Mercurial > hg > dai2015analysis-resources
changeset 0:b31cc68e6234
added code and data from development repository
| author | Matthias Mauch <mail@matthiasmauch.net> |
|---|---|
| date | Wed, 15 Jul 2015 12:06:53 +0100 |
| parents | |
| children | c81a39f25c2d |
| files | code/linear-models.R code/load-and-merge.R code/notewise-pitcherror-plots.R code/trajectory-plots.R data/questionnaire-marks.csv data/repetition-break.csv data/tsom-intonation.csv |
| diffstat | 7 files changed, 21993 insertions(+), 0 deletions(-) [+] |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/code/linear-models.R Wed Jul 15 12:06:53 2015 +0100 @@ -0,0 +1,52 @@ +source("load-and-merge.R") +library(xtable) + + +# INTERVAL ERROR +fit.aie <- lm((abs(IntervalError)) ~ + + NominalDuration + PrevNominalIOI + + abs(NominalInterval) + + abs(NextNominalInterval) + + I(abs(NominalInterval)==6) + + I(Q1.marks + + Q2.marks + + Q3.marks + + Q4.marks), data = tsom) +summary(fit.aie) +xtable(summary(fit.aie), digits = 3) + +# library(MASS) +# fit.aie2 <- stepAIC(fit.aie, trace = T) +# summary(fit.aie2) + +# PITCH ERROR +# plot MAPE vs window + +win.size <- c(3,5,7,9,11,15,25) +triangle.ind <- grep("Triangle", names(tsom)) +rectangle.ind <- grep("Rectangle", names(tsom)) + +pdf("../images/window-mape.pdf", width = 6, height = 5) +plot(win.size, colMeans(abs(tsom[, rectangle.ind])), + type='b', pch=15, log="x", xaxt= "n", col = "blue", las = 1, + ylim = c(.27,.32), xlim = c(2.5,26), + xlab = "window size", ylab="mean absolute pitch error") +points(win.size, colMeans(abs(tsom[, triangle.ind])), + type='b', lty=1, pch=2) +axis(1, at=win.size) +legend( x = 3, y = 0.315, legend = c("rectangular window","triangular window"), + pch = c(15, 2), col = c("blue", "black")) +dev.off() + +fit.ape <- lm((abs(Triangle7)) ~ + + NominalDuration + PrevNominalIOI + + abs(NominalInterval) + + abs(NextNominalInterval) + + I(abs(NominalInterval)==6) + + I(Q1.marks + + Q2.marks + + Q3.marks + + Q4.marks), data = tsom) +summary(fit.ape) +xtable(summary(fit.ape), digits = 3) +
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/code/load-and-merge.R Wed Jul 15 12:06:53 2015 +0100 @@ -0,0 +1,51 @@ +# IMPORTING NOTE DATA +tsom <- read.csv("../data/tsom-intonation.csv") +tsom$IntervalError[tsom$NoteNo == 1] <- NA + +# fix for errors +# win.ind <- c(grep("Rect", names(tsom)), grep("Triang", names(tsom))) +# tsom[tsom$NoteNoInRun == 48 & tsom$Piece == 2,win.ind] <- tsom[tsom$NoteNoInRun == 48 & tsom$Piece == 2,win.ind] + 4 + +# IOI +tsom$NominalIOI <- tsom$NominalDuration + +maxNote <- max(tsom$NoteNoInRun[tsom$Piece == 1]) +tsom$NominalIOI[tsom$Piece==1 & tsom$NoteNoInRun == maxNote] <- NA + +tsom$NominalIOI[tsom$Piece==2 & tsom$NoteNoInRun == 14] <- 2 +maxNote <- max(tsom$NoteNoInRun[tsom$Piece == 2]) +tsom$NominalIOI[tsom$Piece==2 & tsom$NoteNoInRun == maxNote] <- NA + +tsom$NominalIOI[tsom$Piece==3 & tsom$NoteNoInRun %in% c(11,22,46,50)] <- 2 * 60/132 +tsom$NominalIOI[tsom$Piece==3 & tsom$NoteNoInRun == 42] <- 4 * 60/132 +maxNote <- max(tsom$NoteNoInRun[tsom$Piece == 3]) +tsom$NominalIOI[tsom$Piece==3 & tsom$NoteNoInRun == maxNote] <- NA + +# getting duration of previous intervals +tsom$PrevDuration <- mat.or.vec(nrow(tsom), 1) * NA +tsom$PrevDuration[-1] <- tsom$Duration[-nrow(tsom)] +tsom$PrevDuration[tsom$NoteNo == 1] <- NA + +tsom$PrevNominalDuration <- mat.or.vec(nrow(tsom), 1) * NA +tsom$PrevNominalDuration[-1] <- tsom$NominalDuration[-nrow(tsom)] +tsom$PrevNominalDuration[tsom$NoteNo == 1] <- NA + +tsom$PrevNominalIOI <- mat.or.vec(nrow(tsom), 1) * NA +tsom$PrevNominalIOI[-1] <- tsom$NominalIOI[-nrow(tsom)] +tsom$PrevNominalIOI[tsom$NoteNo == 1] <- NA + +tsom$NextNominalInterval <- mat.or.vec(nrow(tsom), 1) * NA +tsom$NextNominalInterval[-nrow(tsom)] <- tsom$NominalInterval[-1] +tsom$NextNominalInterval[(which(tsom$NoteNo == 1)-1)[-1]] <- NA + +# tsom$IntervalError[tsom$NoteNoInRun == 1] <- NA + +tsom$DurationFraction <- tsom$Duration / tsom$NominalDuration + +# IMPORTING QUESTIONNAIRE DATA and MERGE +ques <- read.csv("../data/questionnaire-marks.csv") +tsom <- merge(tsom, ques, by.x = "SingerNo", by.y = "singer.number") + +# IMPORT BREAK DATA +brea <- read.csv("../data/repetition-break.csv") +brea[is.na(brea)] <- 0 \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/code/notewise-pitcherror-plots.R Wed Jul 15 12:06:53 2015 +0100 @@ -0,0 +1,20 @@ +source("load-and-merge.R") + +for (piece.no in 1:3) +{ + pdf(sprintf("../images/pitcherror_piece%d.pdf", piece.no), + width = 12, height = 2.3) + par(mar=c(2,4,.2,.2)) + subs <- subset(tsom, subset=tsom$Piece==piece.no) + med <- aggregate(subs$Triangle7, list(subs$NoteNoInRun), median) + q1 <- aggregate(subs$Triangle7, list(subs$NoteNoInRun), function(x){quantile(x,0.25)}) + q3 <- aggregate(subs$Triangle7, list(subs$NoteNoInRun), function(x){quantile(x,0.75)}) + plot(med, pch = 19, ylim = 1.5*c(-1,1), xlab = "note in run", ylab = "semitones", + las = 1) + grid() + for (i in 1:nrow(med)) + { + lines(i*c(1,1), c(q1[i,2],q3[i,2]), lwd = 3) + } + dev.off() +} \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/code/trajectory-plots.R Wed Jul 15 12:06:53 2015 +0100 @@ -0,0 +1,27 @@ +source("load-and-merge.R") + +# plotting some example trajectories + +singer.plot <- unique(tsom$SingerNo) +piece.plot <- 1:3 + +for (s in singer.plot) +{ + for (p in piece.plot) + { + pdf(sprintf("~/code/tsom-intonation/images/trajectory_%02d-%02d.pdf", s, p), + width = 4, height = 3) + par(mar = c(4,4,1,1)) + subs <- subset(tsom, subset = tsom$SingerNo == s & tsom$Piece == p) + subs <- subs[order(subs$NoteNo),] + plot(PitchError ~ NoteNo, data = subs, + ylim = mean(PitchError)+c(-4,4), col = "blue", + xlab = "note number", ylab = "semitones") + abline(v=nrow(subs)/3*(1:2)+0.5, col=rgb(0,0,0,0.5), lty=2) + lines(Triangle7+PitchError ~ NoteNo, data = subs, + col = "black", lwd = 3) + text(.04,3.5, sprintf("MAPE: %0.03f", mean(abs(subs$Triangle7))), pos=4) + text(.04,2.8, sprintf("TRD: %0.03f", sd(abs(subs$Rectangle7+subs$PitchError))), pos=4) + dev.off() + } +} \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/data/questionnaire-marks.csv Wed Jul 15 12:06:53 2015 +0100 @@ -0,0 +1,40 @@ +singer number,Q1 marks,Q2 marks,Q3 marks,Q4 marks,Gender,annotation time 1,annotation time 2,annotation time 3,group,location,age +1,2,2,2,2,M,20,24,13,NA,UK,22 +2,2,2,2,2,F,9,5,21,NA,UK,22 +3,3,4,2,2,F,13,17,6,Research,UK,23 +4,2,4,2,2,F,11,7,5,Music,Australia,22 +5,2,3,2,1,F,3,6,4,NA,USA,24 +6,2,4,2,2,M,9,3,3,Music,UK,22 +7,3,4,2,2,M,11,11,13,Music,China,22 +8,2,2,2,3,F,5,6,4,Research,UK,24 +9,2,2,4,3,M,3,11,6,Music,UK,23 +10,1,2,1,1,F,10,18,9,NA,UK,23 +11,2,1,3,3,F,6,10,12,NA,UK,25 +12,2,2,2,2,M,4,3,8,NA,China,26 +13,2,2,2,3,F,9,5,5,NA,China,26 +14,2,3,2,2,F,5,8,5,Music,China,23 +15,2,2,2,2,F,7,4,6,NA,UK,23 +16,3,4,3,3,M,5,6,7,Music,China,23 +17,4,2,4,3,F,6,6,12,Music,German,23 +18,2,4,2,2,M,4,2,5,NA,China,20 +19,1,1,3,1,M,14,15,13,NA,China,27 +20,2,2,2,2,F,5,13,6,NA,UK,25 +21,2,3,3,3,F,5,4,6,Music,UK,22 +22,2,4,2,2,F,5,7,7,Music,China,22 +23,2,3,1,3,M,9,4,13,NA,China,23 +24,4,4,2,4,F,7,6,6,Music,UK,22 +25,3,4,3,3,M,4,8,5,Music,HongKong,20 +26,2,3,3,3,F,3,6,6,Music,German,25 +27,1,2,2,2,F,7,6,9,NA,China,23 +28,2,2,2,2,F,6,9,9,NA,France,24 +29,2,2,3,3,F,6,6,10,Research,UK,24 +30,2,4,2,2,F,3,4,9,Music,China,23 +31,2,1,2,2,F,11,6,4,NA,China,23 +32,2,3,2,2,F,12,5,7,NA,HongKong,23 +33,2,4,3,3,F,5,6,9,NA,China,28 +34,1,1,3,1,M,4,2,3,NA,China,22 +35,2,2,2,2,F,4,10,5,Research,UK,26 +36,1,1,2,1,M,18,5,5,NA,China,23 +37,2,3,2,2,F,6,9,10,NA,China,24 +38,3,4,4,2,F,7,15,3,NA,UK,20 +39,2,2,2,2,F,4,5,8,NA,China,25
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/data/repetition-break.csv Wed Jul 15 12:06:53 2015 +0100 @@ -0,0 +1,40 @@ +singerNo,first1-2,first2-3,second1-2,second2-3,third1-2,third2-3 +1,,,,,, +2,,,,,, +3,,,,,, +4,1,,,,, +5,,,,,, +6,,,,,, +7,1,1,,,1, +8,,,,,,1 +9,1,,,,1, +10,,,,,, +11,,,,,, +12,1,1,1,1,1, +13,1,1,1,1,1,1 +14,,,,,, +15,,,,,, +16,1,,,,, +17,,1,,,, +18,1,,1,,, +19,,,,,, +20,1,1,1,1,1,1 +21,,,,,, +22,,,,,, +23,,,,,, +24,,,,,, +25,,,,,, +26,,,,,, +27,,,,,, +28,1,1,,1,, +29,,,,,, +30,,,,,, +31,,,,,, +32,,,,,1,1 +33,,,,,, +34,1,,,,1,1 +35,,,,,, +36,,,,,, +37,1,1,,,1,1 +38,,,,,, +39,,,,,,
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/data/tsom-intonation.csv Wed Jul 15 12:06:53 2015 +0100 @@ -0,0 +1,21763 @@ +SingerNo,Piece,Run,NoteNoInRun,NoteNo,NominalInterval,NominalPitch,NominalDuration,SungPitch,Onset,Duration,IntervalError,PitchError,Rectangle3,Rectangle5,Rectangle7,Rectangle9,Rectangle11,Rectangle15,Rectangle25,Triangle3,Triangle5,Triangle7,Triangle9,Triangle11,Triangle15,Triangle25 +1,1,1,1,1,0,62,1.5,45.795,17.914,1.2829,0,0.23685,0.099549,-0.10782,-0.26493,-0.21792,-0.18797,-0.2426,-0.22109,0.099549,-0.0387,-0.15181,-0.17826,-0.18149,-0.20085,-0.22541 +1,1,1,2,2,3,65,0.75,48.895,19.4,0.53986,0.099549,0.3364,-0.25715,-0.39766,-0.34236,-0.30743,-0.31668,-0.39336,-0.33056,-0.25715,-0.34145,-0.34186,-0.32956,-0.3257,-0.3473,-0.34154 +1,1,1,3,3,7,72,2.25,55.48,20.259,1.2771,-0.41475,-0.07835,0.07541,0.17607,0.19027,0.16719,0.11763,0.10203,0.11379,0.07541,0.14252,0.16422,0.16527,0.15137,0.1253,0.11993 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