th St New York NY,31,no,yes,computers:tv:cooking,451 Lexington Ave New York NY,1\r
+30,no,no,soccer:knitting:dancing:writing:shopping:tv,208 Varick St New York NY,18,no,no,knitting:opera:tv:scrabble,404 E 14th St New York NY,1\r
+29,yes,yes,reading:knitting:animals:cooking,208 Varick St New York NY,44,no,yes,reading:photography:animals,208 Varick St New York NY,1\r
+21,no,no,soccer:art:dancing:movies:writing:tv,220 W 42nd St New York NY,33,no,no,running:computers:camping:shopping:tv,966 3rd Ave New York NY,0\r
+41,no,yes,running:photography:writing:tv,2271 Broadway New York NY,18,no,no,football:reading:photography:travel,686 Avenue of the Americas New York NY,0\r
+32,no,no,skiing:running:animals:movies:travel,686 Avenue of the Americas New York NY,29,no,no,football:knitting:photography:art,90 Maiden Ln New York NY,1\r
+19,yes,no,fashion:computers:movies:cooking,14 E 47th St New York NY,20,no,no,snowboarding:art:cooking,2049 Broadway New York NY,1\r
+27,no,yes,snowboarding:football:running:art:computers:tv:cooking,1560 Broadway New York NY,21,no,yes,computers,824 3rd Ave New York NY,1\r
+46,no,no,art:camping:opera:cooking,600 W 125th St New York NY,34,no,no,football:photography:animals:dancing,1499 3rd Ave New York NY,1\r
+28,no,yes,skiing:football:photography:writing:shopping,427 10th Ave New York NY,34,no,yes,fashion:computers:travel:scrabble,427 10th Ave New York NY,1\r
+28,no,no,skiing:cooking,1560 Broadway New York NY,31,no,no,skiing:camping:dancing:cooking,686 Avenue of the Americas New York NY,1\r
+39,yes,no,photography:art:animals:camping:cooking:scrabble,1560 Broadway New York NY,39,no,no,knitting:computers,427 10th Ave New York NY,1\r
+42,yes,no,shopping:travel,154 7th Ave New York NY,18,no,no,skiing:football:running:reading:animals:camping:writing:tv:cooking,102 1st Ave New York NY,0\r
+47,no,no,photography:art:camping:travel:cooking,2271 Broadway New York NY,25,no,no,soccer:reading:fashion:photography:art:camping:travel:cooking,1286 1st Ave New York NY,1\r
+23,no,yes,fashion:computers:travel,556 7th Ave New York NY,19,no,no,skiing:running:fashion:art:computers:scrabble,686 Avenue of the Americas New York NY,0\r
+48,no,no,knitting:art:camping:scrabble,451 Lexington Ave New York NY,49,no,yes,camping:opera:travel,26 Bowery New York NY,0\r
+47,no,no,snowboarding:running:photography:dancing:opera:writing:travel:cooking,1083 2nd Ave New York NY,45,no,yes,knitting:fashion:photography:movies:tv,1560 Broadway New York NY,0\r
+20,yes,yes,skiing:snowboarding:soccer:computers,451 Lexington Ave New York NY,20,no,yes,snowboarding:photography,600 W 125th St New York NY,1\r
+34,yes,yes,computers:camping:movies:shopping:tv,27 3rd Ave New York NY,28,no,yes,snowboarding:soccer:running:reading:travel:cooking,1560 Broadway New York NY,1\r
+43,no,yes,reading:art:writing,824 3rd Ave New York NY,32,no,yes,fashion:photography:camping:movies:writing:cooking:scrabble,14 E 47th St New York NY,1\r
+33,yes,yes,snowboarding:art:animals:dancing:writing:travel:cooking,90 Maiden Ln New York NY,24,no,no,fashion:shopping:travel:cooking,208 Varick St New York NY,0\r
+48,no,yes,football:reading:photography:art:movies:shopping,541 Avenue of the Americas New York NY,36,yes,no,snowboarding:football:reading:art:animals:movies,26 Bowery New York NY,1\r
+31,no,yes,animals:camping,336 E 23rd St New York NY,39,no,yes,running:animals:travel,26 Bowery New York NY,1\r
+29,no,no,art:camping:scrabble,2271 Broadway New York NY,22,no,yes,football:camping,451 Lexington Ave New York NY,0\r
+46,yes,yes,animals:dancing:opera:cooking,451 Lexington Ave New York NY,25,yes,no,snowboarding:soccer:camping:cooking,824 3rd Ave New York NY,0\r
+30,no,no,skiing:writing,451 Lexington Ave New York NY,45,no,yes,snowboarding:knitting:movies,39 Union sq W New York NY,0\r
+45,no,yes,snowboarding:soccer:photography:computers:dancing:opera:writing:tv:scrabble,3794 Broadway New York NY,31,no,yes,football:computers:tv:travel,90 Maiden Ln New York NY,1\r
+40,no,no,photography:writing:travel:cooking:scrabble,154 7th Ave New York NY,43,no,no,football:camping:travel,1083 2nd Ave New York NY,1\r
+30,no,yes,football:writing:travel,686 Avenue of the Americas New York NY,39,no,yes,skiing:snowboarding:soccer:football:dancing:travel,2271 Broadway New York NY,1\r
+30,no,yes,dancing,27 3rd Ave New York NY,24,yes,no,skiing:computers:travel,686 Avenue of the Americas New York NY,0\r
+43,no,no,fashion:dancing:movies:writing,404 E 14th St New York NY,25,no,yes,photography:camping:dancing:writing:shopping:tv,336 E 23rd St New York NY,0\r
+40,yes,no,snowboarding:soccer:football:reading:art:animals:dancing:movies,1286 1st Ave New York NY,47,no,yes,fashion:opera:travel:cooking:scrabble,427 10th Ave New York NY,0\r
+43,no,no,skiing:football:fashion:art,427 10th Ave New York NY,19,yes,yes,snowboarding:knitting:computers:animals:opera:tv,102 1st Ave New York NY,0\r
+48,no,no,skiing:soccer:running:computers,1560 Broadway New York NY,45,yes,yes,skiing:knitting:dancing:shopping:tv,39 Union sq W New York NY,0\r
+33,no,no,photography:opera:scrabble,3794 Broadway New York NY,29,yes,no,football:knitting:art:camping,1286 1st Ave New York NY,1\r
+45,no,no,running:photography:computers:animals:shopping:travel,154 7th Ave New York NY,48,no,no,snowboarding:football:dancing,151 W 34th St New York NY,1\r
+21,yes,no,snowboarding:fashion:movies:tv:scrabble,90 Maiden Ln New York NY,27,no,no,reading:opera:shopping:tv:travel,220 W 42nd St New York NY,0\r
+30,no,yes,computers:tv:travel,1188 Avenue of the Americas New York NY,32,no,yes,soccer:computers:dancing,336 E 23rd St New York NY,1\r
+49,no,yes,snowboarding:animals,451 Lexington Ave New York NY,38,no,no,computers:movies:tv:travel,26 Bowery New York NY,0\r
+40,yes,yes,skiing:running:camping,1286 1st Ave New York NY,42,no,no,snowboarding:soccer:football:running:photography:camping:tv,14 E 47th St New York NY,0\r
+21,no,no,skiing:football:opera,336 E 23rd St New York NY,22,no,no,dancing:tv:cooking,102 1st Ave New York NY,1\r
+23,no,no,soccer:photography:camping,2049 Broadway New York NY,21,yes,yes,snowboarding:art:animals,686 Avenue of the Americas New York NY,0\r
+28,no,yes,skiing:photography:cooking,1286 1st Ave New York NY,24,no,yes,football:photography:movies:writing:travel:cooking,404 E 14th St New York NY,1\r
+24,no,no,running:knitting:writing:tv:cooking,154 7th Ave New York NY,23,no,yes,skiing:soccer:reading,2271 Broadway New York NY,0\r
+19,no,no,animals:dancing:tv,824 3rd Ave New York NY,39,no,no,knitting:fashion:photography:writing,3794 Broadway New York NY,0\r
+22,no,no,skiing:soccer:reading:knitting:photography:opera:scrabble,151 W 34th St New York NY,41,yes,no,skiing:soccer:football:photography:dancing:movies:shopping,404 E 14th St New York NY,0\r
+45,no,no,football:photography,3794 Broadway New York NY,32,no,yes,knitting:fashion:dancing,824 3rd Ave New York NY,0\r
+45,no,no,skiing:football:knitting:tv,1499 3rd Ave New York NY,24,no,no,photography:dancing:shopping:travel:scrabble,102 1st Ave New York NY,0\r
+30,no,no,fashion:dancing:scrabble,220 W 42nd St New York NY,36,no,yes,snowboarding:movies:scrabble,26 Bowery New York NY,0\r
+20,yes,yes,soccer:reading:opera:scrabble,151 W 34th St New York NY,18,no,no,snowboarding:fashion:movies,451 Lexington Ave New York NY,0\r
+20,no,no,skiing:soccer:fashion:dancing:opera:shopping:travel:cooking:scrabble,824 3rd Ave New York NY,24,yes,no,soccer:fashion:photography:computers,27 3rd Ave New York NY,0\r
+39,no,yes,skiing:soccer:running:reading:art:dancing:shopping:travel,600 W 125th St New York NY,49,no,yes,running:writing:shopping:cooking,824 3rd Ave New York NY,1\r
+24,no,no,fashion:art:dancing:cooking,102 1st Ave New York NY,23,no,yes,photography:opera:tv,336 E 23rd St New York NY,0\r
+49,no,no,skiing:knitting:art:animals:camping:tv:scrabble,404 E 14th St New York NY,20,no,yes,football:computers:animals:opera:writing:shopping,427 10th Ave New York NY,0\r
+40,no,yes,skiing:soccer:football:computers:movies,3794 Broadway New York NY,40,yes,yes,skiing:snowboarding:football:opera:scrabble,220 W 42nd St New York NY,1\r
+49,yes,no,knitting:writing:shopping,427 10th Ave New York NY,25,no,no,skiing:football:knitting:photography:shopping,3794 Broadway New York NY,1\r
+37,no,no,soccer:fashion:opera,427 10th Ave New York NY,48,no,yes,writing:travel:cooking,208 Varick St New York NY,0\r
+34,yes,no,movies:cooking,556 7th Ave New York NY,37,yes,no,skiing:football:photography:art:writing:scrabble,688 8th Ave New York NY,1\r
+31,no,yes,snowboarding:fashion:camping,90 Maiden Ln New York NY,50,yes,yes,skiing:snowboarding:soccer:shopping,1499 3rd Ave New York NY,1\r
+28,no,no,snowboarding:cooking,27 3rd Ave New York NY,26,no,no,knitting:fashion:photography:art:camping:scrabble,427 10th Ave New York NY,1\r
+31,no,no,soccer:reading,404 E 14th St New York NY,46,no,no,snowboarding:soccer:running:reading:knitting:photography:computers:shopping,427 10th Ave New York NY,1\r
+30,no,no,skiing,102 1st Ave New York NY,41,yes,no,knitting:opera:writing:tv:travel:scrabble,966 3rd Ave New York NY,1\r
+23,no,yes,computers:tv,404 E 14th St New York NY,34,no,yes,soccer:football:running:camping:dancing,27 3rd Ave New York NY,0\r
+42,no,no,running:photography:writing:travel:cooking,1560 Broadway New York NY,22,no,yes,running:art:animals:dancing:shopping:tv,336 E 23rd St New York NY,0\r
+50,no,no,snowboarding:running:fashion:writing:tv:cooking,27 3rd Ave New York NY,43,no,no,snowboarding:fashion:animals:writing:travel,39 Union sq W New York NY,1\r
+43,yes,no,knitting:photography:animals:dancing,427 10th Ave New York NY,45,no,no,knitting:computers:writing:cooking,966 3rd Ave New York NY,1\r
+24,no,yes,snowboarding:running:fashion:cooking,1560 Broadway New York NY,44,no,no,soccer:photography:writing,2049 Broadway New York NY,0\r
+25,no,yes,soccer:football:reading,2049 Broadway New York NY,18,no,yes,football:reading,541 Avenue of the Americas New York NY,1\r
+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\r
+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\r

diff --git a/spec/spec_helper.rb b/spec/spec_helper.rb
new file mode 100644 (file)
index 0000000..fa6a4a4
--- /dev/null
+++ b/spec/spec_helper.rb
@@ -0,0 +1,4 @@
+require 'rexml/document.rb'
+include REXML  
+
+require 'pci'