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% Jorge Rey Martinez 2017 | ||
% Inputs | ||
% t = time array | ||
% e = eye velocity array | ||
% h = head velocity array | ||
% s = Boolean, true if register is supresed VVOR false if VVOR | ||
function analize(t,e,h,s) | ||
if isOctave | ||
scrsz = get(0,'ScreenSize'); | ||
else | ||
scrsz = get(groot,'ScreenSize'); | ||
end | ||
if s == 1 | ||
figure1 = figure('Name','VORS PLOTS','NumberTitle','off','Position',[1 scrsz(4)/1.2 scrsz(3)/1.01 scrsz(4)/1.2]); | ||
else | ||
figure1 = figure('Name','VVOR PLOTS','NumberTitle','off','Position',[1 scrsz(4)/1.2 scrsz(3)/1.01 scrsz(4)/1.2]); | ||
end | ||
figure(figure1); | ||
%Original plot | ||
subplot(3,2,1) | ||
plot(t,h,'b',t,e,'r','LineWidth',1.25) | ||
title('Test Results - RAW data') | ||
xlabel('Time in secs') | ||
ylabel('Velocity in deg/sec') | ||
ylim([-400 +400]) | ||
legend ('Head velocity','Eye velocity') | ||
%Desaccaded plot | ||
subplot(3,2,2) | ||
if s == 1 | ||
desacE = medfilt1(e,35); | ||
else | ||
desacE = medfilt1(e,30); | ||
end | ||
plot(t,h,'b',t,desacE,'r','LineWidth',1.25) | ||
title('Test Results - Desaccaded data') | ||
xlabel('Time in secs') | ||
ylabel('Velocity in deg/sec') | ||
ylim([-400 +400]) | ||
legend ('Head velocity','Eye velocity') | ||
%get positive/neagtive data | ||
limit = size(t); | ||
posH = []; | ||
posE = []; | ||
negH = []; | ||
negE = []; | ||
for n = 1:limit | ||
if h(n) > 0 | ||
posH = vertcat(posH,h(n)); | ||
if desacE(n) > 0 | ||
posE = vertcat(posE,desacE(n)); | ||
else | ||
posE = vertcat(posE,0); | ||
end | ||
end | ||
if h(n) < 0 | ||
negH = vertcat(negH,h(n)); | ||
if desacE(n) < 0 | ||
negE = vertcat(negE,desacE(n)); | ||
else | ||
negE = vertcat(negE,0); | ||
end | ||
end | ||
end | ||
%Positive-Negative plots | ||
subplot(3,2,5) | ||
plot([posH,posE],'LineWidth',1.25) | ||
title('Positive vs Negative data - Desaccaded data') | ||
xlabel('Time in samples') | ||
ylabel('Velocity in deg/sec') | ||
hold on | ||
plot([negH,negE],'LineWidth',1.25) | ||
hold off | ||
legend ('Head velocity','Eye velocity','Head velocity','Eye velocity') | ||
%XY ploy & regresion line | ||
subplot(3,2,6) | ||
hold on | ||
if isOctave | ||
scatter(negH,negE,'c','.'); | ||
scatter(posH,posE,'b','.'); | ||
else | ||
scatter(negH,negE,'.b'); | ||
scatter(posH,posE,'.','MarkerEdgeColor',[0 .7 .7]); | ||
end | ||
title('Head vs Eye plot - Desaccaded data') | ||
xlabel('Head Velocity in deg/sec') | ||
ylabel('Eye Velocity in deg/sec') | ||
negB = negH\negE; | ||
posB = posH\posE; | ||
calcNegE = negB*negH; | ||
calcPosE = posB*posH; | ||
plot(negH,calcNegE,posH,calcPosE,'LineWidth',5) | ||
if s == 1 | ||
plot(negH,negH,'r',posH,posH,'r','LineWidth',1.5) | ||
legend ('Negative data','Positive data','Negative regresion','Positive regresion','No Suppression line','Location','eastoutside') | ||
else | ||
plot(negH,negH,'g',posH,posH,'g','LineWidth',1.5) | ||
legend ('Negative data','Positive data','Negative regresion','Positive regresion','Normality line','Location','eastoutside') | ||
end | ||
hold off | ||
%axis square | ||
%Fourier plots | ||
subplot(3,2,3) | ||
[fHead,P1Head] = fourier(h); | ||
[fEye,P1Eye] = fourier(e); | ||
hold on | ||
stem(fHead,P1Head,'b'); | ||
title('Single-Side Amplitude Spectrum of Head and Eye - RAW data') | ||
xlabel('f (Hz)') | ||
ylabel('|P1(f)|') | ||
xlim([0 5]) | ||
stem(fEye,P1Eye,'r'); | ||
legend('Head','Eye') | ||
hold off | ||
%Desacade Fourier | ||
subplot(3,2,4) | ||
[fHead,P1Head] = fourier(h); | ||
[fEye,P1Eye] = fourier(desacE); | ||
hold on | ||
stem(fHead,P1Head,'b'); | ||
title('Single-Side Amplitude Spectrum of Head and Eye - Desaccaded data') | ||
xlabel('f (Hz)') | ||
ylabel('|P1(f)|') | ||
xlim([0 5]) | ||
stem(fEye,P1Eye,'r'); | ||
legend('Head','Eye') | ||
hold off | ||
%Numerical data | ||
aucPosEye = trapz(posE); | ||
aucPosHead = trapz(posH); | ||
aucNegEye = trapz(negE); | ||
aucNegHead = trapz(negH); | ||
gainPos = (aucPosEye/aucPosHead); | ||
gainNeg = (aucNegEye/aucNegHead); | ||
velGainPos = mean(findpeaks(posE))/mean(findpeaks(posH)); | ||
velGainNeg = mean(findpeaks(abs(negE)))/mean(findpeaks(abs(negH))); | ||
prePosPeakE = mean(findpeaks(posE)); | ||
preNegPeakE = mean(findpeaks(abs(negE))); | ||
if prePosPeakE > preNegPeakE | ||
peakE = prePosPeakE; | ||
peakH = mean(findpeaks(posH)); | ||
else | ||
peakE = -preNegPeakE; | ||
peakH = -mean(findpeaks(abs(negH))); | ||
end | ||
result = strcat('+Area gain: ',num2str(gainPos),' -Area gain: ',num2str(gainNeg),' || +Slope: ',num2str(posB),' -Slope: ',num2str(negB),' || +Velocity gain: ',num2str(velGainPos),' -Velocity gain: ',num2str(velGainNeg),' || Head Maxs(deg/s): ', num2str(peakH),' Eye Maxs: ',num2str(peakE),' || DCoff.: ', num2str(velGainPos-velGainNeg)); | ||
display(result) | ||
if ~isOctave | ||
mTextBox = uicontrol('style','text'); | ||
set(mTextBox,'String',result) | ||
set(mTextBox,'FontSize',12) | ||
set(mTextBox,'Position',[20 5 1300 25]) | ||
set(figure1,'MenuBar','figure') | ||
end | ||
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function [f,P1] = fourier(data) | ||
Fs = 250; % Sampling frequency | ||
[L,~] = size(data); % Length of signal | ||
X = data; % Data | ||
Y = fft(X); | ||
P2 = abs(Y/L); | ||
P1 = P2(1:fix(L/2)+1); | ||
P1(2:end-1) = 2*P1(2:end-1); | ||
f = Fs*(0:(L/2))/L; |
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%% | ||
%% Return: true if the environment is Octave. | ||
%% | ||
function retval = isOctave | ||
persistent cacheval; % speeds up repeated calls | ||
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if isempty (cacheval) | ||
cacheval = (exist ('OCTAVE_VERSION', 'builtin') > 0); | ||
end | ||
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retval = cacheval; | ||
end |
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function [t,e,h] = read(s) | ||
t = []; | ||
e = []; | ||
h = []; | ||
[file,directory] = uigetfile('.csv','Select "ASCII results File" to import'); | ||
if file == 0 | ||
return | ||
end | ||
fullArchive = fullfile(directory,file); | ||
readFile = fopen(fullArchive); | ||
tline = fgetl(readFile); | ||
readnow = 0; | ||
timeData = ''; | ||
eyeData = ''; | ||
headData = ''; | ||
while ischar(tline) | ||
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if readnow == 3 | ||
timeData = tline; | ||
end | ||
if readnow == 4 | ||
eyeData = tline; | ||
end | ||
if readnow == 5 | ||
headData = tline; | ||
break | ||
end | ||
if s == 1 | ||
if strcmp(tline,'Test Type;VORS — Horizontal')||strcmp(tline,'Test Type;SRVO — Horizontal')||strcmp(tline,'Tipo de Prueba;SRVO — Horizontal') | ||
readnow = 1; | ||
end | ||
else | ||
if strcmp(tline,'Test Type;VVOR — Horizontal')||strcmp(tline,'Tipo de Prueba;RVVO — Horizontal')||strcmp(tline,'Test Type;RVVO — Horizontal') | ||
readnow = 1; | ||
end | ||
end | ||
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if readnow > 0 | ||
readnow = readnow + 1; | ||
end | ||
tline = fgetl(readFile); | ||
end | ||
fclose(readFile); | ||
timeData = strrep(timeData, ',', '.'); | ||
timeData = strsplit(timeData,';'); | ||
timeData = timeData(2:end); | ||
eyeData = strrep(eyeData, ',', '.'); | ||
eyeData = strsplit(eyeData,';'); | ||
eyeData = eyeData(2:end); | ||
headData = strrep(headData, ',', '.'); | ||
headData = strsplit(headData,';'); | ||
headData = headData(2:end); | ||
[~,b] = size(timeData); | ||
for n = 1:b-1 | ||
t = vertcat(t,str2double(timeData{1,n})); | ||
e = vertcat(e,str2double(eyeData{1,n})); | ||
h = vertcat(h,str2double(headData{1,n})); | ||
end | ||
question = questdlg('Do you want to select a time period or do you want to use entrie data?','Select time window','SET TIME RANGE','USE ALL DATA','USE ALL DATA'); | ||
if strcmp(question,'SET TIME RANGE') | ||
prompt = {'Enter min value of seconds:','Enter max value of seconds:'}; | ||
dlg_title = 'Input range'; | ||
num_lines = 1; | ||
defaultans = {'',''}; | ||
answer = inputdlg(prompt,dlg_title,num_lines,defaultans); | ||
validation = 1; | ||
[a,~] = size(answer); | ||
if a < 2 | ||
display('Max and/or Min are/is missing') | ||
validation = 0; | ||
end | ||
minim = str2double(answer{1,1}); | ||
maxim = str2double(answer{2,1}); | ||
if isnan(minim)||isnan(maxim) | ||
display('Data must to be numeric. Decimal separator is "."') | ||
validation = 0; | ||
end | ||
if maxim < minim | ||
display('Max is < than Min') | ||
validation = 0; | ||
end | ||
if validation == 1 | ||
[~,minpos] = min(abs(t-minim)); | ||
[~,maxpos] = min(abs(t-maxim)); | ||
t = t(minpos:maxpos); | ||
e = e(minpos:maxpos); | ||
h = h(minpos:maxpos); | ||
end | ||
end | ||
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% Jorge Rey Martinez 2017 | ||
% Inputs | ||
% t = time array | ||
% e = eye velocity array | ||
% h = head velocity array | ||
% s = Boolean, true if register is supresed VVOR false if VVOR | ||
function saccades(t,e,h,s) | ||
if isOctave | ||
scrsz = get(0,'ScreenSize'); | ||
else | ||
scrsz = get(groot,'ScreenSize'); | ||
end | ||
if s == 1 | ||
figure2 = figure('Name','SACCADES VORS PLOT','NumberTitle','off','Position',[1 scrsz(4)/1.2 scrsz(3)/1.55 scrsz(4)/1.7]); | ||
else | ||
figure2 = figure('Name','SACCADES VVOR PLOT','NumberTitle','off','Position',[1 scrsz(4)/1.2 scrsz(3)/1.55 scrsz(4)/1.7]); | ||
end | ||
figure(figure2); | ||
%SACCADES plot | ||
subplot(2,1,1) | ||
if s == 1 | ||
desacE = medfilt1(e,35); | ||
else | ||
desacE = medfilt1(e,30); | ||
end | ||
sacE = e-desacE; | ||
plot(t,h,'b',t,sacE,'r','LineWidth',1.25) | ||
%Calculate Sacades per Second | ||
[peaks,locs] = findpeaks(abs(sacE),'MinPeakHeight',100,'MinPeakDistance',10); | ||
[npeaks,~] = size(peaks); | ||
[last,~]= size(t); | ||
sacSec = (npeaks)/(t(last)-t(1)); | ||
[f,P1] = fourier(h); | ||
[~,ind] = max(P1); | ||
headFrec = f(ind); | ||
headPeriod = 1/headFrec; | ||
sacCyc = (npeaks)/((t(last)-t(1))/headPeriod); | ||
%PlotData | ||
string = ['Test Results - Saccades data (Saccades per second = ' num2str(sacSec) ' - Saccades per cycle = ' num2str(sacCyc) ' at ' num2str(headFrec) 'Hz. )']; | ||
title(string) | ||
xlabel('Time in secs') | ||
ylabel('Velocity in deg/sec') | ||
ylim([-400 +400]) | ||
legend ('Head velocity','Eye velocity') | ||
%Plot Detectes Saccades | ||
%subplot(3,1,2) | ||
%findpeaks(abs(sacE),t,'MinPeakHeight',100,'MinPeakDistance',10); | ||
%ylim([0 +400]); | ||
%title('Detected Saccades Plot') | ||
%xlabel('Time in secs') | ||
%ylabel('Eye Velocity in deg/sec') | ||
%Get sacades on time | ||
headSacc = abs(h(locs)); | ||
[sizeHead,~]= size (headSacc); | ||
pos = 1; | ||
sac0 = 0; | ||
sac50 = 0; | ||
sac100 = 0; | ||
sac150 = 0; | ||
sac200 = 0; | ||
sac250 = 0; | ||
while pos < sizeHead | ||
if headSacc(pos) > 125 | ||
sac250 = sac250 + 1; | ||
elseif headSacc(pos) > 100 | ||
sac200 = sac200 + 1; | ||
elseif headSacc(pos) > 75 | ||
sac150 = sac150 + 1; | ||
elseif headSacc(pos) > 50 | ||
sac100 = sac100 + 1; | ||
elseif headSacc(pos) > 25 | ||
sac50 = sac50 + 1; | ||
elseif headSacc(pos) > 0 | ||
sac0 = sac0 + 1; | ||
end | ||
pos = pos + 1; | ||
end | ||
subplot(2,1,2) | ||
total = sac0+sac50+sac100+sac150+sac200+sac250; | ||
dataX = [(sac0/total)*100,(sac50/total)*100,(sac100/total)*100,(sac150/total)*100,(sac200/total)*100,(sac250/total)*100]; | ||
bar(dataX) | ||
Labels = {'0-25', '25-50', '50-75', '75-100', '100-125', '>125'}; | ||
set(gca, 'XTick', 1:6, 'XTickLabel', Labels); | ||
string = ['Saccade count by head velocity (Total Saccades = ' num2str(npeaks) ')']; | ||
title(string) | ||
xlabel('Head velocity intervals in deg/sec') | ||
ylabel('% of sacaddes') | ||
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s = 0; | ||
question = questdlg('Do you want to read the data from VVOR or from VVORS (suppressed) test?','Select test to read','VVOR','VORS (suppressed)','VVOR'); | ||
if strcmp(question,'VORS (suppressed)') | ||
s = 1; | ||
end | ||
[t,e,h] = read(s); | ||
if isempty(t) | ||
display('No data was loaded') | ||
return | ||
end | ||
analize(t,e,h,s); | ||
question = questdlg('Do you want to analize saccades?','Extended analysis','YES','NO','NO'); | ||
if strcmp(question,'YES') | ||
saccades(t,e,h,s) | ||
end |