eReadersDec08/data.dat eReadersDec08/lambton.tsne.csv eReadersDec08/raw.dat.gz eReadersDec08/result.dat eReadersDec08/tSNE.R eReadersDec08/tSNE_maci @@ -12,6 +12,13 @@ access to by the ACRP. The rest of this file is some notes I made for myself while learning about the database and analysing it. +Requirements +------------ +A few libraries are required in R to run this code: +* kernlab +* RMySQL +* DBI + Database Structure ------------------ The files `*_schema.txt` in the `db` directory are dumps of the MySQL database README.markdown @@ -26,4 +26,7 @@ Test the new user and database: 9147 rows in set (0.01 sec) mysql> exit +Some extra tables now need to be computed: + + $ mysql -u acrp acrp -p < setup.sql db/SETUP.txt @@ -55,13 +55,13 @@ ndocs <- t(apply(docs, 1, function(row) { sqrt(row / sum(row)) })) borrowCounts <- workIDs$NumBorrowers borrowCounts <- borrowCounts / mean(borrowCounts) -kpc <- kpca(ndocs,kernel=vanilladot,kpar=list(),features=2); +kpc <- kpca(ndocs,kernel=vanilladot,kpar=list(),features=30); xys <- rotated(kpc) workIDs$x <- xys[,1] workIDs$y <- xys[,2] -print("Writing out PCA coordinates\n") -write.csv(workIDs, "../vis/data/lambton.csv", row.names=FALSE) +#print("Writing out PCA coordinates\n") +#write.csv(workIDs, "../vis/data/lambton.csv", row.names=FALSE) plot(xys, main=paste("Linear PCA of", numWorks, " Books\nLambton Miners' and Mechanics' Institute"), @@ -74,10 +74,10 @@ plot(xys, print("Computing neighbourhood matrix...\n") neighbours <- docs %*% t(docs) -print("Writing out neighbourhood matrix...\n") -write.csv( - cbind(workIDs$WorkID, neighbours), - "../vis/data/lambton-neighbours.csv", - row.names=FALSE -) +#print("Writing out neighbourhood matrix...\n") +#write.csv( +# cbind(workIDs$WorkID, neighbours), +# "../vis/data/lambton-neighbours.csv", +# row.names=FALSE +#) print("Done!\n") seminarMay08/lambton.R @@ -2,7 +2,7 @@ -- readers have read those works. -- Loan information: books, copies of books, loans, borrowers and libraries. -drop table loans; +-- drop table loans; create table loans select work.LitWorkID as WorkID, @@ -17,7 +17,7 @@ create table loans ; -- Books and their total number of loans -drop table workcounts; +-- drop table workcounts; create table workcounts select WorkID, @@ -28,12 +28,12 @@ create table workcounts WorkID; -- Books with at least 20 borrowers across all libraries. -drop table popular_works; +-- drop table popular_works; create table popular_works select WorkID from workcounts where LoanCount >= 20 order by LoanCount desc; -- Loans for popular books. -drop table pop_loans; +-- drop table pop_loans; create table pop_loans select distinct popular_works.WorkID as WorkID, setup.sql @@ -17,7 +17,7 @@ class Book extends Drawable { } float size() { - return sqrt(readers) / 8.5; // 70.0; + return sqrt(readers) / 7.0; } boolean isActive() { vis/Book.pde @@ -1,790 +1,532 @@ 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-19936,0,0,3,3,4,1,3,1,1,0,0,3,0,3,5,1,1,2,1,3,2,3,1,1,2,4,2,1,1,4,0,0,1,1,0,2,1,1,2,1,3,1,0,0,1,1,1,3,0,1,4,1,2,3,2,2,2,1,2,2,3,1,3,3,2,1,0,6,2,3,0,1,1,2,0,0,1,1,1,2,4,3,3,1,2,2,4,1,1,1,0,0,0,1,1,1,0,1,0,0,1,1,2,2,1,1,1,0,4,0,1,1,0,0,1,3,2,3,1,1,0,2,2,0,2,5,2,2,3,2,2,2,2,1,0,4,0,1,0,3,3,0,2,1,0,2,3,2,3,1,1,8,0,1,3,2,0,0,0,0,1,1,1,2,1,0,4,4,3,0,2,2,3,1,0,2,2,3,2,1,2,0,2,1,1,2,4,2,0,1,3,3,0,0,3,1,0,2,2,0,5,1,2,2,0,2,2,4,0,0,3,0,3,1,1,1,3,0,3,2,1,4,0,0,2,3,1,0,0,0,3,2,3,1,0,1,0,0,0,2,1,3,1,6,4,0,1,3,1,1,2,2,2,2,2,1,2,0,0,0,1,3,3,1,3,2,3,3,3,1,2,0,0,0,0,0,3,0,4,1,3,0,0,4,1,2,3,1,3,0,2,1,2,3,0,2,2,0,2,2,1,3,0,2,2,1,4,5,1,2,0,3,3,3,1,1,3,0,1,1,2,1,0,0,2,0,6,1,5,1,0,1,0,1,0,1,3,0,0,2,1,5,2,2,2,0,1,1,2,3,3,0,2,2,3,1,3,0,1,2,1,0,0,2,1,0,1,2,3,2,1,0,3,3,3,1,2,2,1,1,1,2,2,0,3,1,0,1,4,2,0,1,4,2,0,1,1,1,2,2,5,2,1,1,2,1,1,0,1,1,0,0,1,2,0,0,2,10,2,0,1,0,0,1,3,1,1,4,1,1,0,4,3,0,0,3,0,0,1,2,0,1,1,0,0,2,4,1,2,0,4,1,1,0,0,1,3,0,2,0,2,1,1,0,1,6,1,1,0,0,1,0,0,2,2,3,2,3,0,3,0,1,0,5,2,3,3,2,4,1,3,0,2,0,1,1,2,1,1,1,0,2,0,0,1,2,2,0,2,1,0,1,0,0,6,3,1,1,0,1,4,0,0,1,3,2,3,2,1,0,0,2,0,1,1,1,1,3,0,2,0,2,1,1,1,2,1,0,1,2,0,1,0,0,3,0,0,0,0,2,0,0,2,3,1,2,1,0,6,0,2,0,0,0,1,1,1,1,0,0,1,2,2,1,0,4,1,2,1,2,0,1,0,2,4,0,5,0,2,3,3,2,0,3,0,0,0,3,3,1,0,1,0,1,2,1,0,3,3,0,2,2,2,0,1,2,1,0,2,0,5,3,1,3,0,1,1,2,3,1,1,0,3,2,1,2,2,0,0,2,1,4,3,1,4,1,2,0,2,1,0,0,0,0,1,0,2,2,0,0,1,0,0,0,1,0,1,0,1,1,0,1,0,2,0,2,1,3,5,3,0,1,2,3,3,2,1,0,3,1,2,1,1,1,4,2,1,1,1,0,1,1,4,4,0,4,1,2,2,0,0,2,1,0,1,3,2,2,3,1,0,1,2,3,3,5,0,2,2,0,0,1,3,1,2,1,1,2,1,0,2,3,1,2,2,1,3,1,1,4,2,0,0,0,0,0,1,1,1,5,0,1,0,2,3,1,4,1,0,1,3,2,1,1,1,0,0,4,3 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-19987,1,3,7,4,4,1,3,1,3,2,0,2,1,4,3,4,2,1,0,2,2,6,2,1,2,2,2,4,3,5,1,0,6,3,5,4,1,1,4,2,2,4,1,2,1,1,0,3,0,2,4,1,3,5,2,4,1,4,4,3,4,3,6,4,2,3,5,5,4,4,2,2,2,1,0,2,1,3,2,4,4,3,4,1,3,1,2,4,3,2,0,2,3,1,0,3,0,2,0,1,2,0,3,0,2,0,1,3,2,0,1,2,0,0,0,5,3,1,1,1,0,5,5,5,0,4,3,4,3,0,2,2,1,1,4,2,0,1,2,3,1,1,1,3,0,3,3,2,1,1,1,2,2,4,2,3,1,1,0,2,2,0,1,1,2,1,5,3,2,1,4,4,2,0,0,1,2,4,1,2,2,0,4,0,0,3,5,3,1,2,1,2,0,0,5,0,0,3,4,3,3,2,5,5,2,1,1,4,0,2,3,3,1,1,0,3,4,1,3,1,1,2,0,1,1,3,1,1,1,0,5,3,2,1,0,2,1,1,0,6,5,6,2,4,3,0,2,1,3,1,2,3,3,2,3,1,2,3,0,0,3,2,1,2,2,2,5,2,5,2,0,2,1,0,0,2,1,0,2,3,4,4,2,5,2,2,4,4,2,0,4,3,2,3,0,3,3,2,5,1,2,1,1,3,1,1,3,6,2,1,0,7,5,2,2,2,3,0,3,1,4,0,0,1,1,0,3,2,3,0,1,1,0,1,0,0,5,1,0,2,3,4,0,3,1,0,1,1,3,2,4,2,6,4,3,0,2,3,3,3,2,1,2,2,1,1,1,3,4,2,2,0,2,4,3,3,2,3,1,2,3,1,2,1,5,4,3,2,3,2,0,2,2,3,2,1,2,1,1,2,4,2,0,1,2,3,1,0,3,0,0,1,2,0,0,0,1,1,3,2,1,1,1,12,5,2,3,3,4,5,0,4,4,0,1,7,0,0,2,1,0,1,1,0,1,2,3,3,4,1,2,3,0,1,0,0,5,5,2,0,3,3,2,0,3,9,2,0,0,0,0,0,0,0,2,0,1,3,1,4,1,0,0,4,1,2,4,3,2,3,5,1,0,2,2,1,3,0,3,2,1,4,2,0,2,1,3,0,1,0,1,3,2,0,6,2,2,0,1,0,1,0,0,2,3,3,2,3,4,3,1,4,0,3,2,0,2,5,1,3,1,3,1,1,4,2,0,3,2,2,0,4,2,0,4,1,0,0,3,4,1,0,3,4,2,2,4,1,0,0,1,3,0,0,1,3,2,3,1,0,0,1,0,2,0,3,0,2,1,3,0,2,0,4,3,0,3,0,2,0,3,0,0,2,1,1,0,6,2,4,3,0,0,0,4,2,1,4,4,0,1,2,4,4,3,2,1,1,3,4,4,6,0,1,1,1,1,1,2,2,2,0,6,1,2,4,2,0,1,2,4,9,1,4,2,2,2,2,1,3,1,1,0,3,1,1,3,1,1,2,1,0,3,0,3,1,3,0,4,2,0,1,3,4,0,1,1,1,5,2,0,3,1,6,3,1,3,1,1,2,0,1,1,3,3,1,2,5,0,0,4,1,3,4,0,4,3,1,2,0,0,1,2,2,2,3,2,5,5,5,0,3,4,2,1,6,2,0,2,0,0,4,4,1,0,1,2,1,1,0,4,2,2,3,4,1,5,2,2,4,1,0,2,0,0,1,4,0,2,5,3,2,0,2,2,4,5,2,1,1,1,3,2,5,0,3,3,3,2 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