results formatting

+Distance/SpectralCluster.m

@@ -8,7 +8,6 @@ end
 for i=1:size(A,1)
     D(i,i)=sum(A(i,:));
 end
-
 L=D^(-.5)*A*D^(-.5);
 L=Regularize(L); % remove the miniscule asymmetry from L
 

+Distance/getDistancesPairs.m

@@ -17,6 +17,8 @@ d(length(words),length(words))=0;
 d(find(isinf(d)))=1.2;
 d(find(isnan(d)))=1.2;
 d=Regularize(d);
+d=d-min(d(:));
+d=Regularize(d);
 
 nClasses=max(idxKey);
 idxCluster=Distance.SpectralCluster(d,nClasses);

NWD.m

@@ -13,7 +13,7 @@ for i=1:length(words)
     fw(i)=GetCount(words(i),strServer);
 end
  
-N=getN('reddit');
+N=getN(strServer);
 nwd = (log2(max(fw))-log2(fX)) / (log2(N)-log2(min(fw))); 
 % 
 % % normalize for cardinality ?
@@ -37,7 +37,7 @@ for i=1:length(maxN)
 %     nwd = 1 = (log2(max(fw))-log2(fX)) / (log2(N)-log2(min(fw))); 
     cn(i)=2^((log2(max(fw))-log2(fX))+log2(min(fw)));
 end
-N=median(cn);
+N=1e6*max(cn);
 
 function f = GetCount(words,strServer)
 
@@ -58,7 +58,7 @@ if strcmp(strServer,'pubmed')
 elseif strcmp(strServer,'amazon')
     f=doQueryAmazon(term);
 elseif strcmp(strServer,'google')
-    f=GetCountGoogle(term);
+    f=Count.GetCountGoogle(term);
 elseif strcmp(strServer,'reddit')
     f=Count.reddit(term);
 else

formatResults.m

 % formatResults
 
-fprintf(1,'[multiset NWD accuracy, spectral (pairwise NWD) accuracy, nearest neighbor (pairwise NWD) accuracy\n');
+fprintf(1,'[multiset NWD accuracy, spectral (pairwise NWD) accuracy, nearest neighbor (pairwise NWD) accuracy] (min search term count) \n');
 for iExperiment=1:length(exp)
     fprintf('\n')
     fprintf(1,'%s\n',exp(iExperiment).label);
+    
+    expCount=[min(cc(iExperiment).wikipedia),min(cc(iExperiment).reddit),min(cc(iExperiment).pubmed)];
     nWords=sum(cellfun(@length,exp(iExperiment).words));
     for iServer=1:length(servers)
-        fprintf(1,' %s:[%3.2f,%3.2f,%3.2f]\t ',servers{iServer},results{iExperiment,iServer}./nWords);
+        fprintf(1,' %s:[%3.2f,%3.2f,%3.2f] (%d)\t ',servers{iServer},results{iExperiment,iServer}./nWords,expCount(iServer));
     end
     fprintf('\n')
 end
\ No newline at end of file

runExamples.m

-
+warning('off','MATLAB:urlread:ReplacingSpaces')
 servers={'wikipedia','reddit','pubmed'};
 
 exp(1).words= {
@@ -47,8 +47,14 @@ exp(5).words={
 exp(5).label='pres / vp 2008 us election';
 
 results=[];
+cc=[];
 for iExperiment=1:length(exp)
     
+    ww=[exp(iExperiment).words{:}];
+    for i=1:length(ww),cc(iExperiment).wikipedia(i)=Count.wikipedia(ww{i});end
+    for i=1:length(ww),cc(iExperiment).reddit(i)=Count.reddit(ww{i});end
+    for i=1:length(ww),cc(iExperiment).pubmed(i)=Count.pubmed(ww{i});end
+    
     words=exp(iExperiment).words;
     idxKey=[];
     for i=1:length(words)