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commit b4bd24d3b7310f1f237721a90af565e4d5928f65 1 parent 2f6e139
Mischa  authored
35 10/2/features.txt
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@@ -0,0 +1,35 @@
+york, from, gaza, hudson, articles, that
+6 Crashed jet raised from Hudson River - Reuters
+5 US Airways Jet Lifted From Hudson - Wall Street Journal
+5 Questions and answers on Gaza's next steps - International Herald Tribune
+
+
+
+city, circuit, times, articles, angeles, bloomberg
+11 Bedlam breaks out at Circuit City - CNET News
+2 US-ENTERTAINMENT Summary - Washington Post
+2 Spagnuolo Agrees to Four-Year Contract as Rams’ Coach - Bloomberg
+
+
+
+quot, treasury, absolutely, geithner, despite, aide
+10 Obama backs Treasury pick "absolutely": aide - Reuters
+3 Obama backs Treasury pick "absolutely": aide
+3 'This Week' Transcript: David Axelrod - ABC News
+
+
+
+peanut, butter, little, debbie, crackers, salmonella
+11 Little Debbie peanut butter crackers recalled - The Associated Press
+4 Little Debbie peanut butter crackers recalled
+4 FDA: Put off eating peanut butter products
+
+
+
+deal, year, hamels, phillies, philadelphia, press
+11 Hamels, Phillies agree on 3-year deal, $20.5M deal - The Associated Press
+4 Price details unclear in murky Russia-Ukraine deal - guardian.co.uk
+2 Spagnuolo Agrees to Four-Year Contract as Rams’ Coach - Bloomberg
+
+
+
142 10/2/newsfeatures.rb
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@@ -0,0 +1,142 @@
+require 'rubygems'
+require 'feed-normalizer'
+require 'open-uri'
+require 'ruby-debug'
+require 'gsl'
+include GSL
+
+FEEDLIST= [
+ 'http://feeds.reuters.com/reuters/topNews',
+ 'http://feeds.reuters.com/reuters/domesticNews',
+ 'http://feeds.reuters.com/reuters/worldNews',
+ # 'http://hosted.ap.org/lineups/TOPHEADS-rss_2.0.xml?SITE=NCWIN&SECTION=HOME',
+ 'http://hosted.ap.org/lineups/USHEADS-rss_2.0.xml?SITE=OKPON&SECTION=HOME',
+ # 'http://hosted.ap.org/lineups/WORLDHEADS-rss_2.0.xml?SITE=KLIF&SECTION=HOME',
+ 'http://hosted.ap.org/lineups/POLITICSHEADS-rss_2.0.xml?SITE=SCGRE&SECTION=HOME',
+ # 'http://www.nytimes.com/services/xml/rss/nyt/HomePage.xml',
+ # 'http://www.nytimes.com/services/xml/rss/nyt/International.xml',
+ 'http://news.google.com/?output=rss',
+ # 'http://feeds.salon.com/salon/news',
+ # 'http://www.foxnews.com/xmlfeed/rss/0,4313,0,00.rss',
+ # 'http://www.foxnews.com/xmlfeed/rss/0,4313,80,00.rss',
+ # 'http://www.foxnews.com/xmlfeed/rss/0,4313,81,00.rss',
+ # 'http://rss.cnn.com/rss/edition.rss',
+ # 'http://rss.cnn.com/rss/edition_world.rss',
+ 'http://rss.cnn.com/rss/edition_us.rss',
+ ]
+
+def stripHTML(h)
+ p=''
+ s=0
+ for c in h.split(//)
+ if c=='<'
+ s=1
+ elsif c=='>'
+ s=0
+ p += ' '
+ elsif s==0
+ p+=c
+ end
+ end
+ p
+end
+
+def separatewords(text)
+ text.scan(/\w*/).select{|s| s.length>3}.map{|s| s.downcase}
+end
+
+def getarticlewords
+ allwords={}
+ articlewords=[]
+ articletitles=[]
+ ec=0
+ # Loop over every feed
+ for feed in FEEDLIST
+ f=FeedNormalizer::FeedNormalizer.parse open(feed)
+
+ # Loop over every article
+ i=0
+ for e in f.entries
+ i += 1
+ # Ignore identical articles
+ next if articletitles.include?(e.title)
+
+ # Extract the words
+ txt = e.title + stripHTML(e.content)
+ words = separatewords(txt)
+ articlewords << {}
+ articletitles << e.title
+
+ # Increase the counts for this word in allwords and in articlewords
+ for word in words
+ allwords[word] ||= 0
+ allwords[word] += 1
+ articlewords[ec][word] ||= 0
+ articlewords[ec][word] += 1
+ end
+ ec += 1
+ end
+ end
+ [allwords, articlewords, articletitles]
+end
+
+def makematrix(allw, articlew)
+ wordvec = []
+
+ # Only take words that are common but not too common
+ for w,c in allw
+ if c > 3 and c < articlew.length*0.6
+ wordvec << w
+ end
+ end
+
+ # Create the word matrix
+ l1 = articlew.map{|f| wordvec.map{|word| (f.include?(word) && f[word]) || 0}}
+ return [l1, wordvec]
+end
+
+def showfeatures(w,h,titles,wordvec,out='features.txt')
+ File.open(out, 'w') do |outfile|
+ pc,wc=h.shape
+ toppatterns=[*0..titles.length].map{|i| []}
+ patternnames =[]
+
+ # Loop over all the features
+ pc.times do |i|
+ slist=[]
+
+ # Create a list of words and their weights
+ wc.times do |j|
+ slist << [h[i,j], wordvec[j]]
+ end
+
+ slist.sort!
+ slist.reverse!
+
+ # Print the first six elements
+ n = slist[0..5].map{|s| s[1]}
+ outfile << n.join(", ") + "\n"
+ patternnames << n
+
+ # Create a list of articles for this feature
+ flist = []
+ titles.length.times do |j|
+ # Add the article with its weight
+ flist << [w[j,i].round.to_i, titles[j]]
+ toppatterns[j] << [w[j,i], i, titles[j]]
+ end
+
+ # Reverse sort the list
+ flist.sort!
+ flist.reverse!
+
+ flist[0..2].each do |f|
+ outfile << f.join("\t\t") + "\n"
+ end
+ outfile << "\n\n\n"
+
+ end # pc.times
+ [toppatterns, patternnames]
+ end # File.open
+end
+
35 10/2/nf_spec.rb
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@@ -0,0 +1,35 @@
+require 'rubygems'
+require 'spec'
+require 'newsfeatures'
+require 'nnmf'
+
+describe "stripping html" do
+ it "should strip html" do
+ stripHTML("<a>foo</a>bar<strong><a>baz</a></strong>").should == ' foo bar baz '
+ end
+end
+
+describe "separating words" do
+ it "shoudl separate words" do
+ separatewords("hello I am a bunch. of, words").should == ['hello', 'bunch', 'words']
+ end
+end
+
+describe "dealing with matrices" do
+
+ it "should provide two matrices that when multiplied are nearly equal to the original matrix" do
+ @m1 = DMatrix[[1,2,3],[4,5,6]]
+ @m2 = DMatrix[[1,2],[3,4],[5,6]]
+ w,h = factorize(@m1*@m2, 3,100)
+ (w * h).to_a.map{|e| e.map{|ei| ei.round}}.should == (@m1 * @m2).to_a
+ end
+
+end
+
+allw,artw,artt= getarticlewords
+wordmatrix,wordvec= makematrix(allw,artw)
+v=DMatrix[*wordmatrix]
+
+weights,feat = factorize(v,pc=20,iter=50)
+topp,pn= showfeatures(weights,feat,artt,wordvec)
+
56 10/2/nnmf.rb
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@@ -0,0 +1,56 @@
+require 'linalg'
+include Linalg
+load '../array_math.rb'
+
+class Linalg::DMatrix
+ def shape
+ [vsize,hsize]
+ end
+end
+
+def difcost(a,b)
+ dif=0
+ a.shape[0].times do |i|
+ a.shape[1].times do |j|
+ # Euclidean Distance
+ dif += (a[i,j]-b[i,j]) ** 2
+ end
+ end
+ dif
+end
+
+
+def factorize(v, pc=10, iter=50)
+ ic = v.shape[0]
+ fc = v.shape[1]
+
+ # Initialize the weight and feature matrices with random values
+ w = DMatrix[*[*0..ic-1].map{|i| [*0..pc-1].map{|j| rand}}]
+ h = DMatrix[*[*0..pc-1].map{|i| [*0..fc-1].map{|j| rand}}]
+
+ iter.times do |i|
+ wh = w * h
+
+ # Calculate the current difference
+ cost = difcost(v,wh)
+
+ puts cost if i % 10 == 0
+
+ # Terminate if the matrix has been fully factorized
+ break if cost == 0
+
+ # Update feature matrix
+ hn = w.transpose * v
+ hd = w.transpose * w * h
+
+ h = DMatrix[*(h.to_a * hn.to_a / hd.to_a)]
+
+ # Update weights matrix
+ wn = v * h.transpose
+ wd = w * h * h.transpose
+
+ w = DMatrix[*(w.to_a * wn.to_a / wd.to_a)]
+ end
+
+ [w, h]
+end
27 10/array_math.rb
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@@ -0,0 +1,27 @@
+class Array
+ def *(other)
+ r = []
+ self.each_with_index do |e, i|
+ r[i] = (e * other[i])
+ end
+ r
+ end
+
+ def /(other)
+ r = []
+ self.each_with_index do |e, i|
+ r[i] = (e / other[i])
+ end
+ r
+ end
+end
+
+
+describe "multiplying arrays" do
+
+ it "should do simple stuff" do
+ ([1,2] * [3,4]).should == [3,8]
+ end
+
+end
+
532 10/articles.txt
View
@@ -0,0 +1,532 @@
+Gaza rockets hit Israel despite unilateral ceasefire
+6.97644497260893 msnbc, person, first, that, articles, times
+
+2.29385124358788 high, nation, will, arizona, inauguration, post
+
+0.803237701763977 associated, hours, press, angeles, articles, daily
+
+Obama team seeks fresh approach to bank crisis
+4.84410888860631 that, will, this, stop, stimulus, would
+
+2.62653700544249 saturday, said, reuters, from, officials, washington
+
+2.33012915741784 year, with, reuters, washington, this, 2009
+
+Battered Wall St tops Obama inaugural donors: study
+3.69628480954891 post, chronicle, washington, francisco, articles, times
+
+3.07252076719487 hours, francisco, chronicle, times, articles, baltimore
+
+1.82075952993735 high, nation, will, arizona, inauguration, post
+
+Bomb and helicopter crash kills 2 U.S. troops, 4 Afghans
+3.73374862691309 saturday, said, reuters, from, officials, washington
+
+0.636440459447328 york, when, flight, 1549, were, airways
+
+0.515684898009171 msnbc, person, first, that, articles, times
+
+Steer clear of peanut butter: U.S. authorities
+4.18973574488618 reuters, sunday, said, over, state, country
+
+1.12463456718494 which, sunday, ukraine, russia, reach, said
+
+0.826975999093937 saturday, said, reuters, from, officials, washington
+
+Missing money manager believed alive: associate
+6.04647741291225 hours, francisco, chronicle, times, articles, baltimore
+
+5.03798079096217 york, when, flight, 1549, were, airways
+
+1.41704841225876 msnbc, person, first, that, articles, times
+
+Older Americans postpone retirement as economy sags
+5.73517630172392 hours, into, unilateral, gaza, israel, strip
+
+1.72060303393364 that, will, this, stop, stimulus, would
+
+1.05804101991498 which, sunday, ukraine, russia, reach, said
+
+Obama team weighs government bank to ease crisis
+4.09036914833036 that, will, this, stop, stimulus, would
+
+2.11000076825307 elect, president, barack, reuters, americans, washington
+
+1.21663983297922 high, nation, will, arizona, inauguration, post
+
+Russia, Ukraine PMs say reach gas deal
+5.67627110380957 history, inaugural, capital, washington, nation, lincoln
+
+1.22156161594295 team, bank, crisis, capital, people, assets
+
+0.746957095179891 york, when, flight, 1549, were, airways
+
+U.S. mayors skeptical of city help in stimulus plan
+6.4110199127045 year, with, reuters, washington, this, 2009
+
+1.55349915153343 saturday, said, reuters, from, officials, washington
+
+0.826177927534779 that, will, this, stop, stimulus, would
+
+Almost all U.S. cities to lose jobs in 2009: forecast
+4.53319007884117 hours, francisco, chronicle, times, articles, baltimore
+
+3.52723579706365 year, with, reuters, washington, this, 2009
+
+3.52145178267474 elect, president, barack, reuters, americans, washington
+
+Cranes used to raise crashed jet from Hudson River
+5.7824706339819 washington, first, president, barack, will, years
+
+2.04953684203009 york, when, flight, 1549, were, airways
+
+1.53737409966683 year, with, reuters, washington, this, 2009
+
+Obama Cabinet headed toward quick Senate approval
+4.74637392544461 reuters, sunday, said, over, state, country
+
+0.445572564438863 which, sunday, ukraine, russia, reach, said
+
+0.430493170840886 saturday, said, reuters, from, officials, washington
+
+Toyota recalls 214,500 Lexus vehicles in U.S.
+9.88760707709093 post, chronicle, washington, francisco, articles, times
+
+1.4443855675425 associated, hours, press, angeles, articles, daily
+
+1.28401642747112 hours, francisco, chronicle, times, articles, baltimore
+
+Man charged with threatening Obama on website
+3.83459316387989 elect, president, barack, reuters, americans, washington
+
+3.53661828884131 team, bank, crisis, capital, people, assets
+
+1.90044898143985 that, will, this, stop, stimulus, would
+
+Merrill Lynch to pay $475 million in Ohio settlement
+9.48530700249411 washington, first, president, barack, will, years
+
+2.02130781683948 saturday, said, reuters, from, officials, washington
+
+0.258717802590937 high, nation, will, arizona, inauguration, post
+
+Mugabe urges opposition to accept power-sharing deal
+5.43844942571295 airways, hudson, river, from, saturday, hoisted
+
+1.75878297111478 that, will, this, stop, stimulus, would
+
+0.594835049006675 saturday, said, reuters, from, officials, washington
+
+U.S. sends home six Guantanamo prisoners
+2.97808728807951 york, when, flight, 1549, were, airways
+
+0.45313728748321 products, butter, peanut, salmonella, contain, eating
+
+0.290683528620128 which, sunday, ukraine, russia, reach, said
+
+China confirms toddler infected with bird flu
+6.00292570778154 airways, hudson, river, from, saturday, hoisted
+
+2.44148710335105 year, with, reuters, washington, this, 2009
+
+1.91861928347198 that, will, this, stop, stimulus, would
+
+Two Pakistani soldiers, 14 Taliban, killed in clash
+12.3382744192297 team, bank, crisis, capital, people, assets
+
+3.65639476572581 elect, president, barack, reuters, americans, washington
+
+2.08420803394668 articles, times, york, journal, post, 2009
+
+"Erroneous" Western democracy not for China: official
+3.96580567300698 reuters, sunday, said, over, state, country
+
+0.476681066946148 voice, government, reuters, articles, america, wall
+
+0.390161460981321 which, sunday, ukraine, russia, reach, said
+
+Turkey's PM travels to Brussels to bolster EU bid
+7.56608505652423 post, chronicle, washington, francisco, articles, times
+
+1.40493868931799 york, when, flight, 1549, were, airways
+
+1.22169077410327 articles, times, york, journal, post, 2009
+
+Japan PM, opposition rally members as poll looms
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+
+1.22429935444979 voice, government, reuters, articles, america, wall
+
+1.01619304437814 history, inaugural, capital, washington, nation, lincoln
+
+Crews hoist ditched plane from Hudson River
+4.33842315990991 saturday, said, reuters, from, officials, washington
+
+1.33667062188447 washington, first, president, barack, will, years
+
+0.700339078624077 post, chronicle, washington, francisco, articles, times
+
+5 white-knuckled minutes aboard Flight 1549
+4.63763966645939 saturday, said, reuters, from, officials, washington
+
+0.733861190097968 york, when, flight, 1549, were, airways
+
+0.158027443337915 airways, hudson, river, from, saturday, hoisted
+
+FDA urges people to avoid peanut butter products
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+
+0.63977525505905 washington, first, president, barack, will, years
+
+0.502638672134247 associated, hours, press, angeles, articles, daily
+
+Obama rides the rails to DC for inaugural kickoff
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+
+3.36058427723029 year, with, reuters, washington, this, 2009
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+1.13225503099308 washington, first, president, barack, will, years
+
+Debris kills boy in stands at monster truck show
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+
+1.94076353912056 saturday, said, reuters, from, officials, washington
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+1.88057168833501 associated, hours, press, angeles, articles, daily
+
+Gunfire kills 1, injures 2 in Montana town
+4.90484285411192 saturday, said, reuters, from, officials, washington
+
+0.764446557348224 team, bank, crisis, capital, people, assets
+
+0.540875961501486 york, when, flight, 1549, were, airways
+
+America: What in the world does it want to be?
+12.5151720869204 hours, into, unilateral, gaza, israel, strip
+
+0.607410848255149 articles, times, york, journal, post, 2009
+
+0.345837943997819 year, with, reuters, washington, this, 2009
+
+A national hero but not quite in the spotlight
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+
+2.03571867389231 year, with, reuters, washington, this, 2009
+
+1.14551854347685 voice, government, reuters, articles, america, wall
+
+MLK's dream also included economic justice
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+0.711683613798227 saturday, said, reuters, from, officials, washington
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+0.370985037628649 post, chronicle, washington, francisco, articles, times
+
+OMG!: Text messaging an important part of response
+6.94659897300559 products, butter, peanut, salmonella, contain, eating
+
+1.14903007551209 york, when, flight, 1549, were, airways
+
+0.803542094833251 which, sunday, ukraine, russia, reach, said
+
+Inaugural history: Wilson on the verge of war
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+
+2.03515834205881 airways, hudson, river, from, saturday, hoisted
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+0.457805373556963 history, inaugural, capital, washington, nation, lincoln
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+Obama stimulus plan not sure bet to heal economy
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+1.82961528221063 reuters, sunday, said, over, state, country
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+0.373584089323358 products, butter, peanut, salmonella, contain, eating
+
+Economic stimulus bill to fuel Obama's priorities
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+1.11054054197792 associated, hours, press, angeles, articles, daily
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+0.808308536680317 airways, hudson, river, from, saturday, hoisted
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+Obama seeks help in surmounting country's problems
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+Throngs witness Obama's whistle stop tour to DC
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+3.35880602668172 voice, government, reuters, articles, america, wall
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+2.61441519621525 articles, times, york, journal, post, 2009
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+Biden in spotlight at hometown whistle stop visit
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+0.666255271930978 washington, first, president, barack, will, years
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+Obama aide: Military advisers to meet on first day
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+Tips to FBI about suspicious activity on the rise
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+UN&#39;s Ban Ki-moon visits Syria for talks on Gaza situation - Xinhua
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+Officials Find Flight 1549’s Black Boxes - New York Times
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+2.70861928757214 that, will, this, stop, stimulus, would
+
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+
+Seoul on alert over N. Korea threats - Korea Herald
+4.86321979821156 history, inaugural, capital, washington, nation, lincoln
+
+0.578510616785909 year, with, reuters, washington, this, 2009
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+
+Russia, Ukraine PMs reach gas deal: official - Reuters
+7.27071814473671 voice, government, reuters, articles, america, wall
+
+2.3427797887098 that, will, this, stop, stimulus, would
+
+1.290068117127 hours, into, unilateral, gaza, israel, strip
+
+India Plans Heavy Spending to Stimulate Growth - Wall Street Journal
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+
+New tack for King Day celebration in SF - San Francisco Chronicle
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+
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+
+For Obama supporters, post-inauguration letdown is inevitable - Los Angeles Times
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+
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+
+Old memory sparked by Obama victory speech - San Francisco Chronicle
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+
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+
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+
+Obama Bank Rescue May Make New Effort to Resolve Toxic Assets - Bloomberg
+2.36207216203175 reuters, sunday, said, over, state, country
+
+1.86364300599456 york, when, flight, 1549, were, airways
+
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+
+Circuit City liquidation sparks a Black Saturday - Los Angeles Times
+6.74694058685472 articles, times, york, journal, post, 2009
+
+3.68152594366809 elect, president, barack, reuters, americans, washington
+
+0.217578952026645 associated, hours, press, angeles, articles, daily
+
+Geese Pose Big Risk at Airports in Region - New York Times
+4.26518607474115 that, will, this, stop, stimulus, would
+
+2.43386248524177 washington, first, president, barack, will, years
+
+1.30036500011961 history, inaugural, capital, washington, nation, lincoln
+
+Steve Jobs, chained to a rock - CNNMoney.com
+10.1414595173166 products, butter, peanut, salmonella, contain, eating
+
+0.126839844874961 washington, first, president, barack, will, years
+
+0.0367225028598027 saturday, said, reuters, from, officials, washington
+
+Digital TV Delay Runs Into Protest - New York Times
+5.29237424427382 articles, times, york, journal, post, 2009
+
+2.55923709068911 washington, first, president, barack, will, years
+
+2.00284789793036 post, chronicle, washington, francisco, articles, times
+
+European Regulators Just Can&#39;t Leave Microsoft Alone - CRN
+2.50862800407981 year, with, reuters, washington, this, 2009
+
+1.81964670382502 voice, government, reuters, articles, america, wall
+
+0.410995230232101 elect, president, barack, reuters, americans, washington
+
+Sundance: Guillermo del Toro gets teased about &#39;The Hobbit&#39; - Entertainment Weekly
+10.3354260809528 which, sunday, ukraine, russia, reach, said
+
+1.90913818154357 voice, government, reuters, articles, america, wall
+
+1.65869214285807 associated, hours, press, angeles, articles, daily
+
+Music biopics try to keep it real - Los Angeles Times
+2.87210376610892 products, butter, peanut, salmonella, contain, eating
+
+1.04091918002949 year, with, reuters, washington, this, 2009
+
+0.907407205226857 hours, francisco, chronicle, times, articles, baltimore
+
+How Wyeth’s “Helga” Went Viral Before Viral Existed - MSNBC
+4.37219899097804 year, with, reuters, washington, this, 2009
+
+0.955775819248805 articles, times, york, journal, post, 2009
+
+0.940443872714207 msnbc, person, first, that, articles, times
+
+Not card-carrying Cardinals fan - Boston Globe
+8.48719531713953 washington, first, president, barack, will, years
+
+2.7639633907378 that, will, this, stop, stimulus, would
+
+0.481661161977112 high, nation, will, arizona, inauguration, post
+
+Steelers wary of ball-hawking Ravens - St. Louis Post-Dispatch
+6.41497494505232 reuters, sunday, said, over, state, country
+
+0.801420433085346 elect, president, barack, reuters, americans, washington
+
+0.343661874868171 washington, first, president, barack, will, years
+
+Celtics starters pour it on in back-to-back beatings of Nets - Boston Globe
+8.89620986454368 history, inaugural, capital, washington, nation, lincoln
+
+2.91650038649432 elect, president, barack, reuters, americans, washington
+
+1.38114842487913 washington, first, president, barack, will, years
+
+Warning Is Issued on Foods Having Peanut Butter - New York Times
+9.0192379458787 post, chronicle, washington, francisco, articles, times
+
+2.50780240295297 elect, president, barack, reuters, americans, washington
+
+1.34240923821585 history, inaugural, capital, washington, nation, lincoln
+
+Health Highlights: Jan. 17, 2009 - Washington Post
+6.57383265879831 team, bank, crisis, capital, people, assets
+
+3.67470104331349 saturday, said, reuters, from, officials, washington
+
+1.54270204093283 washington, first, president, barack, will, years
+
+Officials, mom: Insurance help is critical - Martinsville Bulletin
+10.347267455538 voice, government, reuters, articles, america, wall
+
+2.77642499208225 saturday, said, reuters, from, officials, washington
+
+0.224460598565829 articles, times, york, journal, post, 2009
+
+Crowds jubilant as train rolls through - Baltimore Sun
+4.89859939783996 airways, hudson, river, from, saturday, hoisted
+
+3.08660746511031 york, when, flight, 1549, were, airways
+
+1.36214355196624 that, will, this, stop, stimulus, would
+
+THE OBAMA INAUGURATION Nation has high expectations for Obama - Detroit Free Press
+4.06056085751523 elect, president, barack, reuters, americans, washington
+
+0.899535326772161 hours, francisco, chronicle, times, articles, baltimore
+
+0.279019094021708 york, when, flight, 1549, were, airways
+
+Michelle Obama&#39;s No. 1 role remains ‘mom in chief&#39; - Arizona Republic
+4.05814051929078 elect, president, barack, reuters, americans, washington
+
+3.43990107727137 saturday, said, reuters, from, officials, washington
+
+0.688785402386932 airways, hudson, river, from, saturday, hoisted
+
+D.C. visitors looking to be part of history
+4.04633036134128 articles, times, york, journal, post, 2009
+
+3.33748103440389 that, will, this, stop, stimulus, would
+
+1.85294247720777 msnbc, person, first, that, articles, times
+
+Crippled jetliner hoisted from Hudson River
+13.8197221866421 high, nation, will, arizona, inauguration, post
+
+0.637931688360853 articles, times, york, journal, post, 2009
+
+0.392248473529016 elect, president, barack, reuters, americans, washington
+
+Six Guantanamo detainees released
+10.6979646741559 which, sunday, ukraine, russia, reach, said
+
+0.742363632405102 hours, into, unilateral, gaza, israel, strip
+
+0.380733496275295 year, with, reuters, washington, this, 2009
+
+FDA: Put off eating peanut butter products
+11.0098172186571 hours, francisco, chronicle, times, articles, baltimore
+
+2.20436346822672 that, will, this, stop, stimulus, would
+
+0.0735126770000391 products, butter, peanut, salmonella, contain, eating
+
+Obama embarks on train to inaugural history
+4.3401484663238 saturday, said, reuters, from, officials, washington
+
+2.11843239774069 year, with, reuters, washington, this, 2009
+
+0.589677444215077 history, inaugural, capital, washington, nation, lincoln
+
+'We can't pay you yet,' California to tell creditors
+2.55498365099371 high, nation, will, arizona, inauguration, post
+
+1.17535299066564 year, with, reuters, washington, this, 2009
+
+0.369356129721557 that, will, this, stop, stimulus, would
+
+Kellogg recalls peanut butter products
+3.58849103838376 that, will, this, stop, stimulus, would
+
+3.35674606503037 elect, president, barack, reuters, americans, washington
+
+1.22112323408623 washington, first, president, barack, will, years
+
+What went right, wrong on Flight 1549
+4.03488415253349 year, with, reuters, washington, this, 2009
+
+3.77183881004169 reuters, sunday, said, over, state, country
+
+0.468066128922263 saturday, said, reuters, from, officials, washington
+
+High court to hear strip-searched teen's case
+8.25099200546545 associated, hours, press, angeles, articles, daily
+
+1.03043558879023 york, when, flight, 1549, were, airways
+
+0.799785114578414 articles, times, york, journal, post, 2009
+
115 10/features.txt
View
@@ -0,0 +1,115 @@
+Words: [boston, globe, angeles, times, articles, hours]
+4.45453275806855 / Turkey's PM travels to Brussels to bolster EU bid
+4.43999843909528 / Kellogg recalls peanut butter products
+4.27887338215619 / Obama embarks on train to inaugural history
+
+
+Words: [president, elect, barack, washington, seeks, reuters]
+6.68312745669954 / India Plans Heavy Spending to Stimulate Growth - Wall Street Journal
+6.58914771212381 / Your at-home guide to the Inauguration - San Jose Mercury News
+5.76246253941588 / China confirms toddler infected with bird flu
+
+
+Words: [airways, hudson, river, york, that, from]
+5.84908971243008 / Toyota recalls 214,500 Lexus vehicles in U.S.
+4.52956844658934 / 'We can't pay you yet,' California to tell creditors
+4.26386330773356 / You never know which &#39;Tara&#39; you&#39;re going to get - Los Angeles Times
+
+
+Words: [year, guardian, have, arizona, officials, sunday]
+5.11590632029682 / Steelers wary of ball-hawking Ravens - St. Louis Post-Dispatch
+4.56510336867357 / What went right, wrong on Flight 1549
+4.54770963418455 / Tamil Tiger head may have fled Sri Lanka: army chief
+
+
+Words: [reuters, said, sunday, state, over, government]
+10.1499482040302 / Battered Wall St tops Obama inaugural donors: study
+6.74794679117123 / "Erroneous" Western democracy not for China: official
+5.90010199491309 / D.C. visitors looking to be part of history
+
+
+Words: [chronicle, francisco, york, times, articles, post]
+9.55584785305291 / Obama stimulus plan not sure bet to heal economy
+8.30668771575976 / Obama seeks help in surmounting country's problems
+7.50063474053872 / Officials, mom: Insurance help is critical - Martinsville Bulletin
+
+
+Words: [street, wall, journal, times, hours, articles]
+12.2374227183865 / Sri Lankan army &#39;corners rebels&#39; - BBC News
+9.45716514764286 / Six Guantanamo detainees released
+1.75431165099011 / Steer clear of peanut butter: U.S. authorities
+
+
+Words: [sunday, deal, which, prime, ukraine, russia]
+10.726549868647 / Gaza rockets hit Israel despite unilateral ceasefire
+7.26432173492821 / Geese Pose Big Risk at Airports in Region - New York Times
+5.27969965232656 / MARTIN LUTHER KING DAY EVENTS: Honoring a civil rights legend - Newsday
+
+
+Words: [2009, press, bill, articles, congress, post]
+13.6573367429502 / Debris kills boy in stands at monster truck show
+6.04814799712188 / Older Americans postpone retirement as economy sags
+0.650420043510366 / Obama embarks on train to inaugural history
+
+
+Words: [israel, unilateral, ceasefire, gaza, into, sunday]
+7.53748861180561 / A formal house that has a family in it - Baltimore Sun
+4.51953705489794 / Not card-carrying Cardinals fan - Boston Globe
+4.14742582839646 / Almost all U.S. cities to lose jobs in 2009: forecast
+
+
+Words: [will, that, first, washington, president, barack]
+7.75424082732704 / Obama team seeks fresh approach to bank crisis
+7.57634969715474 / Crippled jetliner hoisted from Hudson River
+6.69264523151874 / Bomb and helicopter crash kills 2 U.S. troops, 4 Afghans
+
+
+Words: [city, into, saturday, washington, that, help]
+9.37498624518006 / America: What in the world does it want to be?
+8.62330732904569 / High court to hear strip-searched teen's case
+5.64226208423239 / Obama to lay wreath, attend concert Sunday
+
+
+Words: [daily, associated, press, hours, star, articles]
+6.22643184363662 / Obama aide: Military advisers to meet on first day
+4.85331140962815 / Lewis’s Merrill, Countrywide Buys May Hurt Him, Bank of America - Bloomberg
+4.81708635100822 / Russia, Ukraine PMs say reach gas deal
+
+
+Words: [history, inaugural, washington, from, world, lincoln]
+10.1635526804569 / Biden in spotlight at hometown whistle stop visit
+5.08128625146224 / Celtics starters pour it on in back-to-back beatings of Nets - Boston Globe
+3.03324942130444 / Digital TV Delay Runs Into Protest - New York Times
+
+
+Words: [more, about, other, officials, washington, health]
+5.21590994086411 / Crews hoist ditched plane from Hudson River
+4.18569707890758 / Congress is going along with Obama, at least for now - Detroit Free Press
+3.78940332155646 / Nation&#39;s Hopes High for Obama, Poll Shows - Washington Post
+
+
+Words: [saturday, from, said, military, guantanamo, reuters]
+13.0837873894604 / How Wyeth’s “Helga” Went Viral Before Viral Existed - MSNBC
+6.48860670179008 / Obama Cabinet headed toward quick Senate approval
+1.45044904006144 / Steve Jobs, chained to a rock - CNNMoney.com
+
+
+Words: [have, tamil, army, rebels, lanka, said]
+4.1484372665744 / 5 white-knuckled minutes aboard Flight 1549
+3.52798491315961 / Health Highlights: Jan. 17, 2009 - Washington Post
+3.44478722504142 / Japan PM, opposition rally members as poll looms
+
+
+Words: [with, washington, said, after, york, this]
+8.92569339568056 / Economic stimulus bill to fuel Obama's priorities
+8.7582090220588 / A national hero but not quite in the spotlight
+7.78767696867431 / Celtics starters pour it on in back-to-back beatings of Nets - Boston Globe
+
+
+Words: [peanut, butter, products, salmonella, consumers, eating]
+12.6132806116738 / FDA: Put off eating peanut butter products
+5.40803698664392 / Warning Is Issued on Foods Having Peanut Butter - New York Times
+1.96847325427071 / Officials Find Flight 1549’s Black Boxes - New York Times
+
+
+Words: [jose, mercury, concert, baltimore, quot, when]
13 10/formatters.rb
View
@@ -0,0 +1,13 @@
+# Add methods for parsing article text
+class String
+
+ def strip_html
+ gsub(/<\/?[^>]*>/, " ")
+ end
+
+ def separate_words
+ scan(/\w*/).select {|s| s.length > 3}.map{|s| s.downcase}
+ end
+
+end
+
187 10/newsfeatures.rb
View
@@ -0,0 +1,187 @@
+# Programming Collective Intelligence
+#
+# Chapter 11
+#
+# By Mischa Fierer
+#
+# http://www.themomorohoax.com
+# http://github.com/mischa
+#
+# In the interest of saving time and being able to reference the book,
+# I have not changed too many variable names, etc, nor have I
+# completely translated everything to use Ruby idioms.
+
+require 'rubygems'
+require 'feed-normalizer'
+require 'open-uri'
+require 'spec'
+require 'ruby-debug'
+require 'nnmf'
+require 'formatters'
+require 'array_math'
+
+################# Finding features
+
+class FeatureFinder
+
+ FEEDLIST = [
+ 'http://feeds.reuters.com/reuters/topNews',
+ 'http://feeds.reuters.com/reuters/domesticNews',
+ 'http://feeds.reuters.com/reuters/worldNews',
+ # 'http://hosted.ap.org/lineups/TOPHEADS-rss_2.0.xml?SITE=NCWIN&SECTION=HOME',
+ 'http://hosted.ap.org/lineups/USHEADS-rss_2.0.xml?SITE=OKPON&SECTION=HOME',
+ # 'http://hosted.ap.org/lineups/WORLDHEADS-rss_2.0.xml?SITE=KLIF&SECTION=HOME',
+ 'http://hosted.ap.org/lineups/POLITICSHEADS-rss_2.0.xml?SITE=SCGRE&SECTION=HOME',
+ # 'http://www.nytimes.com/services/xml/rss/nyt/HomePage.xml',
+ # 'http://www.nytimes.com/services/xml/rss/nyt/International.xml',
+ 'http://news.google.com/?output=rss',
+ # 'http://feeds.salon.com/salon/news',
+ # 'http://www.foxnews.com/xmlfeed/rss/0,4313,0,00.rss',
+ # 'http://www.foxnews.com/xmlfeed/rss/0,4313,80,00.rss',
+ # 'http://www.foxnews.com/xmlfeed/rss/0,4313,81,00.rss',
+ # 'http://rss.cnn.com/rss/edition.rss',
+ # 'http://rss.cnn.com/rss/edition_world.rss',
+ 'http://rss.cnn.com/rss/edition_us.rss',
+ ]
+
+ def initialize
+ @all_words = Hash.new(0)
+ @article_words = Hash.new {|h, k| h[k] = Hash.new(0)}
+ @titles = []; @feature_words =[]
+ @ec=0
+ end
+
+ def data
+ get_article_words
+ make_matrix
+ # weights,features = make_matrix.factorize(10,50)
+ weights,features = @matrix.factorize(20,50)
+ [@titles, @feature_words, weights,features]
+ end
+
+
+ # Extract invidual words, keeping track of how many times
+ # each word is used overall,
+ # as well as how many times it's used per article
+ def get_article_words
+ FEEDLIST.each do |feed|
+ f = FeedNormalizer::FeedNormalizer.parse open(feed)
+ i = 0
+ f.entries.each do |entry|
+ i += 1
+ next if @titles.include?(entry.title)
+ process_entry(entry)
+ @ec += 1
+ end
+ puts "added #{i} entries from #{feed}"
+ end
+ puts "title len: #{@titles.length}"
+ # [@all_words, @article_words, @article_titles] s
+ end
+
+ def process_entry(entry)
+ words = "#{entry.title} #{entry.content.strip_html}".separate_words
+ @titles << entry.title
+
+ words.each do |word|
+ @all_words[word] += 1
+ @article_words[@ec][word] += 1
+ end
+ end
+
+ def make_matrix
+ #select words that are common but not too common
+ @all_words.each { |word, count| @feature_words << word if count > 3 && count < @article_words.length * 0.6 }
+
+ # Create the word matrix
+ matrix = @article_words.map do |index, words|
+ @feature_words.map {|word| (words[word] && words.include?(word)) ? 1 : 0}
+ end
+ @matrix = DMatrix[*matrix]
+ #[matrix, feature_words]
+ end
+end
+
+
+################# Displaying features
+
+class FeatureDisplayer
+
+ attr :slist
+
+ def initialize
+ ff = FeatureFinder.new
+ @titles,@feature_words,@weights,@features = ff.data
+ topp,pn = show_features #(weights,features,titles,@feature_words)
+ show_articles(@titles,@toppatterns,pn)
+ end
+
+ def show_features(out='features.txt') #(w,h,titles,wordvec,out='features.txt')
+ feature_groups = @features.vsize
+ @word_count = @features.hsize
+
+ @toppatterns = []
+ @titles.length.times { |i| @toppatterns[i] = []}
+ @patternnames = []
+
+ # Loop over all the features
+ File.open(out, 'w') { |results| feature_groups.times { |i| process_feature(i, results)}}
+
+ @toppatterns = @toppatterns.reject{|a| a.empty?}
+ [@toppatterns, @patternnames]
+ end
+
+ def process_feature(i, results)
+
+ @weighted_words = []
+
+ #create the list of clustered words and their weights
+ @word_count.times do |j|
+ @weighted_words << [@features[i,j], @feature_words[j]]
+ end
+
+ # Print the first six elements
+ top_six = @weighted_words.sort!.reverse![0..5].map{|weight_word| weight_word.last}
+ results << "Words: [#{top_six.join(", ")}]\n"
+ @patternnames << top_six
+
+ # Create a list of articles for this feature
+ flist = []
+
+ @titles.length.times do |j|
+ flist << [@weights[j,i+1], @titles[j]]
+ @toppatterns[j] << [@weights[j,i], i, @titles[j]]
+ end
+
+ # debugger
+
+ flist = flist.compact.sort.reverse
+
+ flist[0..2].each do |f|
+ results << f.join(" / ") + "\n"
+ end
+ debugger
+ results << "\n\n"
+
+ end
+
+ def show_articles(titles, toppatterns, patternnames,out='articles.txt')
+ File.open(out, 'w') do |results|
+ titles.length.times do |j|
+ results << titles[j] + "\n"
+
+ toppatterns[j] = toppatterns[j].sort
+ toppatterns[j] = toppatterns[j].reverse
+
+ 3.times do |i|
+ results << toppatterns[j][i][0].to_s + ' ' +
+ patternnames[toppatterns[j][i][1]].join(", ") + "\n"
+ results << "\n"
+ end
+ end
+ end
+ end
+
+end
+
+@fd = FeatureDisplayer.new
85 10/nnmf.rb
View
@@ -0,0 +1,85 @@
+require 'linalg'
+require 'rubygems'
+require 'spec'
+require 'array_math'
+include Linalg
+
+
+################# the algorithm
+
+class DMatrix
+
+ # Measure how close the features and weights matrix is
+ # def difcost(computed)
+ # i = 0
+ # [*0..vsize-1].inject(0) do |sum, row|
+ # hsize.times do |column|
+ # # puts i if i%1000 == 0
+ # i += 1
+ # sum += ((self[row,column] - computed[row,column]) ** 2)
+ # end
+ # sum
+ # end
+ # end
+ # def difcost(a,b):
+
+ def difcost(b)
+ a = self
+ dif=0
+ k=0
+
+ for i in (0..a.vsize-1).to_a
+ for j in (0..a.hsize-1).to_a
+ k += 1
+ dif += (a[i,j]-b[i,j]) ** 2
+ end
+ end
+ # debugger
+ return dif
+ end
+
+ # Initialize the weight and feature matrices with random values
+ def random_matrix(vs, hs)
+ DMatrix[*([*0..vs].map { |i| [*0..hs].map { |j| rand } })]
+ end
+
+ def factorize(pc=10, iterations=50, loud=true)
+
+ w = random_matrix(vsize-1, pc-1)
+ h = random_matrix(pc-1, hsize-1)
+
+ puts "vsize:#{vsize} hsize: #{hsize} pc:#{pc} #" #w:#{w.vsize} h:#{h}"
+ # debugger
+
+ iterations.times do |i|
+ seed = w*h
+ cost = difcost(seed)
+
+ puts "Diffcost: #{cost}" if i % 10 == 0 && loud
+ # debugger if i%10==0
+
+ # Terminate if matrix is fully factorized
+ break if cost == 0
+
+ # Update feature matrix
+ hn = w.transpose * self
+ hd = w.transpose * w * h
+ # debugger
+
+ h = DMatrix[*(h.to_a * hn.to_a / hd.to_a)]
+
+ # Update weights matrix
+ wn = self * h.transpose
+ wd = w * h * h.transpose
+
+ w = DMatrix[*(w.to_a * wn.to_a / wd.to_a)]
+ end
+
+ [w, h]
+ end
+
+end
+
+
+# Tests from page 263
+
1,435 11/articles.txt
View
@@ -1,1435 +0,0 @@
-Israel plans ceasefire, Hamas vows to fight on
-13.6802710446253 with, have, been, from, peanut, butter, salmonella
-
-5.27132319553581 said, reuters, saturday, have, north, says, troops
-
-5.26301703749747 friday, that, world, said, child, briefing, officials
-
-Top U.S. banks post huge losses as BofA gets aid
-13.3842151004677 with, have, been, from, peanut, butter, salmonella
-
-2.42607981801318 river, hudson, york, airways, from, investigators, more
-
-1.18029333621766 killed, military, bomb, civilians, afghan, german, embassy
-
-Battered Wall St tops Obama inaugural donors: study
-95.2253648078128 gaza, israel, fire, saturday, cease, israeli, week
-
-0.498679701452328 said, reuters, saturday, have, north, says, troops
-
-2.02867899621407e-09 killed, military, bomb, civilians, afghan, german, embassy
-
-Five deaths linked to U.S. salmonella outbreak
-40.2074533123265 said, reuters, saturday, have, north, says, troops
-
-38.9930901375182 prime, minister, europe, that, russia, ukraine, dispute
-
-31.1332963423887 president, obama, barack, washington, elect, with, will
-
-Suicide bomb kills U.S. service member in Kabul
-30.5647909159024 obama, country, would, philadelphia, barack, elect, house
-
-2.84905129429796 friday, that, world, said, child, briefing, officials
-
-0.0167756736723815 president, obama, barack, washington, elect, with, will
-
-Older Americans postpone retirement as economy sags
-38.7641147323518 articles, nbsp, news, york, hours, times, agoby
-
-27.7690995746216 gaza, israel, fire, saturday, cease, israeli, week
-
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-2.82075093194945 gaza, israel, fire, saturday, cease, israeli, week
-
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-
-Beer Sales Go Flat in Worldwide Economic Slump
-52.5815608961332 president, obama, barack, washington, elect, with, will
-
-25.7508858488621 said, reuters, saturday, have, north, says, troops
-
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-
-Kentucky Couple Found Dead at Florida Rest Stop
-27.8382331680346 president, obama, barack, washington, elect, with, will
-
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-
-15.985843965702 obama, country, would, philadelphia, barack, elect, house
-
-Alabama Man Executed After 26 Years On Death Row
-34.5684261444014 friday, that, world, said, child, briefing, officials
-
-8.70932172540948 gaza, israel, fire, saturday, cease, israeli, week
-
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-Trial Opens for U.S. Student in Coed 'Sex Game' Slay
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-
-17.4291058165796 said, reuters, saturday, have, north, says, troops
-
-13.2312053164169 president, obama, barack, washington, elect, with, will
-
-Man Jailed For Stealing Pages From Rare Books
-21.9703293525221 said, reuters, saturday, have, north, says, troops
-
-0.0103950542146883 prime, minister, europe, that, russia, ukraine, dispute
-
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-
-CIA Director: Search for Bin Laden 'Hideously Complex'
-7.93052510537794 gaza, israel, fire, saturday, cease, israeli, week
-
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-
-U.S. Obtains New Evidence of Iranian Nuclear Intrigue
-8.87963334224119 articles, nbsp, news, york, hours, times, agoby
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-Misery Mounts as Gas Dispute Stretches Into Third Week
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-Chavez: Castro Still Working, On Top of World Affairs
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-
-1.19619697970175 said, reuters, saturday, have, north, says, troops
-
-Gorilla Recovers From Rare Surgery at Hungary Zoo
-7.70595644671532 with, have, been, from, peanut, butter, salmonella
-
-2.2210539589365 friday, that, world, said, child, briefing, officials
-
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-
-HIV Carrier Who Tried to Spread AIDS Gets 18 Years
-16.7971863481189 friday, that, world, said, child, briefing, officials
-
-10.9978431682617 president, obama, barack, washington, elect, with, will
-
-5.96126397910799 river, hudson, york, airways, from, investigators, more
-
-Mexican Cops Accused of Spray-Painting Teen Vandals
-29.620376756379 said, reuters, saturday, have, north, says, troops
-
-8.5696719489293 river, hudson, york, airways, from, investigators, more
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-5.29315055413099 articles, nbsp, news, york, hours, times, agoby
-
-Woman Who Had Son Strangled Gets Death Sentence
-50.8440490939232 president, obama, barack, washington, elect, with, will
-
-14.3463843134952 friday, that, world, said, child, briefing, officials
-
-2.50683063882999 obama, country, would, philadelphia, barack, elect, house
-
-U.S. Signs Nuclear Cooperation Agreement With Gulf Ally
-25.8096389079965 with, have, been, from, peanut, butter, salmonella
-
-4.88265014133215 president, obama, barack, washington, elect, with, will
-
-4.58463053379417 friday, that, world, said, child, briefing, officials
-
-Pirates Free Danish Cargo Ship Held for 2 Months
-93.7889945921776 prime, minister, europe, that, russia, ukraine, dispute
-
-1.70301825250109 friday, that, world, said, child, briefing, officials
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-4.95506550451559e-14 president, obama, barack, washington, elect, with, will
-
-All 'Safe and Secure' After Black Hawk Helicopter Downed
-8.25963271404794 with, have, been, from, peanut, butter, salmonella
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-Venezuela Solicits Bids From Big Oil Companies
-14.135834835216 gaza, israel, fire, saturday, cease, israeli, week
-
-4.93676163206042 with, have, been, from, peanut, butter, salmonella
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-
-U.N. Says 'Warming Relationship' Between Congo, Rwanda
-25.049092976578 said, reuters, saturday, have, north, says, troops
-
-3.42669391995278 with, have, been, from, peanut, butter, salmonella
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-Putin Proposes That Europe Pay to Push Gas West
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-
-Kim Jong Il May Tap Youngest Son as Successor
-19.5555205581685 said, reuters, saturday, have, north, says, troops
-
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-Obama honors Lincoln in historic train trip to D.C.
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-
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-Driver, bystander killed in Iraqi bomb blast
-54.7267852982048 president, obama, barack, washington, elect, with, will
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-Tsvangirai 'glad to be back' in Zimbabwe
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-German embassy damaged in Kabul blast
-6.35639647050734 river, hudson, york, airways, from, investigators, more
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-3.25578964824188 obama, country, would, philadelphia, barack, elect, house
-
-2.77767437575671 gaza, israel, fire, saturday, cease, israeli, week
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-Top Saudi cleric condones child marriage
-22.4211462380337 with, have, been, from, peanut, butter, salmonella
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-
-Ukrainian PM in Moscow for gas talks
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-2.25589927477419 said, reuters, saturday, have, north, says, troops
-
-Abducted Red Cross trio still missing
-8.47225606713623 friday, that, world, said, child, briefing, officials
-
-2.07623049471466 killed, military, bomb, civilians, afghan, german, embassy
-
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-U.S. intel: bin Laden's son likely in Pakistan
-61.6532967802102 articles, nbsp, news, york, hours, times, agoby
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-11.719651411581 obama, country, would, philadelphia, barack, elect, house
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-Iranian media report Baha'i missionary arrests
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-
-Top Saudi cleric: OK for young girls to wed
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-Somalia confirmed as piracy capital
-56.3928425109631 prime, minister, europe, that, russia, ukraine, dispute
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-It's so cold, thermometer meaningless
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-Obama embarks on train to inaugural history
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-11.2835419786202 prime, minister, europe, that, russia, ukraine, dispute
-
-10.0476044223105 gaza, israel, fire, saturday, cease, israeli, week
-
-'We can't pay you yet,' California to tell creditors
-21.9532247234993 said, reuters, saturday, have, north, says, troops
-
-7.05744610806819 articles, nbsp, news, york, hours, times, agoby
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-6.01409688459194 friday, that, world, said, child, briefing, officials
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-Kellogg recalls peanut butter products
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-6.4966749141458 gaza, israel, fire, saturday, cease, israeli, week
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-1.44724256184536 prime, minister, europe, that, russia, ukraine, dispute
-
-What went right, wrong on Flight 1549
-24.7873221330621 friday, that, world, said, child, briefing, officials
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-19.682697979508 said, reuters, saturday, have, north, says, troops
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-10.2015107622763 with, have, been, from, peanut, butter, salmonella
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-High court to hear strip-searched teen's case
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-Student safety pays when schools cut busing
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-
220 11/features.txt
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@@ -1,220 +0,0 @@
-after
-reuters
-three
-strip
-said
-sunday
-hold
-Toyota recalls 214,500 Lexus vehicles in U.S.
-Patrick Swayze Released From Hospital, Resting at Home
-Older Americans postpone retirement as economy sags
-
-from
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-When a Rock Star CEO Leaves the Stage - Washington Post
-Russia and Ukraine Reach Deal, Settle Gas Dispute
-Patrick Swayze Released From Hospital, Resting at Home
-
-said
-saturday
-reuters
-says
-four
-capital
-killed
-What Today's Paparazzi Magnets Might Look Like in Ten Years
-Patrick Swayze Released From Hospital, Resting at Home
-Obama rides the rails to DC, packing nation's hope
-
-about
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-more
-king
-martin
-luther
-been
-What Today's Paparazzi Magnets Might Look Like in Ten Years
-Tom Hanks Says Mormon Supporters of Proposition 8 'Un-Americ
-Russia and Ukraine Reach Deal, Settle Gas Dispute
-
-that
-they
-united
-states
-their
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-could
-Why the Arabs Splinter Over Gaza
-Patrick Swayze Released From Hospital, Resting at Home
-Much change in Biggie Smalls&#39; neighborhood - The Associated Press
-
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-Patrick Swayze Released From Hospital, Resting at Home
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-Six Guantanamo detainees released - CNN
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-Mugabe Rival Is Back in Zimbabwe
-
319 11/newsfeatures.rb
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@@ -1,319 +0,0 @@
-# Programming Collective Intelligence
-#
-# Chapter 11
-#
-# By Mischa Fierer
-#
-# http://www.themomorohoax.com
-# http://github.com/mischa
-#
-# In the interest of saving time and being able to reference the book,
-# I have not changed too many variable names, etc, nor have I
-# completely translated everything to use Ruby idioms.
-
-require 'rubygems'
-require 'feed-normalizer'
-require 'open-uri'
-require 'spec'
-require 'linalg'
-require