diff --git a/Emilio/AKK/behaveAnalysis.m b/Emilio/AKK/behaveAnalysis.m
new file mode 100644
index 0000000..95c9376
--- /dev/null
+++ b/Emilio/AKK/behaveAnalysis.m
@@ -0,0 +1,189 @@
+function behaveAnalysis(dataDir)
+% Reading the roller positions in a matrix of Nx2 (rp) where the first
+% column is the position and the second the time in microseconds, a cell
+% array with the trigger times (tTimes), and the corrected values from the
+% arduino rollTrigTable
+% Microseconds
+us = 1e-6;
+% cell- and arrayfun auxiliary variable.
+fnOpts = {'UniformOutput', false};
+figureDir = fullfile(dataDir, 'Figures');
+axOpts = {'Box', 'off', 'Color', 'none'};
+if ~exist(figureDir, "dir")
+    if ~mkdir(figureDir)
+        fprintf(1, "Couldn't create %s!\n", figureDir)
+    end
+end
+%% Roller speed and trigges from both arduino and intan
+% Triggers
+fullname = @(x) fullfile(x.folder, x.name);
+csvFiles = dir(fullfile(dataDir, 'Roller_position*.csv'));
+trigFiles = dir(fullfile(dataDir, 'ArduinoTriggers*.mat'));
+rsFiles = dir(fullfile(dataDir, "RollerSpeed*.mat"));
+expDate = getDates(csvFiles, "Roller_position");
+vars2load = {'atTimes', 'atNames', 'itTimes', 'itNames', 'Nt', 'minOfSt'};
+if isempty(trigFiles)
+    % Create Arduino trigger file(s)
+    readAndCorrectArdTrigs(dataDir);
+    trigFiles = dir(fullfile(dataDir, 'ArduinoTriggers*.mat'));
+end
+
+if isempty(rsFiles)
+    % Create roller speed
+    [~, vf, rollTx, fr, Texp] = createRollerSpeed(dataDir);
+else
+    load(fullname(rsFiles), 'vf', 'rollTx','fr','Texp')
+end
+% Loading the triggers
+tStruct = arrayfun(@(x) load(fullname(x), vars2load{:}), trigFiles);
+% Adding experiment(s) offset to arduino triggers
+atT = arrayfun(@(x, z) cellfun(@(y, a) y+a, ...
+    x.atTimes, repmat(z,1,length(x.atTimes)), fnOpts{:}), tStruct', ...
+    num2cell([0, Texp(1:end-1)]), fnOpts{:}); atT = cat(1, atT{:});
+atTimes = arrayfun(@(x) cat(1, atT{:,x}), 1:size(atT), fnOpts{:});
+% Adding experiment(s) offset to intan triggers
+Nt2 = [0, tStruct.Nt];
+itT = arrayfun(@(x,z) cellfun(@(y, a) y+a, x.itTimes, ...
+    num2cell(repmat(z,1,length(x.itTimes))), fnOpts{:}), tStruct', ...
+    Nt2(1:end-1), fnOpts{:}); itT = cat(1, itT{:});
+itTimes = arrayfun(@(x) cat(1, itT{:,x}), 1:size(itT), fnOpts{:});
+atTimes = atTimes{1}; itTimes = itTimes{1};
+% Roller speed
+rollTx = rollTx{1};
+% Encoder transformation to cm / s
+en2cm = ((2*pi)/((2^15)-1))*((14.85/2)^2)*fr;
+
+%% Speed figure
+fFig = figure(); 
+plot(rollTx - rollTx(1), vf, "DisplayName", "Roller velocity (speed)")
+hold on; stem(itTimes(:,1), ones(size(itTimes, 1), 1), "DisplayName", "Intan triggers")
+stem(atTimes, -ones(size(atTimes, 1), 1), "DisplayName", "Arduino triggers")
+lgnd = legend("show"); set(lgnd, "Box", "off", "Location", "best")
+title("Roller velocity and triggers"); xlabel("Time [s]"); 
+ylabel("Roller velocity [encoder step per second]")
+set(gca, axOpts{:})
+saveFigure(fFig, fullfile(figureDir, "Roller velocity and triggers"), 1);
+%% Parameters
+timeLapse = [-1, 2];
+responseWindow = [0, 0.4];
+%% DeepLabCut signals
+dlcffName = dir(fullfile(dataDir, "*filtered.csv"));
+dlcffName = fullfile(dataDir, dlcffName.name);
+dlcTable = readDLCData(dlcffName);
+[a_bodyParts, ~] = getBehaviourSignals(dlcTable);
+
+% Left whiskers
+lw = mean(a_bodyParts{:,{'lw1', 'lw2', 'lw3', 'lw4'}},2);
+lw = lw - mean(lw);
+% Right whiskers
+rw = mean(a_bodyParts{:,{'rw1', 'rw2', 'rw3', 'rw4'}},2);
+rw = rw - mean(rw);
+% Nose signal
+nose = a_bodyParts{:,"nose"} - mean(a_bodyParts{:,"nose"});
+
+% DLC Trigger cut
+sNames = ["Ipsi-Whiskers", "Contra-Whiskers", "Nose", "RollerSpeed"];
+[~, dlcStack] = getStacks(false, round(itTimes * fr), 'on', timeLapse,...
+    fr, fr, [], lw, rw, nose);
+
+% Roller speed trigger cut
+[~, vStack] = getStacks(false, round(atTimes * fr), 'on', timeLapse, fr,...
+    fr, [], vf*en2cm);
+
+% Auxiliary variables
+Nts = size(vStack,2);
+[ms, bs] = lineariz([1, Nts], timeLapse(2), timeLapse(1));
+% Stack time axis --> st T x
+stTx = (1:Nts)'*ms + bs;
+spontFlag = stTx < 0;
+
+
+% Puff intensity from the folder name
+puffIntensity = strsplit(string(dataDir), "\");
+puffIntensity = puffIntensity(end);
+
+%% Behaviour stack for calculating the probability once for all signals
+behStack = dlcStack; behStack(4,:,:) = vStack;
+% Exclude trials with spontaneous running, which will affect the face
+% movements.
+sSigma = squeeze(std(behStack(:, spontFlag, :), [], 2));
+sigTh = [5; 5; 2; 2.5];
+
+sSig = squeeze(std(behStack(:,bsFlag,:), [], 2));
+sMed = squeeze(median(behStack(:,bsFlag,:), 2));
+tMed = squeeze(median(behStack, 2));
+
+splOut = fitSpline((0:size(behDLCSignals_filtered,1)-1)/fr, behDLCSignals_filtered(:,2), 1, 0.1146, 0.9528, true);
+
+excludeFlag = sSigma > sigTh;
+% This doesn't take into consideretion the nose (1,2,4)
+excludeFlag = any(excludeFlag(2.^(0:2),:),1); 
+Net = sum(excludeFlag, 2);
+behStack = arrayfun(@(x) squeeze(behStack(x, :, :)), (1:size(behStack,1))',...
+    fnOpts{:});
+thSet = {0.5:0.5:40,... Left whiskers
+    0.5:0.5:40,... Right whiskers
+    0.4:0.4:20,... Nose
+    0.1:0.1:3}; % Roller speed
+Ns = length(behStack);
+behResults = cell(Ns, 2);
+genProb = zeros(Ns, 1);
+for cs = 1:size(behStack,1)
+    % Getting the maximum value for all signals within the response window
+    mvpt = getMaxAbsPerTrial(behStack{cs}(:, ~excludeFlag),...
+        responseWindow, stTx);
+    % Compare the max value against a set of thresholds
+    moveFlags = compareMaxWithThresh(mvpt, thSet(cs));
+    behResults(cs,:) = {mvpt, moveFlags};
+    % Getting the 'general probability' of movement (Area Under the Curve)
+    genProb(cs) = getAUC(moveFlags);
+end
+%% Plotting the threshold progression
+% probFigs = plotThetaProgress(moveFlags, thSet, sNames);
+probFigs = arrayfun(@(x) plotThetaProgress(behResults(x, 2), thSet(x), ...
+    sNames(x)), 1:Ns);
+xlArray = [repmat("Angle [°]",1,3), "Speed [cm/s]"];
+ttlString = sprintf("Trials crossing \\theta (%s)", puffIntensity);
+arrayfun(@(x) xlabel(probFigs(x).CurrentAxes, xlArray(x)), 1:Ns)
+arrayfun(@(x) set(probFigs(x).CurrentAxes, axOpts{:}), 1:Ns);
+arrayfun(@(x) title(probFigs(x).CurrentAxes, [ttlString;...
+    "Excluded trials: "+ string(Net)+ " (\sigma:" + string(sigTh(x)) + ")"]),...
+    1:Ns)
+pfnStrFormat = " trial crossing PI%s TH%.1f - %.1f STH%.1f RW%.1f - %.1f s";
+arrayfun(@(x) saveFigure(probFigs(x), fullfile(figureDir, sNames(x) +...
+    sprintf(pfnStrFormat, puffIntensity, thSet{x}([1,end]), sigTh(x),...
+    responseWindow)), 1), 1:Ns)
+
+%% Save?
+% If RollerSpeed.mat doesn't exist in the experiment folder, then create
+% it.
+rsfName = sprintf("BehaviourData%s_VW%.2f - %.2f s RW%.2f - %.2f ms.mat", ...
+    string(expDate), timeLapse, responseWindow*1e3);
+rsfPath = fullfile(dataDir, rsfName);
+if ~exist(rsfPath, 'file')
+    save(rsfPath, "genProb", "thSet", "behResults", "behStack", "stTx")
+end
+%% EEG-like plots for the nose and the two whisker-sets
+efig = gobjects(size(behStack,1),1);
+yaxName = [repmat("Angle [°]",1,3), "Roller speed [cm/s]"];
+for cbp = 1:length(behStack)
+    plotEEGchannels(behStack{cbp}', [], diff(timeLapse),...
+        fr, 1, -timeLapse(1));
+    title(sNames(cbp)); efig(cbp) = figure(); 
+    plot(stTx, behStack{cbp}(:,~excludeFlag)- ...
+        median(behStack{cbp}(:,~excludeFlag),1), "LineWidth", 0.5,...
+        "Color", 0.75*ones(3,1)); hold on;
+    plot(stTx, mean(behStack{cbp}(:,~excludeFlag)- ...
+        median(behStack{cbp}(:,~excludeFlag),1),2),...
+        "LineWidth", 2, "Color", "k"); title(sNames(cbp))
+    lgnd = legend(puffIntensity); set(lgnd, "Box", "off", "Location", "best")
+    figName = sprintf("Mean %s VW%.1f - %.1f s RW%.2f - %.2f ms NEX%d", ...
+        sNames(cbp), timeLapse, responseWindow*1e3, Net);
+    set(efig(cbp).CurrentAxes, axOpts{:})
+    xlabel(efig(cbp).CurrentAxes, "Time [s]");
+    ylabel(efig(cbp).CurrentAxes, yaxName(cbp))
+    saveFigure(efig(cbp), fullfile(figureDir, figName), 1);
+end
+fprintf(1, "General probability: %.3f \n", genProb)
+close all
+end
diff --git a/Emilio/AKK/compareMaxWithThresh.m b/Emilio/AKK/compareMaxWithThresh.m
new file mode 100644
index 0000000..611f7df
--- /dev/null
+++ b/Emilio/AKK/compareMaxWithThresh.m
@@ -0,0 +1,9 @@
+function [moveFlag, thCell] = compareMaxWithThresh(mx, cmx)
+%COMPAREMAXWITHTHRESH compares each column of the maximum value per trial
+%per signal against a given threshold set.
+%   Detailed explanation goes here, later
+%% 
+mdl = fit_poly( [1, 64], [double(cmx)/64, double(cmx)], 1 );
+thCell = { ( ( 1:64 )'.^[1,0] ) * mdl };
+moveFlag = mx(:) > thCell{1}(:)';
+end
diff --git a/Emilio/AKK/dataAnalysis2.m b/Emilio/AKK/dataAnalysis2.m
new file mode 100644
index 0000000..5d2999c
--- /dev/null
+++ b/Emilio/AKK/dataAnalysis2.m
@@ -0,0 +1,251 @@
+% Reading the roller positions in a matrix of Nx2 (rp) where the first
+% column is the position and the second the time in microseconds, a cell
+% array with the trigger times (tTimes), and the corrected values from the
+% arduino rollTrigTable
+% Microseconds
+close all
+us = 1e-6;
+% cell- and arrayfun auxiliary variable.
+fnOpts = {'UniformOutput', false};
+%% Choosing the file
+rfName = "Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT28\211213\2.0bar\Roller_position2021-12-13T16_52_44.csv";
+% rfName = uigetdir("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\",...
+%     "Choose directory to work with");
+
+[rp, tTimes, rollTrigTable] = readRollerPositionsFile(rfName);
+if length(tTimes) > 1
+    tTimes = tTimes(2);
+    fprintf(1, '"L" Trigger is omitted');
+end
+%% Reading and preprocessing roller speed
+% Get the folder and file name of the experiment to get the video frame
+% rate to re-sample the position signal.
+[dataDir, rollBaseName] = fileparts(rfName);
+expDate = extractAfter(rollBaseName, "Roller_position");
+% Split in date and time get the video 10 seconds ahead
+dateFormStr = 'yyyy-MM-dd''T''HH_mm_ss';
+expDate = datetime(expDate, 'InputFormat', dateFormStr);
+vidDate = expDate + seconds(10); vidDate.Format = dateFormStr;
+vfName = fullfile(dataDir, "roller" + string(vidDate) + ".avi");
+try
+    vidObj = VideoReader(vfName);
+catch
+    vfName = dir(fullfile(dataDir, "*.avi"));
+    if numel(vfName) > 1
+        sel = listdlg("ListString", arrayfun(@(x) x.name, vfName,...
+            'UniformOutput', false), "SelectionMode", "multiple");
+        if isempty(sel)
+            fprintf(1, 'Cancelling...\n')
+            return
+        end
+        vfName = fullfile(vfName(sel).folder, vfName(sel).name);
+    else
+        vfName = fullfile(vfName.folder, vfName.name);
+    end
+end
+fr = vidObj.FrameRate;
+% Computing a regular-interval time array in seconds to interpolate in
+% between the asynchronous roller position values.
+rollFs = fr; 
+rollTx = (rp(1,2)*us:1/rollFs:rp(end,2)*us)';
+% Encoder to centimeters per second.
+en2cm = ((2*pi)/((2^15)-1))*((14.85/2)^2)*rollFs;
+% Roller time axis
+rx = interp1(rp(:,2)*us, rp(:,1), rollTx, 'pchip');
+%TODO: Beautify this figure
+figure; plot(rp(:,2)*us, rp(:,1), rollTx, rx);
+title("Roller position")
+% Now, we compute the roller speed. Finally. We get the speed bc its easier
+% to locate the small movements of the mouse.
+v = diff(rx); 
+[b, a] = butter(10, (2*18)/rollFs, "low");
+vf = filtfilt(b, a, v);
+%TODO: Beautify figure with butter and flies, or fries.
+figure; plot(rollTx(1:end-1), [v, vf]);
+%% Getting trigger times
+% The point of this section is to equalize the triggers from the arduino
+% with the trigger signals recorded from the Intan board.
+expDate.Format = dateFormStr; atTimes = tTimes{:}.*us;
+% Similar strategy as with the video but without addin 10 seconds.
+fID = fopen(fullfile(dataDir,...
+    "TriggerSignals" + string(expDate) + ".bin"), "r");
+trig = fread(fID, [2, Inf], 'uint16=>int32'); [~] = fclose(fID);
+trig = median(trig, 2) - trig; %trig = int16(trig);
+% Sampling frequency of the intan board: 30 kHz. We also extract the
+% trigger onsets of each pulse using the StepWaveform object.
+fs = 3e4; 
+pObj = StepWaveform(trig(1,:), fs);
+pSubs = pObj.subTriggers; 
+itTimes = pSubs./fs;
+% Moving all arduino times from their arbitrary time back to zero.
+atTimes = atTimes - rollTx(1);
+% Removing repeated values from the trigger times.
+atTimes([false;diff(atTimes(:,1)) < 1],:) = [];
+% If the arduino trigger times are different from the intan, we need to
+% fix it.
+%% Fixing the trigger times
+if size(itTimes,1) ~= size(atTimes,1)
+    dm = distmatrix(itTimes(:,1), atTimes, 1); cip = 1;
+    if size(itTimes,1) > size(atTimes,1)
+        tPairs = zeros(size(atTimes));
+        for cap = 1:size(dm,2)
+            fprintf(1, "Row: %d, Col: %d ", cip, cap)
+            [~, cerca] = min(abs(dm(cip:size(dm, 1), cap)));
+            fprintf(1, "Minimum found at %d\n", cip-1 + cerca)
+            tPairs(cap) = cip + cerca - 1;
+            if cip <= size(dm,1)
+                cip = cip + cerca;
+            else
+                fprintf(1, "Reached the last column!\n")
+            end
+        end
+        missArdTrig = setdiff(1:length(itTimes), tPairs);
+        mdl = fit_poly(itTimes(tPairs, 1)', atTimes', 1);
+        eaTrig = [itTimes(missArdTrig,1), ones(length(missArdTrig),1)] * mdl;
+        atTimes_new = zeros(size(itTimes,1),1);
+        atTimes_new(tPairs) = atTimes; atTimes_new(missArdTrig) = eaTrig;
+        atTimes = atTimes_new;
+    elseif size(itTimes,1) < size(atTimes,1)
+        % More Arduino times than Intan seems like the first one always.
+        % Going with the flow.
+        tPairs = zeros(size(itTimes,1),1); cap = 1;
+        for cip = 1:size(dm,1)
+            fprintf(1, "Row: %d, Col: %d ", cip, cap)
+            [~, cerca] = min(abs(dm(cip, cap:size(dm, 2))));
+            if nnz(cap - 1 + cerca)
+                fprintf(1, "Minimum found at %d\n", cap - 1 + cerca)
+                tPairs(cip) = cap + cerca - 1;
+                if cap <= size(dm,2)
+                    cap = cap + cerca;
+                else
+                    fprintf(1, "Reached the last row!\n")
+                end
+            else
+                break
+            end
+        end
+        extraArdTrig = setdiff(1:length(itTimes), tPairs);
+        atTimes(extraArdTrig) = [];
+    end
+end
+%% Figure time! 
+figure; plot(trig'); 
+
+fFig = figure(); 
+plot(rollTx(1:end-1) - rollTx(1), vf, "DisplayName", "Roller velocity (speed)")
+hold on; stem(itTimes(:,1), ones(size(itTimes, 1), 1), "DisplayName", "Intan triggers")
+stem(atTimes, -ones(size(atTimes, 1), 1), "DisplayName", "Arduino triggers")
+lgnd = legend("show"); set(lgnd, "Box", "off", "Location", "best")
+title("Roller velocity and triggers"); xlabel("Time [s]"); 
+ylabel("Roller velocity [encoder step per second]")
+set(gca, "Box", "off", "Color", "none")
+saveFigure(fFig, fullfile(dataDir, "Roller velocity and triggers"), 1);
+%% Trigger average of behaviour signals.
+timeLapse = [-1, 2];
+responseWindow = [0, 0.4]; % will stay the same right? Yes
+
+[~, vStack] = getStacks(false, atTimes * rollFs, 'on', timeLapse, rollFs,...
+    rollFs, [], vf*en2cm);
+
+%Plot EEG channels
+plotEEGchannels(squeeze(vStack)', [], diff(timeLapse), rollFs, 1, -timeLapse(1))
+
+[~, Nts, NTa] = size(vStack);
+[ms, bs] = lineariz([1, Nts], timeLapse(2), timeLapse(1));
+% Stack time axis --> st T x
+stTx = (1:Nts)'*ms + bs;
+spontFlag = stTx < 0;
+
+
+% DeepLabCut part
+[~, vfNameBase] = fileparts(vfName);
+dlcffName = dir(fullfile(dataDir, string(vfNameBase)) + "*filtered.csv");
+dlcffName = fullfile(dataDir, dlcffName.name);
+dlcTable = readDLCData(dlcffName);
+[a_bodyParts, refStruct] = getBehaviourSignals(dlcTable);
+% Left whiskers
+lw = mean(a_bodyParts{:,{'lw1', 'lw2', 'lw3', 'lw4'}},2);
+lw = lw - mean(lw);
+% Right whiskers
+rw = mean(a_bodyParts{:,{'rw1', 'rw2', 'rw3', 'rw4'}},2);
+rw = rw - mean(rw);
+% Nose signal
+nose = a_bodyParts{:,"nose"} - mean(a_bodyParts{:,"nose"});
+
+% Trigger cut
+sNames = ["LeftWhiskers", "RightWhiskers", "Nose", "RollerSpeed"];
+[~, dlcStack] = getStacks(false, round(itTimes * fr), 'on', timeLapse,...
+    fr, fr, [], lw, rw, nose);
+
+puffIntensity = strsplit(string(dataDir), "\");
+puffIntensity = puffIntensity(end);
+
+%close all;
+%% Behaviour stack for calculating the probability once for all signals
+behStack = dlcStack; behStack(4,:,:) = vStack;
+% Exclude trials with spontaneous running, which will affect the face
+% movements.
+sSigma = squeeze(std(behStack(:, spontFlag, :), [], 2));
+sigTh = [5; 5; 2; 2.5];
+excludeFlag = sSigma > sigTh; 
+Net = sum(excludeFlag, 2);
+behStack = arrayfun(@(x) squeeze(behStack(x, :, :)), (1:size(behStack,1))',...
+    fnOpts{:});
+thSet = {0.5:0.5:40,... Left whiskers
+    0.5:0.5:40,... Right whiskers
+    0.4:0.4:20,... Nose
+    0.1:0.1:3}; % Roller speed
+Ns = length(behStack);
+behResults = cell(Ns, 2);
+genProb = zeros(Ns, 1);
+for cs = 1:size(behStack,1)
+    % Getting the maximum value for all signals within the response window
+    mvpt = getMaxAbsPerTrial(behStack{cs}(:, ~excludeFlag(cs,:)),...
+        responseWindow, stTx);
+    % Compare the max value against a set of thresholds
+    moveFlags = compareMaxWithThresh(mvpt, thSet(cs));
+    behResults(cs,:) = {mvpt, moveFlags};
+    % Getting the 'general probability' of movement (Area Under the Curve)
+    genProb(cs) = getAUC(moveFlags);
+end
+%% Plotting the threshold progression
+% probFigs = plotThetaProgress(moveFlags, thSet, sNames);
+probFigs = arrayfun(@(x) plotThetaProgress(behResults(x, 2), thSet(x), ...
+    sNames(x)), 1:Ns);
+xlArray = [repmat("Angle [°]",1,3), "Speed [cm/s]"];
+ttlString = sprintf("Trials crossing \\theta (%s)", puffIntensity);
+arrayfun(@(x) xlabel(probFigs(x).CurrentAxes, xlArray(x)), 1:Ns)
+arrayfun(@(x) title(probFigs(x).CurrentAxes, [ttlString;...
+    "Excluded trials: "+ string(Net(x))+ " (\sigma:" + string(sigTh(x)) + ")"]),...
+    1:Ns)
+pfnStrFormat = " trial crossing PI%s TH%.1f - %.1f STH%.1f RW%.1f - %.1f s";
+arrayfun(@(x) saveFigure(probFigs(x), fullfile(dataDir, sNames(x) +...
+    sprintf(pfnStrFormat, puffIntensity, thSet{x}([1,end]), sigTh(x),...
+    responseWindow)), 1), 1:Ns)
+
+%% Save?
+% If RollerSpeed.mat doesn't exist in the experiment folder, then create
+% it.
+rsfName = fullfile(dataDir, "BehaviourData" + string(expDate) + ".mat");
+if ~exist(rsfName, 'file')
+    save(rsfName, "vf", "rollTx", "rollFs", "atTimes", "itTimes", "rx",...
+        "genProb", "thSet", "behResults", "behStack", "stTx")
+end
+%% EEG-like plots for the nose and the two whisker-sets
+efig = 1:size(dlcStack,1);
+for cbp = 1:size(dlcStack,1)
+    plotEEGchannels(squeeze(dlcStack(cbp,:,:))', [], diff(timeLapse),...
+        fr, 1, -timeLapse(1));
+    title(sNames(cbp))
+    efig(cbp) = figure(); 
+    plot(stTx, squeeze(dlcStack(cbp,:,:)), "LineWidth", 0.5,...
+        "Color", 0.75*ones(3,1)); hold on;
+    plot(stTx, mean(dlcStack(cbp, :, :), 3), "LineWidth", 2, "Color", "k")
+    title(sNames(cbp))
+    lgnd = legend(puffIntensity); set(lgnd, "Box", "off", "Location", "best")
+    
+    figname = ['SumOfSignals', num2str(sNames(cbp)), ' filtered'];
+    saveFigure(efig(cbp), fullfile(dataDir, figname), 1);
+end
+
+fprintf(1, "General probability: %.3f \n", genProb)
diff --git a/Emilio/AKK/diffpuffintens.m b/Emilio/AKK/diffpuffintens.m
new file mode 100644
index 0000000..208e5d8
--- /dev/null
+++ b/Emilio/AKK/diffpuffintens.m
@@ -0,0 +1,113 @@
+% IDEA: 
+% One big figure where we have 4 subplots of the different conditions. with
+% the different puff intensities in every plot.
+
+%putting for different puff intensities a graph together with the relevant general
+% probab 
+%load manually the 3-5 different intensities and plot them together 
+
+% WHAT 6 PUFF INTENSITIES DO YOU WANT :
+% puffInt = ["0.0 bar" , "0.8 bar", "1.2 bar", "1.6 bar", "2.0 bar", "2.4bar"]; WT28
+puffInt = ["0.0 bar" , "0.6 bar", "1.2 bar", "1.8 bar", "2.4 bar", "3.0 bar"]; %WT27
+
+
+% CHANGE FOR THE RELEVANT ANIMAL FILE 
+% fName = "Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT28\"; %WT28
+fName = "Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT27\"; %WT27
+
+% CHANGE FOR THE RELATIVE ANIMAL (#28)
+% puff1 = load("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT28\211209\0.0bar\BehaviourData2021-12-09T19_11_48.mat");
+% puff2 = load("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT28\211210\0.8bar\BehaviourData2021-12-10T09_49_14.mat");
+% puff3 = load("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT28\211210\1.2bar\BehaviourData2021-12-10T10_06_27.mat");
+% puff4 = load("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT28\211210\1.6bar\BehaviourData2021-12-10T10_16_02.mat");
+% puff5 = load("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT28\211213\2.0bar\BehaviourData2021-12-13T16_52_44.mat");
+% puff6 = load("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT28\211213\2.4bar\BehaviourData2021-12-13T17_06_42.mat");
+
+puff1 = load("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT28\211209\0.0bar\BehaviourData2021-12-09T19_11_48.mat");
+puff2 = load("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT27\211206\0.6bar\BehaviourData2021-12-06T18_07_54.mat");
+puff3 = load("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT27\211206\1.2bar\BehaviourData2021-12-06T18_29_29.mat");
+puff4 = load("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT27\211207\1.8bar\BehaviourData2021-12-07T18_47_48.mat");
+puff5 = load("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT27\211207\2.4bar\BehaviourData2021-12-07T19_08_17.mat");
+puff6 = load("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT27\211207\3.0bar\BehaviourData2021-12-07T19_26_46.mat");
+
+
+%% getting the differrent arrays needed for the plot !! MANUALLY
+%beautify the code: (loops etc.)
+
+logMat = cell(4,6);
+
+logMat{1} = puff1.behResults{5};
+logMat{5} = puff2.behResults{5};
+logMat{9} = puff3.behResults{5};
+logMat{13} = puff4.behResults{5};
+logMat{17} = puff5.behResults{5};
+logMat{21} = puff6.behResults{5};
+
+logMat{2} = puff1.behResults{6};
+logMat{6} = puff2.behResults{6};
+logMat{10} = puff3.behResults{6};
+logMat{14} = puff4.behResults{6};
+logMat{18} = puff5.behResults{6};
+logMat{22} = puff6.behResults{6};
+
+logMat{3} = puff1.behResults{7};
+logMat{7} = puff2.behResults{7};
+logMat{11} = puff3.behResults{7};
+logMat{15} = puff4.behResults{7};
+logMat{19} = puff5.behResults{7};
+logMat{23} = puff6.behResults{7};
+
+logMat{4} = puff1.behResults{8};
+logMat{8} = puff2.behResults{8};
+logMat{12} = puff3.behResults{8};
+logMat{16} = puff4.behResults{8};
+logMat{20} = puff5.behResults{8};
+logMat{24} = puff6.behResults{8};
+
+%% stays the same
+
+thSet = puff1.thSet;
+sNames = ["Ipsilateral Whiskerpatch", "Contralateral Whiskerpatch", "Nose", "Rollerspeed"];
+xArray = [repmat("Angle [°]",1,3), "Speed [cm/s]"];
+sigTh = [5; 5; 2; 2.5];
+
+%% FIGURE
+
+% One big figure where we have 4 subplots of the different conditions. with
+% the different puff intensities in every plot.
+newcolors = [0.0 0.0 0.5977
+    0.0 0.3984 0.7969
+    0 0.5 1
+    0.3984 0.3984 0.9961
+    0 0.7 0.7
+    0.25 0.90 0.7];
+
+pfig = figure;
+colororder(newcolors);
+set(gcf,'Name','Different Puffintensities for 4 conditions','NumberTitle', ...
+    'off','Units','normalized','Position',[0 0 1 1]); % or 'WindowState','fullscreen'
+% one fig with the different puffintensities NOT different plots
+for cs = 1:size(logMat,1) % cs is for the 4 different conditions (subplot)
+    subplot(2,2,cs)
+    for pv = 1:size(logMat,2) %puffvalues
+        plot(thSet{cs}, sum(logMat{cs,pv})./size(logMat{cs,pv},1),...
+            "DisplayName", puffInt(pv), 'Linewidth', 1.5);
+        hold on
+    end
+    [t, s] = title(sprintf('Trials crossing \\theta: %s', sNames(cs)), ...
+        '\sigma:' + string(sigTh(cs)),'Fontsize',16);
+    s.FontAngle = 'italic';
+    s.FontSize = 14;
+    xlabel(sprintf('%s', xArray(cs)), 'Fontsize',14);
+    ylabel("Trial proportion", 'Fontsize', 14);
+    set(gca, "Box", "off", "Color", "none");
+    ylim([0,1]);
+    lgnd = legend("show");
+    set(lgnd, "Box", "off", "Location", "best");
+end
+hold off
+
+%% Saving the Figure
+
+figname = 'PuffintensitiesWith2.4bar';
+saveFigure(pfig, fullfile(fName, figname), 1);
diff --git a/Emilio/AKK/getAUC.m b/Emilio/AKK/getAUC.m
new file mode 100644
index 0000000..c058dc0
--- /dev/null
+++ b/Emilio/AKK/getAUC.m
@@ -0,0 +1,5 @@
+function [genProb] = getAUC(logMat)
+%GETAUC does something that we will describe
+%   Detailed explanation goes here, later
+genProb = nnz(logMat)/numel(logMat);
+end
\ No newline at end of file
diff --git a/Emilio/AKK/getGeneralProb.m b/Emilio/AKK/getGeneralProb.m
new file mode 100644
index 0000000..1005072
--- /dev/null
+++ b/Emilio/AKK/getGeneralProb.m
@@ -0,0 +1,66 @@
+function [genProb, probMat] = getGeneralProb(stack, theta, en2cm, rmsTh1, rmsTh2)
+%GETGENERALPROB takes in the stack and the threshold and returns the
+%general probability of the relevant stack and its probability matrix.
+% en2cm is just for the speed.
+
+%The Problem here is that I do not know how I distinguish between different stacks
+%as input arguments.
+
+% cell- and arrayfun auxiliary variable.
+fnOpts = {'UniformOutput', false};
+
+%Not sure if these are the same or if they have to be fitted:
+timeLapse = [-1, 2];
+responseWindow = [0, 0.4]; % will stay the same right?
+
+%% if loop: if stack is speed or movement ??? or just one for all? 
+%I could also do one function for speedprob, one for the bodyparts etc.
+%Right now I write it like it's just one for all:
+
+[Nts, NTa] = size(stack);
+[ms, bs] = lineariz([1, Nts], timeLapse(2), timeLapse(1));
+
+% Stack time axis --> st T x
+stTx = (1:Nts)'*ms + bs;
+% Spontaneous logical flag.
+spontFlag = stTx < 0;
+% No previous movement before nor after the stimulus
+% Logical Flag to exclude trials with 'too much movement' before or after
+% the trigger.
+excludeFlag = rms(stack(spontFlag,:)) > rmsTh1 | rms(stack) > rmsTh2;
+
+delayFlags = true(NTa,1); 
+Nccond = 1;
+% Number of triggers (Number of alignment points) Na excluding the
+% indicated trials.
+Na = sum(delayFlags & ~excludeFlag(:));
+
+% Loop to get the maximum value of the movement.
+cellMax = cell(Nccond,1);
+responseFlags = stTx >= responseWindow(1) & stTx <= responseWindow(2);
+
+for ccond = 1:Nccond
+    cellMax{ccond} =...
+        max(abs(stack(responseFlags, delayFlags(:, ccond) & ~excludeFlag(:))))';
+end
+
+% Maximum number of trials
+maxNt = max(cellfun(@numel, cellMax));
+% Placing the trial's maximum movement (of any kind) in a matrix
+moveMat = cellfun(@(x) cat(1, x, nan(maxNt - size(x,1),1)),...
+    cellMax, fnOpts{:}); 
+moveMat = cat(2, moveMat{:});
+
+%just for speed: yes
+moveMat = moveMat * en2cm;
+
+% Cutting on different thresholds for all trials
+moveFlag = moveMat > theta;
+probMat = sum(moveFlag)./Na; 
+probMat = squeeze(probMat);
+
+genProb = nnz(moveFlag)./numel(moveFlag);
+
+disp('General Probability is calculated.');
+
+end
\ No newline at end of file
diff --git a/Emilio/AKK/getMaxAbsPerTrial.m b/Emilio/AKK/getMaxAbsPerTrial.m
new file mode 100644
index 0000000..08e1883
--- /dev/null
+++ b/Emilio/AKK/getMaxAbsPerTrial.m
@@ -0,0 +1,33 @@
+function [mavpt, mxT, bl_lvl] = getMaxAbsPerTrial(inStack, ...
+    responseWindow, spontWindow, timeAxis)
+%GETMAXABSPERTRIAL gets as the name suggests, the maximum absolute
+%amplitude per trial in the given input stack
+%   Detailed explanation goes here, later.
+
+%% 
+my_xor = @(x) xor( x(:,1), x(:,2) );
+% Size of the stack: Number of signals (e.g. nose, left whisker), number of
+% time samples, and number of triggers (trials)
+[Nts, Ntg] = size(inStack);
+
+% Preallocating the output: Maximum Absolute Value Per Trial
+mavpt = zeros(Ntg, 1);
+
+% Validation for time axis. If the axis doesn't correspond to the stack,
+% then we cannot continue.
+if Nts ~= length(timeAxis)
+    fprintf(1, "Time axis not the same size as the time dimension of the stack!\n");
+    fprintf(1, "Please, verify they are the same size!\n");
+    return
+end
+% Response and spontaneous periods for all trials
+responseFlags = my_xor( timeAxis(:) >= responseWindow );
+spontaneousFlags = my_xor( timeAxis(:) >= spontWindow );
+
+% mavpt = max(abs(inStack(responseFlags, :)-median(inStack,1)));
+bl_lvl = median( inStack(spontaneousFlags,:), 1 );
+[mavpt, ps] = max( abs( inStack(responseFlags,:) - bl_lvl ) );
+% mavpt = arrayfun(@(mp, tr) ...
+%     inStack(find(responseFlags,1,'first')+mp-1, tr), ps(:), (1:Ntg)');
+mxT = timeAxis(ps+find(responseFlags,1,"first")-1);
+end
\ No newline at end of file
diff --git a/Emilio/AKK/plotThetaProgress.m b/Emilio/AKK/plotThetaProgress.m
new file mode 100644
index 0000000..68c3bb3
--- /dev/null
+++ b/Emilio/AKK/plotThetaProgress.m
@@ -0,0 +1,29 @@
+function [probFigs] = plotThetaProgress(logMat, thSet, sNames, varargin)
+%UNTITLED3 Summary of this function goes here
+%   Detailed explanation goes here
+%%
+p = inputParser;
+
+addRequired(p, 'logMat', @(x) islogical(x{:}))
+addRequired(p, 'thSet', @(x) isvector(x{:}))
+addRequired(p, 'sNames', @(x) ~isempty(x))
+addParameter(p, 'showPlots', true, @(x) islogical(x) & numel(x) == 1)
+
+parse(p, logMat, thSet, sNames, varargin{:})
+
+logMat = p.Results.logMat;
+thSet = p.Results.thSet;
+sNames = p.Results.sNames;
+showPlots = p.Results.showPlots;
+
+probFigs = gobjects(size(logMat,2),1);
+for cs = 1:size(logMat,2)
+    probFigs(cs) = figure('Visible', showPlots); 
+    plot(thSet{cs}, sum(logMat{cs})/size(logMat{cs},1),...
+        "DisplayName", sNames(cs))
+    lgnd = legend("show"); set(lgnd, "Box", "off", "Location", "best");
+    ylabel("Trial proportion"); set(gca, "Box", "off", "Color", "none");
+    ylim([0,1]);
+end
+end
+
diff --git a/Emilio/DefenceProbabilityOnRoller.m b/Emilio/DefenceProbabilityOnRoller.m
new file mode 100644
index 0000000..bee67a9
--- /dev/null
+++ b/Emilio/DefenceProbabilityOnRoller.m
@@ -0,0 +1,101 @@
+fnOpts = {'UniformOutput', false};
+en2cm = ((2*pi)/((2^15)-1))*((14.85/2)^2)*rollFs;
+[Nts, NTa] = size(vStack);
+[ms, bs] = lineariz([1, Nts], timeLapse(2), timeLapse(1));
+% Stack time axis --> st T x
+stTx = (1:Nts)'*ms + bs;
+% Spontaneous logical flag.
+spontFlag = stTx < 0;
+% No previous movement before nor after the stimulus
+rmsTh = 0.85;
+% Logical Flag to exclude trials with 'too much movement' before or after
+% the trigger.
+excludeFlag = rms(vStack(spontFlag,:)) > rmsTh | rms(vStack) > 0.9;
+% Previous movement before 
+% excludeFlag = rms(vStack(spontFlag,:)) < 0.85;
+
+delayFlags = true(NTa,1); Nccond = 1;
+% Number of triggers (Number of alignment points) Na excluding the
+% indicated trials.
+Na = sum(delayFlags & ~excludeFlag(:));
+
+% Loop to get the maximum value of the roller velocity.
+rngRollSpeed = cell(Nccond,1);
+responseWindow = [0, 0.4];
+responseFlags = stTx >= responseWindow(1) & stTx <= responseWindow(2);
+for ccond = 1:Nccond
+    rngRollSpeed{ccond} =...
+        max(abs(vStack(responseFlags, delayFlags(:, ccond) & ~excludeFlag(:))))';
+end
+% Maximum number of trials
+maxNt = max(cellfun(@numel, rngRollSpeed));
+% Placing the trial's maximum speed in a matrix
+speedsMat = cellfun(@(x) cat(1, x, nan(maxNt - size(x,1),1)),...
+    rngRollSpeed, fnOpts{:}); speedsMat = cat(2, speedsMat{:});
+speedsMat = speedsMat * en2cm;
+% Cutting on different thresholds for all trials
+thetaSpeed = 0.1:0.1:3;
+moveFlag = speedsMat > reshape(thetaSpeed,1,1,[]);
+probMove = sum(moveFlag)./Na; probMove = squeeze(probMove);
+probFig = figure; plot(thetaSpeed, probMove'); ylim([0,1])
+set(gca, "Box", "off", "Color", "none")
+consCondNames = arrayfun(@(x) x.name, Conditions(consideredConditions),fnOpts{:});
+lgnd = legend(consCondNames); set(lgnd, "Box", "off", "Location", "best")
+ylabel("Trial proportion / Movement probability")
+xlabel("Speed threshold \theta [cm/s]")
+title("Trial proportion with elicited movement")
+%% Save?
+sveFigAns = questdlg("Save figure?", "Save", "Yes", "No", "Yes");
+probFigName = ...
+    sprintf('Movement probability EX%.2f RW%.1f - %.1f s',...
+    rmsTh, responseWindow);
+if strcmpi(sveFigAns, "Yes")
+    saveFigure(probFig, fullfile(figureDir, probFigName), 1)
+end
+%% Bar plotting
+condSubs = listdlg("ListString", arrayfun(@(x) x.name, Conditions, fnOpts{:}),...
+    "SelectionMode", "multiple");
+thS = listdlg("ListString", string(thetaSpeed'), "SelectionMode", "single");
+if isempty(condSubs) || isempty(thS)
+    return
+end
+% Table with the successful trials in the first column.
+tbl = [probMove(condSubs, thS).*Na(condSubs)',...
+    abs(probMove(condSubs, thS).*Na(condSubs)' - Na(condSubs)')];
+% Chi squared test
+sumCol = sum(tbl)'; sumFil = sum(tbl,2)';
+multSum = (sumCol * sumFil)'; esperado = multSum / sum(tbl(:));
+resChi = ((tbl - esperado).^2)./esperado; resChi = sum(resChi(:));
+pChi = chi2pdf(resChi,1); pFih = Inf;
+if all(size(tbl) == [2, 2])
+    [~, pFih] = fishertest(tbl);
+end
+% Plotting the proportions and test results
+barFig = figure; bar(probMove(:,thS), "EdgeColor", "none");
+yHeight = max(probMove(condSubs, thS))*1.05;
+hold on; plot(condSubs, yHeight * ones(size(condSubs,2),1),...
+    'LineWidth', 1, "Color", 'k')
+signStr = 'n.s.';
+if pChi < 5e-3 || pFih < 5e-3
+    signStr = '***';
+elseif pChi < 1e-2 || pFih < 1e-2
+    signStr = '**';
+elseif pChi < 5e-2 || pFih < 5e-2
+    signStr = '*';
+end
+text(mean(condSubs), yHeight, signStr, "HorizontalAlignment", "center",...
+    "VerticalAlignment", "bottom");
+xticklabels(consCondNames); ylim([0,(yHeight >= 1)*1.1 + (yHeight < 1)*1]);
+set(get(barFig,"Children"), "Box", "off", "Color", "none")
+title(sprintf('Movement probability \\theta:%.1f cm/s', thetaSpeed(thS)))
+ylabel("Trial proportion / Movement probability")
+%% Save?
+sveFigAns = questdlg("Save figure?", "Save", "Yes", "No", "Yes");
+strFormat = 'Movement probability bar TH%.1f cmps EX%.2f RW%.1f - %.1f s';
+barFigName = sprintf(strFormat, thetaSpeed(thS), rmsTh, timeLapse);
+if strcmpi(sveFigAns, "Yes")
+    saveFigure(barFig, fullfile(figureDir, barFigName), 1)
+end
+
+%%
+% xticklabels({'P+L','P','L'})
\ No newline at end of file
diff --git a/Emilio/Ephysroller_relationship.m b/Emilio/Ephysroller_relationship.m
new file mode 100644
index 0000000..67a8260
--- /dev/null
+++ b/Emilio/Ephysroller_relationship.m
@@ -0,0 +1,72 @@
+%% Trial by trial ephys-roller speed relationship
+% PSTH per unit per trial, per condition.
+PSTH_unit_trial = getPSTH_perU_perT(relativeSpkTmsStruct, configStructure);
+
+% Median of firing rate in the responsive window (evoked)
+respFlag = psthTx(:) > responseWindow;
+respFlag = xor(respFlag(:,1), respFlag(:,2));
+evoked_median_unit_fr = cellfun(@(x) squeeze(median(x(:, respFlag, :), 2)), ...
+    PSTH_unit_trial, fnOpts{:});
+
+% Trial identification between behaviour and ephys
+cum_ephys_trial_ID = arrayfun(@(x) cumsum(delayFlags(:,x)), ...
+    1:size(delayFlags,2), fnOpts{:});
+cum_speed_trial_ID = arrayfun(@(x) cumsum(xdf(:,x)), ...
+    1:size(xdf, 2), fnOpts{:});
+considered_ephys_trials = arrayfun(@(x) cum_ephys_trial_ID{x}(xdf(:,x)), ...
+    1:size(xdf, 2), fnOpts{:});
+
+[mdl, ~, r2] = cellfun(@(x, y, v) ...
+    arrayfun(@(u) fit_poly(x(v,u), y, 1), ...
+    (1:size(x,2))', fnOpts{:}), ...
+    evoked_median_unit_fr(:), mvpt, considered_ephys_trials(:), fnOpts{:});
+
+linear_models = cellfun(@(x) cat(2, x{:}), mdl, fnOpts{:});
+r2 = cellfun(@(x) cat(2, x{:}), r2, fnOpts{:});
+%{
+for ccl = 1:Ncl
+    figure('Name', sprintf('%s', gclID{ccl}));
+    scatter(evoked_median_unit_fr{1}(considered_ephys_trials{1},ccl), ...
+        mvpt{1}, 'k.')
+end
+%}
+%% Population encoding
+PSTH_trial = cellfun(@(x) mean(x, 3), PSTH_unit_trial, fnOpts{:});
+
+% population_model
+evoked_median_pop_fr = cellfun(@(x, v) median(x(v,respFlag), 2), ...
+    PSTH_trial, considered_ephys_trials,  fnOpts{:});
+
+time_color = arrayfun(@(x) jet(sum(xdf(:,x))), 1:size(xdf,2), fnOpts{:});
+figure('Name','Population mean','Colormap',time_color{1})
+scatter(evoked_median_pop_fr{1}, mvpt{1}, [], time_color{1}, 'filled', ...
+    'MarkerEdgeColor','none', 'MarkerFaceAlpha',0.7)
+xlabel('Population firing rate [Hz]')
+ylabel('Maximum roller speed [cm/s]')
+title('Population firing rate vs roller speed')
+cbObj = colorbar('Box', 'off'); cbObj.Label.String = 'Normalized time';
+set(gca, 'Color', 'none', 'Box', 'off', 'Clipping','off')
+
+%% 
+PSTH_unit_trial = getPSTH_perU_perT(relativeSpkTmsStruct, configStructure);
+PSTH_trial = cellfun(@(x) mean(x, 3), PSTH_unit_trial, fnOpts{:});
+%%
+%rastClrMap = jet(sum(lruIdx));
+clCount = 1; axs = gobjects(2);
+for ccl = find(lruIdx)'
+    figure("name", sprintf("%s",gclID{ccl}))
+    axs(1) = subplot(1,2,1);
+    for ct = considered_ephys_trials{1}'
+        scatter(axs(1), relativeSpkTmsStruct(1).SpikeTimes{ccl,ct}, ...
+            repmat(ct, size(relativeSpkTmsStruct(1).SpikeTimes{ccl,ct}, 2),1), ...
+            [], 'k', 'filled', 'MarkerEdgeColor','none')
+        hold on
+    end
+    clCount = clCount + 1;
+    axs(2) = subplot(1,2,2);
+    imagesc(axs(2), 1e3*behTx, considered_ephys_trials{1}, ...
+        squeeze(vStack(:,:,xdf(:,1)))')
+    axis("xy")
+    colormap(bwg_cm(128))
+    linkaxes(axs, "y")
+end
\ No newline at end of file
diff --git a/Emilio/FigureReconsA.m b/Emilio/FigureReconsA.m
new file mode 100644
index 0000000..b022ecb
--- /dev/null
+++ b/Emilio/FigureReconsA.m
@@ -0,0 +1,68 @@
+data_path = "Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch18_ephys\MC\GADi43\240227_C+F_2200";
+load( fullfile( data_path, "Regression CW-800.00-800.00ms " + ...
+    "DW-100.00-100.00 BZ5.00.mat"), 'DX', 'mdlAll_ind', 'params')
+load( fullfile( data_path, "ephys_E1", ...
+    "GADi43_C+F_2200 RW20.00-200.00 SW-300.00--120.00 " + ...
+    "VW-300.00-400.00 ms PuffAll (unfiltered) RelSpkTms.mat"), ...
+    'relativeSpkTmsStruct' )
+fnOpts = {'UniformOutput', false};
+vec2trials = @(x) reshape( x, params.Nb, params.Nr, params.Ns );
+bpn_abb = {'SWM', 'SWF', 'NWM', 'NWF', 'WA', 'S', 'N', 'RS'};
+m = 1e-3; k = 1e3;
+nox = @(x) set( get( x, 'XAxis' ), 'Visible', 'off' );
+lnOpts = {'Marker', '|', 'MarkerSize', 12, 'LineStyle', 'none', 'Color', 'k'};
+%% Auxiliary variables for decisions and plotting
+rel_win = params.relative_window;
+bin_size = params.bin_size;
+
+mdl_mu = squeeze( mean( mdlAll_ind, 2 ) );
+y_trials = vec2trials( DX{1} );
+y_pred = DX{2} * mdl_mu;
+y_ptrials = vec2trials( y_pred );
+trial_tx = (rel_win(1) + bin_size/2):bin_size:(rel_win(2) - bin_size/2);
+
+SSEt = squeeze( sum( ( y_trials - y_ptrials ).^2, 1 ) );
+SSTt = squeeze( sum( ( y_trials - mean( y_trials, 1 ) ).^2, 1 ) );
+r_sq_trials = 1 - (SSEt./SSTt);
+
+% Decide based on which trial has the highest R²: trial 6, NWM (3)
+[~, ord] = sort( r_sq_trials, "descend" );
+rst = relativeSpkTmsStruct(1).SpikeTimes;
+%%
+f = figure( "Color", "w" ); t = createtiles( f, 4, 1 );
+ax = gobjects( 3, 1 );
+
+ax(1) = nexttile( t );
+line( ax(1), k*trial_tx, y_trials(:,6,3), 'LineWidth', 2, 'Color', 0.15*ones(1,3) )
+cleanAxis(ax(1)); nox(ax(1));
+yticklabels( ax(1), yticks(ax(1))-90 )
+ylabel( ax(1), 'Angle [°]'); ytickangle( ax(1), 90 )
+
+ax(2) = nexttile( t, [2,1] ); hold( ax(2), "on" )
+Nu = size( rst, 1 );
+Npu = 15;
+if Npu > Nu
+    Npu = Nu;
+end
+ct = 1;
+for cu = round(linspace(1, Nu, Npu))
+    if cu > Nu
+        break
+    end
+    rst_aux = rst{cu,6};
+    line( ax(2), k*rst_aux, ct+zeros( size( rst_aux, 2 ), 1 ), lnOpts{:} )
+    ct = ct + 1;
+end
+nox(ax(2)); cleanAxis(ax(2));
+ylabel(ax(2), 'Units'); ytickangle( ax(2), 90 )
+
+ax(3) = nexttile( t );
+line( ax(3), k*trial_tx, y_ptrials(:,6,3), 'LineWidth', 2, 'Color', [0,0.6,0] )
+cleanAxis(ax(3));
+yticklabels( ax(3), yticks(ax(3))-90 )
+ylabel( ax(3), 'Angle [°]'); ytickangle( ax(3), 90 )
+set( ax, 'TickDir', 'out' )
+linkaxes( ax, 'x'); xlim( ax(3), [-200, 400] )
+xlabel( ax(3), 'Time [ms]' )
+
+xline( ax(3), -200:20:400, 'Color', 0.5*ones(1,3) )
diff --git a/Emilio/Habituation_prep_4_R.m b/Emilio/Habituation_prep_4_R.m
new file mode 100644
index 0000000..a12f42a
--- /dev/null
+++ b/Emilio/Habituation_prep_4_R.m
@@ -0,0 +1,16 @@
+miceArray = [];
+for cm = 1:numel(resTable)
+    [Np, Ns] = size(resTable{cm}.BehaviourIndices);
+    sess_id = repmat(1:Ns, Np, 1); sess_id = sess_id(:);
+    mouse_id = cm + zeros(Np*Ns, 1);
+    puff_strength = ...
+        cellfun(@(f) textscan(f, "%fbars"), ...
+        resTable{cm}.Properties.RowNames);
+    if any(cellfun(@isempty, puff_strength))
+        puff_strength{cellfun(@isempty, puff_strength)} = -1;
+    end
+    puff_strength = repmat(cat(1, puff_strength{:}), Ns, 1);
+    bi_values = resTable{cm}.BehaviourIndices(:);
+    miceArray = [miceArray;
+        mouse_id, sess_id, puff_strength, bi_values];
+end
\ No newline at end of file
diff --git a/Emilio/ISIUnderRefracPeriodProportion.m b/Emilio/ISIUnderRefracPeriodProportion.m
new file mode 100644
index 0000000..2da90ac
--- /dev/null
+++ b/Emilio/ISIUnderRefracPeriodProportion.m
@@ -0,0 +1,16 @@
+fnOpts = {'UniformOutput', false};
+rpTh = [0.5, 1, 2, 5, 10];
+
+dataDir = 'Z:\Emilio\SuperiorColliculusExperiments\Anaesthetised\M24_220224_SC-E1_IO&Freq';
+load(fullfile(dataDir, "SC_CVG_all_channels.mat"), "sortedData", "fs")
+clInfo = readClusterInfo(fullfile(dataDir, "cluster_info.tsv"));
+clIsi = cellfun(@diff, sortedData(clInfo.ActiveUnit==1,2), fnOpts{:});
+
+isiPC = cellfun(@(x) 100*sum(x<(rpTh*1e-3))/numel(x), clIsi, fnOpts{:});
+isiPC = cat(1,isiPC{:});
+
+gclID = clInfo.Properties.RowNames(clInfo.ActiveUnit==1);
+gclID = cellfun(@(x) cat(2, '5.',x), gclID, fnOpts{:});
+
+save(fullfile(dataDir, "Refractory periods 5.mat"), "clIsi", "isiPC", ...
+    "gclID", "rpTh")
\ No newline at end of file
diff --git a/Emilio/MC_summary.m b/Emilio/MC_summary.m
new file mode 100644
index 0000000..eba8049
--- /dev/null
+++ b/Emilio/MC_summary.m
@@ -0,0 +1,48 @@
+getMI = @(a, c) (c - a) ./ (a + c);
+getRC = @(a, c) (c - a) ./ c;
+normDist = makedist("Normal", "mu", 0, "sigma", 0.075);
+
+singFlag = arrayfun(@(m) arrayfun(@(s) string(s.Type) == "single", ...
+    m.Sessions), mice, fnOpts{:});
+behTable = arrayfun(@(m, f) {m.Sessions(f{:}).DataTable}, mice, singFlag, ...
+    fnOpts{:});
+
+behMI = cellfun(@(m) cellfun(@(t) arrayfun(@(c) ...
+    getMI(t{1,"BehaviourIndices"}, t{c,"BehaviourIndices"}), ...
+    2:size(t,1)), ...
+    m, fnOpts{:}), ...
+    behTable, fnOpts{:});
+
+behMI = cellfun(@(m) cat(1, m{:}), behMI, fnOpts{:});
+
+behRC = cellfun(@(m) cellfun(@(t) arrayfun(@(c) ...
+    getRC(t{1,"BehaviourIndices"}, t{c,"BehaviourIndices"}), ...
+    2:size(t,1)), ...
+    m, fnOpts{:}), ...
+    behTable, fnOpts{:});
+
+behRC = cellfun(@(m) cat(1, m{:}), behRC, fnOpts{:});
+%%
+figure; boxplot([cat(1, behMI{1:2}); padarray(behMI{3}, [0,2], nan, "both")], ...
+    "Notch", "on"); hold on
+title('Modulation index on behaviour index for MC\rightarrowSC excitation')
+for cm = 1:3
+    auxBMI = padarray(behMI{cm}, [0,(6 - size(behMI{cm},2))/2], nan, "both");
+    xpos = reshape(repmat(1:size(auxBMI,2), size(auxBMI, 1 ) , 1 ) + ...
+        random(normDist, size( auxBMI ) ), [], 1);
+    scatter(xpos, auxBMI(:), "filled")
+end
+yline(0, 'k:')
+xticklabels(condNames{1}{1}(2:end))
+ylabel('MI(BI)'); xlabel('Conditions')
+set(gca, 'Box', 'off', 'Color', 'none')
+ylim([-1,1])
+%%
+figure; boxplot(cat(1, behMI{4:6}), "Notch", "on"); hold on
+title('Modulation index on behaviour index for MC\rightarrowSC inhibition')
+for cm = 4:6
+    scatter(ones(size(behMI{cm}))+random(normDist, size(behMI{cm})), ...
+        behMI{cm}, "filled")
+end
+xticklabels(condNames{4}{1}(2))
+yline(0, 'k:'); set(gca, 'Box', 'off', 'Color', 'none')
diff --git a/Emilio/MUA_LFP_estimation.m b/Emilio/MUA_LFP_estimation.m
new file mode 100644
index 0000000..04772bc
--- /dev/null
+++ b/Emilio/MUA_LFP_estimation.m
@@ -0,0 +1,139 @@
+base_path = "Z:\PainData\Corrected_Channel_Map\";
+exp_paths = base_path + ["L6\Cortex\20.8.21\KS2", ...
+    "L6\Cortex\26.8.21", ...
+    "Dual\L6_VPL\S1\Nblocks0\th10_2\AUC0pt7\Lambda10", ...
+    "L6\Cortex\m8", ...
+    "L6\Cortex\27.8.21"];
+anaesthesia_states = cell(size(exp_paths));
+fullpath = @(f) fullfile(f.folder,f.name);
+load_data = @(f) load(fullpath(f));
+%%
+for ce = 1:numel(exp_paths)
+    data_dir = exp_paths(ce);
+    spike_file = dir(fullfile(data_dir,"*All_all_channels_clean.mat"));
+    if numel(spike_file)~=1
+        spike_file = dir(fullfile(data_dir, "*all_channels_clean.mat"));
+    end
+    load(fullpath(spike_file));
+
+    cond_file = dir(fullfile(data_dir,'*analysis.mat'));
+    load(fullpath(cond_file))
+    Ns = numel(Triggers.Laser);
+    exp_duration = Ns/fs;
+    unit_flag = sum([sortedData{:,3}] == [1;2]) > 0;
+    spike_times = sortedData(unit_flag,2);
+    all_spikes = cat(1, spike_times{:});
+
+    bin_files = dir(fullfile(data_dir,'*.bin'));
+    %{
+    if numel(bin_files)>=1
+        bin_files = bin_files([bin_files.bytes]==max([bin_files.bytes]));
+        exp_duration = (bin_files.bytes/(64*2))/fs;
+    else
+        exp_duration = max(all_spikes)*1.001;
+    end
+    %}
+    fr_per_unit = cellfun(@(x) numel(x)/exp_duration, spike_times);
+    %%
+    th = 0;
+    bin_size = 0.1;
+    bins = 0:bin_size:exp_duration;
+    centres = mean([bins(1:end-1);bins(2:end)]);
+
+    muah = histcounts(all_spikes, bins);
+    [b1,a1] = butter(3,[0.8,1.8]*2*bin_size,'bandpass');
+    [blow, alow] = butter(2,[0.0005, 0.01]*2*bin_size,'bandpass');
+    bouts = filtfilt(b1, a1, muah);
+    pad_size = ceil(1000/bin_size); % 1000 seconds
+    extra_bout = padarray(bouts(:), pad_size, "symmetric", "pre");
+    brain_state = filtfilt(blow, alow, abs(extra_bout));
+    brain_state(1:pad_size) = [];
+    anaesthesia_states{ce} = brain_state;
+    %%
+    
+    sync_flag = zscore(brain_state)>th;
+    anaObj = StepWaveform(sync_flag,1/bin_size);
+    anaObj.MinIEI = 1;
+    oo_ana_triggers = anaObj.Triggers*bin_size;
+    tx = ((1:Ns)-0.5)/fs;
+    ana_signal = false(1,Ns);
+    for cr = 1:size(oo_ana_triggers,1)
+        ana_signal = ana_signal | ...
+            (tx>=oo_ana_triggers(cr,1) & tx<=oo_ana_triggers(cr,2));
+    end
+    Triggers.Anaesthesia = ana_signal;
+    cons_cond = contains({Conditions.name}, 'block', 'IgnoreCase', true);
+    sync_flag = cell(sum(cons_cond),1);
+    ii = 1;
+    for ccond = find(cons_cond)
+        trig_times = Conditions(ccond).Triggers/fs;
+        sync_state = any(trig_times(:,1) >= oo_ana_triggers(:,1)' & ...
+            trig_times(:,1) < oo_ana_triggers(:,2)', 2);
+        sync_flag{ii} = sync_state;
+        ii = ii + 1;
+    end
+    save(fullpath(cond_file), 'sync_flag', 'Triggers', '-append')
+    %%
+    f = figure('PaperSize', [21, 14.8], 'Units', 'centimeters', ...
+        'Position', [2 2 21 14.8]);
+    t = createtiles(f,1,5);
+    axs(1) = nexttile(t,1,[1,4]);
+    plot(axs(1), centres, muah, 'Color', (2/3)*ones(1,3), ...
+        'DisplayName', 'MUA histogram');
+    ylabel(axs(1),'MUA counts')
+    yyaxis(axs(1), "right");
+    plot(axs(1), centres, zscore(brain_state), 'k','LineWidth', 2, ...
+        'DisplayName', 'LFP estimation');
+    ylabel(axs(1), '1\ Hz envelope', 'Interpreter', 'latex')
+    y = axs(1).YLim;
+    y2 = repmat(y(:), [1,size(oo_ana_triggers,1)]);
+    y2 = padarray(y2,2,"symmetric","post");
+    x = padarray(oo_ana_triggers,[0,1],"symmetric","both")';
+    patch(axs(1),x,y2,ones(size(x)), 'EdgeColor', 'none', ...
+        'FaceColor', 'b', 'FaceAlpha', 0.15, ...
+        'DisplayName', 'Synchronised state')
+    legend(axs(1), 'Box', 'off', 'Color', 'none', 'Location', 'best', ...
+        'AutoUpdate', 'off')
+    yline(axs(1), th, 'k--', 'LineWidth', 1)
+    xlabel(axs(1), 'Time [s]'); axs(1).YAxis(2).Color=0.15*ones(1,3);
+    xlim(axs(1),[0,exp_duration])
+
+    axs(2) = nexttile(t);
+    jit_width = 0.33;
+    sc = scatter(axs(2), rand(numel(spike_times),1) * jit_width + ...
+        1-(jit_width/2), fr_per_unit, 'k.', 'MarkerEdgeAlpha', 0.75, ...
+        'displayname', 'Unit fr');
+    hold(axs(2),"on")
+    boxchart(axs(2),ones(size(fr_per_unit)),fr_per_unit,"Notch","on", ...
+        "BoxEdgeColor","k","BoxFaceColor","none","MarkerStyle","none")
+    ln = plot(axs(2),[1,1]+[-1, 1]*jit_width, mean(fr_per_unit)*[1,1], "b", ...
+        "LineWidth", 1.5, "DisplayName", ...
+        sprintf("Mean %.2g Hz", mean(fr_per_unit)));
+    ylabel(axs(2), 'Firing rate [Hz]')
+    legend(axs(2), [sc,ln],'Box', 'off', 'Color', 'none', ...
+        'Location', 'best', 'AutoUpdate', 'off')
+    set(get(axs(2),"XAxis"),"Visible", "off")
+    set(axs,"TickDir","out")
+    cleanAxis(axs);
+    title(t,data_dir,"interpreter","none")
+    %%
+    saveFigure(f, fullfile(data_dir,'LFP estimation and fr'), ...
+        true, false)
+    close(f)
+    clearvars -except exp_paths ce anaesthesia_states fullpath load_data
+end
+
+%%
+prop_th = 1/2;
+nas = cellfun(@(x) zscore(x), anaesthesia_states, 'UniformOutput', false);
+ths = -3.5:0.01:3.5;
+props = zeros(numel(ths), numel(nas));
+ii = 1;
+for cth = ths
+    prop = cellfun(@(x) sum(x>cth)/numel(x), nas);
+    props(ii,:) = prop;
+    ii = ii + 1;
+end
+
+opt_th = props>(prop_th*0.99) & props <(prop_th*1.01);
+th = mean(ths(any(opt_th,2)));
\ No newline at end of file
diff --git a/Emilio/PSTH_percluster_pertrial.m b/Emilio/PSTH_percluster_pertrial.m
new file mode 100644
index 0000000..5089e27
--- /dev/null
+++ b/Emilio/PSTH_percluster_pertrial.m
@@ -0,0 +1,25 @@
+histOpts2 = {'BinLimits', [0,0.3], 'BinWidth', 1e-3, 'Normalization', ...
+    'probability'};
+binSizes = logspace(-4,-2,100);
+b_var = zeros(ceil(diff(histOpts2{2})/histOpts2{4}),length(binSizes),'single'); 
+ii = 1;
+for bz = binSizes
+    binSize = bz; vw = configStructure.Viewing_window_s;
+    histOpts = {'BinLimits', vw, 'BinWidth', binSize, ...
+        'Normalization', 'count'};
+    fnOpts = {'UniformOutput', false};
+    psth_u = arrayfun(@(v) cellfun(@(u) histcounts(u, histOpts{:}), ...
+        relativeSpkTmsStruct(1).SpikeTimes(v,:), fnOpts{:}), ...
+        1:size(relativeSpkTmsStruct(1).SpikeTimes,1), fnOpts{:});
+    psth_u = cellfun(@(x) cat(1, x{:}), psth_u, fnOpts{:});
+    psth_u = cat(3, psth_u{:});
+    
+    %mdl_psth_tx = fit_poly([1,size(psth_u, 2)], vw + [1,-1]*binSize/2, 1);
+    %psth_tx = ( ( 1:size(psth_u, 2) )'.^[1,0] ) * mdl_psth_tx;
+    %plot(psth_tx, mean(psth_u, [1,3]))
+    b_var(:,ii) = histcounts(mean(psth_u, [1,3]), histOpts2{:});
+    ii = ii + 1;
+    % figure; imagesc( psth_tx, [], psth_u)
+end
+figure; imagesc(1:length(binSizes), histOpts2{2}, log10(b_var+1e-6))
+axis xy; colormap(inferno)
\ No newline at end of file
diff --git a/Emilio/Plot_fst_and_BIestimations.m b/Emilio/Plot_fst_and_BIestimations.m
new file mode 100644
index 0000000..ebee0ed
--- /dev/null
+++ b/Emilio/Plot_fst_and_BIestimations.m
@@ -0,0 +1,37 @@
+jitDist = makedist("Normal", "mu", 0, "sigma", 0.1);
+vw = [-10, 50]*1e-3; binSize = 5e-4;
+histOpts = {'BinLimits', vw, 'BinWidth', binSize, ...
+    'Normalization', 'probability'};
+uH = arrayfun(@(c) ...
+    arrayfun(@(u) ...
+    histcounts( (params.alpha(:,u,c) + params.g(:,c))*fs_scale + fs_centre, ...
+    histOpts{:} ), 1:Ncl, fnOpts{:}), 1:Ncond, fnOpts{:});
+uH = cellfun(@(c) cat(1, c{:}), uH, fnOpts{:});
+uH = cat(3, uH{:});
+
+[Ncl, Nt, Ncond] = size(uH);
+
+mdl = fit_poly([1,Nt], vw + [1,-1]*(binSize/2), 1);
+tx = ( (1:Nt)'.^[1,0] ) * mdl;
+
+clrMap = [zeros(1,3); inferno(5)];
+for cu = 1:Ncl
+    figure;
+    contour(ones(Nt,1)*(1:6), tx * ones(1,Ncond), squeeze(uH(cu,:,:)), 5);
+    colormap(inferno(10))
+    hold on;
+    plot(1:6, ...
+        squeeze(mean( params.alpha(:,cu,:) + reshape(params.g,2e3,1,6), 1 ) ) * ...
+        fs_scale + fs_centre, "k", "LineWidth", 2)
+
+    arrayfun(@(c) scatter( c+random( jitDist, ...
+        size([firstSpkStruct(c).FirstSpikeTimes{cu,:}]) ), ...
+        ...
+        [firstSpkStruct(c).FirstSpikeTimes{cu,:}], ...
+        "MarkerEdgeColor","k", "MarkerFaceColor",clrMap(c,:), ...
+        "MarkerFaceAlpha",0.5), 1:Ncond)
+    ylim([0,50]*1e-3); set(gca, "Box", "off", "Color", "none");
+    yticklabels(yticks*1e3); ylabel('Latency [ms]')
+    xticks(1:Ncond); xticklabels(string({relativeSpkTmsStruct.name}))
+    set(get(gca, "YAxis"), "Scale", "log")
+end
\ No newline at end of file
diff --git a/Emilio/Plot_rasters_dirty.m b/Emilio/Plot_rasters_dirty.m
new file mode 100644
index 0000000..fc315be
--- /dev/null
+++ b/Emilio/Plot_rasters_dirty.m
@@ -0,0 +1,36 @@
+
+figure; hold on
+Nu = size(relativeSpkTmsStruct(1).SpikeTimes, 1);
+clrMap = hsv(Nu);
+for ccond = 1:length(relativeSpkTmsStruct)
+    for cu = 15
+        for ct = 1:size(relativeSpkTmsStruct(ccond).SpikeTimes, 2)
+            spks_cu_ct = [relativeSpkTmsStruct(ccond).SpikeTimes{cu, ct}]';
+            tid = repmat(ct, length(spks_cu_ct), 1);
+            cid = repmat(cu, length(spks_cu_ct), 1);
+            scatter3( spks_cu_ct, tid, cid, [], ...
+                'MarkerFaceColor', clrMap(cu,:), 'MarkerEdgeColor', 'none', ...
+                'MarkerFaceAlpha', 3/4)
+        end
+    end
+end
+
+%%
+clrMap = [zeros(1,3); lines(length(relativeSpkTmsStruct)-1)];
+cu = 18;
+figure; hold on
+tc = 1;
+for ccond = 1:3
+    for ctr = 1:size(relativeSpkTmsStruct(ccond).SpikeTimes, 2)
+        cspks = relativeSpkTmsStruct(ccond).SpikeTimes{cu,ctr};
+        if ~isempty(cspks)
+            line(cspks, tc, 'Marker', 'o', ...
+                'MarkerEdgeColor', 'none', ...
+                'MarkerFaceColor', clrMap(ccond,:))
+        end
+        tc = tc + 1;
+    end
+end
+yticks(Na/2 + cumsum([0, Na(1:end-1)]));
+yticklabels({relativeSpkTmsStruct.name})
+ylim([0, sum(Na)+1])
\ No newline at end of file
diff --git a/Emilio/Reg_vs_RST.m b/Emilio/Reg_vs_RST.m
new file mode 100644
index 0000000..f327b0e
--- /dev/null
+++ b/Emilio/Reg_vs_RST.m
@@ -0,0 +1,137 @@
+mID = 1;
+Nm = numel( reg_mice );
+Ns = sum( arrayfun(@(m) numel( m.Sessions ), reg_mice ) );
+rst_reg_dt = zeros( Ns, 5 );
+rsq_dt = zeros( Ns, 10 );
+regMiceNames = [reg_mice.Name]';
+rstMiceNames = [rst_mice.Name]';
+cr = 1;
+for cm = 1:numel(reg_mice)
+    sID = 1;
+    for cs = 1:numel(reg_mice(cm).Sessions)
+        dt = rst_mice(cm).Sessions(cs).DataTable;
+        rst_reg_dt(cr,:) = [cm, cs, dt.NUnits, dt.Proportion];
+        dt = reg_mice(cm).Sessions(cs).DataTable;
+        rsq_dt(cr,:) = [cm, cs, dt.R_squared];
+        cr = cr + 1;
+    end
+end
+
+%%
+
+f = figure( "Color", "w" );
+createtiles = @(f,r,c) tiledlayout( f, r, c, 'TileSpacing', 'Compact', ...
+    'Padding', 'tight');
+cleanAxis = @(x) set( x, "Box", "off", "Color", "none" );
+t = createtiles( f, 3, 1 );
+
+ax = gobjects(3, 1); pl = ax;
+clrMap = [0,0,0; 0.45*ones(1,3); 0,0,0];
+x = 0:0.05:0.8;
+samples = [1e4, 1];
+ylbls = ["Recorded units", "Responsive 20 - 50 ms", "Responsive 50 - 200 ms"];
+for cp = 1:3
+    ax(cp) = nexttile( t );
+    pl(cp) = plot( ax(cp), rsq_dt(:,3), rst_reg_dt(:,2+cp), 'Marker', '.', ...
+        'Color', clrMap(cp,:), 'MarkerSize', 16, 'LineStyle', 'none' );
+    cleanAxis( ax(cp) );
+    ylabel( ax(cp), ylbls(cp) );
+    ft = fitlm( rsq_dt(:,3), rst_reg_dt(:, 2+cp ), 'poly1' );
+    cCI = coefCI( ft ); sig = (ft.Coefficients{:,"Estimate"} - cCI(:,1))/2;
+    slope = makedist( "Normal", "mu", ft.Coefficients{"x1","Estimate"}, ...
+        "sigma", sig(2) );
+    intercept = makedist( "Normal", "mu", ...
+        ft.Coefficients{"(Intercept)","Estimate"}, "sigma", sig(1) );
+    y = random( slope, samples ) * x + random( intercept, samples );
+    CI = quantile( y, [0.025, 0.975], 1 );
+    hold( ax(cp), 'on' ); lobjs = line( x, CI', 'Color', 0.35*ones(1,3), ...
+        'LineStyle', '--' ); 
+    lobjs(1) = [];
+    lobjs = cat(1, lobjs, line( x, predict( ft, x' ), 'Color', 0.35*ones(1,3) ));
+    legend( lobjs, {'CI 95%', sprintf('Fit %.3f r^2', ...
+        ft.Rsquared.Ordinary)}, Box="off", Color='none', Location='best' );
+end
+xlabel( ax(cp), "R^2_{SWM}" )
+set( ax, 'TickDir', 'out' )
+arrayfun(@(x) set( get( x, 'XAxis' ), 'Visible', 'off' ), ax(1:2) )
+%%
+Bsel = 1;
+Nex = 3;
+f = figure("Color", "w" );
+t = createtiles( f, Nex+2, 1 );
+
+getSEM = @(x) [mean( x, 2 ), std( x, 1, 2 )./sqrt( size( x, 2 ) )];
+mat2ptch = @(x) [x(1:end,:)*[1;1]; x(end:-1:1,:)*[1;-1]];
+phOpts = {'EdgeColor', 'none', 'FaceAlpha', 0.25, 'FaceColor'};
+
+clrMap = brighten( blues(2), -0.8 );
+ax = gobjects( Nex+1, 1 );
+[~, ord] = sort( rmse_ltrials, "ascend" );
+cpi = 1;
+for cp = ord(1:round(end/Nex):end)
+    ax(cpi) = nexttile( t ); 
+    set( ax(cpi), 'NextPlot', 'add' ); cleanAxis( ax(cpi) );
+    line( ax(cpi), tr_tx, squeeze( y_ltrials(:,cp,Bsel) ), 'Color', 0.15*ones(1,3), 'LineWidth', 0.5 )
+    line( ax(cpi), tr_tx, squeeze( y_lptrials(:,cp,Bsel) ), 'Color', 0.55*ones(1,3), 'LineWidth', 0.5 )
+    yticklabels( ax(cpi), yticks(ax(cpi)) - 90)
+    ax(cpi).YTickLabelRotation = 90;
+    set( get( ax(cpi), 'XAxis' ), 'Visible', 'off' )
+    cpi = cpi + 1;
+end
+ax(cpi) = nexttile( t, [2, 1] );
+cleanAxis( ax(cpi) )
+sem_lshadow = getSEM( y_ltrials );
+sem_lpshadow = getSEM( y_lptrials );
+line(ax(cpi), tr_tx, squeeze( mean( y_ltrials(:,:,Bsel), 2 ) ), 'LineWidth', 2, 'Color', clrMap(1,:) )
+line(ax(cpi), tr_tx, squeeze( mean( y_lptrials(:,:,Bsel), 2 ) ), 'LineWidth', 2, 'Color', clrMap(2,:) )
+patch( ax(cpi), [tr_tx(:); flip( tr_tx(:) )], mat2ptch( sem_lshadow(:,:,Bsel) ), 1, phOpts{:}, clrMap(1,:) )
+patch( ax(cpi), [tr_tx(:); flip( tr_tx(:) )], mat2ptch( sem_lpshadow(:,:,Bsel) ), 1, phOpts{:}, clrMap(2,:) )
+yticklabels( ax(cpi), yticks(ax(cpi)) - 90); ylabel( ax(cpi), 'Angle [°]')
+xticklabels( ax(cpi), xticks( ax(cpi) )*1e3 );
+xlabel(ax(cpi), 'Time [ms]')
+legend( ax(cpi), flip({'Predicted', 'Observed'}), 'Box', 'off', 'Color', 'none', ...
+    'Location', 'best', 'AutoUpdate', 'off' );
+set( ax, 'TickDir', 'out' )
+xline(ax(cpi), 0, 'k--')
+xline( ax(cpi), [-0.1, 0.2], 'b')
+
+saveFigure( f, fullfile( "Z:\Emilio\SuperiorColliculusExperiments\" + ...
+    "Roller\Batch7_ephys\MC\GADi52\220808_C+F_2100\ephys_E1\Figures", ...
+    "Example reconstruction laser" ), true, false )
+
+%%
+f = figure("Color", "w");
+t = createtiles( f, 3, 1);
+my_xor = @(x) xor( x(:,1), x(:,2) );
+lnOpts = {'LineStyle', 'none', 'Marker', '|', 'Color', 0.15*ones(1,3)};
+tlSelect = 9;
+vWin = [-0.3,0.5];
+[~, ord2] = sort( cellfun(@(x) size(x, 1), spike_times ), "descend" );
+cni = 1;
+
+ax = gobjects( 2, 1 );
+ax(1) = nexttile( t, [2, 1] ); cleanAxis( ax(1) ); ylabel( ax(1), 'Units')
+for cn = ord2(1:round(end/30):end)'
+    spkIdx = my_xor( spike_times{cn} > time_limits(tlSelect,:) );
+    line( spike_times{cn}(spkIdx), cni+zeros(sum(spkIdx),1), lnOpts{:} )
+    cni = cni + 1;
+end
+set( get( ax(1), 'XAxis' ), 'Visible', 'off' )
+bin_size = 0.02;
+ax(2) = nexttile(t);
+behIdx = my_xor( btx > time_limits(tlSelect,:) );
+line(ax(2), btx(behIdx), behSignals( behIdx, 1 ) )
+linkaxes( ax, 'x' )
+xline(ax(2), time_limits(tlSelect,1)+(bin_size/2):bin_size: ...
+    time_limits(tlSelect,2)-(bin_size/2), 'LineWidth', 0.1, 'Color', 0.5*ones(1,3) )
+xlim( ax(2), mean(time_limits(tlSelect,:)) + vWin)
+xline( ax(2), mean( time_limits(tlSelect,:)), 'k--' )
+set( ax, 'TickDir', 'out' )
+xtv = mean( time_limits(tlSelect,:) ) + vWin;
+xticks( ax(2), xtv(1):0.1:xtv(2) ); xlabel( ax(2), 'Time [ms]' )
+xticklabels( ax(2), round( ( xticks( ax(2) ) - xtv(1) + vWin(1) ) *1e3 ) )
+yticklabels( ax(2), yticks(ax(2)) - 90); ylabel( ax(2), 'Angle [°]')
+
+saveFigure( f, fullfile( "Z:\Emilio\SuperiorColliculusExperiments\" + ...
+    "Roller\Batch7_ephys\MC\GADi52\220808_C+F_2100\ephys_E1\Figures", ...
+    "Regression method" ), true, false )
\ No newline at end of file
diff --git a/Emilio/Rescue_trig.m b/Emilio/Rescue_trig.m
new file mode 100644
index 0000000..37910c3
--- /dev/null
+++ b/Emilio/Rescue_trig.m
@@ -0,0 +1,7 @@
+for ct = lSub(lSub(:,1) > 1e3*fs,:)'
+    trig(2,ct(1):ct(2)) = trig(2, ct(1):ct(2)) + 2^15 - 230;
+end
+%%
+for ct = (Conditions(2).Triggers(Conditions(2).Triggers(:,1)>expSamples(1),:) - expSamples(1))'
+    trig(2,ct(1):ct(2)) = trig(2, ct(1):ct(2)) + int16(2^15 - 230);
+end
\ No newline at end of file
diff --git a/Emilio/RollerCorrection.m b/Emilio/RollerCorrection.m
new file mode 100644
index 0000000..413be12
--- /dev/null
+++ b/Emilio/RollerCorrection.m
@@ -0,0 +1,128 @@
+fnOpts = {"UniformOutput", false};
+vidTx = (0:length(sPx)-1)'/fr;
+%expTx = (0:length(trig)-1)'/fs;
+
+timeLapse = [-2, 4];
+consideredConditions = 3:5;
+% All triggers in the experiment without overlap
+allTSubs = sort(cat(1,Conditions(consideredConditions).Triggers));
+% Aligning the roller signal to the highest temporal correlation.
+[xcr, lgs] = xcorr(sPx, vf); [~, mxLg] = max(xcr); delSamples = lgs(mxLg);
+del = delSamples / fsRoll;
+vf_corrected = cat(1, zeros(delSamples, 1), vf(:));
+% Creating the stack for the roller speed. Assumption: Acustic stimulation
+% makes the mouse to walk backwards (or move the roller in any direction).
+[~, vStack] = getStacks(false, allTSubs, 'on', timeLapse, fs, fsRoll,...
+    [], {vf_corrected}); [Ne, Nt, NTa] = size(vStack);
+vStack = squeeze(vStack);
+[ms, bs] = lineariz([1,size(vStack,1)], timeLapse(2), timeLapse(1));
+% Stack time axis
+stTx = (1:size(vStack,1))' * ms + bs; spontFlag = stTx < 0;
+excludeFlag = rms(vStack(spontFlag,:)) > 0.85 | rms(vStack) > 0.9;
+plotEEGchannels(vStack(:,~excludeFlag)', [], diff(timeLapse), fsRoll,...
+    1, abs(timeLapse(1)));
+% Peaks and valleys for each trial.
+cpts = getWaveformCriticalPoints(vStack, fsRoll);
+cpts = cellfun(@(x) x + timeLapse(1), cpts, fnOpts{:});
+% Amplitude for each peak and valley
+camp = arrayfun(@(x) interp1(stTx, vStack(:,x), cpts{x,1}),...
+    (1:size(vStack,2))', fnOpts{:});
+% Location for the critical point
+[~, mxSub] = cellfun(@max, camp, fnOpts{:});
+dlTms = arrayfun(@(x) cpts{x,1}(mxSub{x}), (1:size(cpts,1))', fnOpts{:});
+ttms = allTSubs./fs; emptyCells = cellfun(@isempty, dlTms);
+% For a given experimental time i.e. trigger time we estimate an assosiated
+% delay for the Arduino board.
+pts = [ttms(~emptyCells), cat(1,dlTms{~emptyCells})];
+figure; scatter(pts(:,1), pts(:,2), "filled")
+%% DE_jittering
+Nccond = length(consideredConditions); 
+delayFlags = false(NTa,Nccond); chCond = 1;
+counter2 = 1;
+for ccond = consideredConditions
+    delayFlags(:,counter2) = ismember(allTSubs(:,1),...
+        Conditions(ccond).Triggers(:,1)); counter2 = counter2 + 1;
+end
+Na = sum(delayFlags,1);
+%% RANSAC line estimation
+n = 1;
+[rmdl, inln] = boot_fit_poly([pts(:,1), pts(:,2)-0.5], n, (n+1)/size(pts,1),...
+    2^17, 0.56);
+%% RANSAC correction
+Conditions_corrected = arrayfun(@(x) struct('name', Conditions(x).name,...
+    'Triggers', Conditions(x).Triggers +...
+    round((Conditions(x).Triggers./fs) .* rmdl(1) + rmdl(2))*fs),...
+    (1:length(Conditions))');
+
+%% RANSAC threshold estimation
+n = 1; xpts = [0;pts(end,1)];
+for cth = 0.5:0.01:0.6
+    [rmdl, inln] = boot_fit_poly(pts, n, (n+1)/size(pts,1), 2^17, cth);
+    if islogical(inln)
+        figure; gscatter(pts(:,1), pts(:,2), inln); title(sprintf('%.4f',cth))
+        hold on; plot(xpts, xpts.^(n:-1:0) * rmdl)
+    end
+end
+%% Special case for GAD49 frequency stimulation
+Conditions_corrected = arrayfun(@(x) struct('name', Conditions(x).name, 'Triggers', Conditions(x).Triggers + ...
+    round(cat(1, (Conditions(x).Triggers(Conditions(x).Triggers(:,1)<(675.8*fs),:)/fs) .* mdl_1(1) + mdl_1(2) - 1, ...
+    (Conditions(x).Triggers(Conditions(x).Triggers(:,1) >= (675.8*fs) & Conditions(x).Triggers(:,1) < (887.3*fs),:)/fs) .* mdl_2(1) + mdl_2(2) - 1.3, ...
+    (Conditions(x).Triggers(Conditions(x).Triggers(:,1) >= (887.3*fs) & Conditions(x).Triggers(:,1) < size(expTx,1),:)/fs) .* mdl_3(1) + mdl_3(2) - 1)*fs)),...
+    (1:length(Conditions))');
+
+%% Producing the final figures
+en2cm = ((2*pi)/((2^15)-1))*((14.85/2)^2)*fsRoll;
+miinOpts = {"Color", 'k', "LineWidth", 2};
+vMean = zeros(length(stTx), Nccond); vcount = 1;
+vFigs = gobjects(Nccond+1, 1); 
+for ccond = consideredConditions
+    [~, vStack] = getStacks(false, Conditions_corrected(ccond).Triggers, 'on',...
+        timeLapse, fs, fsRoll, [], {vf_corrected}); vStack = squeeze(vStack);
+    % No movement before nor after
+    excludeFlag = rms(vStack(spontFlag,:)) > 0.85 | rms(vStack) > 0.9;
+    % Movement before
+    % excludeFlag = rms(vStack(spontFlag,:)) < 0.85;
+    % No exclusion
+    % excludeFlag = false(size(vStack,2),1);
+    % No movement before but only after the trigger
+    % excludeFlag = rms(vStack(spontFlag,:)) > 0.85 | rms(vStack) < 0.9;
+    % No movement before
+    % excludeFlag = rms(vStack(spontFlag,:)) > 0.85;
+    if all(excludeFlag)
+        continue
+    end
+    plotEEGchannels(vStack(:, ~excludeFlag)', '', diff(timeLapse),...
+        fsRoll, 1, abs(timeLapse(1)));
+    vFigs(vcount) = figure; 
+    plot(stTx, vStack(:, ~excludeFlag)*en2cm, "Color", 0.65*ones(3,1));
+    vMean(:,vcount) = mean(vStack(:, ~excludeFlag),2)*en2cm;
+    hold on; plot(stTx, vMean(:,vcount), miinOpts{:})
+    set(gca, "Box", "off", "Color", "none", "Clipping", "off"); 
+    title(Conditions(ccond).name)
+    xlabel("Time [s]"); ylabel("Roller speed [cm/s]")
+    vcount = vcount + 1;
+end
+%%
+arrayfun(@(x) saveFigure(vFigs(x), fullfile(figureDir,...
+    sprintf('RollerSpeed_%s VW%.1f - %.1f s (no movement)',...
+    Conditions(x+2).name, timeLapse)),1, 1), (1:3)');
+vFigs(4) = figure; plot(stTx, vMean); 
+lgnd = legend(arrayfun(@(x) Conditions(x).name, consideredConditions, fnOpts{:}));
+set(lgnd, "Box", "off", "Location", "best")
+set(gca, "Box", "off", "Color", "none")
+xlabel("Time [s]"); ylabel("Roller speed [cm/s]")
+title("Condition comparison")
+saveFigure(vFigs(4), fullfile(figureDir,...
+    sprintf(...
+    'Roller mean speed comparison_3 conditions VW%.1f - %.1f s (no movement)',...
+    timeLapse)),1, 1);
+%%
+figure;
+for cm = unique(mSubs)'
+    scatter3(coeff(mSubs == cm, 1), coeff(mSubs == cm, 2),...
+        coeff(mSubs == cm, 3), "filled", "DisplayName", num2str(cm),...
+        "MarkerFaceAlpha", 0.8)
+    if cm == 1
+        hold on
+    end
+end
\ No newline at end of file
diff --git a/Emilio/Spike_times_for_R.m b/Emilio/Spike_times_for_R.m
new file mode 100644
index 0000000..f27e458
--- /dev/null
+++ b/Emilio/Spike_times_for_R.m
@@ -0,0 +1,31 @@
+fnOpts = {'UniformOutput', false};
+% N_spikes_pcond = arrayfun(@(c) sum(arrayfun(@(u) ...
+%     numel([relativeSpkTmsStruct(c).SpikeTimes{u,:}]), ...
+%     1:size(relativeSpkTmsStruct(c).SpikeTimes,1))), ...
+%     1:length(relativeSpkTmsStruct));
+N_spikes_ptrial_u25 = arrayfun(@(c) cellfun(@(ut) numel(ut), ...
+    relativeSpkTmsStruct(c).SpikeTimes(25,:)), ...
+    1:length(relativeSpkTmsStruct), fnOpts{:});
+% (Neuron), condition, trial, spike time. No neuron information now because
+% trying only with unit X (25).
+unit_spike_times = zeros(sum([N_spikes_ptrial_u25{:}]), 3);
+
+dat_i = 1; dat_j = 1;
+for ccond = 1:length(relativeSpkTmsStruct)
+    for cu = 25
+        cond_id = repmat(ccond, sum(N_spikes_ptrial_u25{ccond}), 1);
+        for ctr = 1:size(relativeSpkTmsStruct(ccond).SpikeTimes,2)
+            if N_spikes_ptrial_u25{ccond}(ctr)
+                trial_id = repmat(ctr, N_spikes_ptrial_u25{ccond}(ctr), 1);
+                curr_i = dat_i:N_spikes_ptrial_u25{ccond}(ctr)+dat_i-1;
+                unit_spike_times(curr_i,2:3) = [trial_id, ...
+                    relativeSpkTmsStruct(ccond).SpikeTimes{cu,ctr}'];
+                dat_i = dat_i + N_spikes_ptrial_u25{ccond}(ctr);
+            else
+                continue
+            end
+        end
+        unit_spike_times(dat_j:sum(N_spikes_ptrial_u25{ccond})+dat_j-1,1) = ...
+            cond_id; dat_j = dat_j + sum(N_spikes_ptrial_u25{ccond});
+    end
+end
\ No newline at end of file
diff --git a/Emilio/Spontaneous_eOPN3_Figure3.m b/Emilio/Spontaneous_eOPN3_Figure3.m
new file mode 100644
index 0000000..b911509
--- /dev/null
+++ b/Emilio/Spontaneous_eOPN3_Figure3.m
@@ -0,0 +1,124 @@
+%%
+fnOpts = {'UniformOutput', false};
+my_xor = @(x) xor( x(:,1), x(:,2) );
+ovwFlag = false;
+
+getMI = @(x,d) diff(x, 1, d)./sum(x, d).*(sum(x,d)>0) + (1.*(sum(x,d)==0 | sum(x,d)< 1e-12));
+% getMI = @(ctr, cnd) (cnd - ctr) ./ ( (cnd + ctr).*((cnd + ctr)>0) + (1.*((cnd + ctr)==0 | (cnd + ctr)<1e-9) ));
+load(['C:\Users\jefe_\seadrive_root\Emilio U\Für meine Gruppen\GDrive ' ...
+    'GrohLab\Projects\00 SC\SC Behaviour\Figures\Figure 3\Matlab ' ...
+    'figures\Data\Spontaneous FR.mat'])
+expandName = @(x) fullfile( x.folder, x.name );
+
+sessions_per_mouse = arrayfun(@(x) dir( fullfile( expandName( x ) ) ), ...
+    animalFolders, fnOpts{:} );
+sessions_per_mouse = cellfun(@(x) x([x.isdir] & ...
+    ~ismember( {x.name}, {'.','..'} )), sessions_per_mouse, fnOpts{:} );
+Nsess = sum( cellfun(@numel, sessions_per_mouse ) );
+% 1. Mouse and session number, 2. spike count per spontaneous window, 3.
+% spontaneous window limits, 4. firing frequency per window per unit, 5.
+% treatment start, 6. conditions indicator, 7. median firing rate per unit,
+% 8. p-value of modulation index
+results = cell(Nsess, 8 );
+cr = 1;
+for ca = 1:numel(animalFolders)
+    fprintf(1, 'Animal: %s\n', animalFolders(ca).name )
+    sessions = sessions_per_mouse{ca};
+    ce = 1;
+    for cs = 1:numel(sessions)
+        results{cr,1} = [ca,cs];
+        fprintf(1, 'Session: %s\n', sessions(cs).name );
+        spkFN = dir( fullfile( expandName( sessions(cs) ), 'ephys*', ...
+            '*spike_times.mat' ) );
+        anFN = dir( fullfile( expandName( sessions(cs) ), '*', ...
+            '*analysis.mat' ) );
+        if ~isempty( spkFN )
+            load( expandName(spkFN ) )
+        else
+            fprintf(1, "%s: ", sessions(cs).name )
+            fprintf(1, 'No spike_times file found!\n')
+            fprintf(1, 'Skipping!\n')
+            continue
+        end
+        if ~isempty( anFN )
+            load( expandName(anFN ), 'Conditions', 'fs' )
+        else
+            fprintf(1, "%s: ", sessions(cs).name )
+            fprintf(1, 'No analysis file found!\n')
+            fprintf(1, 'Skipping!\n')
+            continue
+        end
+        FigureDir = fullfile( spkFN.folder, "Figures" );
+        Nu = numel( spike_times );
+        Topn = Conditions(2).Triggers(1,1)/fs;
+        Texp = Conditions(4).Triggers(end,2)/fs;
+        allTrigs = sortrows( cat(1, Conditions(2:4).Triggers ), 1, "ascend" );
+
+        lmts = [[0; allTrigs(:,2)/fs + 0.2], [allTrigs(:,1)/fs;Texp]];
+        lmts(diff( lmts, 1, 2 ) < 0,:) = [];
+
+        treat_sub = find( lmts(:,1) < Topn, 1, "last" );
+        Nt = size(lmts, 1);
+        Nsp = cellfun(@(u) arrayfun(@(t) sum( my_xor( u < lmts(t,:) ) ), ...
+            1:size( lmts, 1 ) ), spike_times, fnOpts{:} );
+        Nsp = cat( 1, Nsp{:} );
+
+        fr_sp = Nsp ./ diff( lmts, 1, 2 )';
+
+        cndID = [ones( 1, treat_sub), 1+ones(1, Nt-treat_sub)];
+        cndID = repmat( cndID, Nu, 1 );
+
+        medFr = arrayfun(@(c) median( fr_sp(:,cndID(1,:)==c), 2 ), 1:2, fnOpts{:} );
+        medFr = cat(2, medFr{:});
+
+        medMI = getMI( medFr, 2 );
+        p = signrank( medMI );
+
+        results(cr,2:8) = {Nsp, ... Spike cound per window per unit
+            lmts, ... Window limits
+            fr_sp, ... Firing rate per unit per window
+            treat_sub, ... Subscript when treatment started
+            cndID(1,:), ... Condition membership indicator 
+            medFr, ... Median firing rate per unit over each condition windows
+            [p, median( medMI( ~isnan( medMI ) ) )] }; % p-value and median MI for all units per condition.
+        cr = cr + 1;
+        %%
+
+        f = figure("Color", "w"); t = createtiles( f, 1, 4 );
+        ax(1) = nexttile(t,[1,3]);
+
+        loglog(ax(1), medFr(:,1), medFr(:,2), "k." );
+        hold(ax(1), 'on'); line(ax(1), xlim, xlim, 'Color', 'k', 'LineStyle', ':' )
+        xticklabels(ax(1), xticks(ax(1)) ); yticklabels(ax(1), yticks(ax(1)) )
+        xlabel(ax(1), 'Control [Hz]', 'interpreter', 'latex' );
+        ylabel(ax(1), 'eOPN3 [Hz]', 'interpreter', 'latex'  )
+        axis( ax(1), 'square' )
+        ytickangle(ax(1), 90 )
+
+        ax(2) = nexttile(t);
+        boxchart(ax(2), getMI(medFr, 2), 'Notch', 'on', ...
+            'BoxFaceColor', 0.15*ones(1,3), 'JitterOutliers', 'on', ...
+            'MarkerStyle', '.', 'MarkerColor', 0.15*ones(1,3) )
+        text( ax(2), 1, -1.1, sprintf("$p=%.3g$", p), 'Interpreter', 'latex', ...
+            "HorizontalAlignment", "center" )
+        ylabel(ax(2), 'Decrease $\leftarrow$ Modulation index $\rightarrow$ Increase', ...
+            'Interpreter', 'latex' )
+        yline( ax(2) , 0, 'k:' )
+        disappearAxis(ax(2))
+        ylim( ax(2), [-1,1] )
+        cleanAxis(ax);
+        set( ax, 'TickDir', 'out' )
+        set( f, 'UserData', {cndID(1,:), medFr, medMI, p} )
+        title(t, 'Spontaneous firing rate per unit', 'interpreter', 'latex')
+        saveFigure(f, fullfile( FigureDir, 'Spontaneous firing rate pre and post eOPN3' ), true, ovwFlag )
+    end
+    close all
+    fprintf(1, 'Complete!\n' )
+end
+%%
+results( all( cellfun(@isempty, results ), 2 ), : ) = [];
+rTable = cell2table( results, "VariableNames", {'ID', 'SpikeCounts', 'SpontaneousWindows', ...
+    'FR', 'TreatmentStart', 'ConditionID', 'MedianFR_pu', 'p_MedianTot'} );
+save( "c:\Users\jefe_\seadrive_root\Emilio U\Für meine Gruppen\GDrive " + ...
+    "GrohLab\Projects\00 SC\SC Behaviour\Figures\Figure 3\Matlab " + ...
+    "figures\Data\Spontaneous FR.mat", "rTable", "animalFolders" )
\ No newline at end of file
diff --git a/Emilio/Synchrony.m b/Emilio/Synchrony.m
new file mode 100644
index 0000000..4579228
--- /dev/null
+++ b/Emilio/Synchrony.m
@@ -0,0 +1,26 @@
+time_scale = 2.5e-3; delta_t = 5e-4; synchTrial = [];
+
+for ccond = 1:length(relativeSpkTmsStruct)
+    for ctr = 1:size(relativeSpkTmsStruct(ccond).SpikeTimes,2)
+        spks_in_trial = [relativeSpkTmsStruct(ccond).SpikeTimes{:,ctr}];
+        c_end = vw(1) + time_scale; c_init = vw(1);
+        while c_end <= vw(2)
+            spks_in_cons = spks_in_trial(spks_in_trial > c_init & ...
+                spks_in_trial < c_end);
+            if ~isempty(spks_in_cons) && numel(spks_in_cons) > 1
+                dm = pdist([spks_in_cons(:)], "euclidean");
+                if numel(dm) > 1
+                    lnorm_fit = fitdist(dm(:), "Normal");
+                    synchTrial = [synchTrial; ccond, ctr, ...
+                        mean([c_init, c_end]), ...
+                        log(lnorm_fit.ParameterValues(1))];
+                else
+                    synchTrial = [synchTrial; ccond, ctr, ...
+                        mean([c_init, c_end]), log(dm(:))];
+                end
+            end
+            c_init = c_init + delta_t;
+            c_end = c_end + delta_t;
+        end
+    end
+end
\ No newline at end of file
diff --git a/Emilio/TRNClassification.m b/Emilio/TRNClassification.m
new file mode 100644
index 0000000..8497c72
--- /dev/null
+++ b/Emilio/TRNClassification.m
@@ -0,0 +1,76 @@
+%% TRN clustering for response
+Ngcl = sum(wruIdx);
+chMap = readNPY(fullfile(dataDir,'channel_map.npy'));
+chPos = readNPY(fullfile(dataDir,'channel_positions.npy'));
+orthMat = [0,1;-1,0];
+ptsPer = 0.2;
+if sum(wruIdx) < 10
+    ptsPer = 0.9;
+end
+
+featMat = [-1./mdls(:,2), qDiff, -1./cmdls(wruIdx,2), cqDiff(wruIdx)].*1e3;
+
+rmdl = boot_fit_poly(featMat(:,[1,2]), 1, ptsPer, 100);
+rn = getHesseLineForm(rmdl);
+rI = featMat(:,[1,2]) * orthMat * rn;
+
+amdl = boot_fit_poly(featMat(:,[3,4]), 1, ptsPer, 100);
+an = getHesseLineForm(amdl);
+aI = featMat(:,[3,4]) * orthMat * an;
+
+trnMat = [rI, aI]; [trnMat_w, whMat, trnMu] = whitenPoints(trnMat);
+try
+    gm = fitgmdist(trnMat_w, 2);
+    trnFlag = gm.cluster(trnMat_w);
+catch
+    fprintf(1,'Time to classify with your eyes\n')
+    figure; scatter(trnMat(:,1), trnMat(:,2), '.');
+    text(trnMat(:,1), trnMat(:,2), pclID)
+    return
+end
+
+trnSubs = find(ismember(gclID, pclID(trnFlag))); sqrSb = sqrt(length(trnSubs));
+trnSubs_psth = find(trnFlag);
+apeFig = figure('Name', 'Auto-correlation & PSTH', 'Color',[1,1,1]);
+for csp = 1:size(trnSubs,1)
+    subplot(ceil(sqrSb),ceil(sqrSb),csp);
+    plot(corrTx, acorrs(trnSubs(csp),:))
+    yyaxis right; plot(btx, PSTH(trnSubs_psth(csp),:,1))
+    title(sprintf('Cluster %s', pclID{trnSubs_psth(csp)}))
+end
+legend({'Auto-correlogram','Cluster PSTH'})
+%% Saving the TRN classification
+clInfo = addvars(clInfo, false(size(clInfo,1),1), 'NewVariableNames', 'TRN');
+clInfo{gclID(trnSubs),'TRN'} = true;
+writeClusterInfo(clInfo,fullfile(dataDir,'cluster_info.tsv'));
+%% Plotting the 
+% Placing the TRN channels on the probe
+probeFig = figure('Name','Probe','Color',[1,1,1]); 
+probAx = axes('Parent', probeFig);
+plot(chPos(:,1), chPos(:,2),'LineStyle', 'none', 'Marker', 'o',...
+    'MarkerEdgeColor', ones(1,3)*0.8)
+[~,trnChanSub] = find(chMap' == clInfo{clInfo.TRN==1,'ch'});
+set(probAx,'Box','off'); set(get(probAx,'XAxis'),'Color','none');
+probAx.YAxis.Color = 'none';
+hold(probAx, 'on'); scatter(probAx, chPos(trnChanSub,1),...
+    chPos(trnChanSub,2), 'MarkerFaceColor', [0,0.6,0],...
+    'MarkerEdgeColor', 'none')
+% Placing the electrode name on the probe
+text(35:250:(250*3)+35, -20*ones(4,1),...
+    arrayfun(@(x) sprintf('Shank %d',x), (1:4)', 'UniformOutput', 0),...
+    'HorizontalAlignment', 'center', 'Color', [0.7,0.7,0.7])
+probLeg = legend({'E1-channels','TRN cells'' locations'});
+probLeg.Box = 'off'; probLeg.Color = 'none'; probLeg.Orientation = 'horizontal';
+probLeg.Location = 'north';
+probeFig = configureFigureToPDF(probeFig);
+probFile = fullfile(figureDir, 'Probemap TRN cluster''s position');
+if ~exist([probFile,'.fig'],'file')
+    savefig(probeFig, [probFile, '.fig'])
+end
+if ~exist([probFile,'.pdf'],'file')
+    print(probeFig, [probFile, '.pdf'],'-dpdf','-fillpage')
+end
+if ~exist([probFile,'.emf'],'file')
+    print(probeFig, [probFile, '.emf'],'-dmeta')
+end
+
diff --git a/Emilio/Unit_localozation.m b/Emilio/Unit_localozation.m
new file mode 100644
index 0000000..83439ec
--- /dev/null
+++ b/Emilio/Unit_localozation.m
@@ -0,0 +1,46 @@
+
+[pg_centered, xy_centre, xy_scale] = zscore( [xcoords, ycoords] );
+[ptp_centered, ptp_centre, ptp_scale] = zscore( ptp, 0, 'all' );
+
+
+tic
+% Create optimization variables
+theta_hat = optimvar("theta_hat",1,4,"LowerBound",-10,"UpperBound",10);
+
+% Set initial starting point for the solver
+initialPoint.theta_hat = theta;
+
+% Create problem
+problem = optimproblem;
+
+% Define problem objective
+problem.Objective = fcn2optimexpr(@objectiveFcn,theta_hat,ptp_centered,...
+    pg_centered);
+
+% Display problem information
+show(problem);
+
+% Solve problem
+[solution,objectiveValue,reasonSolverStopped] = solve(problem,initialPoint);
+
+% Display results
+disp(solution)
+disp(reasonSolverStopped)
+disp(objectiveValue)
+toc
+
+function objective = objectiveFcn(theta_hat, ptp_centered, pg_centered)
+% This function should return a scalar representing an optimization objective.
+
+% Example: Concession stand profit
+% revenue = 3*soda + 5*popcorn + 2*candy;
+% cost = 1*soda + 2*popcorn + 0.75*candy;
+% objective = revenue - cost; % profit
+
+% Edit the lines below with your calculations.
+for c = 1:size( ptp_centered, 2 )
+    objective = sum( ( ptp_centered(:,c) - ...
+        ( theta_hat(1)./ sqrt( sum( (pg_centered - theta_hat([2,3])).^2, 2 ) + ...
+        theta_hat(4).^2 ) ) ).^2, 'all' );
+end
+end
\ No newline at end of file
diff --git a/Emilio/aux_space.m b/Emilio/aux_space.m
new file mode 100644
index 0000000..68d18e5
--- /dev/null
+++ b/Emilio/aux_space.m
@@ -0,0 +1,129 @@
+aux_mat = zeros( sum( any( ~isnan( PTX_mat(:,[2,3],:) ), 1 ), 'all' ), 2 );
+cm = 1;
+for cm2 = 1:size( PTX_mat, 3 )
+    dat_flag = any( ~isnan( PTX_mat(:,[2,3],cm2) ), 1 );
+    if any( dat_flag )
+        dat_flag2 = any( ~isnan( PTX_mat(:,[2,3],cm2) ), 2 ) ;
+        aux_mat(cm,:) = PTX_mat(dat_flag2,[true, dat_flag],cm2);
+        cm=cm+1;
+    end
+end
+%%
+fowFlag = false;
+batch_dir = fullfile( "Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch6_beh+Muscimol" );
+exp_dirs = dir( fullfile( batch_dir, "Musc", "*", "*" ) );
+exp_dirs( any( string( {exp_dirs.name} ) == ["."; ".."], 1 ) ) = [];
+get_full_path = @(x) fullfile( x.folder, x.name);
+m = 1e-3;
+for cep = 1:numel(exp_dirs)
+    exp_path = get_full_path( exp_dirs(cep) );
+    eph_path = dir( fullfile( exp_path, "ephys*" ) );
+    eph_path( ~[eph_path.isdir] ) = [];
+    beh_path = fullfile( exp_path, "Behaviour" );
+
+    if ~isempty( eph_path )
+        eph_path = get_full_path( eph_path );
+        figure_path = fullfile( eph_path, "Figures" );
+        af_path = dir( fullfile( eph_path , "*analysis.mat" ) );
+        af_path = get_full_path( af_path );
+    elseif exist( beh_path, "dir" )
+        af_path = get_full_path( dir( fullfile( beh_path, "*analysis.mat") ) );
+        figure_path = fullfile( beh_path, "Figures" );
+    else
+        beh_path = exp_path;
+        af_path = get_full_path( dir( fullfile( beh_path, "*analysis.mat") ) );
+        figure_path = fullfile( beh_path, "Figures" );
+    end
+
+    [~, af_name] = fileparts( af_path );
+    expName = extractBefore(af_name, "analysis");
+    load( af_path, "Conditions", "fs")
+
+    fnOpts = {'UniformOutput', false};
+    axOpts = {'Box','off','Color','none'};
+    lgOpts = cat( 2, axOpts{1:2}, {'Location','best'} );
+
+    ldFlag = false;
+    try
+        load( get_full_path( dir( fullfile( beh_path, "RollerSpeed*.mat" ) ) ), "fr")
+    catch
+        ldFlag = true;
+    end
+    
+    ctrl_cond = contains( {Conditions.name}, "Control puff", "IgnoreCase", true );
+    ptx_cond = contains( {Conditions.name}, 'musc', 'IgnoreCase', true );
+    if sum(ptx_cond)==0
+        fprintf(1, 'Did not find PTX condition!! Continuing!!')
+        fprintf(1, '%s', exp_path )
+        continue
+    end
+    consCond = find( or(ctrl_cond, ptx_cond) );
+    Nccond = length( consCond );
+    prmSubs = nchoosek( 1:Nccond, 2 );
+
+    pairedStimFlags = arrayfun(@(c) any( ...
+        Conditions(1).Triggers(:,1) == ...
+        reshape( Conditions(c).Triggers(:,1), 1, [] ), 2 ), consCond, fnOpts{:} );
+    pairedStimFlags = cat( 2, pairedStimFlags{:} );
+
+    consCondNames = string( { Conditions( consCond ).name  } );
+
+    [behRes, behFig_path, behData, aInfo] = analyseBehaviour( beh_path, ...
+        "ConditionsNames", cellstr( consCondNames ), ...
+        "PairedFlags", pairedStimFlags, ...
+        "FigureDirectory", figure_path, ...
+        "ResponseWindow", [25, 350] * m, ...
+        "ViewingWindow", [-450, 500] * m, ...
+        "figOverWrite", fowFlag );
+
+    if ~exist( "fr", "var" ) && ldFlag
+        try
+            load( get_full_path( dir( fullfile( beh_path, "RollerSpeed*.mat" ) ) ), "fr")
+        catch
+            load( fullfile( beh_path, 'RollerFrameRate.mat' ), 'fr' )
+        end
+        ldFlag = false;
+    end
+
+    [pAreas, ~, behAreaFig] = createBehaviourIndex(behRes);
+    behMeasures = string({behAreaFig.Name});
+    biFigPttrn = behMeasures+"%s";
+    biFigPttrn = arrayfun(@(s) sprintf(s, sprintf(" %s (%%.3f)", ...
+        consCondNames ) ), biFigPttrn );
+
+    for it = 1:numel(behMeasures)
+        behRes = arrayfun(@(bs, ba) setfield( bs, ...
+            strrep( behMeasures(it), " ", "_" ), ba), behRes(:), pAreas(:,it) );
+    end
+
+    arrayfun(@(f) set( f, 'UserData', behRes ), behAreaFig );
+
+    biFN = arrayfun(@(s) sprintf( biFigPttrn(s), pAreas(:,s) ), 1:numel(behMeasures) );
+
+    arrayfun(@(f, fn) saveFigure(f, fullfile(behFig_path, fn), true, fowFlag), ...
+        behAreaFig(:), biFN(:) );
+
+    close all
+end
+
+%% 
+% batch_dir = fullfile( "Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch13_beh" ); 
+% ss_fp = dir( fullfile( batch_dir, "PTX\WT*\*PTX\Behaviour\BehaviourResults*.mat" ) );
+batch_dir = fullfile( "Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch12_ephys.e" );
+ss_fp = dir( fullfile( batch_dir, 'MC', 'vGlut*', '*PTX*', '*', 'BehaviourResults V-0.45 - 0.50 s R25.00 - 350.00 ms.mat' ) );
+Nf = numel( ss_fp );
+bl_changes = zeros( Nf, 8 );
+my_zscore = @(x, m, s) ( x - m ) ./ ( s .* (s~=0) + 1 .* (s==0) );
+for cf = 1:Nf
+    load( get_full_path( ss_fp(cf) ), "behRes" )
+    c_idx = contains( {behRes.ConditionName}, 'control puff', 'IgnoreCase', true );
+    p_idx = contains( {behRes.ConditionName}, 'ptx', 'IgnoreCase', true );
+    c = {behRes(c_idx).Results.Baseline};
+    c = cat( 1, c{:} );
+    t = {behRes(p_idx).Results.Baseline};
+    t = cat( 1, t{:} );
+    [cz, centre, scale] = zscore( c , 0, 2 );
+    bl_changes(cf,:) = median( my_zscore( t, centre, scale ), 2 ) - ...
+        median( cz, 2 );
+end
+bs_n = string( {behRes(1).Results.BehSigName} );
diff --git a/Emilio/compareR2_preVSpost_reconstruction.m b/Emilio/compareR2_preVSpost_reconstruction.m
new file mode 100644
index 0000000..a36fa21
--- /dev/null
+++ b/Emilio/compareR2_preVSpost_reconstruction.m
@@ -0,0 +1,176 @@
+%%
+expandName = @(x) fullfile( x.folder, x.name );
+roller_path = "Z:\Emilio\SuperiorColliculusExperiments\Roller";
+%%
+% mice_results = "Z:\Emilio\SuperiorColliculusExperiments\Roller\PoolFigures\MC-iegRNs";
+mice_results = fullfile(roller_path, "PoolFigures/MC-iegRNs/iRNs");
+% pool_fig_path = "Z:\Emilio\SuperiorColliculusExperiments\Roller\PoolFigures\MC-iegRNs\iRNs";
+pool_fig_path = mice_results;
+r2_fp = dir( fullfile( mice_results,'*_gof.mat') );
+load( expandName( r2_fp ), 'mice' )
+%%
+cellcat = @(x,d) cat( d, x{:} );
+bp_names = ["Stim-whisker mean", "Stim-whisker fan arc", ...
+    "Nonstim-whisker mean", "Nonstim-whisker fan arc", ...
+    "Interwhisker arc", "Symmetry", "Nose", "Roller speed"];
+
+%%
+Nm = numel( mice ); % Numer of mice
+Nspm = arrayfun(@(x) numel( x.Sessions ), mice ); % Number of sessions per mouse
+Nexp = sum( Nspm );
+r2_res_c = zeros( 3, 8, Nexp );
+r2_res_l = zeros( 3, 8, Nexp );
+ce = 1;
+mouseID = zeros( Nexp, 1 );
+sessID = zeros( Nexp, 1 );
+for cm = 1:Nm
+    for cs = 1:Nspm(cm)
+        dt = mice(cm).Sessions(cs).DataTable;
+        r2 = dt.R_2_p_L;
+        r2_res_c(:,:,ce) = r2{1};
+        r2_res_l(:,:,ce) = r2{2};
+        mouseID(ce) = cm;
+        sessID(ce) = cs;
+        ce = ce + 1;
+    end
+end
+[Nep, Ns] = size( r2_res_c, [1,2] );
+
+%% Control pre- and post-stimulus
+% fnOpts = {'UniformOutput', false};
+tocol = @(x) x(:);
+% r2_mean_c = cellcat( arrayfun(@(x) mean( r2_res_c(:,:,mouseID==x), 3 ), ...
+%     1:Nm, fnOpts{:} ), 3 );
+% r2_mean_l = cellcat( arrayfun(@(x) mean( r2_res_l(:,:,mouseID==x), 3 ), ...
+%     1:Nm, fnOpts{:} ), 3 );
+r2_mean_c = r2_res_c; r2_mean_l = r2_res_l;
+%%
+f = figure("Color", "w"); t = createtiles( f, 1, 1); 
+ax = nexttile( t );
+% bpID = repmat( ones( Nep, 1 ) * (1:Ns), 1, 1, Nm);
+% preVSpostID = repmat( (1:Nep)' * ones( 1, Ns ), 1, 1, Nm );
+bpID = repmat( ones( Nep-1, 1 ) * (1:Ns), 1, 1, Nexp );
+preVSpostID = repmat( (1:Nep-1)' * ones( 1, Ns ), 1, 1, Nexp );
+% boxchart( ax, bpID(:), tocol( r2_mean_c ), 'GroupByColor', preVSpostID(:), ...
+%     'Notch', 'on' )
+boxchart( ax, bpID(:), tocol( r2_mean_c(2:3,:,:) ), ...
+    'GroupByColor', preVSpostID(:), 'Notch', 'on' )
+xline( ax, (1:Ns-1) + 1/2, '--', 'Color', 0.45*ones(1,3) ); 
+% legend( {'Overall', 'Pre', 'Post'}, "Box", "off", "Color", "none", ...
+%     "Location", "best", "AutoUpdate", "off" )
+legend( {'Pre', 'Post'}, "Box", "off", "Color", "none", ...
+    "Location", "best", "AutoUpdate", "off" )
+cleanAxis( ax ); ytickangle( ax, 90 ); set( ax, 'TickDir', 'out' );
+ylabel( ax, 'R²' )
+xticks( ax, 1:Ns ); xticklabels( ax, bp_names ); 
+xlim( ax, [1,Ns] + [-1,1]/2 ); 
+ylim( ax, [0, 1] )
+set( f, 'UserData', {r2_mean_c, bpID, preVSpostID, mouseID, sessID} )
+title( ax, 'Reconstruction R² for overall, pre-, and post-stimulus' )
+
+%% Stats tests
+p = arrayfun(@(x) signrank( squeeze( r2_mean_c(2,x,:) ), ...
+    squeeze( r2_mean_c(3,x,:) ) ), 1:Ns );
+fnOpts = {'UniformOutput', false};
+txOpts = {'HorizontalAlignment', 'center', 'VerticalAlignment', 'bottom'};
+astk = sum( p < [0.05, 0.01, 0.001]' );
+x = (1:Ns) + [-1;1]/4;
+y = [1;1] * max( r2_mean_c(2:3,:,:), [], [3,1] ) * 1.05;
+line( ax, x, y, 'Color', 'k' )
+txt = [arrayfun( @(a) replace( join( repmat("\ast", 1, a) ), " ", "" ), astk, fnOpts{:} );
+arrayfun(@(h) sprintf( "$p=%.3f$", h) , p)];
+%txt = arrayfun(@(s) replace( join( txt(:,s) ), " ", ""), 1:Ns );
+text( ax, mean( x, 1 ), y(1,:)+0.035, txt(1,:), txOpts{:}, "FontSize", 10 )
+text( ax, mean( x, 1 ), y(1,:), txt(2,:), txOpts{:}, "FontSize", 8, ...
+    "Interpreter", "latex" )
+%%
+saveFigure( f, fullfile( pool_fig_path, ...
+    "Reconstruction R² overall, pre and post" ), true, true )
+
+%% Laser ON out and in laser stimulation
+% r2_mean_c = cellcat( arrayfun(@(x) mean( r2_res_c(:,:,mouseID==x), 3 ), ...
+%     1:Nm, fnOpts{:} ), 3 );
+% r2_mean_l = cellcat( arrayfun(@(x) mean( r2_res_l(:,:,mouseID==x), 3 ), ...
+%     1:Nm, fnOpts{:} ), 3 );
+% r2_mean_c = r2_res_c; r2_mean_l = r2_res_l;
+f = figure("Color", "w"); t = createtiles( f, 1, 1); 
+ax = nexttile( t );
+% bpID = repmat( ones( Nep, 1 ) * (1:Ns), 1, 1, Nm);
+% preVSpostID = repmat( (1:Nep)' * ones( 1, Ns ), 1, 1, Nm );
+bpID = repmat( ones( Nep-1, 1 ) * (1:Ns), 1, 1, Nexp );
+preVSpostID = repmat( (1:Nep-1)' * ones( 1, Ns ), 1, 1, Nexp );
+% boxchart( ax, bpID(:), tocol( r2_mean_c ), 'GroupByColor', preVSpostID(:), ...
+%     'Notch', 'on' )
+boxchart( ax, bpID(:), tocol( r2_mean_l(2:3,:,:) ), ...
+    'GroupByColor', preVSpostID(:), 'Notch', 'on' )
+xline( ax, (1:Ns-1) + 1/2, '--', 'Color', 0.45*ones(1,3) ); 
+% legend( {'Overall', 'Pre', 'Post'}, "Box", "off", "Color", "none", ...
+%     "Location", "best", "AutoUpdate", "off" )
+legend( {'Pre', 'Post'}, "Box", "off", "Color", "none", ...
+    "Location", "best", "AutoUpdate", "off" )
+cleanAxis( ax ); ytickangle( ax, 90 ); set( ax, 'TickDir', 'out' );
+ylabel( ax, 'R²' )
+xticks( ax, 1:Ns ); xticklabels( ax, bp_names ); 
+xlim( ax, [1,Ns] + [-1,1]/2 ); 
+ylim( ax, [0, 1] )
+set( f, 'UserData', {r2_mean_l, bpID, preVSpostID, mouseID, sessID} )
+title( ax, 'Reconstruction R² for overall, pre-, and post-stimulus' )
+%%
+p = arrayfun(@(x) signrank( squeeze( r2_mean_l(2,x,:) ), ...
+    squeeze( r2_mean_l(3,x,:) ) ), 1:Ns );
+fnOpts = {'UniformOutput', false};
+txOpts = {'HorizontalAlignment', 'center', 'VerticalAlignment', 'bottom'};
+astk = sum( p < [0.05, 0.01, 0.001]' );
+x = (1:Ns) + [-1;1]/4;
+y = [1;1] * max( r2_mean_l(2:3,:,:), [], [3,1] ) * 1.05;
+line( ax, x, y, 'Color', 'k' )
+txt = [arrayfun( @(a) replace( join( repmat("\ast", 1, a) ), " ", "" ), astk, fnOpts{:} );
+arrayfun(@(h) sprintf( "$p=%.3f$", h) , p)];
+%txt = arrayfun(@(s) replace( join( txt(:,s) ), " ", ""), 1:Ns );
+text( ax, mean( x, 1 ), y(1,:)+0.035, txt(1,:), txOpts{:}, "FontSize", 10 )
+text( ax, mean( x, 1 ), y(1,:), txt(2,:), txOpts{:}, "FontSize", 8, ...
+    "Interpreter", "latex" )
+
+%% Laser OFF vs Laser ON comparison
+% r2_mean_c = cellcat( arrayfun(@(x) mean( r2_res_c(:,:,mouseID==x), 3 ), ...
+%     1:Nm, fnOpts{:} ), 3 );
+% r2_mean_l = cellcat( arrayfun(@(x) mean( r2_res_l(:,:,mouseID==x), 3 ), ...
+%     1:Nm, fnOpts{:} ), 3 );
+% r2_mean_c = r2_res_c; r2_mean_l = r2_res_l;
+f = figure("Color", "w"); t = createtiles( f, 1, 1); 
+ax = nexttile( t );
+% bpID = repmat( ones( Nep, 1 ) * (1:Ns), 1, 1, Nm);
+% preVSpostID = repmat( (1:Nep)' * ones( 1, Ns ), 1, 1, Nm );
+bpID = repmat( ones( Nep-1, 1 ) * (1:Ns), 1, 1, Nexp );
+preVSpostID = repmat( (1:Nep-1)' * ones( 1, Ns ), 1, 1, Nexp );
+% boxchart( ax, bpID(:), tocol( r2_mean_c ), 'GroupByColor', preVSpostID(:), ...
+%     'Notch', 'on' )
+boxchart( ax, bpID(:), tocol( cat( 1, r2_mean_c(1,:,:), r2_mean_l(1,:,:) ) ), ...
+    'GroupByColor', preVSpostID(:), 'Notch', 'on' )
+xline( ax, (1:Ns-1) + 1/2, '--', 'Color', 0.45*ones(1,3) ); 
+% legend( {'Overall', 'Pre', 'Post'}, "Box", "off", "Color", "none", ...
+%     "Location", "best", "AutoUpdate", "off" )
+legend( {'Laser OFF', 'Laser ON'}, "Box", "off", "Color", "none", ...
+    "Location", "best", "AutoUpdate", "off" )
+cleanAxis( ax ); ytickangle( ax, 90 ); set( ax, 'TickDir', 'out' );
+ylabel( ax, 'R²' )
+xticks( ax, 1:Ns ); xticklabels( ax, bp_names ); 
+xlim( ax, [1,Ns] + [-1,1]/2 ); 
+ylim( ax, [-1, 1] )
+set( f, 'UserData', {r2_mean_c, r2_mean_l, bpID, preVSpostID, mouseID, sessID} )
+title( ax, 'Reconstruction R² for overall, pre-, and post-stimulus for BC→iRNs' )
+%%
+p = arrayfun(@(x) signrank( squeeze( r2_mean_c(1,x,:) ), ...
+    squeeze( r2_mean_l(1,x,:) ) ), 1:Ns );
+fnOpts = {'UniformOutput', false};
+txOpts = {'HorizontalAlignment', 'center', 'VerticalAlignment', 'bottom'};
+astk = sum( p < [0.05, 0.01, 0.001]' );
+x = (1:Ns) + [-1;1]/4;
+y = [1;1] * max( cat(1, r2_mean_l(1,:,:), r2_mean_c(1,:,:) ), [], [3,1] ) * 1.05;
+line( ax, x, y, 'Color', 'k' )
+txt = [arrayfun( @(a) replace( join( repmat("\ast", 1, a) ), " ", "" ), astk, fnOpts{:} );
+arrayfun(@(h) sprintf( "$p=%.2g$", h) , p)];
+%txt = arrayfun(@(s) replace( join( txt(:,s) ), " ", ""), 1:Ns );
+text( ax, mean( x, 1 ), y(1,:)*1.1, txt(1,:), txOpts{:}, "FontSize", 10 )
+text( ax, mean( x, 1 ), y(1,:), txt(2,:), txOpts{:}, "FontSize", 8, ...
+    "Interpreter", "latex" )
\ No newline at end of file
diff --git a/Emilio/computeEphMI.m b/Emilio/computeEphMI.m
new file mode 100644
index 0000000..e633978
--- /dev/null
+++ b/Emilio/computeEphMI.m
@@ -0,0 +1,50 @@
+fnOpts = {'UniformOutput', false};
+tocol = @(x) x(:);
+my_cat = @(x,d) cat( d, x{:} );
+getMI = @(x,d) diff( x, 1, d ) ./ sum( x, d );
+
+mi_lp = squeeze( getMI( lp_mu, 2 ) )';
+popMImean_lp = [mean( mi_lp(:, tx < 0.05), 2, "omitmissing"), ...
+    mean( mi_lp(:, tx >= 0.05), 2, "omitmissing")];
+
+mi_lpu = cell( size( lPSTH ) );
+uMiMatMean = zeros( sum( cellfun(@(x) size( x, 1), lPSTH ) ), 3 );
+uMiMatMed = uMiMatMean;
+ridx = cumsum( cellfun(@(x) size( x, 1), lPSTH ) );
+r = 1;
+for cs = 1:numel( lPSTH )
+    mi_lpu{cs} = getMI( lPSTH{cs}, 3 );
+    uMiMatMean(r:ridx(cs),:) = [repmat( cs, size( mi_lpu{cs}, 1 ), 1 ), ...
+        mean( mi_lpu{cs}(:, tx < 0.05), 2, "omitmissing" ), ...
+        mean( mi_lpu{cs}(:, tx >= 0.05), 2, "omitmissing" )];
+    % uMiMatMed(r:ridx(cs),:) = [repmat( cs, size( mi_lpu{cs}, 1 ), 1 ), ...
+    %     median( mi_lpu{cs}(:, tx < 0.05), 2, "omitmissing" ), ...
+    %     median( mi_lpu{cs}(:, tx >= 0.05, "omitmissing" ), 2)];
+    r = 1 + ridx(cs);
+end
+
+popMImedian = my_cat( arrayfun( @(s) ...
+    median( uMiMatMean( uMiMatMean(:,1) == s, [2,3] ), 1, "omitmissing" ), ...
+    unique( uMiMatMean(:,1) ), fnOpts{:} ), 1 );
+popMImean = my_cat( arrayfun( @(s) ...
+    mean( uMiMatMean( uMiMatMean(:,1) == s, [2,3] ), 1, "omitmissing" ), ...
+    unique( uMiMatMean(:,1) ), fnOpts{:} ), 1 );
+
+figure; 
+subplot(1,5,[1,4])
+boxchart( tocol( repmat( uMiMatMean(:,1), 2, 1) ), ...
+    tocol( uMiMatMean(:,[2,3]) ), "Notch", "on", ...
+    "GroupByColor", tocol( ones( size( uMiMatMean, 1), 1) * (1:2) ) ); 
+xlim( [0, numel(lPSTH)] + 0.5 )
+yline( 0, 'k--'); set( gca, "Box", "off", "Color", "none" )
+subplot(1,5,5)
+boxchart(popMImean, 'Notch', 'on' )
+yline( 0, 'k--'); set( gca, "Box", "off", "Color", "none" )
+
+figure; boxchart( popMImean_lp, 'Notch', 'on' );
+yline( 0, 'k--'); set( gca, "Box", "off", "Color", "none" )
+
+figure; smth = 0.015;
+daviolinplot( uMiMatMean(:,[2,3]), 'groups', tocol( ones( size( uMiMatMean, 1), 1 ) * (1:2) ), ...
+    'violinalpha', 0.5, 'smoothing', smth, ... 'jitter', 2, ...
+    'color', [0,0.51,1] );
\ No newline at end of file
diff --git a/Emilio/diagonalMatrix.m b/Emilio/diagonalMatrix.m
new file mode 100644
index 0000000..6606c02
--- /dev/null
+++ b/Emilio/diagonalMatrix.m
@@ -0,0 +1,5 @@
+for x = 1:size(MatSignStep,2)
+    for y = x+1:size(MatSignStep,1)
+        fprintf(1, 'x:%d, y:%d\n', x, y)
+    end
+end
\ No newline at end of file
diff --git a/Emilio/ephysBehaviourRegression.m b/Emilio/ephysBehaviourRegression.m
new file mode 100644
index 0000000..15fb03a
--- /dev/null
+++ b/Emilio/ephysBehaviourRegression.m
@@ -0,0 +1,353 @@
+%{
+res_gof = zeros( 15, 1 );
+% feps = zeros( 15, 1 );
+parfor ii = 1:15
+    trainIdx = training( cvpart, ii );
+    testIdx = test( cvpart, ii );
+    Xtrain = gpuArray( X( any( tr_ID == diag( trainIdx * (1:Nr) )', 2 ), : ) );
+    Ytrain = gpuArray( y( any( tr_ID == diag( trainIdx * (1:Nr) )', 2 ), 1 ) );
+    Xtest = gpuArray( X( any( tr_ID == diag( testIdx * (1:Nr) )', 2 ), : ) );
+    Ytest = gpuArray( y( any( tr_ID == diag( testIdx * (1:Nr) )', 2 ), 1 ) );
+
+    mdl = fitglm( Xtrain, Ytrain, 'linear', 'Distribution', 'Normal' );
+    y_pred = feval( mdl, Xtest );
+    res_gof(ii) = goodnessOfFit( Ytest, y_pred, 'MSE' );
+    % feps(ii) = loss( mdl, Xtest, Ytest );
+end
+%}
+%%
+fnOpts = {'UniformOutput', false};
+tocol = @(x) x(:);
+getAbsPath = @(x) string( fullfile( x.folder, x.name ) );
+roller_path = "Z:\Emilio\SuperiorColliculusExperiments\Roller";
+data_path = fullfile( roller_path, "Batch16_ephys/MC/GADi35/231204_C+F_2450");
+eph_path = dir( fullfile( data_path, "ephys*" ) );
+if ~isempty( eph_path )
+    eph_path = getAbsPath( eph_path );
+else
+    fprintf(1, 'No ephys folder found!\n')
+    return
+end
+beh_path = fullfile( data_path, "Behaviour" );
+
+beh_pttrns = ["RollerSpeed*.mat", "BehaviourSignals*.mat"];
+bfs_paths = arrayfun(@(pt) dir( fullfile( beh_path, pt) ), beh_pttrns );
+if any( ~arrayfun(@(x) exist( getAbsPath(x), "file" ), bfs_paths ) )
+    fprintf(1, 'Not all necessary behaviour files exist!\n')
+    return
+end
+for x=bfs_paths, load( getAbsPath( x ) ), end
+
+eph_pttrns = ["*_Spike_Times.mat", "*analysis.mat"];
+efs_paths = arrayfun(@(pt) dir( fullfile( eph_path, pt) ), eph_pttrns );
+if any( ~arrayfun(@(x) exist( getAbsPath(x), "file" ), efs_paths ) )
+    fprintf(1, 'Not all necessary ephys files exist!\n')
+    return
+end
+for x=efs_paths, load( getAbsPath( x ) ), end
+
+stop_time = length( Triggers.Whisker )/ fs;
+bp_names = ["Stim-whisker mean", "Stim-whisker fan arc", ...
+    "Nonstim-whisker mean", "Nonstim-whisker fan arc", ...
+    "Interwhisker arc", "Symmetry", "Nose", "Roller speed"];
+
+analysis_pttrn = "CW%.2f-%.2fms DW%.2f-%.2f BZ%.2f";
+%%
+behSignals = [behDLCSignals, vf];
+mdl_btx = fit_poly( [1, size( behSignals, 1 )], [0, size( behSignals, 1 )/fr] + [1,-1] * (1/fr), 1 );
+btx = (1:size( behSignals, 1 ))'.^[1,0] * mdl_btx;
+my_xor = @(x) xor( x(:,1), x(:,2) );
+my_cat = @(x,d) cat( d, x{:} );
+
+m = 1e-3;
+rel_win = [-1, 1]*0.8;
+del_win = [-100, 100]*m;
+bin_size = 10*m;
+
+Nb = ceil( diff( rel_win )/ bin_size );
+% Nb = ceil( diff( time_limits ) / bin_size );
+Nu = numel( spike_times );
+% cons_time = my_xor( btx > time_limits );
+Ns = size( behSignals, 2 );
+wtx = (del_win(1) + bin_size/2):bin_size:(del_win(2) - bin_size/2);
+ttx = (rel_win(1) + bin_size/2):bin_size:(rel_win(2) - bin_size/2);
+%%
+bin_edges = 0:bin_size:stop_time;
+bin_centres = mean( [bin_edges(1:end-1); bin_edges(2:end)] );
+Ntb = length( bin_centres );
+hstOpts = {'Normalization', 'countdensity'};
+binned_spikes = cellfun(@(s) histcounts( s, bin_edges, hstOpts{:}), ...
+    spike_times, fnOpts{:} );
+binned_spikes = cat( 1, binned_spikes{:} );
+
+binned_beh = zeros( Ntb, Ns );
+parfor b = 1:Ntb
+    idx = my_xor( btx(:) < bin_edges(b:b+1) );
+    binned_beh(b,:) = mean( behSignals( idx , : ), 1 );
+end
+
+%% Design matrix for a set of trials (Control)
+ctrl_sub = ismember( string( {Conditions.name} ), "Control Puff" );
+time_limits = Conditions(ctrl_sub).Triggers(:,1)./fs + rel_win;
+Nr = size( time_limits, 1 );
+Nd = ceil( diff( del_win ) / bin_size );
+auX = zeros( Nb*Nr, Nu, Nd );
+
+cwin = arrayfun(@(x) linspace( time_limits(x,1) + (bin_size/2), ...
+    time_limits(x,2) - (bin_size/2), Nb )', (1:Nr)', fnOpts{:} );
+cwin = cat( 1, cwin{:} );
+
+bin_ax = cwin + linspace( del_win(1)+(bin_size/2), ...
+    del_win(2)-(bin_size/2), Nd );
+% tr_ID = ceil( ( 1:(Nr*Nb) )' / Nb );
+parfor r = 1:(Nr*Nb)
+    tempC = my_cat( arrayfun( @(u) interp1( bin_centres, binned_spikes(u,:), ...
+        bin_ax(r,:) ), 1:Nu, fnOpts{:} ), 1);
+    auX( r, :, :) = tempC;
+end
+
+X = reshape( auX, Nb*Nr, Nu*Nd ); clearvars auX;
+Xp = [ ones( Nb*Nr, 1), X];
+
+%% Multivariate regression response matrix
+%X2 = [ ones( Nb*Nr, 1), X];
+%lmObjs = cell( Ns, 1 );
+y = zeros( Nb*Nr, Ns);
+for r = 1:Nr
+    idx = (r-1)*Nb + (1:Nb);
+    aux = arrayfun(@(s) interp1( bin_centres, binned_beh(:,s), ...
+        (1:Nb)'*bin_size + time_limits(r,1) ), (1:Ns), fnOpts{:} );
+    aux = cat( 2, aux{:} );
+    y(idx,:) = aux;
+end
+%{
+%% Linear regression using fitlm
+cvk = 15;
+tr_ID = tocol( ones( Nb, 1 ) * (1:Nr) );
+rmse1v = zeros( cvk , 1 ); mdl1v = cell( size( rmse1v ) );
+Nk = round( Nr*0.15 ); 
+parfor ii = 1:cvk
+    testTrials = sort( randperm( Nr, Nk ) );
+    trainingTrials = setdiff( 1:Nr, testTrials );
+    trainingIdx = any( tr_ID == trainingTrials(:)', 2 );
+    testIdx = ~trainingIdx;
+
+    mdl1v{ii} = fitlm( X(trainingIdx,:), y(trainingIdx,1) );
+    y_pred = predict( mdl1v{ii}, X(testIdx,:) );
+    rmse1v(ii) = sqrt( mean( ( y(testIdx,1) - y_pred ).^2 ) );
+end
+
+[~, min_error] = min(rmse1v);
+y_1_pred = predict( mdl1v{min_error}, X );
+
+y_1 = reshape( y(:,1), Nb, Nr );
+y_1_pred = reshape( y_1_pred, Nb, Nr );
+
+%% Linear regression using ridge regularisation
+cvk = 15; Nlambda = 64;
+tr_ID = tocol( ones( Nb, 1 ) * (1:Nr) );
+rmse1v = zeros( cvk , Nlambda ); 
+mdl1v = zeros( size(X,2)+1, Nlambda, cvk );
+Nk = round( Nr*0.15 ); 
+lambdas = logspace( 3, 8, Nlambda);
+parfor ii = 1:cvk
+    testTrials = sort( randperm( Nr, Nk ) );
+    trainingTrials = setdiff( 1:Nr, testTrials );
+    trainingIdx = any( tr_ID == trainingTrials(:)', 2 );
+    testIdx = ~trainingIdx;
+    
+    Xtrain = [ones( sum( trainingIdx ), 1 ), X(trainingIdx,:)];
+    Xtest = [ones( sum( testIdx ), 1 ), X(testIdx,:)];
+    % theta_0 = ( X2' * X2 ) \ ( X2' * y(trainingIdx,1) ) ;
+    mdl1v(:,:,ii) = ridge( y(trainingIdx,1), Xtrain, lambdas );
+    y_pred = Xtest * mdl1v(:,:,ii);
+    rmse1v(ii,:) = sqrt( mean( ( y(testIdx,1) - y_pred ).^2 ) );
+end
+
+%}
+%% Linear regression for all behavioural signals using matrix multiplication
+cvk = 15;
+tr_ID = tocol( ones( Nb, 1 ) * (1:Nr) );
+rmseAll_ind = zeros( cvk, Ns );
+mdlAll_ind = zeros( size(X,2)+1, cvk, Ns );
+Nk = round( Nr*0.15 ); idxs = zeros( cvk, Nk );
+parfor ii = 1:cvk
+    testTrials = sort( randperm( Nr, Nk ) );
+    idxs(ii,:) = testTrials;
+    trainingTrials = setdiff( 1:Nr, testTrials );
+    trainingIdx = any( tr_ID == trainingTrials, 2 );
+    testIdx = ~trainingIdx;
+
+    Xtrain = Xp(trainingIdx,:); Xtest = Xp(testIdx,:);
+    for cb = 1:Ns
+        ytrain = y(trainingIdx, cb); ytest = y(testIdx, cb);
+        mdlAll_ind(:,ii,cb) = ( Xtrain' * Xtrain ) \ ( Xtrain' * ytrain ) ;
+        %mdl1v(:,:,ii) = ridge( y(trainingIdx,1), Xtrain, lambdas );
+        y_pred = Xtest * mdlAll_ind(:,ii,cb);
+        rmseAll_ind(ii,cb) = sqrt( mean( ( ytest - y_pred ).^2 ) );
+    end
+end
+analysis_key = sprintf( analysis_pttrn, rel_win/m, del_win/m, bin_size/m );
+save( fullfile( data_path,  join( ["Regression", analysis_key + ".mat"] ) ), ...
+    "mdlAll_ind", "DX", "params", "-v7.3" )
+%% Weight matrices
+createtiles = @(f,nr,nc) tiledlayout( f, nr, nc, ...
+    'TileSpacing', 'Compact', 'Padding', 'tight');
+cleanAxis = @(x) set( x, "Box", "off", "Color", "none" );
+figWeight = figure('Color', 'w'); t = createtiles( figWeight, 2, 4 );
+mdlAll_ind_norm = [mdlAll_ind(1,:,:);
+    mdlAll_ind(2:end,:,:) ./ vecnorm( mdlAll_ind(2:end,:,:), 2, 1 )];
+mdl_mu = squeeze( mean( mdlAll_ind_norm, 2 ) );
+for cb = 1:Ns
+    ax = nexttile(t);
+    imagesc( ax, wtx/m, [], reshape( mdl_mu(2:end,cb), Nu, Nd ) )
+    cleanAxis( ax ); yticks( ax, 1:Nu ); title( ax, bp_names( cb ) );
+    colormap( traffic ); clim( 1.3*max(abs(mdl_mu(2:end,cb)))*[-1,1] )
+    cbObj = colorbar( 'Box', 'off', 'AxisLocation', 'out', ...
+        'TickDirection', 'out', 'Location', 'northoutside' );
+end
+xlabel(ax, 'Time [ms]'); axs = findobj( t, "Type", "Axes" );
+ylabel( axs(end), 'Units' )
+title( t, 'Regression weights' )
+arrayfun(@(x) set( get( x, "YAxis" ), "Visible", "off" ), ...
+    axs(setdiff( 1:Ns, [4,8] )) )
+arrayfun(@(x) set( get( x, "XAxis" ), "Visible", "off" ), axs(5:8) )
+
+saveFigure( figWeight, fullfile( eph_path, "Figures", ...
+    sprintf( "Regression weights CW%.2f-%.2fms DW%.2f-%.2f BZ%.2f", ...
+    rel_win/m, del_win/m, bin_size/m ) ), true )
+%% Reconstruction error (trial-wise)
+
+%% Total error per body part
+errFig = figure("color", "w"); t = createtiles( errFig, 1, 1 );
+ax = nexttile(t);
+gray15pc = 0.15*ones(1,3);
+boxchart(ax, rmseAll_ind./range(y) , 'Notch', 'on', ...
+    'BoxFaceColor', gray15pc, 'JitterOutliers', 'on', ...
+    'MarkerStyle', '.', 'MarkerColor', gray15pc );
+xticklabels( ax, bp_names ); cleanAxis( ax ); 
+ylabel( ax, 'Normalised error' )
+title( ax, sprintf( '%d-kfold cross-validated error', cvk ) )
+
+saveFigure( errFig, fullfile( eph_path, "Figures", ...
+    join( [sprintf( "%d-fold cv error", cvk ), analysis_key] ) ), true )
+
+%% Delay
+delay_sub = cellfun(@(x) ~isempty(x), regexp( string( {Conditions.name} ), ...
+    'Delay \d\.\d+\ss\s\+\sL' ) );
+
+time_limits = Conditions(delay_sub).Triggers(:,1)./fs + rel_win;
+Nr = size( time_limits, 1 );
+Nd = ceil( diff( del_win ) / bin_size );
+auX = zeros( Nb*Nr, Nu, Nd );
+
+cwin = arrayfun(@(x) linspace( time_limits(x,1) + (bin_size/2), ...
+    time_limits(x,2) - (bin_size/2), Nb )', (1:Nr)', fnOpts{:} );
+cwin = cat( 1, cwin{:} );
+
+bin_ax = cwin + linspace( del_win(1)+(bin_size/2), ...
+    del_win(2)-(bin_size/2), Nd );
+% tr_ID = ceil( ( 1:(Nr*Nb) )' / Nb );
+parfor r = 1:(Nr*Nb)
+    tempC = my_cat( arrayfun( @(u) interp1( bin_centres, binned_spikes(u,:), ...
+        bin_ax(r,:) ), 1:Nu, fnOpts{:} ), 1);
+    auX( r, :, :) = tempC;
+end
+
+X = reshape( auX, Nb*Nr, Nu*Nd ); clearvars auX;
+Xl = [ ones( Nb*Nr, 1), X];
+
+%{
+%% Multiple output linear regression
+cvk = 15;
+Nk = round( Nr*0.15 );
+rmse = zeros( cvk , Ns ); 
+mdl = zeros( size( X, 2 )+Ns, size( y, 2 ), cvk );
+idxs = zeros( cvk, Nk ); %[zy, y_mu, y_sig] = zscore(y, 0, 1);
+X2 = [[eye(Ns); zeros( size(X,1) - Ns, Ns )], X];
+for ii = 1:cvk
+    fprintf(1, 'K:%d\n', ii)
+    testTrials = sort( randperm( Nr, Nk ) );
+    idxs(ii,:) = testTrials;
+    trainingTrials = setdiff( 1:Nr, testTrials );
+    trainingIdx = any( tr_ID == trainingTrials, 2 );
+    testIdx = ~trainingIdx;
+
+    mdl(:,:,ii) = mvregress( gpuArray( X2(trainingIdx,:) ), ...
+        gpuArray( y(trainingIdx,:) ) );
+    y_pred = X2(testIdx,:) * mdl(:,:,ii);
+    rmse(ii,:) = sqrt( mean( ( y(testIdx,:) - y_pred ).^2 ) );
+end
+
+[~, min_error] = min(rmse,[],1);
+y_all_pred = X2 * squeeze( mean( mdl, 3 ) );
+
+y_trials = reshape( y, Nb, Nr, Ns );
+y_all_pred = reshape( y_all_pred, Nb, Nr, Ns );
+
+%% Training
+
+ho_trials = randperm( Nr, round( Nr*0.1 ) );
+testIdx = any( tr_ID == sort(ho_trials), 2 );
+cv_kf = cvpartition( tr_ID( ~testIdx ), "KFold", 15 );
+
+Xtrain = X(~testIdx, :); ytrain = y(~testIdx,1);
+
+[mdl, fitInfo] = lassoglm( X(~testIdx,:), y(~testIdx,1), 'normal', ...
+    'CV', cv_kf, 'Lambda', logspace( -5, 3, 64 ), ...
+    'Options', statset('UseParallel', true ), ...
+    'Alpha', eps );
+
+w_vec = [fitInfo.Intercept(fitInfo.IndexMinDeviance);
+    mdl(:,fitInfo.IndexMinDeviance)];
+y_pred = glmval( w_vec, X, "identity" );
+y_pred = reshape( y_pred, Nb, Nr );
+clrMap = [0.15*ones(1,3); 0.85,0.51,0.15 ];
+figure; lObj = line( 1:(Nb*numel( ho_trials )), [y(testIdx,1), y_pred(:)] );
+arrayfun(@(ii,x) set( x, 'Color', clrMap(ii,:) ), (1:numel(lObj))', lObj(:) )
+
+createtiles = @(f,nr,nc) tiledlayout( f, nr, nc, ...
+    'TileSpacing', 'Compact', 'Padding', 'tight');
+cleanAxis = @(x) set( x, "Box", "off", "Color", "none" );
+
+fig = figure( 'Color', 'w' ); t = createtiles( fig, 10, 2);
+nexttile([8, 1]);
+imagesc( ttx, [], y_1' - 90); colormap(inferno)
+xline(0, 'LineStyle', '--', 'Color', 0.85*ones(1,3) )
+nexttile([8, 1]);
+imagesc( ttx, [], y_pred' - 90); colormap(inferno)
+set( get( gca, 'YAxis' ), 'Visible', 'off' )
+nexttile(t);
+line( ttx, mean( y_1, 2 ) - 90, 'Color', 0.15*ones(1,3), 'LineWidth', 1.5 )
+nexttile(t);
+line( ttx, mean( y_pred, 2 ) - 90, 'Color', [0.85, 0.51, 0.15] , 'LineWidth', 1.5 )
+axs = get( t, "Children" );
+linkaxes( axs, 'x')
+xlim(ttx([1,end]))
+arrayfun(@(x) set( get( x, "XAxis" ), "Visible", "off" ), axs(3:4) )
+arrayfun(@(x) xticklabels( x, xticks(x) / m ), axs(1:2) )
+
+rmse = mean( ( y_1 - y_pred ).^2, 1 );
+
+
+wtx = (del_win(1) + bin_size/2):bin_size:(del_win(2) - bin_size/2);
+ttx = (rel_win(1) + bin_size/2):bin_size:(rel_win(2) - bin_size/2);
+
+figure; imagesc( wtx, [], reshape( w_vec(2:end), Nd, Nu )' )
+
+%% Design matrix for the whole experiment
+Nb = ceil( diff( bin_edges([1,end]) )/ bin_size );
+auX = zeros( Nb, Nu, Nd );
+parfor b = 1:Nb
+    cwin = bin_centres(b) + del_win;
+    bin_ax = linspace( cwin(1), cwin(2), Nd );
+    tempC = arrayfun(@(u) interp1( bin_centres, binned_spikes(u,:), ...
+        bin_ax ), 1:Nu, fnOpts{:} );
+    tempC = cat( 1, tempC{:} );
+    tempC( isnan(tempC) ) = 0;
+    auX( b, :, :) = tempC;
+end
+X = reshape( auX, [], Nu*Nd );
+X2 = [ ones( Nb*Nr, 1), X];
+Xa = X2;
+%}
diff --git a/Emilio/ephysVSai.m b/Emilio/ephysVSai.m
new file mode 100644
index 0000000..71f34fa
--- /dev/null
+++ b/Emilio/ephysVSai.m
@@ -0,0 +1,284 @@
+fnOpts = {'UniformOutput', false};
+expandName = @(x) fullfile(x.folder, x.name);
+animalPattern = '[a-zA-Z]+\d{1,}';
+rsOpts = {animalPattern, 'SearchType', 'expression'};
+ctOpts = {'IgnoreCase', true};
+lsOpts = {'L\d+.\d+', 'match'};
+ephFF = 'Ephys VW(-?\d+\.\d+)-(\d+\.\d+) RW20.00-200.00 SW(-?\d+\.\d+)-(-?\d+\.\d+)';
+cond_exp = {'^Delay\s\d[.]\d{3}\s\w\s[+]\sL[0-9.]', ... iRNs
+    '^Delay\s\d[.]\d{3}\s\w'}; % Continuous
+cond_sel = 2;
+tblOpts = {'VariableNames', {'Conditions', 'MI'}};
+my_zscore = @(x, m, s) ( x - m ) ./ ( s .* (s~=0) + 1 .* (s==0) );
+owfFlag = false;
+m = 1e-3; k = 1e3;
+
+cellcat = @(x,d) cat( d, x{:} );
+tocol = @(x) x(:);
+getMI = @(x,d) diff(x, 1, d) ./ ...
+    sum(x, d).*(sum(x,d)>0) + (1.*(sum(x,d)==0 | sum(x,d)< 1e-12));
+% total_var_dist = @(dmat) integral( @(x) abs( pdf( dmat(1), x ) - pdf( dmat(2), x ) ), -5, 5 );
+
+% exclude_names = {'GADi13', 'GADi15', 'GADi53'};
+exclude_names = { };
+vWin = [-300, 400]*m;
+% iRN_mice = dir( "Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch*\MC\GADi*" );
+iRN_mice = dir( "Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch*\eOPN3\*" );
+iRN_mice = iRN_mice( ~cellfun('isempty', regexp({iRN_mice.name}, '^\w{2}\d{2}' ) ) );
+animalFolders = arrayfun(@(f) string( expandName( f ) ), iRN_mice(:));
+exclude_flags = contains( animalFolders, exclude_names );
+animalFolders = animalFolders( ~exclude_flags );
+%%
+% asPaths = arrayfun(@(a) dir( fullfile( a, '*F*', 'ephys*', 'cluster_info.tsv' ) ), ...
+%     animalFolders, fnOpts{:} );
+asPaths = arrayfun(@(a) dir( fullfile( a, '*', 'ephys*', 'cluster_info.tsv' ) ), ...
+    animalFolders, fnOpts{:} );
+bad_flag = cellfun(@(x) contains( {x.folder}, 'bad' ), asPaths, fnOpts{:} );
+notF_flag = cellfun(@(x) contains( {x.folder}, 'f' ), asPaths, fnOpts{:} );
+asPaths = cellfun(@(a,f,w) a(~f&~w), asPaths, bad_flag, notF_flag, fnOpts{:} );
+empty_flag = cellfun('isempty', asPaths );
+asPaths = asPaths(~empty_flag); animalFolders = animalFolders(~empty_flag);
+clInfo = cellfun(@(a) arrayfun(@(s) getClusterInfo( expandName( s ) ), ...
+    a, fnOpts{:} ), asPaths, fnOpts{:} );
+
+%%
+Nu = cellfun(@(x) cellfun(@(y) sum( y.ActiveUnit ), x ), clInfo, fnOpts{:} );
+low_unit_flag = cellfun(@(x) x < 10, Nu, fnOpts{:} );
+low_unit_animal = cellfun(@(x) all(x < 10), Nu );
+asPaths = cellfun(@(a,f) a(~f), asPaths, low_unit_flag , fnOpts{:} );
+animalFolders = animalFolders( ~low_unit_animal );
+clInfo =  cellfun(@(a,f) a(~f), clInfo, low_unit_flag , fnOpts{:} );
+Nm = numel( clInfo );
+Nu =  cellfun(@(a,f) a(~f), Nu, low_unit_flag , fnOpts{:} );
+% clInfo = arrayfun(@(x) getClusterInfo( expandName( ...
+%     dir( fullfile( x, '*F*', 'ephys*', 'cluster_info.tsv' ) ) ) ), animalFolders, ...
+%     fnOpts{:});
+%% Pooling ephys and behaviour
+% Initialising
+Nspm = cellfun("size", clInfo, 1 ); % Number of sessions per mouse
+Nexp = sum( Nspm );
+Nu_all = cat( 1, Nu{:} );
+Nuinit = cumsum( [1; Nu_all(1:end-1) ] );
+Nuend = cumsum( Nu_all );
+PSTHall_mu = zeros( 700, sum( Nu_all ), 2 );
+brAll = [];
+PSTHall = cell( Nexp, 2 );
+uSig = cell( Nexp, 1 ); uID = uSig;
+uMod = uSig;
+uMI = uSig; ce = 1;
+%%
+rstVars2load = {'relativeSpkTmsStruct', 'configStructure'};
+afVars2load = {'Conditions', 'fs'};
+for ca = 1:Nm
+    for cs = 1:Nspm(ca)
+        data_dir = string( getParentDir( asPaths{ca}(cs).folder, 1 ) );
+        % condStruct = load( expandName( dir( fullfile( data_dir, "*\*analysis.mat" ) ) ), afVars2load{:} );
+        rstPath = dir( fullfile( data_dir, "*", "*RW20.00-200.00*(unfiltered) RelSpkTms.mat" ) );
+        brPath = dir( fullfile( data_dir, "*","BehaviourResult*.mat" ) );
+        mfPath = dir( fullfile( data_dir, "ephys*", "Results", "Res VW* RW20.00-200.00 ms SW*PuffAll.mat") );
+        brVars2load = 'behRes';
+        if isempty( brPath )
+            brPath = dir( fullfile( data_dir, "*\Simple summary.mat" ) );
+            brVars2load = 'summStruct';
+        end
+        brStruct = load( expandName( brPath ), brVars2load );
+        behRes = brStruct.(brVars2load);
+        ctrlSub = ismember( string( {behRes.ConditionName} ), 'Control Puff' );
+        % cf_flags = regexp( string( {behRes.ConditionName} ), {'Control Puff', ...
+        %     'Delay\s\d[.]\d{3}\s\w\s[+]\sL[0-9.]'} );
+        % cf_flags = contains( string( {behRes.ConditionName} ), 'Control Puff');
+        cf_flags = regexp( string( {behRes.ConditionName} ), ...
+             cond_exp{cond_sel} );
+        cf_flags = ctrlSub | ~cellfun( 'isempty', cf_flags );
+
+        brAll = cat( 1, brAll, behRes(cf_flags) );
+        if ~isempty(rstPath) || isscalar( rstPath )
+            rstCont = load( expandName( rstPath ), rstVars2load{:} );
+        else
+            fprintf(1, 'Either empty or more than 1 file found!\n');
+            disp( {rstPath.name} )
+            continue
+        end
+        mftype = 1;
+        mfVars2load = {'Results', 'gclID', 'Counts', 'configStructure'};
+        if isempty( mfPath )
+            fprintf( 1, 'Res file not found!\n')
+            mfPath = dir( fullfile( data_dir, "ephys*", "Results", "Map*.mat") );
+            mfVars2load = {'keyCell', 'resMap'};
+            if isempty( mfPath )
+                fprintf( 1, 'Unable to load unit response information!\n')
+                disp( mfPath )
+                continue
+            end
+            mftype = 2;
+        end
+        mfStruct = load( expandName( mfPath ), mfVars2load{:} );
+        if mftype == 1
+            Results = mfStruct.Results;
+            % Taking only control and laser frequency
+            cnfStruct = mfStruct.configStructure;
+            Nccond = numel( cnfStruct.ConsideredConditions );
+            valid_cond_subs = 1:Nccond;
+            ctrlSub = ismember( cnfStruct.ConsideredConditions, 'Control Puff' );
+            cf_flags = regexp( cnfStruct.ConsideredConditions, ...
+                cond_exp{cond_sel} );
+            cf_flags = ctrlSub | ~cellfun( 'isempty', cf_flags );
+            valid_cond_subs = valid_cond_subs( cf_flags );
+            cmbSubs = cellcat(arrayfun(@(x) sscanf( x.Combination, '%d %d'), ...
+                Results , fnOpts{:} ), 2 );
+            configFlag = cmbSubs(1,:) == cmbSubs(2,:) & ...
+                any(cmbSubs(1,:) == valid_cond_subs(:), 1);
+            cond_ordr = cmbSubs( 1, configFlag );
+            gclID = mfStruct.gclID;
+
+            Counts = mfStruct.Counts;
+            Counts = arrayfun(@(c) squeeze( mean( cellcat( Counts(c,:), 3 ), 2 ) ), ...
+                valid_cond_subs, fnOpts{:} );
+            % configFlag = cellfun(@(x) ~isempty(x), regexp( {Results.Combination}, ...
+            %     '1\s1\ssignrank', 'ignorecase' ) );
+            sig_aux = arrayfun(@(x) x.Activity(1).Pvalues, Results(configFlag), fnOpts{:} );
+            mod_aux = arrayfun(@(x) x.Activity(1).Direction, Results(configFlag), fnOpts{:} );
+            mi_aux = cellfun(@(x) getMI( x, 2 ), Counts, fnOpts{:} );
+            uSig{ce} = cellcat( sig_aux(cond_ordr), 2);
+            uMod{ce} = cellcat( mod_aux(cond_ordr), 2);
+            uMI{ce} = cellcat( mod_aux(cond_ordr), 2 );
+            uID{ce} = gclID;
+        else
+            resMap = mfStruct.resMap; keyCell = mfStruct.keyCell;
+            configFlag = contains( keyCell(:,1), 'RW20.00-200.00' ) & ...
+                contains( keyCell(:,4), 'Control Puff' );
+            if sum( configFlag ) ~= 1
+                fprintf( 1, 'Cannot process this keycell... \n')
+                disp( keyCell )
+            end
+            uSig{ce} = resMap( keyCell{configFlag,:} );
+            uMod{ce} = zeros( Nu(ca), 1 ); uMI{ca} = uMod{ca};
+            uID{ce} = clInfo{ca}{clInfo{ca}.ActiveUnit==1, "cluster_id" };
+        end
+        rstStruct = rstCont.relativeSpkTmsStruct;
+        confStruct = rstCont.configStructure;
+        % Conditions = condStruct.Conditions;
+        % fs = condStruct.fs;
+        if any( confStruct.Viewing_window_s ~= vWin )
+            confStruct.Viewing_window_s = vWin;
+        end
+        [PSTH, trial_tx, Na] = getPSTH_perU_perT( ...
+            rstStruct(valid_cond_subs), confStruct );
+        a = Nuinit(ce); b = Nuend(ce);
+        idx = a:b;
+        PSTHall_mu(:,idx,:) = cellcat( cellfun(@(x) squeeze( mean( x, 1 ) ), ...
+            PSTH, fnOpts{:} ), 3 );
+        PSTHall(ce,:) = PSTH;
+        ce = ce + 1;
+    end
+end
+clearvars PSTH brStruct ctrlSub rstStruct confStruct brPath brVars2load ...
+    rstCont a b idx;
+ai_pt = arrayfun(@(s) getAIperTrial( s ), brAll, fnOpts{:} );
+
+%% Sliding window analysis for behaviour correlation
+% Idea is to slide a time window per unit per trial for getting an R²
+slid_win_length = 20*m; time_slide = 5*m;
+time_init = -50*m; time_stop = 400*m;
+Nrs = (time_stop - time_init - slid_win_length) / time_slide;
+r_squared = cell( Nexp, 1 );
+Nt = cellfun( "size", PSTHall, 1 );
+parfor cexp = 1:Nexp
+    r_squared{cexp} =  zeros( Nu_all(cexp), Nrs, 2 );
+    for cu = 1:Nu_all(cexp)
+        aux_rs = zeros(1, Nrs, 2 );
+        for ct = 1:2
+            cw = time_init + [0, slid_win_length];
+            ci = 1;
+            aux_trial = cellcat( arrayfun(@(t) conv( PSTHall{cexp,ct}(t, :, cu ), ...
+                gausswin( 5 ), "same" ), 1:Nt(cexp,ct), 'UniformOutput', false ), 1 );
+            while cw(2) <= time_stop
+                act_mu = mean( aux_trial(:, my_xor( trial_tx < cw ) ) , 2 );
+                if ( sum( act_mu == 0 ) / numel(act_mu ) ) < 0.4
+                    aux_mdl = fitlm( zscore( act_mu )', zscore( ai_pt{cexp,ct} )', 'poly1' );
+                    aux_rs(1,ci,ct) = aux_mdl.Rsquared.Ordinary;
+                end
+                cw = cw + time_slide; ci = ci + 1;
+            end
+        end
+        r_squared{cexp}(cu,:,:) = aux_rs;
+    end
+end
+% r_squared_cat = cat( 1, r_squared{:} );
+%% Time resolved boxplots for all experiments
+td = 30;
+slid_win_length = td*m; time_slide = td*m;
+time_init = -160*m; time_stop = 400*m;
+Nrs = floor( (time_stop - time_init - slid_win_length) / time_slide );
+r_squared_pexp = zeros( Nexp, Nrs, 2 );
+parfor cexp = 1:Nexp
+    for ct = 1:2
+        cw = time_init + [0, slid_win_length];
+        for ci = 1:Nrs
+            act_mu = mean( PSTHall{cexp,ct}(:, my_xor( trial_tx < cw ),: ) , [2,3] );
+            aux_mdl = fitlm( zscore( act_mu )', zscore( ai_pt{cexp,ct} )', 'poly1' );
+            r_squared_pexp(cexp,ci,ct) = aux_mdl.Rsquared.Ordinary;
+            cw = cw + time_slide;
+        end
+    end
+end
+aux_mdl = fit_poly( [1,Nrs], [time_init, time_init + Nrs*slid_win_length] ...
+    + (slid_win_length/2)*[1,-1], 1 );
+b_tx = ( ( 1:Nrs )'.^[1,0] ) * aux_mdl;
+% r_squared_cat = cat( 1, r_squared_pexp{:} );
+%% 
+bxOpts = {'JitterOutliers', 'on', 'MarkerStyle', '.', 'MarkerColor', 'k',...
+    'BoxFaceColor', 'k', 'BoxWidth', k*(time_slide)/2, ...
+    'Notch', 'off' };
+ttl = ["Laser OFF", "Laser ON"];
+f = figure('Color', 'w'); t = createtiles(f, 2, 2); 
+ax = gobjects( 3, 1 );
+for ct = 1:2
+    ax(ct) = nexttile( t );
+    boxchart(ax(ct), tocol( ones(Nexp,1)*b_tx' * k ), ...
+        tocol(r_squared_pexp(:,:,ct)), bxOpts{:} )
+    hold( ax(ct), 'on');
+    line(ax(ct), k*b_tx, median( r_squared_pexp(:,:,ct), 1 ), 'Color', 'k', ...
+        'LineWidth', 2 )
+    xline( ax(ct), [0,50,200], 'r--')
+    xlabel( ax(ct), 'Time [ms]' )
+    xlim( ax(ct), k*(b_tx([1,end]) + [-1;1]*slid_win_length/2) )
+    if ct ~=2
+        ylabel( ax(ct), 'R² per window' )
+    else
+        set( get( ax(ct), 'YAxis'), 'Visible', 'off' )
+    end
+    cleanAxis( ax(ct) );
+    title( ax(ct), ttl(ct) )
+    
+end
+ct = ct + 1;
+title( t, sprintf('Time-resolved_{%d ms} R² population (per experiment, eOPN3)', td ) )
+ax(ct) = nexttile( t, [1,2] );
+lObjs = line( ax(ct), b_tx*k, squeeze( median( r_squared_pexp, 1 ) ) );
+legend( lObjs, ttl, 'Color', 'none', 'Box', 'off', 'Location', 'best');
+xlabel( ax(ct), 'Time [ms]' )
+ylabel( ax(ct), 'R²' )
+ytickangle( ax, 90 )
+set( ax, 'TickDir', 'out' )
+linkaxes(ax, 'x'); linkaxes( ax(1:2), 'y' )
+
+%%
+% Comparing conditions agains each other 
+p_cond_per_window = arrayfun(@(x) signrank( ...
+    squeeze( r_squared_pexp(:,x,1) ), ...
+    squeeze( r_squared_pexp(:,x,2) ) ), ...
+    1:Nrs );
+p_th = [0.05; 0.01; 0.001];
+astk = sum( p_cond_per_window < p_th );
+text( ax(ct), b_tx*k, max( median( r_squared_pexp ), [], 3 ) * 1.15, ...
+    cellfun(@(x) join(x), arrayfun(@(x) repmat( "\ast", 1, x ), astk, fnOpts{:} ) ), ...
+    "HorizontalAlignment", "center", "VerticalAlignment", "middle", "FontSize", 17 )
+%%  Statistics on the time-resolved R²
+tbl2 = cell(2, 1 );
+for ct = 1:2
+    [p, tbl, stats] = kruskalwallis( squeeze(r_squared_pexp(:,:,ct) ), ...
+        string( b_tx(:) * k ) );
+    figure; tbl2{ct} = multcompare( stats );
+    sum( tbl2{ct}(:,end) < 0.05 )
+end
diff --git a/Emilio/evolutionPlots.m b/Emilio/evolutionPlots.m
new file mode 100644
index 0000000..4586f28
--- /dev/null
+++ b/Emilio/evolutionPlots.m
@@ -0,0 +1,14 @@
+stableFlag = getMatrixStabilityMeasure(Counts{1,2},'slopeRange', 4e-3);
+popResponse = getModulatedPopulationMeanResponse(Counts,...
+    [wruIdx, signMod & stableFlag, potFlag]);
+evolutionFigures = plotResponseEvolution(popResponse,...
+    'windowDuration', diff(responseWindow),...
+    'triggerTimes', trigTms,...
+    'trialBin', 15, 'inMinutes', true,'error','SEM');
+
+%% save (or overwrite) figures
+modulationLabel = ["potentiated"; "depressed"];
+arrayfun(@(x,y) saveFigure(x, fullfile(figureDir,...
+    sprintf('Response evolution for %s stable clusters %s(%s)',...
+    y, sprintf('%d ',chExp), structString)), 1),...
+    evolutionFigures, modulationLabel)
diff --git a/Emilio/findFittingPoints.m b/Emilio/findFittingPoints.m
new file mode 100644
index 0000000..ac4af80
--- /dev/null
+++ b/Emilio/findFittingPoints.m
@@ -0,0 +1,313 @@
+%%
+Nat = size(atTimes{1},1); Nit = size(itTimes{1}(:,1),1);
+err = Inf; r2 = 0;
+errTh = -3;
+atDelta = diff(atTimes{1}(:,1)); itDelta = diff(itTimes{1}(:,1));
+ddm = distmatrix(itDelta, atDelta);
+%figure;
+cit = 1;
+% Arduino times always come before the intan.
+dm = atTimes{1} - itTimes{1}(:,1)'; preArd = dm < 0;
+[~, mnSubs] = sort(dm(:), "ascend", "ComparisonMethod", "abs");
+mnSubs(~preArd(mnSubs)) = []; [aSubs, iSubs] = ind2sub(size(dm),  mnSubs);
+mxSub = min(Nit, Nat);
+cp = 1;
+figure; stem(itTimes{1}(:,1), ones(size(itTimes{1},1),1));
+hold on; stem(atTimes{1}, -ones(size(atTimes{1},1),1));
+while err > errTh || r2 < 0.99
+    while length(unique(iSubs(cp:mxSub-1+cp))) < mxSub ||...
+            length(unique(aSubs(cp:mxSub-1+cp))) < mxSub
+        cp = cp + 1;
+    end
+    xSubs = sort(iSubs(cp:mxSub-1+cp));
+    x = itTimes{1}(xSubs,1);
+    ySubs = sort(aSubs(cp:mxSub-1+cp));
+    y = atTimes{1}(ySubs);
+    [mdl, yhat, r2] = fit_poly(x, y, 1);
+    err = log(norm(y - yhat, 1));
+    cp = cp + 1;
+end
+%%
+figure; stem(itTimes{cc}(:,1), ones(size(itTimes{cc},1),1));
+hold on; stem(atTimes{ca}, -ones(size(atTimes{ca},1),1));
+%%
+figure; imagesc(log(abs(dm{cc}+1)))
+%%
+[bC, bE] = prepareLogBinEdges(abs(dm{cc}(preArd)), 32);
+bH = histcounts(log10(abs(dm{cc}(preArd))), bE);
+bH = bH./(diff(10.^bE) * sum(bH));
+[~, delSubs] = sort(bH, "descend");
+
+figure; semilogx(10.^bC, bH)
+
+% Arduino times that are before the intan
+posPairs = arrayfun(@(x) find(preArd(:,x), 1, "last"), 1:Nit);
+
+%%
+while err > errTh
+    % DEFINE: randSubs
+    if Nat > Nit
+        % Choose random sets of points fitting with intan cardinality
+        
+        x = itTimes{1}(:,1);
+        y = atTimes{1}(randSubs);
+    elseif Nat < Nit
+        % Choose random sets of points fitting with arduino cardinality
+        x = itTimes{1}(setdiff(1:Nit, randperm(Nit, Nit - Nat)),1);
+        y = atTimes{1};
+    else
+        % Compute y = mx + b
+        x = itTimes{1}(:,1); y = atTimes{1};
+    end
+    [mdl, yhat, r2] = fit_poly(x, y, 1);
+    hold on; scatter(x, y, ".", "MarkerFaceAlpha", 0.3)
+    plot([min(x);max(x)], [min(x), 1; max(x), 1]*mdl,...
+        "DisplayName", num2str(r2))
+    errVec = abs(y - yhat); err = log(norm(y - yhat, 1));
+end
+
+%%
+[Nta, Nti] = cellfun(@size, dm); cc = 1; ca = 3 - cc;
+preArd = dm{cc} < 0; [~, mnSubs] = sort(dm{cc}(:), "ascend",...
+    "ComparisonMethod", "abs");
+mnSubs(~preArd(mnSubs)) = [];
+[aSubs, iSubs] = ind2sub(size(dm{cc}), mnSubs);
+mxSub = min(Nti(cc),Nta(cc)); naiveSubs = 1:mxSub;
+pairFlags = abs(iSubs - aSubs) < abs(Nta(cc) - Nti(cc)) + 1;
+dstPrs = dm{cc}(mnSubs(pairFlags)); medDst = median(dstPrs);
+unqePrs = unique([...
+    iSubs(pairFlags), aSubs(pairFlags), dstPrs], "row");
+allFlag = unqePrs(:,1:2) == reshape(naiveSubs, 1,1,[]);
+IoA = all(any(allFlag,3))'; snglPairs = zeros(mxSub, 2);
+if all(IoA)
+    [~, IoASub] = min([Nti(cc),Nta(cc)]); IoA = false(2,1);
+    IoA(IoASub) = true;
+end
+auxCnt = 1;
+% Logical reduction of possibilities
+while auxCnt <= mxSub && ~isempty(unqePrs)
+    allFlag = unqePrs(:,1:2) == reshape(naiveSubs, 1,1,[]);
+    appCount = squeeze(sum(allFlag, 1));
+    appCount(appCount == 0) = NaN;
+    % Lower cardinality trigger times with only one pairing possibility
+    mstUseFlag = any(appCount == IoA);
+    if all(~mstUseFlag)
+        unlikelyFlag = isnan(appCount(IoA,:));
+        unpairFlag = any(unqePrs(:,IoA) == naiveSubs(unlikelyFlag),2);
+        if all(~unpairFlag)
+            unlikelyFlag = unqePrs(:,3) < medDst*1.1;
+            if all(~unlikelyFlag)
+                fprintf(1, "Taking the pair(s) that is(are) closest to")
+                fprintf(1, " the linear fit\n")
+                xSubs = snglPairs(snglPairs(:,1) ~= 0,1);
+                ySubs = snglPairs(snglPairs(:,2) ~= 0,2);
+                x = itTimes{cc}(xSubs,1);
+                y = atTimes{ca}(ySubs);
+                [n, d] = getHesseLineForm(fit_poly(x, y, 1));
+                M = [itTimes{cc}(unqePrs(:,1),1), atTimes{ca}(unqePrs(:,2))];
+                yErr = log(abs(M*n - d));
+                bigErrFlag = yErr > 0;
+                unqePrs(bigErrFlag,:) = [];
+            else
+                fprintf(1, "Removing pairs with a 'big'")
+                fprintf(1, " distance. (%.2f)\n", medDst*1.1)
+                unqePrs(unlikelyFlag,:) = [];
+            end
+        else
+            unqePrs(unpairFlag,:) = [];
+        end
+        continue
+    end
+    % Pairs that *must* be in the pair selection
+    unPrFlag = any(unqePrs(:,IoA) == naiveSubs(mstUseFlag),2);
+    Nup = sum(unPrFlag);
+    snglPairs(auxCnt:auxCnt-1+Nup,:) = unqePrs(unPrFlag,1:2);
+    auxCnt = auxCnt+Nup;
+    unavFlags = arrayfun(@(x) any(unqePrs(:,x) == snglPairs(:,x)',2), 1:2,...
+        "UniformOutput", false); unavFlags = [unavFlags{:}];
+    unqePrs(any(unavFlags,2),:) = [];
+end
+%%
+foldersInBatch = dir("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch2\*\*\*");
+fileFlags = [foldersInBatch.isdir]';
+pointFlag = arrayfun(@(x) any(strcmpi(x.name, {'.','..'})), foldersInBatch);
+und_Flag = arrayfun(@(x) contains(x.name, "_"), foldersInBatch);
+foldersInBatch(pointFlag | ~fileFlags | ~und_Flag) = [];
+%% 
+for cf = foldersInBatch'
+    dataDir = fullfile(cf.folder, cf.name);
+    fprintf(1, "Processing folder %s\n", dataDir)
+    readAndCorrectArdTrigs(dataDir);
+end
+%%
+pmFlags = arrayfun(@(x) ismember(Conditions(pFlag).Triggers(:,1),...
+    Conditions(x).Triggers(:,1)), mixSubs, fnOpts{:}); pmFlags = [pmFlags{:}];
+
+
+lmFlags = arrayfun(@(x) ismember(Conditions(lFlag).Triggers(:,1),...
+    Conditions(x).Triggers(:,1)), mixSubs, fnOpts{:}); lmFlags = [lmFlags{:}];
+for ctf = 1:Nat
+    atName = fullfile(atFiles(ctf).folder, atFiles(ctf).name);
+    % Loading only arduino triggers (atTimes and atNames)
+    auxVars = load(atName, "at*");
+    if isempty(auxVars)
+        fprintf(1, "Warning! Unable to load necessary variables")
+        fprintf(1, " from the condition file:\n%s\n", atFiles(ctf).name)
+        return
+    end
+    fieldnames(auxVars);
+end
+%%
+
+figure; subplot(2,3,1); imagesc(psthTx, [], wPSTH(find(anyH)+1,:)./max(wPSTH(find(anyH)+1,:),[],2));
+title("Whisker deflection"); yticks(1:sum(anyH));yticklabels(gclID(anyH))
+subplot(2,3,2); imagesc(psthTx, [], PSTH(anyH,:,1)./max(PSTH(anyH,:,1),[],2));
+title("L5-BC"); set(get(gca, "YAxis"), "Visible", "off")
+subplot(2,3,3); imagesc(psthTx, [], PSTH(anyH,:,2)./max(PSTH(anyH,:,2),[],2));
+title("L5-MC"); set(get(gca, "YAxis"), "Visible", "off")
+% Non-normalized
+subplot(2,3,4); imagesc(psthTx, [], wPSTH(find(anyH)+1,:));
+title("Whisker deflection"); yticks(1:sum(anyH));yticklabels(gclID(anyH))
+subplot(2,3,5); imagesc(psthTx, [], PSTH(anyH,:,1));
+title("L5-BC"); set(get(gca, "YAxis"), "Visible", "off")
+subplot(2,3,6); imagesc(psthTx, [], PSTH(anyH,:,2));
+title("L5-MC"); set(get(gca, "YAxis"), "Visible", "off")
+
+%% 
+for cif = 1:size(imFiles,1)
+    ifName = fullfile(imFiles(cif).folder, imFiles(cif).name);
+    [~, bName] = fileparts(ifName);
+    im = imread(ifName, "jpg");
+    imInv = 255 - im;
+    imwrite(imInv, fullfile(imFiles(cif).folder, string(bName) + "_Inv.jpg"))
+end
+%% Pooled anaesthetised experiments
+dataDir = 'Z:\Emilio\SuperiorColliculusExperiments\Anaesthetised';
+load(fullfile(dataDir, 'Opto-responses.mat'))
+fnOpts = {"UniformOutput", false}; H = logical(H);
+gclID = clInfo(clInfo.ActiveUnit == 1, :).Properties.RowNames;
+respWin = [3, 35]*1e-3;
+condNames = arrayfun(@(x) string(x.name), relativeSpkTmsStruct);
+concatCellRows = @(cmat) arrayfun(@(x) cat(2, cmat{x,:}),...
+    (1:size(cmat,1))', fnOpts{:});
+getSpikeCellMat = @(spkStruct) arrayfun(@(x) x.SpikeTimes,...
+    spkStruct, fnOpts{:});
+sqzSpks = cellfun(concatCellRows, getSpikeCellMat(relativeSpkTmsStruct),...
+    fnOpts{:});
+respSpks = cellfun(@(x) cellfun(@(y) y(y>=respWin(1)&y<=respWin(2)),...
+    x, fnOpts{:}), sqzSpks, fnOpts{:});
+stDv = cellfun(@(x) cellfun(@(y) std(y), x), respSpks, fnOpts{:});
+stDv = cat(2, stDv{:});
+[PSTH, bnEdgs] = cellfun(@(x) cellfun(@(y) histcounts(y,...
+    "BinLimits", respWin, "BinWidth", 5e-4), x, fnOpts{:}),...
+    respSpks, fnOpts{:}); bnEdgs = bnEdgs{1}{1}; 
+bnCnts = (bnEdgs(1:end-1)+bnEdgs(2:end))/2;
+PSTH = cellfun(@(x) cat(1, x{:}), PSTH, fnOpts{:});
+for ccond = 1:size(condNames, 2)
+    fig = figure; axs(1) = subplot(1,2,1); 
+    imagesc(bnCnts*1e3, [], PSTH{ccond}(H(:,ccond),:))
+    yticks(1:sum(H(:,ccond))); title(condNames(ccond))
+    yticklabels(cellfun(@(x) strrep(x, '_','\_'), gclID(H(:,ccond)),...
+        fnOpts{:})); xlabel("Time [ms]"); axs(2) = subplot(1,2,2); 
+    barh(stDv(H(:,ccond),ccond), "EdgeColor", "none"); xlabel("Time [ms]");
+    set(get(axs(2), "YAxis"), "Direction", "reverse", "Visible", "off")
+    xticklabels(xticks*1e3); title("\sigma in ms")
+    arrayfun(@(x) set(x, "Box", "off", "Color", "none"), axs)
+    linkaxes(axs,'y')
+    saveFigure(fig, fullfile(dataDir,"PopFigures",condNames(ccond)),1,1);
+end
+%%
+dataDir = 'Z:\Emilio\SuperiorColliculusExperiments\Anaesthetised';
+repU = @(x) strrep(x,'_','.');
+spkTh = 0.8;
+Npsth_t = size(PSTH,2);
+m_ph = fit_poly([1, Npsth_t], timeLapse, 1);
+psthTx = (1:Npsth_t)*m_ph(1) + m_ph(2);
+respFlag = psthTx' > responseWindow;
+respFlag = xor(respFlag(:,1), respFlag(:,2));
+% 0.8 spikes per trial as a threshold for accepting significance.
+enghSpkFlag = squeeze(sum(PSTH(:, respFlag, :), 2) ./...
+    reshape(NaStack,1,1,[])) > spkTh;
+cmoment = 1;
+signPrCnt = (1-alph)*100;
+%% Figures
+for ccond = 1:Nccond
+    figure; imagesc(timeLapse, [], PSTH(:,:,ccond)./...
+        max(PSTH(:,:,ccond),[],2))
+    yticks(1:size(PSTH,1));yticklabels(repU(gclID))
+    title(sprintf("All clusters (%s)", consCondNames{ccond}));
+    figure; imagesc(timeLapse, [],...
+        PSTH(wruIdx,:,ccond)./max(PSTH(wruIdx,:,ccond),[],2))
+    yticks(1:sum(wruIdx)); yticklabels(repU(gclID(wruIdx)))
+    title("Clusters with different evoked median")
+    momentStr = ["\mu", "Median"];
+    for signLvl = 1:size(alph,2)
+        signFlag = signMat{ccond}(:,cmoment,signLvl) & wruIdx &...
+            enghSpkFlag(:,ccond);
+        sgnFig = figure; axs(1) = subplot(10,1,1:8);
+        imagesc(timeLapse, [], zscore(PSTH(signFlag,:, ccond),1,2));
+        set(axs(1), "Box", "off", "Color", "none")
+        set(get(axs(1), "XAxis"), "Visible", "off")
+        yticks(1:sum(signFlag));
+        yticklabels(repU(gclID(signFlag)));
+        title(sprintf("Z-score significance %.3f%% %s (%s)",...
+            signPrCnt(signLvl), consCondNames{ccond}, momentStr(cmoment)))
+        axs(2) = subplot(10,1,9:10); plot(psthTx,...
+            mean(zscore(PSTH(signFlag,:,ccond),1,2)))
+        linkaxes(axs, "x"); xlim(timeLapse);
+        set(axs(2), "Box", "off", "Color", "none")
+        xlabel(axs(2), "Time [s]"); ylabel(axs(2), "Z-score")
+        ylabel(axs(1), "Clusters");
+        saveFigure(sgnFig, fullfile(dataDir, "PopFigures",...
+            sprintf("%s SPKTH%.2f SIGNLVL%.2f%%",consCondNames{ccond},...
+            spkTh, signPrCnt(signLvl))), 1)
+    end
+end
+%% Convergence proportions
+rclIdx = arrayfun(@(x) arrayfun(@(y) wruIdx & enghSpkFlag(:,x) &...
+    signMat{x}(:,1,y), 1:size(alph,2), fnOpts{:}), 1:Nccond, fnOpts{:});
+rclIdx = cellfun(@(x) cat(2,x{:}), rclIdx, fnOpts{:});
+rclIdx = cat(3, rclIdx{:});
+%% 
+cvgPropFig = figure; bar(flip(squeeze(sum(rclIdx).\...
+    sum(all(rclIdx,3))),2), "EdgeColor", "none")
+lgnd = legend({'BC','MC'}); 
+set(lgnd, "Box", "off", "Color", "none", "Location", "best")
+ylim([0,1])
+set(gca, "Box", "off", "Color", "none")
+xticklabels(signPrCnt)
+ylabel("Convergence proportion")
+xlabel("Significance percentage [%]")
+title("Convergence proportion per \alpha")
+saveFigure(cvgPropFig, fullfile(dataDir, "PopFigures/",...
+    "Relative convergence proportion per significance"), 1)
+%% Convergence info
+% Raw numbers
+sum(rclIdx);
+sum(rclIdx).\sum(all(rclIdx,3));
+% Motor unique
+gclID(xor(rclIdx(:,1,1), all(rclIdx(:,1,:),3)))
+% BC unique
+gclID(xor(rclIdx(:,1,2), all(rclIdx(:,1,:),3)))
+% Convergent
+gclID(all(rclIdx(:,1,:),3))
+%% Response type
+[mSubs, coeffs, Npc, Nv] = responseType(PSTH(rclIdx(:,1),:), timeLapse, 'Plot', true);
+for cpc = unique(mSubs)'
+    mIdx = mSubs == cpc;
+    figure; imagesc(timeLapse, [], PSTH(mIdx,:));
+    yticks(1:sum(mIdx));
+    yticklabels(repU(gclID(mIdx)));
+    title(sprintf("PC %d", cpc))
+end
+    
+%%
+Nbin = 64;
+ncl = size(relativeSpkTmsStruct(1).SpikeTimes,1);
+
+logPSTH = getLogTimePSTH(relativeSpkTmsStruct, true(ncl,1),...
+    'tmWin', responseWindow, 'Offset', 2.5e-3, 'Nbin', Nbin,...
+    'normalization', 'fr');
+logFigs = plotLogPSTH(logPSTH);
+
+
diff --git a/Emilio/first_spike_4_R.m b/Emilio/first_spike_4_R.m
new file mode 100644
index 0000000..d78cc60
--- /dev/null
+++ b/Emilio/first_spike_4_R.m
@@ -0,0 +1,18 @@
+fnOpts = {'UniformOutput', false};
+Ns_puc = arrayfun(@(c) ...
+    arrayfun(@(u) ...
+    cellfun(@(t) all([~isempty(t), t>0, t<0.05]), ...
+    firstSpkStruct(c).FirstSpikeTimes(u,:)), ...
+    1:size(firstSpkStruct(c).FirstSpikeTimes, 1), fnOpts{:}), ...
+    1:length(firstSpkStruct), fnOpts{:});
+
+fs_puc = arrayfun(@(c) ...
+    arrayfun(@(u) ...
+    [repmat(c, sum(Ns_puc{c}{u}), 1), ...
+    repmat(u, sum(Ns_puc{c}{u}), 1), ...
+    [firstSpkStruct(c).FirstSpikeTimes{u,Ns_puc{c}{u}}]'], ...
+    1:size(firstSpkStruct(c).FirstSpikeTimes, 1), fnOpts{:}), ...
+    1:length(firstSpkStruct), fnOpts{:});
+
+fs_puc = cellfun(@(c) cat(1, c{ cellfun(@(c2) ~isempty(c2),c) }), fs_puc, fnOpts{:});
+fs_puc = cat(1, fs_puc{:});
\ No newline at end of file
diff --git a/Emilio/getRollerSpeedScript.m b/Emilio/getRollerSpeedScript.m
new file mode 100644
index 0000000..037f261
--- /dev/null
+++ b/Emilio/getRollerSpeedScript.m
@@ -0,0 +1,188 @@
+% Reading the roller positions in a matrix of Nx2 (rp) where the first
+% column is the position and the second the time in microseconds, a cell
+% array with the trigger times (tTimes), and the corrected values from the
+% arduino rollTrigTable
+% Microseconds
+us = 1e-6;
+% cell- and arrayfun auxiliary variable.
+fnOpts = {'UniformOutput', false};
+%% Choosing the file
+rfName = "Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\WT27\211209\2.2bar\Roller_position2021-12-09T18_44_00.csv";
+% rfName = uigetdir("Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch3\",...
+%     "Choose directory to work with");
+[rp, tTimes, rollTrigTable] = readRollerPositionsFile(rfName);
+%% Reading and preprocessing roller speed
+% Get the folder and file name of the experiment to get the video frame
+% rate to re-sample the position signal.
+[dataDir, rollBaseName] = fileparts(rfName);
+expDate = extractAfter(rollBaseName, "Roller_position");
+% Split in date and time get the video 10 seconds ahead
+dateFormStr = 'yyyy-MM-dd''T''HH_mm_ss';
+expDate = datetime(expDate, 'InputFormat', dateFormStr);
+vidDate = expDate + seconds(10); vidDate.Format = dateFormStr;
+vfName = fullfile(dataDir, "roller" + string(vidDate) + ".avi");
+try
+    vidObj = VideoReader(vfName);
+catch
+    vfName = dir(fullfile(dataDir, "*.avi"));
+    if numel(vfName) > 1
+        sel = listdlg("ListString", arrayfun(@(x) x.name, vfName,...
+            'UniformOutput', false), "SelectionMode", "multiple");
+        if isempty(sel)
+            fprintf(1, 'Cancelling...\n')
+            return
+        end
+        vfName = fullfile(vfName(sel).folder, vfName(sel).name);
+    else
+        vfName = fullfile(vfName.folder, vfName.name);
+    end
+end
+fr = vidObj.FrameRate;
+% Computing a regular-interval time array in seconds to interpolate in
+% between the asynchronous roller position values.
+rollFs = fr; rollTx = (rp(1,2)*us:1/rollFs:rp(end,2)*us)';
+% Encoder to centimeters per second.
+en2cm = ((2*pi)/((2^15)-1))*((14.85/2)^2)*rollFs;
+% Roller time axis
+rx = interp1(rp(:,2)*us, rp(:,1), rollTx, 'pchip');
+%TODO: Beautify this figure
+figure; plot(rp(:,2)*us, rp(:,1), rollTx, rx);
+title("Roller position")
+% Now, we compute the roller speed. Finally. We get the speed bc its easier
+% to locate the small movements of the mouse.
+v = diff(rx); 
+[b, a] = butter(10, (2*18)/rollFs, "low");
+vf = filtfilt(b, a, v);
+%TODO: Beautify figure with butter and flies, or fries.
+figure; plot(rollTx(1:end-1), [v, vf]);
+%% Getting trigger times
+% The point of this section is to equalize the triggers from the arduino
+% with the trigger signals recorded from the Intan board.
+expDate.Format = dateFormStr; atTimes = tTimes{:}.*us;
+% Similar strategy as with the video but without addin 10 seconds.
+fID = fopen(fullfile(dataDir,...
+    "TriggerSignals" + string(expDate) + ".bin"), "r");
+trig = fread(fID, [2, Inf], 'uint16=>int32'); [~] = fclose(fID);
+trig = median(trig, 2) - trig; %trig = int16(trig);
+figure; plot(trig'); 
+% Sampling frequency of the intan board: 30 kHz. We also extract the
+% trigger onsets of each pulse using the StepWaveform object.
+fs = 3e4; pObj = StepWaveform(trig(1,:), fs);
+pSubs = pObj.subTriggers; itTimes = pSubs./fs;
+% Moving all arduino times from their arbitrary time back to zero.
+atTimes = atTimes - rollTx(1);
+% Removing repeated values from the trigger times.
+atTimes([false;diff(atTimes(:,1)) < 1],:) = [];
+% If the arduino trigger times are different from the intan, we need to
+% fix it.
+if size(itTimes,1) ~= size(atTimes,1)
+    % Oh no... they are different. we can exclude the intan extra times.
+    % But if you really feel up for it, you can estimate the time of
+    % arduino. I can search for it in my MATLAB history.
+    fprintf(1, 'Hm... What should we do?');
+    return
+end
+% If RollerSpeed.mat doesn't exist in the experiment folder, then create
+% it.
+rsfName = fullfile(dataDir, "RollerSpeed" + string(expDate) + ".mat");
+if ~exist(rsfName, 'file')
+    save(rsfName, "vf", "rollTx", "rollFs", "atTimes", "itTimes", "rx")
+end
+%% Figure time! 
+fFig = figure(); 
+plot(rollTx(1:end-1) - rollTx(1), vf, "DisplayName", "Roller velocity (speed)")
+hold on; stem(itTimes(:,1), ones(size(itTimes, 1), 1), "DisplayName", "Intan triggers")
+stem(atTimes, -ones(size(atTimes, 1), 1), "DisplayName", "Arduino triggers")
+lgnd = legend("show"); set(lgnd, "Box", "off", "Location", "best")
+title("Roller velocity and triggers"); xlabel("Time [s]"); 
+ylabel("Roller velocity [encoder step per second]")
+set(gca, "Box", "off", "Color", "none")
+saveFigure(fFig, fullfile(dataDir, "Roller velocity and triggers"), 1);
+%% Trigger average of the roller speed.
+timeLapse = [-1, 2];
+[~, vStack] = getStacks(false, atTimes * rollFs, 'on', timeLapse, rollFs,...
+    rollFs, [], vf); vStack = squeeze(vStack);
+plotEEGchannels(vStack', [], diff(timeLapse), rollFs, 1, -timeLapse(1))
+
+[Nts, NTa] = size(vStack);
+[ms, bs] = lineariz([1, Nts], timeLapse(2), timeLapse(1));
+% Stack time axis --> st T x
+stTx = (1:Nts)'*ms + bs;
+% Spontaneous logical flag.
+spontFlag = stTx < 0;
+% No previous movement before nor after the stimulus
+rmsTh = 0.85;
+% Logical Flag to exclude trials with 'too much movement' before or after
+% the trigger.
+excludeFlag = rms(vStack(spontFlag,:)) > rmsTh | rms(vStack) > 0.9;
+% Previous movement before 
+% excludeFlag = rms(vStack(spontFlag,:)) < 0.85;
+
+delayFlags = true(NTa,1); Nccond = 1;
+% Number of triggers (Number of alignment points) Na excluding the
+% indicated trials.
+Na = sum(delayFlags & ~excludeFlag(:));
+
+% Loop to get the maximum value of the roller velocity.
+rngRollSpeed = cell(Nccond,1);
+responseWindow = [0, 0.4];
+responseFlags = stTx >= responseWindow(1) & stTx <= responseWindow(2);
+for ccond = 1:Nccond
+    rngRollSpeed{ccond} =...
+        max(abs(vStack(responseFlags, delayFlags(:, ccond) & ~excludeFlag(:))))';
+end
+% Maximum number of trials
+maxNt = max(cellfun(@numel, rngRollSpeed));
+% Placing the trial's maximum speed in a matrix
+speedsMat = cellfun(@(x) cat(1, x, nan(maxNt - size(x,1),1)),...
+    rngRollSpeed, fnOpts{:}); speedsMat = cat(2, speedsMat{:});
+speedsMat = speedsMat * en2cm;
+% Cutting on different thresholds for all trials
+thetaSpeed = 0.1:0.1:3;
+moveFlag = speedsMat > thetaSpeed;
+probMove = sum(moveFlag)./Na; probMove = squeeze(probMove);
+probFig = figure; plot(thetaSpeed, probMove'); ylim([0,1])
+set(gca, "Box", "off", "Color", "none")
+generalProb = nnz(moveFlag)./numel(moveFlag);
+puffIntensity = strsplit(string(dataDir), "\");
+puffIntensity = puffIntensity(end);
+lgnd = legend(puffIntensity); set(lgnd, "Box", "off", "Location", "best")
+ylabel("Trial proportion / Movement probability")
+xlabel("Speed threshold \theta [cm/s]")
+title(sprintf("Trial proportion with elicited movement\n(General prob: %.2f)",...
+    generalProb))
+%% Save?
+sveFigAns = questdlg("Save figure?", "Save", "Yes", "No", "Yes");
+probFigName = ...
+    sprintf('Movement probability EX%.2f RW%.1f - %.1f s',...
+    rmsTh, responseWindow);
+if strcmpi(sveFigAns, "Yes")
+    saveFigure(probFig, fullfile(dataDir, probFigName), 1)
+end
+%% DeepLabCuts - whisker movements as a reaction. 
+[~, vfNameBase] = fileparts(vfName);
+dlcffName = dir(fullfile(dataDir, string(vfNameBase)) + "*filtered.csv");
+dlcffName = fullfile(dataDir, dlcffName.name);
+dlcTable = readDLCData(dlcffName);
+[a_bodyParts, refStruct] = getBehaviourSignals(dlcTable);
+% Left whiskers
+lw = mean(a_bodyParts{:,{'lw1', 'lw2', 'lw3', 'lw4'}},2);
+lw = lw - mean(lw);
+% Right whiskers
+rw = mean(a_bodyParts{:,{'rw1', 'rw2', 'rw3', 'rw4'}},2);
+rw = rw - mean(rw);
+% Nose signal
+nose = a_bodyParts{:,"nose"} - mean(a_bodyParts{:,"nose"});
+% Trigger cut
+sNames = ["LeftWhiskers","RightWhiskers","Nose"];
+[~, dlcStack] = getStacks(false, round(itTimes * fr), 'on', timeLapse,...
+    fr, fr, [], lw, rw, nose);
+for cbp = 1:size(dlcStack,1)
+    plotEEGchannels(squeeze(dlcStack(cbp,:,:))', [], diff(timeLapse),...
+        fr, 1, -timeLapse(1));
+    title(sNames(cbp))
+    figure; plot(stTx, squeeze(dlcStack(cbp,:,:)), "LineWidth", 0.5,...
+        "Color", 0.75*ones(3,1)); hold on;
+    plot(stTx, mean(dlcStack(cbp, :, :), 3), "LineWidth", 2, "Color", "k")
+    title(sNames(cbp))
+end
diff --git a/Emilio/helix_BehReconstruct.sh b/Emilio/helix_BehReconstruct.sh
new file mode 100644
index 0000000..ebad542
--- /dev/null
+++ b/Emilio/helix_BehReconstruct.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#SBATCH --partition=cpu-single
+#SBATCH --ntasks=32
+#SBATCH --time=24:00:00
+#SBATCH --mem=128gb
+
+module load math/matlab/R2023a
+
+matlab -nodisplay -r poolEphBeh_regression > results.out 2>&1
\ No newline at end of file
diff --git a/Emilio/homogenise_images_4_sharcq.m b/Emilio/homogenise_images_4_sharcq.m
new file mode 100644
index 0000000..565a978
--- /dev/null
+++ b/Emilio/homogenise_images_4_sharcq.m
@@ -0,0 +1,39 @@
+
+fullpath = @(x) fullfile(x.folder, x.name);
+get_img_size = @(x) [x.getTag("ImageWidth"), x.getTag("ImageLength")];
+fnOpts = {'UniformOutput', false};
+ideal_prop = 57/40;
+
+
+img_dir = fullfile("Z:\Leonie\AC\M68\M68 fit");
+original_resolution = 1.15;
+desired_resolution = 10;
+homogenised_img_folder = fullfile(img_dir, 'Homogenised and downsampled');
+if ~exist(homogenised_img_folder,"dir")
+    mkdir(homogenised_img_folder)
+end
+scaling_factor = original_resolution/desired_resolution;
+
+img_paths = dir(fullfile(img_dir, "*Merged_overlay.tif"));
+roi_paths = dir(fullfile(img_dir, "*Merged_overlay.csv"));
+t_objs = arrayfun(@(x) Tiff(fullpath(x), 'r'), img_paths);
+img_size = arrayfun(@(x) get_img_size(x), t_objs, fnOpts{:});
+arrayfun(@(x) x.close, t_objs);
+img_size = cat(1, img_size{:});
+img_prop = img_size(:,1)./img_size(:,2);
+final_sz = ceil(max(img_size(:,1)) * [1, (1/ideal_prop)]);
+for ci = 1:numel(img_paths)
+    shift_px = [floor((final_sz([2,1]) - img_size(ci,[2,1]))/2)];
+    img = imread(fullpath(img_paths(ci)));
+    img2 = padarray(img, [shift_px, 0], 0, 'both');
+    img2 = imresize(img2, scaling_factor);
+    img2 = img2(1:800,1:1140,:);
+    roi_table = readtable(fullpath(roi_paths(ci)), ...
+        'Delimiter',',','VariableNamingRule','preserve');
+    roi_table{:,{'X','Y'}} = round((roi_table{:,{'X','Y'}} + ...
+        shift_px([2,1]))*scaling_factor);
+    imwrite(img2,fullfile(homogenised_img_folder, ...
+        img_paths(ci).name),'tif', 'WriteMode', 'overwrite')
+    writetable(roi_table,fullfile(homogenised_img_folder, ...
+        roi_paths(ci).name),'WriteVariableNames',true)
+end
\ No newline at end of file
diff --git a/Emilio/iegRNs_AmplitudeIndexPool.m b/Emilio/iegRNs_AmplitudeIndexPool.m
new file mode 100644
index 0000000..6abc3ca
--- /dev/null
+++ b/Emilio/iegRNs_AmplitudeIndexPool.m
@@ -0,0 +1,138 @@
+roller_path = "Z:\Emilio\SuperiorColliculusExperiments\Roller";
+bp_paths = dir( fullfile( roller_path, "\Batch*\Batch*_BehaviourIndex.mat" ) );
+bodypart_names = string( {bp_paths.name} )';
+b_num = regexp( bodypart_names, '\d+', 'match' );
+b_num = cat(1, b_num{:} ); b_num = str2double( b_num );
+expandPath = @(x) fullfile( x.folder, x.name);
+fnOpts = {'UniformOutput', false};
+
+mc_subs = [1, 2, 7, 8, 10, 12, 15, 16, 18];
+bc_subs = [1, 2, 19];
+bs_subs = 2;
+mt_subs = [11, 14, 17];
+
+exp_type_subs_cell = {mc_subs, bc_subs, bs_subs, mt_subs};
+% clearvars *_subs -except exp_type_subs_cell
+
+mice_bulk = arrayfun( @(x) load( expandPath( x ), "mice" ), ...
+    bp_paths );
+mice_exp_sub = cellfun(@(x) any(b_num == x, 2), exp_type_subs_cell, ...
+    fnOpts{:} );
+
+summMice = cellfun(@(x) summariseMiceBeh( cat(1, mice_bulk(x).mice ) ), ...
+    mice_exp_sub, fnOpts{:} );
+%%
+fnOpts = {'UniformOutput', false};
+exp_subtype = {'iRNs', 'eRNs', 'RNs'};
+% exp_subtype = {'terminal inhib'};
+name_keys = {'GADi', {'GADe', 'vGlut'}, 'WTg'};
+% name_keys = {'GADi', 'vGlut', 'WTg'};
+% name_keys = {'GADi', 'GADe', 'WTg'};
+% name_keys = {{'Rb', 'WT'}};
+bodypart_names = ["Stim-whisker mean", "Stim-whisker fan arc", ...
+    "Nonstim-whisker mean", "Nonstim-whisker fan arc", "Interwhisk arc", ...
+    "Symmetry", "Nose", "Roller speed"];
+signTh = [0.001, 0.01, 0.05, 0.1];
+createtiles = @(f,nr,nc) tiledlayout( f, nr, nc, ...
+    'TileSpacing', 'Compact', 'Padding', 'tight');
+bxOpts = cellstr(["Notch", "on", "JitterOutliers", "on", ...
+    "BoxFaceColor", "k", 'MarkerStyle', '.', 'MarkerColor', 'k']);
+txOpts = {'HorizontalAlignment','left','VerticalAlignment', 'middle', ...
+    'Rotation', 90, 'Interpreter', 'latex'};
+cleanAxis = @(x) set( x, "Box", "off", "Color", "none" );
+fig_path = fullfile( ...
+    "Z:\Emilio\SuperiorColliculusExperiments\Roller\PoolFigures" );
+% load( fullfile( fig_path, "MC, BC, BS, MCterminals pool.mat" ), "summMice" );
+
+expMice = summMice{1}(3);
+ovwtFlag = false;
+% xLabels = ["Control", "C100", "F100"];
+xLabels = ["Control", "C30", "F30", "C100", "F100", ...
+    "C400", "F400", "C600", "Musc", "Musc" ];
+% xLabels = ["Control", "C30", "F30", "C100", "F100", ...
+%     "C400", "F400", "Dead", "PTX", "PTX" ];
+exp_subtype_flags = cellfun(@(x) contains( expMice.MiceNames, x ), ...
+    name_keys, fnOpts{:} );
+exclude_names = {'GADi13', 'GADi15', 'GADi53'};
+exclude_mice = contains(expMice.MiceNames, exclude_names);
+exp_subtype_flags = cat( 2, exp_subtype_flags{:} );
+figs = gobjects( numel( exp_subtype ), 1 );
+% exp_type = join( ['MC-', expMice.ExperimentalGroup] );
+exp_type = expMice.ExperimentalGroup;
+%%
+for cest = 1:numel(exp_subtype)
+    cons_mice = exp_subtype_flags(:,cest) & ~exclude_mice;
+    exp_subtype_flags(:,cest) = exp_subtype_flags(:,cest) & ~exclude_mice;
+    if sum( cons_mice )
+
+        figs(cest) = figure( "Color", "w" );
+        % t = createtiles( figs(cest), 2, 1 ); ax = nexttile(t);
+        t = createtiles( figs(cest), 1, 1 ); ax = nexttile(t);
+        aux = squeeze( mean( expMice.AmplitudeIndex(:,:, ...
+            cons_mice), 1, "omitmissing" ) )';
+        boxchart( ax, aux, bxOpts{:} );
+        ylabel( ax, 'Amplitude index' ); xticklabels( ax, xLabels );
+        ylim(ax, [0,1]); cleanAxis(ax); %ax.XAxis.Visible = "off";
+        p = arrayfun(@(x) signrank( aux(:,1), aux(:,x) ), 2:size(aux,2), ...
+            "ErrorHandler", @(s,a) nan(1) );
+        mark_flag = p(:) < signTh;
+        text( ax, 2:size(aux,2), 1.15*max( aux(:,2:end), [], 1 ), ...
+            arrayfun(@(x) sprintf("$$p=%.3g$$", x), p(:) ), txOpts{:} )
+        xticklabels( xLabels );
+
+        % ax = nexttile(t);
+        % aux = squeeze( mean( expMice.TrialProportions(:,:, ...
+        %     cons_mice), 1, "omitmissing" ) )';
+        % boxchart(ax, aux, bxOpts{:} );
+        % ylabel( ax, 'Trial proportions' )
+        % xticklabels( xLabels ); ylim([0,2]); cleanAxis( ax );
+        % p = arrayfun(@(x) signrank( aux(:,1), aux(:,x) ), 2:size(aux,2), ...
+        %     "ErrorHandler", @(s,a) nan(1) );
+        % text(ax, 2:size(aux,2), 1.15*max( aux(:,2:end), [], 1 ), ...
+            % arrayfun(@(x) sprintf("$$p=%.3f$$", x), p(:) ), txOpts{:} )
+        title(t, sprintf( "%s Area/%s", exp_type, exp_subtype{cest} ) )
+
+        % for cbp = 1:numel(bodypart_names)
+        %     % fig = figure("Color", "w"); t2 = createtiles( fig, 2, 1 );
+        %     fig = figure("Color", "w"); t2 = createtiles( fig, 1, 1 );
+        %     ax = nexttile(t2);
+        %     aux = squeeze( mean( expMice.PolygonUnfoldAmplIndx(:,:, ...
+        %         cbp, cons_mice), 2, "omitmissing" ) )';
+        %     boxchart( ax, aux, bxOpts{:} );
+        %     ylabel( ax, 'Amplitude index' ); xticklabels( ax, xLabels );
+        %     ylim(ax, [0,1]); cleanAxis(ax); ax.XAxis.Visible = "off";
+        %     p = arrayfun(@(x) signrank( aux(:,1), aux(:,x) ), 2:size(aux,2), ...
+        %         "ErrorHandler", @(s,a) nan(1) );
+        %     text( 2:size(aux,2), 1.15*max( aux(:,2:end), [], 1 ), ...
+        %         arrayfun(@(x) sprintf("$$p=%.3f$$", x), p(:) ), txOpts{:} )
+
+            % ax = nexttile(t2);
+            % aux = squeeze( mean( expMice.PolygonUnfoldTrialProp(:,:, ...
+            %     cbp, cons_mice), 2, "omitmissing" ) )';
+            % boxchart(ax, aux, bxOpts{:} );
+            % ylabel( ax, 'Trial proportions' )
+            % xticklabels( xLabels ); ylim([0,2]); cleanAxis( ax );
+            % p = arrayfun(@(x) signrank( aux(:,1), aux(:,x) ), 2:size(aux,2), ...
+            %     "ErrorHandler", @(s,a) nan(1) );
+            % text( 2:size(aux,2), 1.15*max( aux(:,2:end), [], 1 ), ...
+            %     arrayfun(@(x) sprintf("$$p=%.3f$$", x), p(:) ), txOpts{:} )
+            % title(t2, sprintf( "%s/%s", bodypart_names(cbp), exp_subtype{cest} ) )
+
+            % saveFigure( fig, fullfile( fig_path, join( [bodypart_names(cbp), ...
+            %     exp_type, exp_subtype{cest}, "all mice pool" ] ) ), ...
+            %     true, ovwtFlag )
+            % saveFigure( fig, fullfile( fig_path, join( [bodypart_names(cbp), ...
+            %     exp_type, exp_subtype{cest}, sum( cons_mice ) ] ) ), ...
+            %     true, ovwtFlag )
+        % end
+    end
+end
+
+% arrayfun(@(f) saveFigure( figs(f), fullfile( fig_path, ...
+%     join( ["Areas", exp_type, exp_subtype{f}, "all mice pool"] ) ), true, ovwtFlag ), ...
+%     find( arrayfun(@(f) ~isa( f, 'matlab.graphics.GraphicsPlaceholder'), figs ) ) );
+
+% arrayfun(@(f) saveFigure( figs(f), fullfile( fig_path, ...
+%     join( ["Areas", exp_type, exp_subtype{f}, ...
+%     sum( exp_subtype_flags(:,f) ) ] ) ), true, ovwtFlag ), ...
+%     find( arrayfun(@(f) ~isa( f, 'matlab.graphics.GraphicsPlaceholder'), figs ) ) );
\ No newline at end of file
diff --git a/Emilio/jitt_reorganise_counts.m b/Emilio/jitt_reorganise_counts.m
new file mode 100644
index 0000000..19aed14
--- /dev/null
+++ b/Emilio/jitt_reorganise_counts.m
@@ -0,0 +1,13 @@
+cfg_struct = configStructure;
+cfg_struct.Viewing_window_s = [-0.3,0.2];
+[PSTHpupt, psthTx, n_trials] = getPSTH_perU_perT( ...
+    relativeSpkTmsStruct, cfg_struct);
+n_conditions = numel(PSTHpupt);
+n_elements = cellfun(@(x) numel(x), PSTHpupt);
+condition_names = {'laser1ms','laser10ms','laser50ms',...
+    'laser100ms','laser200ms','whisker'};
+for ccond = 1:n_conditions
+    [n_bins, n_neurons] = size(PSTHpupt{ccond},[2,3]);
+    
+    
+end
\ No newline at end of file
diff --git a/kilosortOnSingleTetrodes.m b/Emilio/kilosortOnSingleTetrodes.m
similarity index 100%
rename from kilosortOnSingleTetrodes.m
rename to Emilio/kilosortOnSingleTetrodes.m
diff --git a/Emilio/logreg.m b/Emilio/logreg.m
new file mode 100644
index 0000000..28af697
--- /dev/null
+++ b/Emilio/logreg.m
@@ -0,0 +1,4 @@
+function y_hat = logreg(Xtrain, ytrain, Xtest)
+mdl = lassoglm( Xtrain, ytrain, 'Distribution', 'binomial', 'Link', 'logit' );
+y_hat = predict(mdl, Xtest);
+end
\ No newline at end of file
diff --git a/Emilio/map_creation.m b/Emilio/map_creation.m
new file mode 100644
index 0000000..b0b1899
--- /dev/null
+++ b/Emilio/map_creation.m
@@ -0,0 +1,15 @@
+CC_key = '';
+for cc = 1:length(consCondNames)-1
+    CC_key = [CC_key, sprintf('%s-', consCondNames{cc})]; %#ok<AGROW> 
+end
+CC_key = [CC_key, sprintf('%s', consCondNames{cc+1})];
+CC_map = containers.Map(CC_key, {wruIdx});
+
+C_key = condNames{chCond};
+C_map = containers.Map(C_key, CC_map);
+
+SW_key = sprintf('SW:%.2f-%.2f', spontaneousWindow*1e3);
+SW_map = containers.Map(SW_key, C_map);
+
+RW_key = sprintf('RW:%.2f-%.2f', responseWindow*1e3);
+resp_map = containers.Map(RW_key, SW_map);
\ No newline at end of file
diff --git a/Emilio/mice_struct_to_table.m b/Emilio/mice_struct_to_table.m
new file mode 100644
index 0000000..8020e8d
--- /dev/null
+++ b/Emilio/mice_struct_to_table.m
@@ -0,0 +1,17 @@
+fnOpts = { 'UniformOutput', false };
+Ni = arrayfun(@(m) arrayfun(@(s) size( s.Intensities, 1 ),  m.Sessions ), ...
+    mice, fnOpts{:} );
+Nr = sum( cat( 1, Ni{:} ) );
+hab_table = zeros( Nr, 12 );
+cr = 1;
+for cm = 1:numel(mice)
+    for cs = 1:numel(mice(cm).Sessions)
+        Nism = size( mice(cm).Sessions(cs).Intensities, 1 );
+        idxs = (0:Nism-1) + cr;
+        hab_table(idxs, 1:2) = repmat( [cm,cs], Nism, 1 );
+        hab_table(idxs, 3:4) = [mice(cm).Sessions(cs).Intensities, ...
+            mice(cm).Sessions(cs).BehIndex];
+        hab_table(idxs, 5:end) = mice(cm).Sessions(cs).MaxVals;
+        cr = cr + Nism;
+    end
+end
\ No newline at end of file
diff --git a/Emilio/muscimol_analysis.m b/Emilio/muscimol_analysis.m
new file mode 100644
index 0000000..0c1fecc
--- /dev/null
+++ b/Emilio/muscimol_analysis.m
@@ -0,0 +1,28 @@
+fullName = @(x) string(fullfile(x.folder, x.name));
+fnOpts = {'UniformOutput', false};
+%%
+expDir = "Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch2_ephys\MC\WT13\211119_C";
+behDirs = dir(fullfile(expDir, "Beh*")); behDir = fullName(behDirs);
+%%
+ephDirs = dir(fullfile(expDir, "ephys_*")); ephDir = fullName(ephDirs);
+condFiles = dir(fullfile(ephDir, "*analysis.mat"));
+load(fullName(condFiles), "Conditions", "fs")
+%%
+ccSub = find(arrayfun(@(c) contains(c.name, ["Control Puff", "PTX","Death"], ...
+    "IgnoreCase", true), Conditions));
+
+pairedStim = arrayfun(@(x) Conditions(1).Triggers(:,1) == ...
+    Conditions(x).Triggers(:,1)', ccSub, fnOpts{:});
+pairedStim = cellfun(@(x) any(x, 2), pairedStim, fnOpts{:});
+pairedStim = cat(2, pairedStim{:});
+consCondNames = arrayfun(@(x) string(x.name), Conditions(ccSub));
+%%
+[behRes, behFigDir] = analyseBehaviour(behDir, 'PairedFlags', pairedStim, ...
+    'ConditionsNames', cellstr(consCondNames));
+biFigPttrn = "BehIndex%s";
+biFigPttrn = sprintf(biFigPttrn, sprintf(" %s (%%.3f)", consCondNames));
+[pAreas, ~, behAreaFig] = createBehaviourIndex(behRes);
+behRes = arrayfun(@(bs, ba) setfield(bs,'BehIndex', ba), behRes, pAreas);
+set(behAreaFig, 'UserData', behRes)
+biFN = sprintf(biFigPttrn, pAreas);
+saveFigure(behAreaFig, fullfile(behFigDir, biFN), true);
\ No newline at end of file
diff --git a/Emilio/neg_log_lik_lnp.m b/Emilio/neg_log_lik_lnp.m
new file mode 100644
index 0000000..63adce3
--- /dev/null
+++ b/Emilio/neg_log_lik_lnp.m
@@ -0,0 +1,5 @@
+function nllik = neg_log_lik_lnp(theta, X, y)
+lambda = exp( X * theta );
+log_lik = y' * log( lambda ) - sum( lambda );
+nllik = -log_lik;
+end
\ No newline at end of file
diff --git a/Emilio/parfor_tryout.m b/Emilio/parfor_tryout.m
new file mode 100644
index 0000000..65c5112
--- /dev/null
+++ b/Emilio/parfor_tryout.m
@@ -0,0 +1,19 @@
+Npr = 1000;
+for cl = 1:find(wruIdx)
+    auxSubs = arrayfun(@(x) randperm(NnzvPcl(cl)), 1:Npr, 'UniformOutput', false);
+    auxSpks = cellfun(@(s) round(cumsum(ISIVals{cl}(s))*fs), auxSubs, 'UniformOutput', false);
+    rndStack = getStacks(false, Conditions(chCond).Triggers, onOffStr,...
+        timeLapse, fs, fs, cat(2, spkSubs{cl}, auxSpks));
+    rndStack(2,:,:) = [];
+    rst2 = arrayfun(@(x) getRasterFromStack(rndStack, ~delayFlags(:,x), ...
+        [false; true(Npr-2,1)], timeLapse, fs, true, true), ...
+        1:size(delayFlags,2), 'UniformOutput', false);
+    [C, bE] = arrayfun(@(c) histcounts([rst2{1}{c,:}], 'BinWidth', ...
+        binSz, 'BinLimits', timeLapse), 1:size(rst2{1},1), ...
+        'UniformOutput', false);
+    bE = bE{1}; Ctot = cat(1, C{:}); bC = mean([bE(1:end-1);bE(2:end)]);
+    P = arrayfun(@(x) fitdist(Ctot(2:end,x), 'Poisson'), 1:size(Ctot,2));
+    lambdas = arrayfun(@(x) x.lambda, P);
+    PI = arrayfun(@(x) x.paramci, P, 'UniformOutput', false); PI = cat(2, PI{:});
+    figure; plot(bC, Ctot')
+end
\ No newline at end of file
diff --git a/Emilio/pg2ltp.m b/Emilio/pg2ltp.m
new file mode 100644
index 0000000..b0719b0
--- /dev/null
+++ b/Emilio/pg2ltp.m
@@ -0,0 +1,44 @@
+% Transform Conditions from the ProtocolGetter to LTP
+% NTa = size(Conditions(1).Triggers,1);
+% [biGaps, gapSubs] = sort(diff(Conditions(1).Triggers(:,1)), 'descend');
+% gapFlag = abs(zscore(biGaps)) > 3;
+% mainGaps = sort(gapSubs(gapFlag), 'ascend');
+% Ng = numel(mainGaps);
+% Ncond = Ng+1;
+% condFlags = false(NTa, Ncond);
+% initSub = 1;
+% for cg = 1:Ng
+%     condFlags(initSub:mainGaps(cg),cg) = true;
+%     initSub = mainGaps(cg) + 1;
+% end
+% condFlags(initSub:NTa, Ncond) = true;
+% Na = sum(condFlags,1);
+[condFlags, Na] = conditionBlock(Conditions, 1); 
+Ncond = size(condFlags, 2);
+%% Creating the LTP Condition structure
+NewConditions = struct('name','Control','Triggers',...
+    Conditions(1).Triggers(condFlags(:,1),:));
+if Ncond == 2
+    NewConditions(2).name = 'Induction';
+    NewConditions(2).Triggers = Conditions(2).Triggers; 
+    NewConditions(3) = struct('name','AfterInduction','Triggers',...
+        Conditions(1).Triggers(condFlags(:,2),:));
+    NewConditions(4) = Conditions(1);
+    NewConditions(5) = Conditions(2);
+elseif Ncond == 3
+    [condFlagsL, NaL] = conditionBlock(Conditions, 2);
+    NewConditions(2).name = 'FakeInduction'; 
+    NewConditions(2).Triggers = Conditions(2).Triggers(condFlagsL(:,1),:);
+    NewConditions(3) = struct('name','AfterFakeInduction','Triggers',...
+        Conditions(1).Triggers(condFlags(:,2),:));
+    NewConditions(4) = Conditions(1);
+    NewConditions(5) = Conditions(2);
+    NewConditions(6).name = 'Induction';
+    NewConditions(6).Triggers = Conditions(2).Triggers(condFlagsL(:,2),:);
+    NewConditions(7).name = 'AfterInduction';
+    NewConditions(7).Triggers = Conditions(1).Triggers(condFlags(:,3),:);
+else
+    % No experiment planned into this direction
+    fprintf(1,'Review the Conditions variable. Too many conditions for LTP')
+end
+Conditions = NewConditions;
diff --git a/Emilio/poolBehIndices.m b/Emilio/poolBehIndices.m
new file mode 100644
index 0000000..65f95fe
--- /dev/null
+++ b/Emilio/poolBehIndices.m
@@ -0,0 +1,285 @@
+%#ok<*AGROW,*SAGROW>
+%% Auxiliary variables and functions
+fnOpts = {'UniformOutput', false};
+expandName = @(x) fullfile(x.folder, x.name);
+animalPattern = '[A-Z][a-z]+\d{1,}';
+rsOpts = {animalPattern, 'SearchType', 'expression'};
+ctOpts = {'IgnoreCase', true};
+lsOpts = {'L\d+.\d+', 'match'};
+behFF = "Beh V-0.45 - 0.50 s R25.00 - 350.00 ms";
+tblOpts = {'VariableNames', {'Conditions', 'Trial_and_Amp_Indices', 'PolygonUnfold','BaselineL2'}};
+my_zscore = @(x, m, s) ( x - m ) ./ ( s .* (s~=0) + 1 .* (s==0) );
+total_var_dist = @(dmat) integral( @(x) abs( pdf( dmat(1), x ) - pdf( dmat(2), x ) ), -5, 5 );
+tocol = @(x) x(:);
+%% Assuming 1 level of animal organisation i.e.
+% BatchX/FolderA/Animal001
+% BatchX/FolderB/Animal002
+batchDir = fullfile( "Z:\Emilio\SuperiorColliculusExperiments", ...
+    "Roller", "Mock" );
+%Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch15_ephys
+
+childFolders = dir(batchDir);
+
+pointFlag = arrayfun(@(x) any(strcmpi(x.name, {'.','..'})), childFolders);
+fileFlag = ~[childFolders.isdir]';
+childFolders(pointFlag | fileFlag) = [];
+animalFolders = arrayfun(@(d) recursiveFolderSearch(expandName(d), ...
+    rsOpts{:}), childFolders, fnOpts{:}); animalFolders = cat(1, animalFolders{:});
+%% Looping animals
+oldMouse = "";
+mc = 0; mice = [];
+for cad = animalFolders(:)'
+    [structPath, currMouse] = fileparts(cad);
+    [~, structName] = fileparts(structPath);
+    if string(oldMouse) ~= string(currMouse)
+        oldMouse = currMouse;
+        mice = [mice; struct('Name', currMouse, 'Sessions',[], ...
+            'Structure', structName)];
+        mc = mc + 1;
+        sc = 0; oldSess = ""; oldDepth = "";
+    end
+    sessDirs = getSubFolds(cad);
+    % Just date sessions
+    onlyDateSessFlag = arrayfun(@(x) string(regexp(x.name, '[0-9]{6}', ...
+        'match')), sessDirs, fnOpts{:});
+    sessDirs(cellfun(@isempty, onlyDateSessFlag)) = [];
+    for csd = sessDirs(:)'
+        curDir = expandName(csd);
+        sessDateDepth = regexp(csd.name, '(\d{6}).*_(\d{4})?', 'tokens', 'once');
+        if ~isempty( sessDateDepth )
+            currSess = sessDateDepth{1};
+            if isempty( sessDateDepth{2} )
+                depthSess = '';
+            else
+                depthSess = sessDateDepth{2};
+            end
+        else
+            currSess = regexp(csd.name, '(\d{6})', 'tokens', 'once');
+            depthSess = '';
+            if isempty(currSess)
+                fprintf( 1, "Unable to get session date and depth\n" );
+                fprintf( 1, "Skipping: %s %s\n", currMouse, csd.name )
+                continue
+            end
+        end
+        childFolders = getSubFolds(curDir);
+        sessOrgDirs = arrayfun(@(d) string(d.name), childFolders);
+        sessOrgDirs(contains(sessOrgDirs, {'behaviour', 'ephys', ...
+            'figures', 'opto'}, ctOpts{:})) = [];
+        behFigDir = arrayfun(@(d) recursiveFolderSearch(expandName(d), ...
+            behFF), childFolders, fnOpts{:}); behFigDir = cat(1, behFigDir{:});
+        aiIdxFiles = arrayfun(@(d) dir(fullfile(d, "Amplitude index*.fig")), ...
+            behFigDir, fnOpts{:}); aiIdxFiles = cat(1, aiIdxFiles{:});
+        if isempty(aiIdxFiles)
+            fprintf(1, 'No behaviour analysis done! Skipping %s!\n', curDir)
+            continue
+        end
+        aiIdxFig = arrayfun(@(x) openfig(expandName(x), 'invisible'), ...
+            aiIdxFiles); behRes = arrayfun(@(x) get(x, 'UserData'), ...
+            aiIdxFig, fnOpts{:}); arrayfun(@close, aiIdxFig)
+        condNames = cellfun(@(x) arrayfun(@(y) string(y.ConditionName), x), ...
+            behRes, fnOpts{:}); 
+        behIdx = cellfun(@(x) arrayfun(@(y) [y.Trial_proportion, ...
+            y.Amplitude_index], x, fnOpts{:} ), behRes, fnOpts{:} );
+        pol_unfold = cellfun(@(x) arrayfun(@(y) ...
+            [ reshape( [y.Results.MovProbability], [], 1 ), ...
+            reshape( [y.Results.AmplitudeIndex], [], 1 ) ], ...
+            x, fnOpts{:} ), behRes, fnOpts{:} );
+
+        % Assuming first condition as control!!
+        [~, mu_c, sig_c] = cellfun(@(c) arrayfun(@(bp) ...
+            zscore( bp.Baseline_L2 ), ...
+            c(1).Results, fnOpts{:} ), ...
+            behRes , fnOpts{:});
+        
+        Nconds = cellfun(@numel, behRes );
+        Nbr = numel( behRes );
+        bDist = cell( Nbr, 1 );
+
+        for cc = 1:Nbr
+            for ccond = 1:Nconds(cc)
+                for cbp = 1:numel( behRes{cc}(ccond).Results )
+                    bDist{cc}(cbp, ccond) = fitdist( my_zscore( ...
+                        behRes{cc}(ccond).Results(cbp).Baseline_L2, ...
+                        mu_c{cc}{cbp}, sig_c{cc}{cbp} ), "Kernel", ...
+                        "Kernel", "normal" );
+                end
+            end
+        end
+        prmSubs = arrayfun(@(x) nchoosek(1:x,2), Nconds , fnOpts{:} );
+        Ncombs = cellfun(@(pr) size( pr, 1 ), prmSubs );
+        Nbs = cellfun(@(d) size( d, 1), bDist );
+        tvd = cell( Nbr, 1);
+        for cc = 1:Nbr
+            if Nconds(cc) > 1
+                tvd{cc} = zeros( Nbs(cc), Ncombs(cc) );
+                for cr = 1:Ncombs(cc)
+                    ps = prmSubs{cc}(cr,:);
+                    for cbp = 1:Nbs(cc)
+                        tvd{cc}(cbp, cr) = total_var_dist( bDist{cc}(cbp, ps) );
+                    end
+                end
+            else
+                fprintf(1, 'Unsure what to do\n')
+            end
+        end
+        brSz = cellfun(@numel, behRes); c = 1; Nbix = numel(brSz);
+        sessType = 'single';
+        if Nbix == 1
+            behIdx = behIdx{:};
+            pol_unfold = pol_unfold{:};
+            bDist = bDist{:}';
+            dataTable = table( tocol( [condNames{:}] ), ...
+                cat( 1, behIdx{:} ), pol_unfold(:), bDist, tblOpts{:});
+        elseif Nbix > 1
+            % We need to check where are all of these different
+            % measurements are coming from.
+            sessType = 'multi';
+            if numel(sessOrgDirs) == Nbix
+                % Same folders and measurements. Ideal situation for
+                % several measurements.
+                dataTable = table(condNames, behIdx, pol_unfold, bDist, tblOpts{:}, ...
+                    'RowNames', sessOrgDirs);
+            else
+                dataTable = table(condNames, behIdx, pol_unfold,bDist, tblOpts{:});
+            end
+        end
+        if ( string(oldSess) ~= string(currSess) ) || ...
+                ( string(oldDepth) ~= string(depthSess) )
+            oldSess = currSess;
+            oldDepth = depthSess;
+            auxStruct = struct('Date', currSess, ...
+                'DataTable', dataTable, 'Type', sessType, ...
+                'Depth', depthSess);
+            if ~isfield(mice, 'Sessions')
+                mice(mc).Sessions = auxStruct;
+            else
+                mice(mc).Sessions = [mice(mc).Sessions; auxStruct];
+            end
+            sc = sc + 1;
+        end
+    end
+end
+mice( arrayfun(@(x) isempty(x.Sessions), mice) ) = [];
+btchName = regexp( batchDir, 'Batch\d+','match' );
+behFP = fullfile( batchDir, btchName+"_BehaviourIndex.mat" );
+svOpts = {'-mat'};
+if exist(behFP, "file")
+    svOpts = {'-append'};
+end
+save(behFP, "mice", svOpts{:})
+habFlag = arrayfun(@(m) arrayfun(@(s) string(s.Type) == "multi", ...
+    m.Sessions), mice, fnOpts{:});
+cat( 1, habFlag{:} )
+%{
+%% multiple
+jittDist = makedist('Normal', 'mu', 0, 'sigma', 1/9);
+habFlag = arrayfun(@(m) arrayfun(@(s) string(s.Type) == "multi", ...
+    m.Sessions), mice, fnOpts{:});
+habTable = arrayfun(@(m, f) {m.Sessions(f{:}).DataTable}, mice, habFlag, ...
+    fnOpts{:});
+pBehIdx = cellfun(@(x) cellfun(@(y) cell2mat(y.BehaviourIndices), x, ...
+    fnOpts{:}), habTable, fnOpts{:});
+Ncc = cellfun(@(x) cellfun(@(y) numel(y), x), pBehIdx, fnOpts{:});
+rSz = cellfun(@(x) max(cellfun(@(y) numel(y), x)), pBehIdx);
+cSz = cellfun(@numel, pBehIdx);
+resBehIdx = arrayfun(@(x,y) nan(x,y), rSz, cSz, fnOpts{:});
+resTable = cell(numel(mice), 1); Nm = numel(mice);
+mNames = arrayfun(@(m) m.Name, mice); clrMap = roma(Nm);
+habFig = figure('Name', 'Intensity v.s. index', 'Color', 'w');
+ax = axes('Parent', habFig, 'Color', 'none', 'Box', 'off', 'NextPlot', 'add');
+x = []; y = [];
+for m = 1:Nm
+    mxSub = find(Ncc{m} == rSz(m), 1, "first");
+    for ci = 1:cSz(m)
+        endS = numel(pBehIdx{m}{ci});
+        resBehIdx{m}(1:endS,ci) = pBehIdx{m}{ci};
+    end
+    resTable{m} = table(resBehIdx{m}, ...
+        'RowNames', mice(m).Sessions(mxSub).DataTable.Row, ...
+        'VariableNames', "BehaviourIndices");
+    x = [x; reshape(ones(rSz(m), cSz(m)).*(1:rSz(m))', [], 1)];
+    y = [y; resTable{m}.BehaviourIndices(:)];
+    %scatter(ax, ones(cSz(m),rSz(m)).*(1:rSz(m)) + ...
+    scatter(ax, (1:rSz(m)) + random(jittDist, [1,rSz(m)]), ...
+        mean(resTable{m}.BehaviourIndices,2,'omitnan')', [], clrMap(m,:), ...
+        "filled", "MarkerFaceAlpha", 0.5)
+end
+xticks(ax, 1:max(rSz));
+
+lgObj = legend(ax, mNames);
+set(lgObj, "Box", 'off', 'Color', 'none', 'Location', 'best', 'AutoUpdate', 'off')
+
+%% single
+singFlag = arrayfun(@(m) arrayfun(@(s) string(s.Type) == "single", ...
+    m.Sessions), mice, fnOpts{:});
+behTable = arrayfun(@(m, f) {m.Sessions(f{:}).DataTable}, mice, singFlag, ...
+    fnOpts{:}); behTable = arrayfun(@(t) cat(1, t{:}{:}), behTable, fnOpts{:});
+behTable = cat(1, behTable{:});
+ctrl = behTable{behTable.Conditions == "Control Puff", "BehaviourIndices"};
+ptx = behTable{behTable.Conditions == "PTX", "BehaviourIndices"};
+figure; scatter(ones(size(ptx, 1),2).*[1,2], [ctrl, ptx])
+hold on; plot(ones(2,size(ptx, 1)).*[1;2], [ctrl, ptx]', 'k:')
+behTable = [behTable; mice(5).Sessions(2).DataTable]
+ctrl = behTable{behTable.Conditions == "Control Puff", "BehaviourIndices"}
+ptx = behTable{behTable.Conditions == "PTX", "BehaviourIndices"}
+figure; scatter(ones(size(ptx, 1),2).*[1,2], [ctrl, ptx])
+hold on; plot(ones(2,size(ptx, 1)).*[1;2], [ctrl, ptx]', 'k:')
+ptx = behTable{contains(behTable.Conditions, "PTX"), "BehaviourIndices"}
+figure; scatter(ones(size(ptx, 1),2).*[1,2], [ctrl, ptx])
+xlim([0,3])
+xticks(1:2)
+hold on; plot(ones(2,size(ptx, 1)).*[1;2], [ctrl, ptx]', 'k:')
+[p, h] = ranksum(ctrl, ptx)
+[p, h] = ranksum(ctrl(setdiff(1:6,3)), ptx(setdiff(1:6,3)))
+koFlag = true(size(ctrl));
+koFlag(3) = false;
+[p, h] = ranksum(ctrl(koFlag), ptx(koFlag))
+[ctrl, ptx]
+[ctrl, ptx, koFlag]
+[p, h] = ranksum(ctrl(koFlag), ptx(koFlag), "tail", "right")
+[p, h] = ranksum(ctrl(koFlag), ptx(koFlag), "tail", "left")
+[p, h] = ranksum(ctrl, ptx, "tail", "left")
+[p, h] = ranksum(ctrl(koFlag), ptx(koFlag), "tail", "left")
+ylim([0,1])
+ylabel('Behaviour index')
+xticks(1:2)
+xticklabels({'Control', 'PTX'})
+hold on; plot([1,2], max([ctrl, ptx], [], "all")*([1,1]+0.1), 'k')
+text(1.5, max([ctrl, ptx],[], "all")*1.1, '\ast', "HorizontalAlignment", 'center', "VerticalAlignment", "bottom")
+title(["PTX [60 \muM] in SC";"Significance: left tail"])
+configureFigureToPDF(gcf)
+figure; scatter(ones(sum(koFlag),2).*[1,2], [ctrl(koFlag), ptx(koFlag)])
+hold on; plot([1,2], max([ctrl(koFlag), ptx(koFlag)], [], "all")*([1,1]+0.1), 'k')
+hold on; plot(ones(2,sum(koFlag)).*[1;2], [ctrl(koFlag), ptx(koFlag)]', 'k:')
+xlim([0,3])
+xticks(1:2)
+xticklabels({'Control', 'PTX'})
+ylim([0,1])
+ylabel('Behaviour index')
+title(["PTX [60 \muM] in SC";"Significance: left tail"])
+configureFigureToPDF(gcf)
+saveFigure(gcf, fullfile("Z:\Emilio\SuperiorColliculusExperiments\Roller\GenFigures", "PTX effect"), true);
+text(1.5, max([ctrl, ptx],[], "all")*1.1, '\ast', "HorizontalAlignment", 'center', "VerticalAlignment", "bottom")
+%%
+muscFlag = arrayfun(@(m) arrayfun(@(s) cellfun(@(c) ...
+    any(contains(c, 'musc', ctOpts{:}),2), s.DataTable.Conditions), ...
+    m.Sessions, fnOpts{:}), mice, fnOpts{:});
+sessFlag = cellfun(@(f) cellfun(@any, f), muscFlag, fnOpts{:});
+behTable2 = arrayfun(@(m, f1) m.Sessions(f1{:}).DataTable, ...
+    mice, sessFlag, fnOpts{:});
+multFlag = cellfun(@(t) ~isstring(t.Conditions), behTable2);
+behTableM = cellfun(@(t, f, s) t(f{s},:), behTable2(multFlag), ...
+    muscFlag(multFlag), sessFlag(multFlag), fnOpts{:});
+behTableM = cellfun(@(t) table(t.Conditions{:}(:), t.BehaviourIndices{:}(:), ...
+    'VariableNames', t.Properties.VariableNames), behTableM, fnOpts{:});
+behTable2 = cat(1, behTableM{:}, behTable2{~multFlag});
+
+dateFlag = arrayfun(@(m) arrayfun(@(s) ~contains(fieldnames(s), 'Date'), ...
+    m.Sessions, fnOpts{:}), mice, fnOpts{:});
+mCatg = arrayfun(@(mn) categorical(regexp(mn.Name, '[A-Za-z]{2}', ...
+    'match')), mice); 
+Nfn = cellfun(@(x) cellfun(@sum, x), dateFlag, fnOpts{:});
+values = arrayfun(@(m) arrayfun(@(s) struct2cell(s), m.Sessions, ...
+    fnOpts{:}), mice, fnOpts{:});
+%}
\ No newline at end of file
diff --git a/Emilio/poolEphBeh_recon_and_gof.m b/Emilio/poolEphBeh_recon_and_gof.m
new file mode 100644
index 0000000..94026f4
--- /dev/null
+++ b/Emilio/poolEphBeh_recon_and_gof.m
@@ -0,0 +1,180 @@
+%#ok<*AGROW,*SAGROW>
+%% Auxiliary variables and functions
+fnOpts = {'UniformOutput', false};
+expandName = @(x) fullfile(x.folder, x.name);
+animalPattern = '[a-zA-Z]+\d{1,}';
+rsOpts = {animalPattern, 'SearchType', 'expression'};
+ctOpts = {'IgnoreCase', true};
+lsOpts = {'L\d+.\d+', 'match'};
+ephFF = 'Ephys VW(-?\d+\.\d+)-(\d+\.\d+) RW20.00-200.00 SW(-?\d+\.\d+)-(-?\d+\.\d+)';
+tblOpts = {'VariableNames', {'Conditions', 'MI'}};
+% my_zscore = @(x, m, s) ( x - m ) ./ ( s .* (s~=0) + 1 .* (s==0) );
+% getMI = @(x,d) diff(x, 1, d)./sum(x, d);
+% total_var_dist = @(dmat) integral( @(x) abs( pdf( dmat(1), x ) - pdf( dmat(2), x ) ), -5, 5 );
+getRMSE = @( r, x, d ) sqrt( mean( ( r - x ).^2, d, "omitmissing" ) );
+tocol = @(x) x(:);
+m = 1e-3;
+exclude_names = {'GADi13', 'GADi15', 'GADi53'};
+
+if ~strcmp( computer, 'PCWIN64')
+    home_path = '/gpfs/bwfor/home/hd/hd_hd/hd_bf154/';
+    repo_paths = cellfun(@(x) char( fullfile( home_path, x) ), ...
+        {'NeuroNetzAnalysis', 'AuxiliaryFuncs', 'Scripts'},  fnOpts{:} );
+    cellfun(@(x) addpath( genpath( x ) ), repo_paths )
+    roller_path = "/mnt/sds-hd/sd19b001/Emilio/SuperiorColliculusExperiments/Roller";
+else
+    roller_path = "Z:\Emilio\SuperiorColliculusExperiments\Roller";
+end
+
+params = struct( 'relative_window', [-1,1]*800*m, 'delay_window', ...
+    [-1,1]*100*m, 'bin_size', 5*m, 'kfold', 20 );
+Nbins = diff(params.relative_window)/params.bin_size;
+time_mdl = fit_poly( [1,Nbins], params.relative_window + ...
+    [1,-1]*(params.bin_size/2), 1 );
+tx = ( ( 1:Nbins)'.^[1,0] ) * time_mdl;
+sponFlags = tx < 0;
+laserFlags = my_xor(tx < [-0.1, 0.2]);
+getTimeBoAT = @(s,f,p) reshape( s(f,:,:), size(s,2) * sum( f ), p.Ns );
+
+struct_search = "MC"; % or "MC" "eOPN3" "ChR2" "BC"
+selCondition = "freq"; %  or "freq" "cont" Continuous or frquency
+extra_id = "iRNs"; % "iRNs" "eRNs" "RNs" ""
+mouse_line = "GADi"; % "GADi" "Rb" "vGlut" ""
+verb = true; % verbose 
+iRN_mice = dir( fullfile( roller_path, "Batch*", struct_search, mouse_line+"*" ) );
+iRN_mice = iRN_mice( [iRN_mice.isdir] & ...
+    ~arrayfun(@(x) any( ismember({'.','..'}, x.name ) ), iRN_mice )' );
+animalFolders = arrayfun(@(f) string( expandName( f ) ), iRN_mice(:));
+exclude_flags = contains( animalFolders, exclude_names );
+%% Looping animals
+oldMouse = "";
+mc = 0; mice = []; lp_mu = []; lPSTH = [];
+sessType = 'single';
+for cad = tocol(animalFolders(~exclude_flags))'
+    [structPath, currMouse] = fileparts(cad);
+    [~, structName] = fileparts(structPath);
+    if string(oldMouse) ~= string(currMouse)
+        oldMouse = currMouse;
+        mice = [mice; struct('Name', currMouse, 'Sessions',[], ...
+            'Structure', structName)];
+        mc = mc + 1;
+        sc = 0; oldSess = ""; oldDepth = "";
+    end
+    fprintf(1, 'Mouse %s ', currMouse)
+    sessDirs = getSubFolds(cad);
+    % Just date sessions
+    onlyDateSessFlag = arrayfun(@(x) string(regexp(x.name, '[0-9]{6}', ...
+        'match')), sessDirs, fnOpts{:});
+    sessDirs(cellfun(@isempty, onlyDateSessFlag)) = [];
+    for csd = sessDirs(:)'
+        curDir = expandName(csd);
+        sessDateDepth = regexp(csd.name, '(\d{6}).*_(\d{4})?', 'tokens', 'once');
+        if ~isempty( sessDateDepth )
+            currSess = sessDateDepth{1};
+            if isempty( sessDateDepth{2} )
+                depthSess = '';
+            else
+                depthSess = sessDateDepth{2};
+            end
+        else
+            currSess = regexp(csd.name, '(\d{6})', 'tokens', 'once');
+            depthSess = '';
+            if isempty(currSess)
+                fprintf( 1, "Unable to get session date and depth\n" );
+                fprintf( 1, "Skipping: %s %s\n", currMouse, csd.name )
+                continue
+            end
+        end
+        childFolders = getSubFolds(curDir);
+        sessOrgDirs = arrayfun(@(d) string(d.name), childFolders );
+        sessOrgDirs( ~contains(sessOrgDirs, {'behaviour', 'ephys', ...
+            'figures', 'opto'}, ctOpts{:}) ) = [];
+        if isempty(sessOrgDirs)
+            continue
+        end
+        data_path = curDir;
+        fprintf(1, ', Session %s\n', currSess )
+        rfpStruct = dir( fullfile( data_path, "Regression " + ...
+            "CW-800.00-800.00ms DW-100.00-100.00 BZ5.00.mat" ) );
+        if ~isempty(rfpStruct)
+            try
+                load( expandName( rfpStruct ), "mdlAll_ind", "DX", "params" )
+                mdl = mdlAll_ind;
+            catch ME
+                display(ME.message)
+                continue
+            end
+            if isempty(DX) || (sum( isnan(mdl), "all" ) / numel(mdl) ) > 0.05 || ...
+                    any( cellfun(@isempty, DX) ) || numel(DX)~= 4
+                continue
+            end
+        else
+            fprintf(1, 'No Regression file...\n')
+            continue
+        end
+        %%
+        mdl_mu = squeeze( mean( mdl, 2 ) );
+        y_trials = reshape( DX{1}, params.Nb, params.Nr, params.Ns );
+        y_pred = DX{2} * mdl_mu;
+        y_ptrials = reshape( y_pred, params.Nb, params.Nr, params.Ns );
+        
+        r_sq_trials = goodnessFit2( y_trials, y_ptrials, 1 );
+        r_sq = goodnessFit2( DX{1}, y_pred, 1 );
+
+        y_trials_pre = getTimeBoAT(y_trials, sponFlags, params);
+        y_ptrials_pre = getTimeBoAT(y_ptrials, sponFlags, params);
+        r_sq_pre = goodnessFit2(y_trials_pre, y_ptrials_pre, 1);
+
+        y_trials_post = getTimeBoAT( y_trials, ~sponFlags, params );
+        y_ptrials_post = getTimeBoAT( y_ptrials, ~sponFlags, params );
+        r_sq_post = goodnessFit2(y_trials_post, y_ptrials_post, 1);
+
+        y_lpred = DX{3} * mdl_mu;
+        y_lptrials = reshape( y_lpred, params.Nb, [], params.Ns );
+        y_ltrials = reshape( DX{4}, size( y_lptrials ) );
+        
+        r_sq_l = goodnessFit2( DX{4}, y_lpred, 1 );
+
+        y_trials_pre = getTimeBoAT(y_ltrials, laserFlags, params);
+        y_ptrials_pre = getTimeBoAT(y_lptrials, laserFlags, params);
+        r_sq_lpre = goodnessFit2(y_trials_pre, y_ptrials_pre, 1);
+
+        y_trials_post = getTimeBoAT( y_ltrials, ~laserFlags, params );
+        y_ptrials_post = getTimeBoAT( y_lptrials, ~laserFlags, params );
+        r_sq_lpost = goodnessFit2(y_trials_post, y_ptrials_post, 1);
+        
+        rmse_laser = getRMSE( DX{4}, y_lpred, 1 );
+
+        dataTable = table( {[r_sq;r_sq_pre;r_sq_post],[r_sq_l;r_sq_lpre;r_sq_lpost]}, ...
+            {r_sq_trials}, {params.fit_error}, ...
+            rmse_laser, 'VariableNames', {'R_2_p_L', 'R_squared_trials', ...
+            'RMSE_c', 'RMSE_l'} );
+        if ( string(oldSess) ~= string(currSess) ) || ...
+                ( string(oldDepth) ~= string(depthSess) )
+            oldSess = currSess;
+            oldDepth = depthSess;
+            auxStruct = struct('Date', currSess, ...
+                'DataTable', dataTable, 'Type', sessType, ...
+                'Depth', depthSess);
+            if ~isfield(mice, 'Sessions')
+                mice(mc).Sessions = auxStruct;
+            else
+                mice(mc).Sessions = [mice(mc).Sessions; auxStruct];
+            end
+            sc = sc + 1;
+        end
+        close all
+    end
+end
+mice( arrayfun(@(x) isempty(x.Sessions), mice) ) = [];
+
+behFP = fullfile( roller_path, struct_search + extra_id + ...
+    "_gof.mat" );
+svOpts = {'-mat'};
+if exist(behFP, "file")
+    svOpts = {'-append'};
+end
+save(behFP, "mice", svOpts{:})
+habFlag = arrayfun(@(m) arrayfun(@(s) string(s.Type) == "multi", ...
+    m.Sessions), mice, fnOpts{:});
+cat( 1, habFlag{:} )
diff --git a/Emilio/poolEphBeh_reconstruction.m b/Emilio/poolEphBeh_reconstruction.m
new file mode 100644
index 0000000..41a30d5
--- /dev/null
+++ b/Emilio/poolEphBeh_reconstruction.m
@@ -0,0 +1,149 @@
+%#ok<*AGROW,*SAGROW>
+%% Auxiliary variables and functions
+fnOpts = {'UniformOutput', false};
+expandName = @(x) fullfile(x.folder, x.name);
+animalPattern = '[a-zA-Z]+\d{1,}';
+rsOpts = {animalPattern, 'SearchType', 'expression'};
+ctOpts = {'IgnoreCase', true};
+lsOpts = {'L\d+.\d+', 'match'};
+ephFF = 'Ephys VW(-?\d+\.\d+)-(\d+\.\d+) RW20.00-200.00 SW(-?\d+\.\d+)-(-?\d+\.\d+)';
+tblOpts = {'VariableNames', {'Conditions', 'MI'}};
+% my_zscore = @(x, m, s) ( x - m ) ./ ( s .* (s~=0) + 1 .* (s==0) );
+% getMI = @(x,d) diff(x, 1, d)./sum(x, d);
+% total_var_dist = @(dmat) integral( @(x) abs( pdf( dmat(1), x ) - pdf( dmat(2), x ) ), -5, 5 );
+getRMSE = @( r, x, d ) sqrt( mean( ( r - x ).^2, d, "omitmissing" ) );
+tocol = @(x) x(:);
+m = 1e-3;
+exclude_names = {'GADi13', 'GADi15', 'GADi53'};
+
+params = struct( 'relative_window', [-1,1]*800*m, 'delay_window', ...
+    [-1,1]*100*m, 'bin_size', 5*m, 'kfold', 20 );
+
+pc = parcluster('local');
+if ~strcmp( computer, 'PCWIN64')
+    home_path = '/gpfs/bwfor/home/hd/hd_hd/hd_bf154/';
+    repo_paths = cellfun(@(x) char( fullfile( home_path, x) ), ...
+        {'NeuroNetzAnalysis', 'AuxiliaryFuncs', 'Scripts'},  fnOpts{:} );
+    cellfun(@(x) addpath( genpath( x ) ), repo_paths )
+    roller_path = "/mnt/sds-hd/sd19b001/Emilio/SuperiorColliculusExperiments/Roller";
+else
+    roller_path = "Z:\Emilio\SuperiorColliculusExperiments\Roller";
+end
+
+[~, ofgOpts] = checkSystem4Figures();
+ovwFlag = true;
+
+iRN_mice = dir( fullfile( roller_path, "Batch*", "MC", "GADi*" ) );
+animalFolders = arrayfun(@(f) string( expandName( f ) ), iRN_mice(:));
+exclude_flags = contains( animalFolders, exclude_names );
+%% Looping animals
+oldMouse = "";
+mc = 0; mice = []; lp_mu = []; lPSTH = [];
+sessType = 'single';
+for cad = tocol(animalFolders(~exclude_flags))'
+    [structPath, currMouse] = fileparts(cad);
+    [~, structName] = fileparts(structPath);
+    if string(oldMouse) ~= string(currMouse)
+        oldMouse = currMouse;
+        mice = [mice; struct('Name', currMouse, 'Sessions',[], ...
+            'Structure', structName)];
+        mc = mc + 1;
+        sc = 0; oldSess = ""; oldDepth = "";
+    end
+    fprintf(1, 'Mouse %s ', currMouse)
+    sessDirs = getSubFolds(cad);
+    % Just date sessions
+    onlyDateSessFlag = arrayfun(@(x) string(regexp(x.name, '[0-9]{6}', ...
+        'match')), sessDirs, fnOpts{:});
+    sessDirs(cellfun(@isempty, onlyDateSessFlag)) = [];
+    for csd = sessDirs(:)'
+        curDir = expandName(csd);
+        sessDateDepth = regexp(csd.name, '(\d{6}).*_(\d{4})?', 'tokens', 'once');
+        if ~isempty( sessDateDepth )
+            currSess = sessDateDepth{1};
+            if isempty( sessDateDepth{2} )
+                depthSess = '';
+            else
+                depthSess = sessDateDepth{2};
+            end
+        else
+            currSess = regexp(csd.name, '(\d{6})', 'tokens', 'once');
+            depthSess = '';
+            if isempty(currSess)
+                fprintf( 1, "Unable to get session date and depth\n" );
+                fprintf( 1, "Skipping: %s %s\n", currMouse, csd.name )
+                continue
+            end
+        end
+        childFolders = getSubFolds(curDir);
+        sessOrgDirs = arrayfun(@(d) string(d.name), childFolders );
+        sessOrgDirs( ~contains(sessOrgDirs, {'behaviour', 'ephys', ...
+            'figures', 'opto'}, ctOpts{:}) ) = [];
+        if isempty(sessOrgDirs)
+            continue
+        end
+        data_path = curDir;
+        fprintf(1, ', Session %s\n', currSess )
+        fig_path = dir( fullfile( data_path, 'ephys*', 'Fig*') );
+        if isempty( fig_path )
+            fig_path = data_path;
+        else
+            fig_path = expandName( fig_path );
+        end
+        aiFN = fullfile( fig_path, 'Amplitude index model');
+        if ~exist( [aiFN, '.fig'], 'file' ) || ovwFlag
+            try
+                [results, f] = AnBeh_Bypass(data_path, [25, 350]*m);
+            catch ME
+                fprintf(1, 'Regression ongoing...\n')
+                DX = cell(4,1);
+                try
+                    parpool( pc );
+                catch
+                end
+                % [~, ~, DX] = regressEphysVSBehaviour( data_path, params );
+                if ~all( cellfun(@isempty, DX ) )
+                    [results, f] = AnBeh_Bypass(data_path, [25, 350]*m );
+                else
+                    display(ME.message)
+                    continue
+                end
+            end
+            saveFigure( f, [aiFN, '.fig'], true, ovwFlag )
+        else
+            f = openfig( [aiFN, '.fig'], ofgOpts{:} );
+            results = get( f, 'UserData' );
+        end
+
+        dataTable = table( {results.AmplitudeIndex_pbp}, ...
+            results.AmplitudeIndex, results.AI_perCond(:)', ...
+            'VariableNames', {'AI_pbp', 'AmplitudeIndex','Names'} );
+        if ( string(oldSess) ~= string(currSess) ) || ...
+                ( string(oldDepth) ~= string(depthSess) )
+            oldSess = currSess;
+            oldDepth = depthSess;
+            auxStruct = struct('Date', currSess, ...
+                'DataTable', dataTable, 'Type', sessType, ...
+                'Depth', depthSess);
+            if ~isfield(mice, 'Sessions')
+                mice(mc).Sessions = auxStruct;
+            else
+                mice(mc).Sessions = [mice(mc).Sessions; auxStruct];
+            end
+            sc = sc + 1;
+        end
+        close all
+    end
+end
+close all
+mice( arrayfun(@(x) isempty(x.Sessions), mice) ) = [];
+
+behFP = fullfile( roller_path, "MCiRNs_reconstruction_sm.mat" );
+svOpts = {'-mat'};
+if exist(behFP, "file")
+    svOpts = {'-append'};
+end
+save(behFP, "mice", svOpts{:})
+habFlag = arrayfun(@(m) arrayfun(@(s) string(s.Type) == "multi", ...
+    m.Sessions), mice, fnOpts{:});
+cat( 1, habFlag{:} )
diff --git a/Emilio/poolEphBeh_regression.m b/Emilio/poolEphBeh_regression.m
new file mode 100644
index 0000000..244a999
--- /dev/null
+++ b/Emilio/poolEphBeh_regression.m
@@ -0,0 +1,179 @@
+%#ok<*AGROW,*SAGROW>
+%% Auxiliary variables and functions
+fnOpts = {'UniformOutput', false};
+expandName = @(x) fullfile(x.folder, x.name);
+animalPattern = '[a-zA-Z]+\d{1,}';
+rsOpts = {animalPattern, 'SearchType', 'expression'};
+ctOpts = {'IgnoreCase', true};
+lsOpts = {'L\d+.\d+', 'match'};
+ephFF = 'Ephys VW(-?\d+\.\d+)-(\d+\.\d+) RW20.00-200.00 SW(-?\d+\.\d+)-(-?\d+\.\d+)';
+tblOpts = {'VariableNames', {'Conditions', 'MI'}};
+% my_zscore = @(x, m, s) ( x - m ) ./ ( s .* (s~=0) + 1 .* (s==0) );
+% getMI = @(x,d) diff(x, 1, d)./sum(x, d);
+% total_var_dist = @(dmat) integral( @(x) abs( pdf( dmat(1), x ) - pdf( dmat(2), x ) ), -5, 5 );
+getRMSE = @( r, x, d ) sqrt( mean( ( r - x ).^2, d, "omitmissing" ) );
+tocol = @(x) x(:);
+m = 1e-3;
+exclude_names = {'GADi13', 'GADi15', 'GADi53'};
+%%
+if ~strcmp( computer, 'PCWIN64')
+    home_path = '/gpfs/bwfor/home/hd/hd_hd/hd_bf154/';
+    repo_paths = cellfun(@(x) char( fullfile( home_path, x) ), ...
+        {'NeuroNetzAnalysis', 'AuxiliaryFuncs', 'Scripts'},  fnOpts{:} );
+    cellfun(@(x) addpath( genpath( x ) ), repo_paths )
+    roller_path = "/mnt/sds-hd/sd19b001/Emilio/SuperiorColliculusExperiments/Roller";
+else
+    roller_path = "Z:\Emilio\SuperiorColliculusExperiments\Roller";
+end
+%%
+params = struct( 'relative_window', [-1,1]*800*m, 'delay_window', ...
+    [-1,1]*100*m, 'bin_size', 5*m, 'kfold', 20 );
+Nbins = diff(params.relative_window)/params.bin_size;
+time_mdl = fit_poly( [1,Nbins], params.relative_window + ...
+    [1,-1]*(params.bin_size/2), 1 );
+tx = ( ( 1:Nbins)'.^[1,0] ) * time_mdl;
+sponFlags = tx < 0;
+getTimeBoAT = @(s,f,p) reshape( s(f,:,:), size(s,2) * sum( f ), p.Ns );
+%%
+pc = parcluster('local');
+
+try
+    parpool( pc );
+catch
+end
+%%
+struct_search = "BC"; % or "MC" "eOPN3" "ChR2" "BC"
+selCondition = "freq"; %  or "freq" "cont" Continuous or frquency
+extra_id = "iRNs"; % "iRNs" "eRNs" "RNs" ""
+mouse_line = "GADi"; % "GADi" "Rb" "vGlut" ""
+verb = true; % verbose 
+iRN_mice = dir( fullfile( roller_path, "Batch*", struct_search, mouse_line+"*" ) );
+iRN_mice = iRN_mice( [iRN_mice.isdir] & ...
+    ~arrayfun(@(x) any( ismember({'.','..'}, x.name ) ), iRN_mice )' );
+animalFolders = arrayfun(@(f) string( expandName( f ) ), iRN_mice(:));
+exclude_flags = contains( animalFolders, exclude_names );
+%% Looping animals
+oldMouse = "";
+mc = 0; mice = []; lp_mu = []; lPSTH = [];
+sessType = 'single';
+for cad = tocol(animalFolders(~exclude_flags))'
+    [structPath, currMouse] = fileparts(cad);
+    [~, structName] = fileparts(structPath);
+    if string(oldMouse) ~= string(currMouse)
+        oldMouse = currMouse;
+        mice = [mice; struct('Name', currMouse, 'Sessions',[], ...
+            'Structure', structName)];
+        mc = mc + 1;
+        sc = 0; oldSess = ""; oldDepth = "";
+    end
+    fprintf(1, 'Mouse %s ', currMouse)
+    sessDirs = getSubFolds(cad);
+    % Just date sessions
+    onlyDateSessFlag = arrayfun(@(x) string(regexp(x.name, '[0-9]{6}', ...
+        'match')), sessDirs, fnOpts{:});
+    sessDirs(cellfun(@isempty, onlyDateSessFlag)) = [];
+    for csd = sessDirs(:)'
+        curDir = expandName(csd);
+        sessDateDepth = regexp(csd.name, '(\d{6}).*_(\d{4})?', 'tokens', 'once');
+        if ~isempty( sessDateDepth )
+            currSess = sessDateDepth{1};
+            if isempty( sessDateDepth{2} )
+                depthSess = '';
+            else
+                depthSess = sessDateDepth{2};
+            end
+        else
+            currSess = regexp(csd.name, '(\d{6})', 'tokens', 'once');
+            depthSess = '';
+            if isempty(currSess)
+                fprintf( 1, "Unable to get session date and depth\n" );
+                fprintf( 1, "Skipping: %s %s\n", currMouse, csd.name )
+                continue
+            end
+        end
+        childFolders = getSubFolds(curDir);
+        sessOrgDirs = arrayfun(@(d) string(d.name), childFolders );
+        sessOrgDirs( ~contains(sessOrgDirs, {'behaviour', 'ephys', ...
+            'figures', 'opto'}, ctOpts{:}) ) = [];
+        if isempty(sessOrgDirs)
+            continue
+        end
+        data_path = curDir;
+        fprintf(1, ', Session %s\n', currSess )
+        try
+            [mdl, params, DX] = regressEphysVSBehaviour( data_path, params, ...
+                'Condition', selCondition, 'Verbose', verb );
+        catch ME
+            display(ME.message)
+            continue
+        end
+        if isempty(DX) || (sum( isnan(mdl), "all" ) / numel(mdl) ) > 0.05 || ...
+                any( cellfun(@isempty, DX) )
+            continue
+        end
+        %%
+        mdl_mu = squeeze( mean( mdl, 2 ) );
+        y_trials = reshape( DX{1}, params.Nb, params.Nr, params.Ns );
+        y_pred = DX{2} * mdl_mu;
+        y_ptrials = reshape( y_pred, params.Nb, params.Nr, params.Ns );
+        
+        r_sq_trials = goodnessFit2( y_trials, y_ptrials, 1 );
+        r_sq = goodnessFit2( DX{1}, y_pred, 1 );
+
+        y_trials_pre = getTimeBoAT(y_trials, sponFlags, params);
+        y_ptrials_pre = getTimeBoAT(y_ptrials, sponFlags, params);
+        r_sq_pre = goodnessFit2(y_trials_pre, y_ptrials_pre, 1);
+
+        y_trials_post = getTimeBoAT( y_trials, ~sponFlags, params );
+        y_ptrials_post = getTimeBoAT( y_ptrials, ~sponFlags, params );
+        r_sq_post = goodnessFit2(y_trials_post, y_ptrials_post, 1);
+
+        y_lpred = DX{3} * mdl_mu;
+        y_lptrials = reshape( y_lpred, params.Nb, [], params.Ns );
+        y_ltrials = reshape( DX{4}, size( y_lptrials ) );
+        
+        r_sq_l = goodnessFit2( DX{4}, y_lpred, 1 );
+
+        y_trials_pre = getTimeBoAT(y_ltrials, sponFlags, params);
+        y_ptrials_pre = getTimeBoAT(y_lptrials, sponFlags, params);
+        r_sq_lpre = goodnessFit2(y_trials_pre, y_ptrials_pre, 1);
+
+        y_trials_post = getTimeBoAT( y_ltrials, ~sponFlags, params );
+        y_ptrials_post = getTimeBoAT( y_lptrials, ~sponFlags, params );
+        r_sq_lpost = goodnessFit2(y_trials_post, y_ptrials_post, 1);
+        
+        rmse_laser = getRMSE( DX{4}, y_lpred, 1 );
+
+        dataTable = table( {[r_sq;r_sq_pre;r_sq_post],[r_sq_l;r_sq_lpre;r_sq_lpost]}, ...
+            {r_sq_trials}, {params.fit_error}, ...
+            rmse_laser, 'VariableNames', {'R_2_p_L', 'R_squared_trials', ...
+            'RMSE_c', 'RMSE_l'} );
+        if ( string(oldSess) ~= string(currSess) ) || ...
+                ( string(oldDepth) ~= string(depthSess) )
+            oldSess = currSess;
+            oldDepth = depthSess;
+            auxStruct = struct('Date', currSess, ...
+                'DataTable', dataTable, 'Type', sessType, ...
+                'Depth', depthSess);
+            if ~isfield(mice, 'Sessions')
+                mice(mc).Sessions = auxStruct;
+            else
+                mice(mc).Sessions = [mice(mc).Sessions; auxStruct];
+            end
+            sc = sc + 1;
+        end
+        close all
+    end
+end
+mice( arrayfun(@(x) isempty(x.Sessions), mice) ) = [];
+
+behFP = fullfile( roller_path, struct_search + extra_id + ...
+    "_reconstruction_sm.mat" );
+svOpts = {'-mat'};
+if exist(behFP, "file")
+    svOpts = {'-append'};
+end
+save(behFP, "mice", svOpts{:})
+habFlag = arrayfun(@(m) arrayfun(@(s) string(s.Type) == "multi", ...
+    m.Sessions), mice, fnOpts{:});
+cat( 1, habFlag{:} )
diff --git a/Emilio/poolEphMI.m b/Emilio/poolEphMI.m
new file mode 100644
index 0000000..f4733e8
--- /dev/null
+++ b/Emilio/poolEphMI.m
@@ -0,0 +1,233 @@
+%#ok<*AGROW,*SAGROW>
+%% Auxiliary variables and functions
+fnOpts = {'UniformOutput', false};
+expandName = @(x) fullfile(x.folder, x.name);
+animalPattern = '[a-zA-Z]+\d{1,}';
+rsOpts = {animalPattern, 'SearchType', 'expression'};
+ctOpts = {'IgnoreCase', true};
+lsOpts = {'L\d+.\d+', 'match'};
+ephFF = 'Ephys VW(-?\d+\.\d+)-(\d+\.\d+) RW20.00-200.00 SW(-?\d+\.\d+)-(-?\d+\.\d+)';
+tblOpts = {'VariableNames', {'Conditions', 'MI'}};
+my_zscore = @(x, m, s) ( x - m ) ./ ( s .* (s~=0) + 1 .* (s==0) );
+getMI = @(x,d) diff(x, 1, d)./sum(x, d);
+total_var_dist = @(dmat) integral( @(x) abs( pdf( dmat(1), x ) - pdf( dmat(2), x ) ), -5, 5 );
+tocol = @(x) x(:);
+%% Assuming 1 level of animal organisation i.e.
+% BatchX/FolderA/Animal001
+% BatchX/FolderB/Animal002
+batchDir = fullfile( "Z:\Emilio\SuperiorColliculusExperiments", ...
+    "Roller", "Batch17_ephys.MC");
+%Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch15_ephys
+
+childFolders = dir(batchDir);
+
+pointFlag = arrayfun(@(x) any(strcmpi(x.name, {'.','..'})), childFolders);
+fileFlag = ~[childFolders.isdir]';
+childFolders(pointFlag | fileFlag) = [];
+animalFolders = arrayfun(@(d) recursiveFolderSearch(expandName(d), ...
+    rsOpts{:}), childFolders, fnOpts{:}); animalFolders = cat(1, animalFolders{:});
+%% Looping animals
+oldMouse = "";
+mc = 0; mice = []; lp_mu = []; lPSTH = [];
+var2save = {'mice', 'lp_mu', 'lPSTH'};
+for cad = tocol(animalFolders)'
+    [structPath, currMouse] = fileparts(cad);
+    [~, structName] = fileparts(structPath);
+    if string(oldMouse) ~= string(currMouse)
+        oldMouse = currMouse;
+        mice = [mice; struct('Name', currMouse, 'Sessions',[], ...
+            'Structure', structName)];
+        mc = mc + 1;
+        sc = 0; oldSess = ""; oldDepth = "";
+    end
+    sessDirs = getSubFolds(cad);
+    % Just date sessions
+    onlyDateSessFlag = arrayfun(@(x) string(regexp(x.name, '[0-9]{6}', ...
+        'match')), sessDirs, fnOpts{:});
+    sessDirs(cellfun(@isempty, onlyDateSessFlag)) = [];
+    for csd = sessDirs(:)'
+        curDir = expandName(csd);
+        sessDateDepth = regexp(csd.name, '(\d{6}).*_(\d{4})?', 'tokens', 'once');
+        if ~isempty( sessDateDepth )
+            currSess = sessDateDepth{1};
+            if isempty( sessDateDepth{2} )
+                depthSess = '';
+            else
+                depthSess = sessDateDepth{2};
+            end
+        else
+            currSess = regexp(csd.name, '(\d{6})', 'tokens', 'once');
+            depthSess = '';
+            if isempty(currSess)
+                fprintf( 1, "Unable to get session date and depth\n" );
+                fprintf( 1, "Skipping: %s %s\n", currMouse, csd.name )
+                continue
+            end
+        end
+        childFolders = getSubFolds(curDir);
+        sessOrgDirs = arrayfun(@(d) string(d.name), childFolders);
+        sessOrgDirs(contains(sessOrgDirs, {'behaviour', 'ephys', ...
+            'figures', 'opto'}, ctOpts{:})) = [];
+        miFigDir = arrayfun(@(d) recursiveFolderSearch(expandName(d), ...
+            ephFF, 'SearchType', 'expression'), childFolders, fnOpts{:}); 
+        miFigDir = cat(1, miFigDir{:});
+        miIdxFiles = arrayfun(@(d) dir( fullfile( d, ...
+            "LogPSTH_Structure*.mat" ) ), miFigDir, fnOpts{:} ); 
+        miIdxFiles = cat( 1, miIdxFiles{:} );
+        if isempty(miIdxFiles)
+            fprintf(1, 'No ephys analysis done! Skipping %s!\n', curDir)
+            continue
+        end
+        % miIdxStr = arrayfun(@(x) load( expandName(x), 'logPSTH' ), miIdxFiles);
+        load( expandName(miIdxFiles), 'logPSTH' );
+        lPSTH = cat( 1, lPSTH, {logPSTH.LogPSTH} );
+        lp_mu = cat( 3, lp_mu, squeeze( mean( ...
+            logPSTH.LogPSTH(:,:,logPSTH.indexMIComparison) ) ) );
+        muMI = getMI( lp_mu(:,:,end), 2 ); muMI(isnan( muMI )) = 0;
+        bmot_MI = mean( muMI( ~(logPSTH.TimeAxis < 5e-2) ) );
+        sens_MI = mean( muMI( logPSTH.TimeAxis < 5e-2) );
+        miVal = [sens_MI, bmot_MI];
+        condNames = logPSTH.ConditionNames( logPSTH.indexMIComparison );
+        condNames = join([condNames(1), "v", condNames(2)]);
+
+        sessType = 'single';
+        dataTable = table( condNames, miVal, tblOpts{:} );
+        if ( string(oldSess) ~= string(currSess) ) || ...
+                ( string(oldDepth) ~= string(depthSess) )
+            oldSess = currSess;
+            oldDepth = depthSess;
+            auxStruct = struct('Date', currSess, ...
+                'DataTable', dataTable, 'Type', sessType, ...
+                'Depth', depthSess);
+            if ~isfield(mice, 'Sessions')
+                mice(mc).Sessions = auxStruct;
+            else
+                mice(mc).Sessions = [mice(mc).Sessions; auxStruct];
+            end
+            sc = sc + 1;
+        end
+    end
+end
+mice( arrayfun(@(x) isempty(x.Sessions), mice) ) = [];
+btchName = regexp( batchDir, 'Batch\d+','match' );
+behFP = fullfile( batchDir, btchName+"_EphMI_sm.mat" );
+svOpts = {'-mat'};
+if exist(behFP, "file")
+    svOpts = {'-append'};
+end
+save(behFP, var2save{:}, svOpts{:})
+habFlag = arrayfun(@(m) arrayfun(@(s) string(s.Type) == "multi", ...
+    m.Sessions), mice, fnOpts{:});
+cat( 1, habFlag{:} )
+
+%% multiple
+jittDist = makedist('Normal', 'mu', 0, 'sigma', 1/9);
+habFlag = arrayfun(@(m) arrayfun(@(s) string(s.Type) == "multi", ...
+    m.Sessions), mice, fnOpts{:});
+habTable = arrayfun(@(m, f) {m.Sessions(f{:}).DataTable}, mice, habFlag, ...
+    fnOpts{:});
+pBehIdx = cellfun(@(x) cellfun(@(y) cell2mat(y.Trial_and_Amp_Indices{end}), x, ...
+    fnOpts{:}), habTable, fnOpts{:});
+Ncc = cellfun(@(x) cellfun(@(y) numel(y), x), pBehIdx, fnOpts{:});
+rSz = cellfun(@(x) max(cellfun(@(y) numel(y), x)), pBehIdx);
+cSz = cellfun(@numel, pBehIdx);
+resBehIdx = arrayfun(@(x,y) nan(x,y), rSz, cSz, fnOpts{:});
+resTable = cell(numel(mice), 1); Nm = numel(mice);
+mNames = arrayfun(@(m) m.Name, mice); clrMap = roma(Nm);
+habFig = figure('Name', 'Intensity v.s. index', 'Color', 'w');
+ax = axes('Parent', habFig, 'Color', 'none', 'Box', 'off', 'NextPlot', 'add');
+x = []; y = [];
+for m = 1:Nm
+    mxSub = find(Ncc{m} == rSz(m), 1, "first");
+    for ci = 1:cSz(m)
+        endS = numel(pBehIdx{m}{ci});
+        resBehIdx{m}(1:endS,ci) = pBehIdx{m}{ci};
+    end
+    resTable{m} = table(resBehIdx{m}, ...
+        'RowNames', mice(m).Sessions(mxSub).DataTable.Row, ...
+        'VariableNames', "BehaviourIndices");
+    x = [x; reshape(ones(rSz(m), cSz(m)).*(1:rSz(m))', [], 1)];
+    y = [y; resTable{m}.BehaviourIndices(:)];
+    %scatter(ax, ones(cSz(m),rSz(m)).*(1:rSz(m)) + ...
+    scatter(ax, (1:rSz(m)) + random(jittDist, [1,rSz(m)]), ...
+        mean(resTable{m}.BehaviourIndices,2,'omitnan')', [], clrMap(m,:), ...
+        "filled", "MarkerFaceAlpha", 0.5)
+end
+xticks(ax, 1:max(rSz));
+
+lgObj = legend(ax, mNames);
+set(lgObj, "Box", 'off', 'Color', 'none', 'Location', 'best', 'AutoUpdate', 'off')
+%{
+%% single
+singFlag = arrayfun(@(m) arrayfun(@(s) string(s.Type) == "single", ...
+    m.Sessions), mice, fnOpts{:});
+behTable = arrayfun(@(m, f) {m.Sessions(f{:}).DataTable}, mice, singFlag, ...
+    fnOpts{:}); behTable = arrayfun(@(t) cat(1, t{:}{:}), behTable, fnOpts{:});
+behTable = cat(1, behTable{:});
+ctrl = behTable{behTable.Conditions == "Control Puff", "BehaviourIndices"};
+ptx = behTable{behTable.Conditions == "PTX", "BehaviourIndices"};
+figure; scatter(ones(size(ptx, 1),2).*[1,2], [ctrl, ptx])
+hold on; plot(ones(2,size(ptx, 1)).*[1;2], [ctrl, ptx]', 'k:')
+behTable = [behTable; mice(5).Sessions(2).DataTable]
+ctrl = behTable{behTable.Conditions == "Control Puff", "BehaviourIndices"}
+ptx = behTable{behTable.Conditions == "PTX", "BehaviourIndices"}
+figure; scatter(ones(size(ptx, 1),2).*[1,2], [ctrl, ptx])
+hold on; plot(ones(2,size(ptx, 1)).*[1;2], [ctrl, ptx]', 'k:')
+ptx = behTable{contains(behTable.Conditions, "PTX"), "BehaviourIndices"}
+figure; scatter(ones(size(ptx, 1),2).*[1,2], [ctrl, ptx])
+xlim([0,3])
+xticks(1:2)
+hold on; plot(ones(2,size(ptx, 1)).*[1;2], [ctrl, ptx]', 'k:')
+[p, h] = ranksum(ctrl, ptx)
+[p, h] = ranksum(ctrl(setdiff(1:6,3)), ptx(setdiff(1:6,3)))
+koFlag = true(size(ctrl));
+koFlag(3) = false;
+[p, h] = ranksum(ctrl(koFlag), ptx(koFlag))
+[ctrl, ptx]
+[ctrl, ptx, koFlag]
+[p, h] = ranksum(ctrl(koFlag), ptx(koFlag), "tail", "right")
+[p, h] = ranksum(ctrl(koFlag), ptx(koFlag), "tail", "left")
+[p, h] = ranksum(ctrl, ptx, "tail", "left")
+[p, h] = ranksum(ctrl(koFlag), ptx(koFlag), "tail", "left")
+ylim([0,1])
+ylabel('Behaviour index')
+xticks(1:2)
+xticklabels({'Control', 'PTX'})
+hold on; plot([1,2], max([ctrl, ptx], [], "all")*([1,1]+0.1), 'k')
+text(1.5, max([ctrl, ptx],[], "all")*1.1, '\ast', "HorizontalAlignment", 'center', "VerticalAlignment", "bottom")
+title(["PTX [60 \muM] in SC";"Significance: left tail"])
+configureFigureToPDF(gcf)
+figure; scatter(ones(sum(koFlag),2).*[1,2], [ctrl(koFlag), ptx(koFlag)])
+hold on; plot([1,2], max([ctrl(koFlag), ptx(koFlag)], [], "all")*([1,1]+0.1), 'k')
+hold on; plot(ones(2,sum(koFlag)).*[1;2], [ctrl(koFlag), ptx(koFlag)]', 'k:')
+xlim([0,3])
+xticks(1:2)
+xticklabels({'Control', 'PTX'})
+ylim([0,1])
+ylabel('Behaviour index')
+title(["PTX [60 \muM] in SC";"Significance: left tail"])
+configureFigureToPDF(gcf)
+saveFigure(gcf, fullfile("Z:\Emilio\SuperiorColliculusExperiments\Roller\GenFigures", "PTX effect"), true);
+text(1.5, max([ctrl, ptx],[], "all")*1.1, '\ast', "HorizontalAlignment", 'center', "VerticalAlignment", "bottom")
+%%
+muscFlag = arrayfun(@(m) arrayfun(@(s) cellfun(@(c) ...
+    any(contains(c, 'musc', ctOpts{:}),2), s.DataTable.Conditions), ...
+    m.Sessions, fnOpts{:}), mice, fnOpts{:});
+sessFlag = cellfun(@(f) cellfun(@any, f), muscFlag, fnOpts{:});
+behTable2 = arrayfun(@(m, f1) m.Sessions(f1{:}).DataTable, ...
+    mice, sessFlag, fnOpts{:});
+multFlag = cellfun(@(t) ~isstring(t.Conditions), behTable2);
+behTableM = cellfun(@(t, f, s) t(f{s},:), behTable2(multFlag), ...
+    muscFlag(multFlag), sessFlag(multFlag), fnOpts{:});
+behTableM = cellfun(@(t) table(t.Conditions{:}(:), t.BehaviourIndices{:}(:), ...
+    'VariableNames', t.Properties.VariableNames), behTableM, fnOpts{:});
+behTable2 = cat(1, behTableM{:}, behTable2{~multFlag});
+
+dateFlag = arrayfun(@(m) arrayfun(@(s) ~contains(fieldnames(s), 'Date'), ...
+    m.Sessions, fnOpts{:}), mice, fnOpts{:});
+mCatg = arrayfun(@(mn) categorical(regexp(mn.Name, '[A-Za-z]{2}', ...
+    'match')), mice); 
+Nfn = cellfun(@(x) cellfun(@sum, x), dateFlag, fnOpts{:});
+values = arrayfun(@(m) arrayfun(@(s) struct2cell(s), m.Sessions, ...
+    fnOpts{:}), mice, fnOpts{:});
+%}
\ No newline at end of file
diff --git a/Emilio/poolEphMI_iRNs.m b/Emilio/poolEphMI_iRNs.m
new file mode 100644
index 0000000..b28c167
--- /dev/null
+++ b/Emilio/poolEphMI_iRNs.m
@@ -0,0 +1,113 @@
+%#ok<*AGROW,*SAGROW>
+%% Auxiliary variables and functions
+fnOpts = {'UniformOutput', false};
+expandName = @(x) fullfile(x.folder, x.name);
+animalPattern = '[a-zA-Z]+\d{1,}';
+rsOpts = {animalPattern, 'SearchType', 'expression'};
+ctOpts = {'IgnoreCase', true};
+lsOpts = {'L\d+.\d+', 'match'};
+ephFF = 'Ephys VW(-?\d+\.\d+)-(\d+\.\d+) RW20.00-200.00 SW(-?\d+\.\d+)-(-?\d+\.\d+)';
+tblOpts = {'VariableNames', {'Conditions', 'MI'}};
+my_zscore = @(x, m, s) ( x - m ) ./ ( s .* (s~=0) + 1 .* (s==0) );
+getMI = @(x,d) diff(x, 1, d)./sum(x, d);
+total_var_dist = @(dmat) integral( @(x) abs( pdf( dmat(1), x ) - pdf( dmat(2), x ) ), -5, 5 );
+tocol = @(x) x(:);
+
+exclude_names = {'GADi13', 'GADi15', 'GADi53'};
+
+iRN_mice = dir( "Z:\Emilio\SuperiorColliculusExperiments\Roller\Batch*\MC\GADi*" );
+animalFolders = arrayfun(@(f) string( expandName( f ) ), iRN_mice(:));
+exclude_flags = contains( animalFolders, exclude_names );
+
+%% Looping animals
+oldMouse = "";
+mc = 0; mice = []; lp_mu = []; lPSTH = [];
+for cad = tocol(animalFolders(~exclude_flags))'
+    [structPath, currMouse] = fileparts(cad);
+    [~, structName] = fileparts(structPath);
+    if string(oldMouse) ~= string(currMouse)
+        oldMouse = currMouse;
+        mice = [mice; struct('Name', currMouse, 'Sessions',[], ...
+            'Structure', structName)];
+        mc = mc + 1;
+        sc = 0; oldSess = ""; oldDepth = "";
+    end
+    sessDirs = getSubFolds(cad);
+    % Just date sessions
+    onlyDateSessFlag = arrayfun(@(x) string(regexp(x.name, '[0-9]{6}', ...
+        'match')), sessDirs, fnOpts{:});
+    sessDirs(cellfun(@isempty, onlyDateSessFlag)) = [];
+    for csd = sessDirs(:)'
+        curDir = expandName(csd);
+        sessDateDepth = regexp(csd.name, '(\d{6}).*_(\d{4})?', 'tokens', 'once');
+        if ~isempty( sessDateDepth )
+            currSess = sessDateDepth{1};
+            if isempty( sessDateDepth{2} )
+                depthSess = '';
+            else
+                depthSess = sessDateDepth{2};
+            end
+        else
+            currSess = regexp(csd.name, '(\d{6})', 'tokens', 'once');
+            depthSess = '';
+            if isempty(currSess)
+                fprintf( 1, "Unable to get session date and depth\n" );
+                fprintf( 1, "Skipping: %s %s\n", currMouse, csd.name )
+                continue
+            end
+        end
+        childFolders = getSubFolds(curDir);
+        sessOrgDirs = arrayfun(@(d) string(d.name), childFolders);
+        sessOrgDirs(contains(sessOrgDirs, {'behaviour', 'ephys', ...
+            'figures', 'opto'}, ctOpts{:})) = [];
+        miFigDir = arrayfun(@(d) recursiveFolderSearch(expandName(d), ...
+            ephFF, 'SearchType', 'expression'), childFolders, fnOpts{:}); 
+        miFigDir = cat(1, miFigDir{:});
+        miIdxFiles = arrayfun(@(d) dir( fullfile( d, ...
+            "LogPSTH_Structure*.mat" ) ), miFigDir, fnOpts{:} ); 
+        miIdxFiles = cat( 1, miIdxFiles{:} );
+        if isempty(miIdxFiles)
+            fprintf(1, 'No ephys analysis done! Skipping %s!\n', curDir)
+            continue
+        end
+        % miIdxStr = arrayfun(@(x) load( expandName(x), 'logPSTH' ), miIdxFiles);
+        load( expandName(miIdxFiles), 'logPSTH' );
+        lPSTH = cat( 1, lPSTH, {logPSTH.LogPSTH} );
+        lp_mu = cat( 3, lp_mu, squeeze( mean( ...
+            logPSTH.LogPSTH(:,:,logPSTH.indexMIComparison) ) ) );
+        muMI = getMI( lp_mu(:,:,end), 2 ); muMI(isnan( muMI )) = 0;
+        bmot_MI = mean( muMI( ~(logPSTH.TimeAxis < 5e-2) ) );
+        sens_MI = mean( muMI( logPSTH.TimeAxis < 5e-2) );
+        miVal = [sens_MI, bmot_MI];
+        condNames = logPSTH.ConditionNames( logPSTH.indexMIComparison );
+        condNames = join([condNames(1), "v", condNames(2)]);
+
+        sessType = 'single';
+        dataTable = table( condNames, miVal, tblOpts{:} );
+        if ( string(oldSess) ~= string(currSess) ) || ...
+                ( string(oldDepth) ~= string(depthSess) )
+            oldSess = currSess;
+            oldDepth = depthSess;
+            auxStruct = struct('Date', currSess, ...
+                'DataTable', dataTable, 'Type', sessType, ...
+                'Depth', depthSess);
+            if ~isfield(mice, 'Sessions')
+                mice(mc).Sessions = auxStruct;
+            else
+                mice(mc).Sessions = [mice(mc).Sessions; auxStruct];
+            end
+            sc = sc + 1;
+        end
+    end
+end
+mice( arrayfun(@(x) isempty(x.Sessions), mice) ) = [];
+
+behFP = fullfile( "Z:\Emilio\SuperiorColliculusExperiments\Roller", "MCiRNs_EphMI_sm.mat" );
+svOpts = {'-mat'};
+if exist(behFP, "file")
+    svOpts = {'-append'};
+end
+% save(behFP, "mice", svOpts{:})
+habFlag = arrayfun(@(m) arrayfun(@(s) string(s.Type) == "multi", ...
+    m.Sessions), mice, fnOpts{:});
+cat( 1, habFlag{:} )
diff --git a/Emilio/poolRespUnitProp.m b/Emilio/poolRespUnitProp.m
new file mode 100644
index 0000000..39449d0
--- /dev/null
+++ b/Emilio/poolRespUnitProp.m
@@ -0,0 +1,151 @@
+%#ok<*AGROW,*SAGROW>
+%% Auxiliary variables and functions
+fnOpts = {'UniformOutput', false};
+expandName = @(x) fullfile(x.folder, x.name);
+animalPattern = '[a-zA-Z]+\d{1,}';
+rsOpts = {animalPattern, 'SearchType', 'expression'};
+ctOpts = {'IgnoreCase', true};
+lsOpts = {'L\d+.\d+', 'match'};
+ephFF = 'Ephys VW(-?\d+\.\d+)-(\d+\.\d+) RW20.00-200.00 SW(-?\d+\.\d+)-(-?\d+\.\d+)';
+tblOpts = {'VariableNames', {'Conditions', 'MI'}};
+my_zscore = @(x, m, s) ( x - m ) ./ ( s .* (s~=0) + 1 .* (s==0) );
+getMI = @(x,d) diff(x, 1, d)./sum(x, d);
+total_var_dist = @(dmat) integral( @(x) abs( pdf( dmat(1), x ) - pdf( dmat(2), x ) ), -5, 5 );
+tocol = @(x) x(:);
+my_xor = @(x) xor( x(:,1), x(:,2) );
+m = 1e-3;
+exclude_names = {'GADi13', 'GADi15', 'GADi53'};
+
+params = struct( 'relative_window', [-1,1]*800*m, 'delay_window', ...
+    [-1,1]*100*m, 'bin_size', 5*m, 'kfold', 20 );
+
+pc = parcluster('local');
+if ~strcmp( computer, 'PCWIN64')
+    home_path = '/gpfs/bwfor/home/hd/hd_hd/hd_bf154/';
+    repo_paths = cellfun(@(x) char( fullfile( home_path, x) ), ...
+        {'NeuroNetzAnalysis', 'AuxiliaryFuncs', 'Scripts'},  fnOpts{:} );
+    cellfun(@(x) addpath( genpath( x ) ), repo_paths )
+    roller_path = "/mnt/sds-hd/sd19b001/Emilio/SuperiorColliculusExperiments/Roller";
+else
+    roller_path = "Z:\Emilio\SuperiorColliculusExperiments\Roller";
+end
+try
+    parpool( pc );
+catch
+    fprintf(1, 'Parallel pool already running ;-)\n')
+end
+
+iRN_mice = dir( fullfile( roller_path, "Batch*", "MC", "GADi*" ) );
+animalFolders = arrayfun(@(f) string( expandName( f ) ), iRN_mice(:));
+exclude_flags = contains( animalFolders, exclude_names );
+%% Looping animals
+oldMouse = "";
+mc = 0; mice = []; lp_mu = []; lPSTH = [];
+sessType = 'single';
+for cad = tocol(animalFolders(~exclude_flags))'
+    [structPath, currMouse] = fileparts(cad);
+    [~, structName] = fileparts(structPath);
+    if string(oldMouse) ~= string(currMouse)
+        oldMouse = currMouse;
+        mice = [mice; struct('Name', currMouse, 'Sessions',[], ...
+            'Structure', structName)];
+        mc = mc + 1;
+        sc = 0; oldSess = ""; oldDepth = "";
+    end
+    fprintf(1, 'Mouse %s', currMouse)
+    sessDirs = getSubFolds(cad);
+    % Just date sessions
+    onlyDateSessFlag = arrayfun(@(x) string(regexp(x.name, '[0-9]{6}', ...
+        'match')), sessDirs, fnOpts{:});
+    sessDirs(cellfun(@isempty, onlyDateSessFlag)) = [];
+    for csd = sessDirs(:)'
+        curDir = expandName(csd);
+        sessDateDepth = regexp(csd.name, '(\d{6}).*_(\d{4})?', 'tokens', 'once');
+        if ~isempty( sessDateDepth )
+            currSess = sessDateDepth{1};
+            if isempty( sessDateDepth{2} )
+                depthSess = '';
+            else
+                depthSess = sessDateDepth{2};
+            end
+        else
+            currSess = regexp(csd.name, '(\d{6})', 'tokens', 'once');
+            depthSess = '';
+            if isempty(currSess)
+                fprintf( 1, '\n' )
+                fprintf( 1, "Unable to get session date and depth\n" );
+                fprintf( 1, "Skipping: %s %s\n", currMouse, csd.name )
+                continue
+            end
+        end
+        fprintf(1, ', Session %s\n', currSess )
+        childFolders = getSubFolds(curDir);
+        sessOrgDirs = arrayfun(@(d) string(d.name), childFolders );
+        sessOrgDirs( ~contains(sessOrgDirs, {'behaviour', 'ephys', ...
+            'figures', 'opto'}, ctOpts{:}) ) = [];
+        if isempty(sessOrgDirs)
+            continue
+        end
+        data_path = curDir;
+        
+        mapFile = dir( fullfile( curDir, "ephys*", "Results", "Map *.mat" ) );
+        rstFile = dir( fullfile( curDir, "ephys*", "*RW20.00-200.00*.mat" ) );
+        rstFile( ~contains({rstFile.name}, 'PuffAll (unfiltered)') ) = [];
+        if numel( mapFile ) ~= 1
+            fprintf(1, '%s\ndoesn''t have result map... skipping...\n', curDir )
+            continue
+        end
+        if numel( rstFile ) ~= 1
+            fprintf(1, '%s\ndoesn''t have relative spikes... skipping...\n', curDir )
+            continue
+        end
+        % load( expandName(mapFile), 'keyCell', 'resMap' )
+        load( expandName(rstFile), 'relativeSpkTmsStruct' )
+        Ncl = size( relativeSpkTmsStruct(1).SpikeTimes, 1 );
+        Na = arrayfun(@(x) size( x.SpikeTimes, 2 ), relativeSpkTmsStruct);
+        respWins = [20, 50; 50, 200]*1e-3;
+        sponWins = -flip( respWins, 2 ) - 0.1;
+        
+        countSpks = @(win) arrayfun(@(c) arrayfun(@(t) ...
+            sum( my_xor( tocol(relativeSpkTmsStruct(1).SpikeTimes{c,t}) > ...
+            win ) ), 1:Na(1) ), (1:Ncl)', fnOpts{:} );
+        rCounts = cellfun(@(x) cat( 1, x{:}), arrayfun(@(x) ...
+            countSpks(respWins(x,:)), 1:2, fnOpts{:} ), fnOpts{:} );
+        sCounts = cellfun(@(x) cat( 1, x{:}), arrayfun(@(x) ...
+            countSpks(sponWins(x,:)), 1:2, fnOpts{:} ), fnOpts{:} );
+        testPairedMedians = @(x,y) arrayfun(@(u) signrank( ...
+            tocol( x(u,:) ), tocol( y(u,:) ) ), (1:Ncl)' ) < 0.05;
+        h = cellfun( @(x,y) testPairedMedians(x,y), sCounts, rCounts, ...
+            fnOpts{:} ); h = cat( 2, h{:} );
+        
+        dataTable = table( Ncl, Na(1), sum(h), sum(h)/Ncl, ...
+            'VariableNames', ["NUnits", "NTrials", ...
+            "Modulated_sens_motr", "Proportion"] );
+        if ( string(oldSess) ~= string(currSess) ) || ...
+                ( string(oldDepth) ~= string(depthSess) )
+            oldSess = currSess;
+            oldDepth = depthSess;
+            auxStruct = struct('Date', currSess, ...
+                'DataTable', dataTable, 'Type', sessType, ...
+                'Depth', depthSess);
+            if ~isfield(mice, 'Sessions')
+                mice(mc).Sessions = auxStruct;
+            else
+                mice(mc).Sessions = [mice(mc).Sessions; auxStruct];
+            end
+            sc = sc + 1;
+        end
+        clearvars rCounts sCounts h relativeSpkTmsStruct
+    end
+end
+mice( arrayfun(@(x) isempty(x.Sessions), mice) ) = [];
+
+behFP = fullfile( roller_path, "MCiRNs_respUnitProp.mat" );
+svOpts = {'-mat'};
+if exist(behFP, "file")
+    svOpts = {'-append'};
+end
+save(behFP, "mice", svOpts{:})
+habFlag = arrayfun(@(m) arrayfun(@(s) string(s.Type) == "multi", ...
+    m.Sessions), mice, fnOpts{:});
+cat( 1, habFlag{:} )
diff --git a/Emilio/popPolygon.m b/Emilio/popPolygon.m
new file mode 100644
index 0000000..70355ef
--- /dev/null
+++ b/Emilio/popPolygon.m
@@ -0,0 +1,61 @@
+% iRNs
+expMice = summMice{1}(3);
+aux = expMice.PolygonUnfoldAmplIndx([1,5],:,:,cons_mice);
+% cons_mice comes from the iegRNs_AmplitudeIndexPool.m script
+
+% eOPN3
+% expMice = summMice{4}(2);
+% aux = expMice.PolygonUnfoldAmplIndx([1,8],:,:,:);
+%%
+vaxOpts = cellstr( ["HorizontalAlignment", "center", ...
+    "VerticalAlignment", "baseline", "Rotation"] );
+med_AI_pbp = squeeze( median( aux, 2, "omitmissing" ) );
+med_AI_all = median( med_AI_pbp, 3, "omitmissing" );
+clrMap = [0.15*ones(1,3); 0, 0.51, 1];
+Nb = 8;
+bodypart_names = ["Stim-whisker mean", "Stim-whisker fan arc", ...
+    "Nonstim-whisker mean", "Nonstim-whisker fan arc", "Interwhisk arc", ...
+    "Symmetry", "Nose", "Roller speed"];
+
+iqr_AI = quantile( med_AI_pbp, [1,3]/4, 3 );
+
+[f, z_axis, poly_coords] = createPolarPlotPolygons( med_AI_all' );
+iqr_coords = iqr_AI .* reshape(z_axis,1,[],1);
+[pchObj, ax] = plotPolygons( poly_coords, f, 'clrMap', clrMap );
+
+z_rot = exp( 1i*pi/32 );
+% Dots by the polygon
+arrayfun(@(c,z) line( real( poly_coords(:,c) * z)', ...
+    imag( poly_coords(:,c) * z )', 'LineStyle', 'none', ...
+    'Marker', '.', 'Color', clrMap(c,:), 'MarkerSize', 20 ), ...
+    1:2, [z_rot, z_rot'] )
+set( gca, 'Box', 'off', 'Color', 'none', "Visible", "off" );
+% Lines for IQR
+% arrayfun(@(x,z) line( squeeze( real( iqr_coords(:,:,x) * z ) )', ...
+%     squeeze( imag( iqr_coords(:,:,x) * z ) )', 'LineWidth', 2, ...
+%     'Color', clrMap(x,:) ), 1:2, [z_rot, z_rot'] )
+arrayfun(@(x,z) line( squeeze( real( iqr_coords(x,:,:) * z ) )', ...
+    squeeze( imag( iqr_coords(x,:,:) * z ) )', 'LineWidth', 2, ...
+    'Color', clrMap(x,:) ), 1:2, [z_rot, z_rot'] )
+% text(ax, 0.25:0.25:1, zeros(1,4), string( ( 1:4 )'/4 ), ...
+%     "HorizontalAlignment", "left", "VerticalAlignment", "cap" )
+title('Population Polygons for MC\rightarrowiRNs' )
+legend( findobj( gca, 'Type', 'Patch' ), {'Laser OFF', 'Laser ON'}, ...
+    "Location", "best", "Color", "none", "Box", "off" )
+p = arrayfun(@(b) signrank( squeeze( med_AI_pbp(1,b,:) ), ...
+    squeeze( med_AI_pbp(2,b,:) ) ), 1:8 );
+% arrayfun(@(v, y) text( real( 1.25*poly_coords(1,v) ), ...
+%     imag( 1.25*poly_coords(1,v) ), repmat( '\ast', 1, sum( p(v) < ...
+%     [0.05, 0.01, 0.001] ) ), "HorizontalAlignment", "center", ...
+%     "Rotation", y, "VerticalAlignment", "baseline"), 1:8, ...
+%     (180*angle( transp(z_axis) )/pi) - 90 );
+arrayfun(@(v, y) text( real( 1.25 * max( poly_coords(v,:) ) ), ...
+    imag( 1.25 * max( poly_coords(v,:) ) ), sprintf("$p=%.3g$", p(v) ), ...
+    "HorizontalAlignment", "center", "Rotation", y, ...
+    "VerticalAlignment", "baseline", "Interpreter", "latex"), 1:8, ...
+    (180*angle( transp(z_axis) )/pi) - 90 );
+
+
+arrayfun(@(v,b,y) text( real( z_axis(v) ), ...
+    imag( z_axis(v) ), b, vaxOpts{:}, y ), 1:8, bodypart_names, ...
+    (180*angle( transp(z_axis) )/pi) - 90 )
\ No newline at end of file
diff --git a/Emilio/remove_artifact.m b/Emilio/remove_artifact.m
new file mode 100644
index 0000000..707dd41
--- /dev/null
+++ b/Emilio/remove_artifact.m
@@ -0,0 +1,19 @@
+trig_samples = 5;
+Nts = 2*trig_samples + 1;
+trig_offset_win = (-trig_samples:trig_samples);
+random_triggers = sort( randsample(length(laser_triggers), samples) );
+for cchan = 1:64
+    for crt = 1:length(laser_triggers)
+        artif_win = laser_triggers(crt) + trig_offset_win;
+        segm = double( data( cchan, artif_win ) );
+        correction = segm(1) * ((Nts:-1:1)/(Nts+1)) + ...
+            segm(end) * ((1:Nts)/(Nts+1)) + ...
+            rand(1, Nts)*5 - 2.5;
+
+        artif_diff = (correction - segm).^2;
+        corr_fin = (1 - artif_diff/max(artif_diff)).^3;
+        segm2 = segm.*corr_fin + (1-corr_fin).*correction;
+        segm = int16(round(segm2));
+        data(cchan, artif_win) = segm;
+    end
+end
\ No newline at end of file
diff --git a/GatherAI_reconstruction.m b/GatherAI_reconstruction.m
new file mode 100644
index 0000000..b8abb14
--- /dev/null
+++ b/GatherAI_reconstruction.m
@@ -0,0 +1,15 @@
+Nm = numel(mice);
+Ns = arrayfun(@(m) numel( m.Sessions ), mice );
+aiPop = zeros( sum( Ns ), 4 );
+aiPbp = zeros( sum( Ns ), 8, 2 );
+aiPbp2 = zeros( 8, 2, sum( Ns ) );
+cr = 1;
+for cm = 1:Nm
+    for cs = 1:Ns(cm)
+        dt = mice(cm).Sessions(cs).DataTable;
+        aiPop(cr,:) = [cm, cs, dt.AmplitudeIndex];
+        aiPbp(cr,:,:) = reshape( dt.AI_pbp{:}, 1, [], 2 );
+        aiPbp2(:,:,cr) = dt.AI_pbp{:};
+        cr = cr + 1;
+    end
+end
\ No newline at end of file
diff --git a/James/BehaviourAnalysis_James.m b/James/BehaviourAnalysis_James.m
new file mode 100644
index 0000000..5e9cd07
--- /dev/null
+++ b/James/BehaviourAnalysis_James.m
@@ -0,0 +1,455 @@
+%% Analysing behaviour alone
+
+%roller_path = "Z:\Emilio\SuperiorColliculusExperiments\Roller";
+% exp_path = ...
+%     fullfile( roller_path, "Batch2_ephys/MC/GADi18/211205_C_2450" );
+exp_path = fullfile( "Z:\James\Learning Experiments\28-11-24_AM\m1" );
+% exp_path = ...
+%     fullfile( roller_path, "behavior/" );
+% Figure overwrite flag
+fowFlag = false;
+% Annonymus function
+expandPath = @(x) fullfile( x.folder, x.name);
+% Milli factor
+m = 1e-3;
+% Looks in the experiment path for objects called ephys* (* is a wild card)
+eph_path = dir( fullfile( exp_path, "ephys*" ) );
+% Delete everything that is not a folder
+eph_path( ~[eph_path.isdir] ) = [];
+% Looking folder 'Behaviour'
+beh_path = fullfile( exp_path, "Behaviour" );
+% If the ephys path is empty, look for *analysis.mat file in the behaviour
+% folder.
+if ~isempty( eph_path )
+    eph_path = expandPath( eph_path );
+    figure_path = fullfile( eph_path, "Figures" );
+    af_path = dir( fullfile( eph_path , "*analysis.mat" ) );
+    af_path = expandPath( af_path );
+elseif exist( beh_path, "dir" )
+    af_path = expandPath( dir( fullfile( beh_path, "*analysis.mat") ) );
+    figure_path = fullfile( beh_path, "Figures" );
+else
+    % If there is no organisation in the folders, look for the file in the
+    % 'root' folder a.k.a. experiment folder. Then give up.
+    beh_path = exp_path;
+    af_path = expandPath( dir( fullfile( beh_path, "*analysis.mat") ) );
+    figure_path = fullfile( beh_path, "Figures" );
+end
+
+[~, af_name] = fileparts( af_path );
+expName = extractBefore(af_name, "analysis");
+load( af_path, "Conditions", "fs")
+
+fnOpts = {'UniformOutput', false};
+axOpts = {'Box','off','Color','none'};
+lgOpts = cat( 2, axOpts{1:2}, {'Location','best'} );
+
+open Conditions
+ldFlag = false;
+try
+    load( expandPath( dir( fullfile( beh_path, "RollerSpeed*.mat" ) ) ), "fr")
+catch
+    ldFlag = true;
+end
+
+%% Run independently
+% User input!!
+consCond = 1;
+Nccond = length( consCond );
+%prmSubs = nchoosek( 1:Nccond, 2 );
+
+% pairedStimFlags = arrayfun(@(c) any( ...
+%     Conditions(1).Triggers(:,1) == ...
+%     reshape( Conditions(c).Triggers(:,1), 1, [] ), 2 ), consCond, fnOpts{:} );
+% pairedStimFlags = cat( 2, pairedStimFlags{:} );
+
+consCondNames = string( { Conditions( consCond ).name  } );
+
+% [behRes, behFig_path, behData, aInfo] = analyseBehaviour( beh_path, ...
+%     "ConditionsNames", cellstr( consCondNames ), ...
+%     "PairedFlags", pairedStimFlags, ...
+%     "FigureDirectory", figure_path, ...
+%     "ResponseWindow", [25, 350] * m, ...
+%     "ViewingWindow", [-450, 500] * m, ...
+%     "figOverWrite", fowFlag );
+[behRes, behFig_path, behData, aInfo] = analyseBehaviour( beh_path, ...
+    "ConditionsNames", cellstr( consCondNames ), ...
+    "FigureDirectory", figure_path, ...
+    "ResponseWindow", [25, 350] * m, ...
+    "ViewingWindow", [-450, 500] * m, ...
+    "figOverWrite", fowFlag );
+
+if ldFlag
+    load( expandPath( dir( fullfile( beh_path, "RollerSpeed*.mat" ) ) ), "fr")
+end
+[Ns, Nt, Nb] = size( behData.Data );
+
+vwin = sscanf( aInfo.VieWin, "V%f - %f s")';
+mdlt = fit_poly( [1, Ns], vwin + [1,-1] * (1/(2 * fr) ), 1 );
+txb = ( (1:Ns)'.^[1,0] ) * mdlt;
+behNames = string( { behRes(1).Results.BehSigName } );
+
+%% Normalised amplitud by absolute maximum
+rollYL = "";
+rsFlag = false;
+if contains( behNames, "Roller speed", "IgnoreCase", true)
+    rollYL = "Roller speed [cm/s]";
+    rsFlag = true;
+end
+yLabels = [repmat("Angle [°]", 1, Nb-rsFlag), rollYL];
+sym_flag = contains( behNames, "symmetry", "IgnoreCase", true );
+yLabels(sym_flag) = "Symmetry [a.u.]";
+yLabels(~strlength(yLabels)) = [];
+cbLabels = strings(Nb, 2);
+cbLabels([1,3],:) = repmat(["Retract", "Protract"],2,1);
+cbLabels([2,4,5],:) = repmat(["Closed", "Opened"],3,1);
+cbLabels(6,:) = ["Away", "Puff"];
+cbLabels(7,:) = ["Puff", "Away"];
+cbLabels(8,:) = ["Backward", "Forward"];
+screen_size = get(0, 'ScreenSize' );
+pxHeight = screen_size(4)*0.7;
+lowBound = screen_size(4)*1/5;
+
+possCols = [2,3,5];
+Ncols = possCols( find( mod( Nb, possCols ) == 0, 1, 'first' ) );
+if isempty( Ncols )
+    Ncols = 2;
+end
+Nrows = ceil( Nb / Ncols );
+
+% newAx = @(f) subplot( Nrows, Ncols, ix, "NextPlot", "add", "Parent", f );
+
+% createtiles = @(f) tiledlayout( f, Nrows, Ncols, ...
+    % 'TileSpacing', 'Compact', 'Padding', 'tight');
+
+isendrow = @(ix) ( (ix/Ncols) + 1) > Nrows;
+
+newFigure = @(x,y,fn) figure( "Color", "w", "Position", ...
+    [x, y, pxHeight/sqrt(2), pxHeight], "Name", fn );
+
+fig = newFigure(0, lowBound, "");
+
+t = createtiles( fig, Nrows, Ncols );
+for cbi = 1:Nb
+    ax = nexttile(t);
+    auxStack = squeeze( behData.Data(:,:,cbi) )';
+    if cbi ~= 6
+        auxStack = ( auxStack - median( auxStack, 2) );
+        auxStack = auxStack ./ max( abs( auxStack ), [], 2 );
+    end
+    imagesc( ax, txb*1e3, [],  auxStack ); xline(ax, 0, 'k');
+    xline( ax, [20, 120], 'LineWidth', 1, 'Color', 'b')
+    title( ax, behNames(cbi) )
+    if mod( cbi, Ncols ) == 1
+        ylabel(ax, 'Trials'); 
+    else
+        ax.YAxis.Visible = 'off';
+    end
+    if isendrow( cbi )
+        xlabel(ax, 'Time [ms]'); 
+    else
+        ax.XAxis.Visible = 'off';
+    end
+    set( ax, axOpts{:} )
+    
+    cb = colorbar(ax, "Box", "off", "Location", "west");
+    cb.Ticks = [min(auxStack(:)), max(auxStack(:))] * 0.85;
+    cb.Label.String = yLabels(cbi);
+    cb.TickLabels = cellstr(cbLabels(cbi,:));
+    cb.TickDirection = "none";
+end
+axis( findobj( fig, "Type", "Axes" ), ...
+    [1e3*txb([1,end])', [1,Nt] + [-1,1]*(1/2)] )
+%cb.TickLabels = {'Backward', 'Forward'};
+linkaxes( findobj(fig, "Type", "Axes"), "xy")
+
+saveFigure(fig, fullfile( behFig_path, ...
+    "All trials all body parts normalised" ), true, fowFlag)
+
+clearvars auxStack
+
+%% L-norms and derivative
+my_zscore = @(x, m, s) ( x - m ) ./ ( s .* (s~=0) + 1 .* (s==0) );
+
+respWin = sscanf( aInfo.Evoked, "R%f - %f ms")' * 1e-3;
+% respWin = [30, 400]*1e-3;
+sponWin = -flip(respWin);
+n = getHesseLineForm([1,0]);
+
+% Spontaneous window
+sponFlag = txb > sponWin;
+sponFlag = xor( sponFlag(:,1), sponFlag(:,2) );
+
+% Responsive window
+respWin_aux = respWin;
+if respWin(1) < 0.12
+    respWin_aux = respWin + 0.1;
+end
+
+if respWin_aux(2) > vwin(2)
+    respWin_aux(2) = vwin(2);
+end
+respWin = [repmat(respWin_aux,2,1); repmat( respWin, Nb-2, 1)];
+
+evokFlags = arrayfun(@(x) txb > respWin(x,:), 1:Nb, fnOpts{:} );
+evokFlags = cellfun(@(x) xor(x(:,1), x(:,2) ), evokFlags, fnOpts{:} );
+evokFlags = cat( 2, evokFlags{:} );
+
+myNorm = @(x, l) vecnorm(x, l, 1);
+funcs = {@(x) x, @(x) diff(x, 1, 1) };
+app = [ repmat("", 1,Nb); repmat( "diff", 1, Nb) ];
+
+Nfgs = numel(funcs);
+figs = gobjects(Nfgs, 2);
+
+for l = [1, 2, inf]
+
+    for cf = 1:Nfgs
+        figs(cf, 1) = newFigure(0, lowBound, "");
+        %figure( "Color", "w", "Position", ...
+         %   [0, 20, pxHeight/sqrt(2), pxHeight] );
+        figs(cf, 2) = newFigure(pxHeight/sqrt(2), lowBound, "");... figure( "Color", "w", "Position", ...
+            %[pxHeight/sqrt(2), 20, pxHeight/sqrt(2), pxHeight] );
+        t1 = createtiles( figs(cf, 1) );
+        t2 = createtiles( figs(cf, 2) );
+        for cb = 1:Nb
+
+            ax = nexttile(t1);
+            if cb == 1
+                ylabel(ax, 'Evoked')
+            elseif cb == Nb
+                xlabel(ax, 'Spontaneous')
+                lgObj = legend( ax, scObj, consCondNames, lgOpts{:}, ...
+                "AutoUpdate", "off" );
+            end
+
+            aux_x = myNorm( funcs{cf}(behData.Data( sponFlag, :, cb ) ), l );
+            aux_y = myNorm( funcs{cf}( ...
+                behData.Data( evokFlags(:, cb), :, cb ) ), l );
+
+            scObj = arrayfun(@(c) line(ax, aux_x(pairedStimFlags(:,c)), ...
+                aux_y(pairedStimFlags(:,c)), "LineStyle", "none", ...
+                "Marker", "." ), 1:Nccond);
+            
+            title(ax, join( [sprintf("L%d", l), behNames(cb), ...
+                app(cf,cb)] ) );
+            set( get(ax, "XAxis"), "Scale", "log");
+            set( get(ax, "YAxis"), "Scale", "log")
+            line(ax, xlim(ax), xlim(ax), "LineStyle", "--", ...
+                "Color", 0.45*ones(1,3) );
+            xticklabels( ax, xticks(ax) );
+            yticklabels( ax, yticks(ax) );
+            % text( ax, aux_x, aux_y, num2str( (1:Nt)' ), ...
+            %     'HorizontalAlignment', 'center', 'VerticalAlignment', 'middle')
+            set(ax, axOpts{:}, "XGrid", "on", "YGrid", "on")
+            Dyx = [aux_x(:), aux_y(:)] * n;
+            % [~, d_centre, d_scale] = zscore( double( Dyx(pairedStimFlags(:,1)) ) );
+
+            ax = nexttile(t2);
+            % boxchart(ax, pairedStimFlags * (1:Nccond)', Dyx, "Notch", "on" )
+            trFlag = any( pairedStimFlags, 2 );
+            boxchart( ax, pairedStimFlags(trFlag,:) * (1:Nccond)', ...
+                Dyx(trFlag), "Notch", "on", "JitterOutliers", "on", ...
+                "MarkerStyle", "." )
+            % yyaxis(ax, "right"); line( ax, pairedStimFlags * (1:Nccond)', ...
+            %     my_zscore(Dyx, d_centre, d_scale), "LineStyle", "none")
+            % yyaxis(ax, "left"); 
+            yline( ax, 0, 'k' )
+            title(ax, join( [sprintf("L%d", l), ...
+                behNames(cb), app(cf,cb)] ) );
+            set( ax, axOpts{:} ); % set( ax.YAxis, "Scale", "log" )
+            xticks(ax, 1:Nccond ); 
+            if isendrow( cb )
+                xticklabels( ax, consCondNames )
+            else
+                ax.XAxis.Visible = 'off';
+            end
+
+        end
+        saveFigure( figs(cf, 1), fullfile(behFig_path, ...
+            join([sprintf("L%d norm", l), app(cf,1)]) ), true, fowFlag )
+
+        saveFigure( figs(cf, 2), fullfile(behFig_path, ...
+            regexprep( join( [sprintf( "L%d norm", l ), app(cf,2), ...
+            "boxplots"] ), ' +', ' ' ) ), true, fowFlag )
+    end
+    clearvars aux_* ax figs
+end
+
+%% Weigthed mean
+sponWeight = (1:sum(sponFlag))/sum(1:sum(sponFlag));
+ln1 = log10( 1:sum(evokFlags(:,1)) );
+ln2 = sum( evokFlags(:,1) ):-1:1;
+evokWeight = ln1 .* ln2; evokWeight = evokWeight / sum( evokWeight );
+
+clrMap = lines(Nccond);
+
+xPos = (0:2)*pxHeight/sqrt(2);
+Na = sum( pairedStimFlags );
+figs = gobjects( 3, 1 );
+ts = figs;
+figNames = ["Weighted mean"; "Line distance boxplots"; 
+    "Vector magnitude boxplots"];
+
+for cf = 1:numel(figs)
+    figs(cf) = newFigure( xPos(cf), lowBound, figNames(cf) );
+    ts(cf) = createtiles( figs( cf ) );
+end
+
+
+for cb = 1:Nb
+    w_smu = reshape( sponWeight * behData.Data(sponFlag,:,cb), [], 1 );
+    
+    w_emu = reshape( evokWeight * behData.Data( ...
+        evokFlags(:,cb), :, cb ), [], 1 );
+
+    
+    ax = nexttile( ts(1) ); set(ax, 'NextPlot', 'add' );
+    scObj = arrayfun(@(c) scatter(ax, w_smu(pairedStimFlags(:,c)), ...
+        w_emu(pairedStimFlags(:,c)), '.', "MarkerEdgeColor", clrMap(c,:) ), ...
+        1:Nccond);
+
+    if cb == Nb
+        xlabel( ax, 'Spontaneous', 'FontSize', 8 );
+        legend( ax, scObj, consCondNames, lgOpts{:}, "AutoUpdate", "off");
+    elseif cb == 1
+        ylabel( ax, 'Evoked', 'FontSize', 8 );
+    end
+
+    title(ax, behNames(cb) );
+    set( ax, axOpts{:}, "XAxisLocation", "origin", ...
+        "YAxisLocation", "origin" ); grid( ax, "on" ); %axis( ax, 'square' )
+    line(ax, xlim(ax), xlim(ax), 'LineStyle', '--', 'Color', 0.45*ones(1,3))
+
+    ax = nexttile( ts(2) ); set(ax, 'NextPlot', 'add' );
+
+    bxObj = boxchart(ax, pairedStimFlags(trFlag,:) * (1:Nccond)', ...
+        [w_smu(trFlag), w_emu(trFlag)] * n, ...
+        "Notch", "on", "JitterOutlier", "on", "MarkerStyle", ".", ...
+        "Boxfacecolor", "k", "Markercolor", "k" );
+
+    if cb == Nb
+        legend( ax, bxObj, '$\vec{x} \cdot n + d$', ...
+            'Interpreter' ,'latex' , lgOpts{:}, "AutoUpdate", "off" );
+    elseif cb == 1
+        ylabel( ax, 'Distance from line' )
+    end
+
+    xticks( ax, 1:Nccond ); 
+    if isendrow(cb)
+        xticklabels( ax, consCondNames )
+    else
+        ax.XAxis.Visible = 'off';
+    end
+    
+    title(ax, behNames(cb) );
+    set( ax, axOpts{:} ); yline( ax, 0, 'Color', 0.75*ones(1,3), ...
+        'LineWidth', 1/3);
+
+    ax = nexttile( ts(3) ); set(ax, 'NextPlot', 'add' );
+    bxObj = boxchart(ax, pairedStimFlags(trFlag,:) * (1:Nccond)', ...
+        vecnorm( [w_smu(trFlag), w_emu(trFlag)], 2, 2 ), ...
+        "Notch", "on", "JitterOutlier", "on", "MarkerStyle", "." );
+    if cb == Nb
+        legend( ax, bxObj, 'L-2 norm', ...
+            lgOpts{:}, "AutoUpdate", "off", "interpreter", "latex" );
+    elseif cb == 1
+        ylabel( ax, 'Distance from origin' )
+    end
+
+    xticks( ax, 1:Nccond ); 
+    if isendrow(cb)
+        xticklabels( ax, consCondNames )
+    else
+        ax.XAxis.Visible = 'off';
+    end
+
+    title(ax, behNames(cb) ); %axis( ax, 'square' )
+    set( ax, axOpts{:} );
+    
+    for cc = 1:Nccond
+        behRes(cc).Results(cb).Puff_Effect = ...
+            [w_smu( pairedStimFlags(:,cc) ), ...
+            w_emu( pairedStimFlags(:,cc) )] * n;
+        behRes(cc).Results(cb).Baseline_L2 = ...
+            vecnorm( [w_smu( pairedStimFlags(:,cc) ), ...
+            w_emu( pairedStimFlags(:,cc) )], 2, 2);
+    end
+end
+
+wmFigNames = ["Weighted mean scatter"; ...
+    "Line distance boxplots"; ...
+    "Origin distance"];
+
+arrayfun(@(x, f) saveFigure( x, fullfile( behFig_path, f ), true, fowFlag), ...
+    figs(:), wmFigNames(:))
+
+clearvars ax figs
+
+%% Amplitude index and trial proportion
+
+if ~exist( "fr", "var" ) && ldFlag
+    load( expandPath( dir( fullfile( beh_path, "RollerSpeed*.mat" ) ) ), "fr")
+    ldFlag = false;
+end
+
+[pAreas, ~, behAreaFig] = createBehaviourIndex(behRes);
+behMeasures = string({behAreaFig.Name});
+biFigPttrn = behMeasures+"%s";
+biFigPttrn = arrayfun(@(s) sprintf(s, sprintf(" %s (%%.3f)", ...
+    consCondNames ) ), biFigPttrn );
+
+for it = 1:numel(behMeasures)
+    behRes = arrayfun(@(bs, ba) setfield( bs, ...
+        strrep( behMeasures(it), " ", "_" ), ba), behRes(:), pAreas(:,it) );
+end
+
+arrayfun(@(f) set( f, 'UserData', behRes ), behAreaFig );
+
+biFN = arrayfun(@(s) sprintf( biFigPttrn(s), pAreas(:,s) ), 1:numel(behMeasures) );
+
+arrayfun(@(f, fn) saveFigure(f, fullfile(behFig_path, fn), true, fowFlag), ...
+    behAreaFig(:), biFN(:) );
+
+
+
+%% Count figure
+trMvFlag = arrayfun(@(cr) behRes(1).Results(cr).MovStrucure.MovmentFlags, ...
+    1:size(behRes(1).Results,2), fnOpts{:}); trMvFlag = cat(3, trMvFlag{:});
+BIscaleMat = sum(trMvFlag,3);
+BIscale = arrayfun(@(cc) BIscaleMat(pairedStimFlags(:,cc), cc), 1:Nccond, ...
+    fnOpts{:});
+hstOpts = {'BinMethod', 'integers', 'BinLimits', [0,Nb] + [-1,1]/2};
+[hg, hg_bin] = cellfun(@(c) histcounts(c, hstOpts{:}), ...
+    BIscale, fnOpts{:});
+hg = cat(1, hg{:}); hg_bin = cat(1, hg_bin{:});
+
+% [p_amp, h_amp] = ranksum(cat(1, zamp{1,:}), cat(1, zamp{2,:}));
+
+clrMap = lines(Nccond);
+countFig = figure; ax(1) = subplot(10,1,1:8);
+bar(ax(1), (0:Nb)', (hg./sum(hg,2))', 'EdgeColor', 'none'); hold on;
+poaDist = cellfun(@(bi) fitdist(bi,"Poisson"), BIscale);
+ylim(ax(1), [0,1]); set(ax(1), axOpts{:});
+legend(ax(1), consCondNames, 'AutoUpdate','off', lgOpts{:})
+lmbdaHeight = 0.95-(0.15/Nccond)*(0:Nccond-1);
+arrayfun(@(pd) scatter(ax(1), poaDist(pd).lambda, lmbdaHeight(pd), '|',...
+    'MarkerEdgeColor', clrMap(pd,:)), 1:Nccond)
+arrayfun(@(pd) line(ax(1), paramci(poaDist(pd)), ...
+    lmbdaHeight([pd,pd]), 'Color', clrMap(pd,:), ...
+    'Marker', '|'), 1:Nccond)
+[p, chiVal] = arrayfun(@(ps) chi2test(hg(prmSubs(ps,:), :)), ...
+    1:size(prmSubs,1));
+ax(2) = subplot(10,1,9:10);
+signBeh = arrayfun(@(x) sprintf("%s vs %s p=%.3f", ...
+    consCondNames(prmSubs(x,:)), p(x)), 1:size(prmSubs,1));
+text(ax(2), 0, -0.3, sprintf('%s vs. %s P=%.3f\n', ...
+    [consCondNames(prmSubs), string(p(:))]'))
+set(ax(2), 'Visible', 'off')
+set(countFig, 'UserData', {signBeh, p})
+title(ax(1), strrep(expName, '_',' ')); xlabel(ax(1),'Moving body parts')
+ylabel(ax(1),'Trial proportion')
+countFigName = sprintf("Count distributions P%s", ...
+    sprintf(" %.3f", p(:)));
+
+saveFigure(countFig, fullfile(behFig_path, countFigName), true, fowFlag);
\ No newline at end of file
diff --git a/James/script_learning_experiments.m b/James/script_learning_experiments.m
new file mode 100644
index 0000000..610f909
--- /dev/null
+++ b/James/script_learning_experiments.m
@@ -0,0 +1,98 @@
+%% Call function
+
+dt= datetime(2024,11,25);
+
+dt.Format = 'd-MM-yy';
+
+daytime = ["AM","PM"];
+
+mice_number= ["m1", ...
+    "m2", ...
+    "m3", ...
+    "m4", ...
+    "m5", ...
+    "m6"];
+
+data_path = "Z:\James\Learning Experiments";
+% HPC snipet
+if ~strcmp( computer, 'PCWIN64' )
+    
+    fnOpts = {'UniformOutput', false};
+    unpackCell = @(x) x{:};
+    home_path = '/gpfs/bwfor/home/hd/hd_hd/hd_bf154/';
+    repo_paths = cellfun(@(x) char( fullfile( home_path, x) ), ...
+        {'NeuroNetzAnalysis', 'AuxiliaryFuncs', 'Scripts'},  fnOpts{:} );
+    sf_repo_paths = cellfun(@(x) genpath(x), repo_paths, fnOpts{:} );
+    addpath( sf_repo_paths{:} );
+    data_path = '/mnt/sds-hd/sd19b001/James/Learning Experiments';
+
+end
+
+ss_means = NaN(24,6,8);
+ss_max = NaN(6,8);
+
+expandName = @(x) fullfile( x.folder, x.name );
+
+for h = 0:11
+    for x = 1:2
+        for m = 1:6
+            ss_Data = fullfile( data_path, ...
+                sprintf( "%s_%s", string(dt+h), daytime(x) ), ...
+                mice_number(m), "Simple summary.mat" );
+            ss_Path = fullfile(data_path, ...
+                sprintf("%s_%s",string(dt+h),daytime(x)), ...
+                mice_number(m) );
+            try
+                load(ss_Data)
+            catch
+                try
+                    ss_Data = dir( fullfile(ss_Path, 'BehaviourResults*.mat') );
+                    load( expandName( ss_Data ), 'behRes' )
+                    summStruct = behRes;
+                catch
+                    rec_file = dir(fullfile(ss_Path, 'Recording*.bin'));
+                    fID = fopen( expandName( rec_file ) , 'w' );
+                    fwrite( fID, [], 'int16' );
+                    fclose(fID);
+
+                    prepare64ChanBin4KS( ss_Path, 'BinFileName', ...
+                        sprintf("%s_%s_%s",mice_number(m),string(dt+h),daytime(x)), ...
+                        'AllBinFiles', true, 'Overwrite', true );
+
+                    pgObj = ProtocolGetter(ss_Path);
+                    pgObj.getConditionSignals;
+                    pgObj.getSignalEdges;
+                    pgObj.getFrequencyEdges(0.8);
+                    pgObj.pairStimulus(0.2);
+                    pgObj.saveConditions;
+
+                    try
+                        [summStruct, behFig_path, behData, aInfo] = analyseBehaviour( ss_Path, ...
+                            "ConditionsNames", "Puff", ...
+                            "ResponseWindow", [25, 350] * 1e-3, ...
+                            "ViewingWindow", [-450, 500] * 1e-3, ...
+                            "figOverWrite", false, ...
+                            "showPlots", false );
+
+                        close all;
+                    catch ME
+                        disp( ME.message )
+                        disp( ME.identifier )
+                        disp( ME.cause )
+                        fprintf( 1, ['Debugging necessary perhaps?\n',...
+                            'Will continue with the loop...\n'] )
+                        continue;
+                    end
+                end
+            end
+            r = ((x-1)*12)+(h+1);
+            N_att = numel(summStruct.Results);
+            ss_means(r,m,1:N_att) = mean(cat(1,summStruct.Results.MaxValuePerTrial),2);
+            if h == 0 && x==1
+                ss_max(m,1:N_att) = max(cat(1,summStruct.Results.MaxValuePerTrial),[],2);
+            end
+        end
+    end
+end
+
+save( fullfile( data_path, 'AmplitudeIndices.mat' ), 'ss_max', "ss_means" )
diff --git a/Jesus/3dreconstructionSC.m b/Jesus/3dreconstructionSC.m
new file mode 100644
index 0000000..78ae120
--- /dev/null
+++ b/Jesus/3dreconstructionSC.m
@@ -0,0 +1,225 @@
+%% extract contours slices
+%V=[0 1 0 ;0 0 0; 1 1 1 ]
+close all
+myfiles=dir('Z:\Berin\3D reconstruction inputs Cx_BS\*green.jpg');
+
+for j=1:numel(myfiles);
+    
+%T=imread('Z:\Berin\3D reconstruction inputs Cx_BS\Rostral0 clear outside green.jpg');
+ T=imread(fullfile(['Z:\Berin\3D reconstruction inputs Cx_BS\',[myfiles(j).name]]));
+T=rgb2gray(T);
+T=255-T;
+T=flip(T);
+V=T<=250;%grey values on inverted jpeg file
+%V=imresize(V,0.1);
+
+test1=[];
+for i=1:size(V,1);
+    for ii=1:size(V,2);
+        if V(i,ii)==0;
+            test1(i,ii)=0;
+        elseif V(i,ii)==1;
+            test1(i,ii)=200;
+            break
+        end
+    end
+end
+ 
+%V=[1 0 1 0 ;0 0 0 1; 1 1 1 1;0 1 0 1 ];
+%test=zeros(4,4);
+test=[];
+for ii=1:size(V,2);
+     for i=1:size(V,1);
+        if V(i,ii)==0;
+            test(i,ii)=0;
+        elseif V(i,ii)==1;
+            test(i,ii)=200;
+            break
+        end
+    end
+end
+
+test3=[];
+
+for ii=flip(1:size(V,2));
+     for i=flip(1:size(V,1));
+        if V(i,ii)==0;
+            test3(i,ii)=0;
+        elseif V(i,ii)==1;
+            test3(i,ii)=200;
+            break
+        end
+    end
+end   
+
+test4=[];
+
+for i=flip(1:size(V,1));
+    for ii=flip(1:size(V,2));
+        if V(i,ii)==0;
+            test4(i,ii)=0;
+        elseif V(i,ii)==1;
+            test4(i,ii)=200;
+            break
+        end
+    end
+end
+test2=test4+test3;+test+test1;
+test2(1,:)=0;
+%figure
+%imshow(T);
+h=gca;h.Visible='on'
+%figure
+%imagesc(test2)
+colormapJes=[1 1 1; 0 0 0; 0 0 0;0 0 0];
+colormap(colormapJes); axis ij
+[x y]=find(test2>=200);
+figure
+plot(y/61,x/61,'k*','MarkerSize',1); axis ij
+hold on
+
+
+%change values of V for labeled cell area detection 
+V1=T<=230;
+%V1=imresize(V1,0.1);
+[x1,y1]=find(V1==1);
+plot(y1/61,x1/61,'go','MarkerSize',3,'MarkerFaceColor',[0 1 0]); axis ij %pixel size is 0.61*factor of 10 of IMresize
+k=boundary(x1,y1,0.8);
+patch(y1(k)/61,x1(k)/61,[0 1 0],'FaceAlpha',0.5,'LineStyle','none')
+hold on
+
+myfilesred=dir('Z:\Berin\3D reconstruction inputs Cx_BS\*red.jpg');
+
+%T=imread('Z:\Berin\3D reconstruction inputs Cx_BS\Rostral0 clear outside red.jpg');
+T=imread(fullfile(['Z:\Berin\3D reconstruction inputs Cx_BS\',[myfilesred(j).name]]));
+T=rgb2gray(T);
+T=255-T;
+T=flip(T);
+V1=T<=215;
+%V1=imresize(V1,0.1);
+[x2,y2]=find(V1==1);
+plot(y2/61,x2/61,'ro','MarkerSize',3,'MarkerFaceColor',[1 0 0]); axis ij %pixel size is 0.61*factor of 10 of IMresize
+k=boundary(x2,y2,0.8);
+patch(y2(k)/61,x2(k)/61,[1, 0 0],'FaceAlpha',0.5,'LineStyle','none');
+box off
+hold off
+%figure
+%imshow(T)
+%x3d1=x; y3d1=y;
+%x13d1=x1; y13d1=y1;
+
+x3d(1:size(x,1),j)=x;
+y3d(1:size(y,1),j)=y;
+x3d1(1:size(x1,1),j)=x1;
+y3d1(1:size(y1,1),j)=y1;
+x3d2(1:size(x2,1),j)=x2;
+y3d2(1:size(y2,1),j)=y2;
+end
+
+plot3((zeros(size(x3d(:,1),1),1)+0),flip(y3d(:,1))/0.61,flip(x3d(:,1))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+hold on
+plot3((zeros(size(x3d(:,2),1),1)+50),flip(y3d(:,2))/0.61,flip(x3d(:,2))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,3),1),1)+100),flip(y3d(:,3))/0.61,flip(x3d(:,3))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,4),1),1)+150),flip(y3d(:,4))/0.61,flip(x3d(:,4))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,5),1),1)+200),flip(y3d(:,5))/0.61,flip(x3d(:,5))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,6),1),1)+250),flip(y3d(:,6))/0.61,flip(x3d(:,6))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,7),1),1)+300),flip(y3d(:,7))/0.61,flip(x3d(:,7))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,8),1),1)+350),flip(y3d(:,8))/0.61,flip(x3d(:,8))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,9),1),1)+400),flip(y3d(:,9))/0.61,flip(x3d(:,9))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,10),1),1)+450),flip(y3d(:,10))/0.61,flip(x3d(:,10))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,11),1),1)+500),flip(y3d(:,11))/0.61,flip(x3d(:,11))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,12),1),1)+550),flip(y3d(:,12))/0.61,flip(x3d(:,12))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,13),1),1)+600),flip(y3d(:,13))/0.61,flip(x3d(:,13))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,14),1),1)+650),flip(y3d(:,14))/0.61,flip(x3d(:,14))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,15),1),1)+700),flip(y3d(:,15))/0.61,flip(x3d(:,15))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+
+
+
+
+box off
+axis ij
+xlabel("Antero-Posterior (µm)")
+ylabel("Medio-lateral (µm)")
+zlabel("dorso-Ventral (µm)")
+title("to  be specified")
+
+plot3((zeros(size(x3d1(:,1),1),1)+0),flip(y3d1(:,1))/0.61,flip(x3d1(:,1))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,2),1),2)+50),flip(y3d1(:,2))/0.61,flip(x3d1(:,2))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,3),1),1)+100),flip(y3d1(:,3))/0.61,flip(x3d1(:,3))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,4),1),2)+150),flip(y3d1(:,4))/0.61,flip(x3d1(:,4))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,5),1),1)+200),flip(y3d1(:,5))/0.61,flip(x3d1(:,5))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,6),1),1)+250),flip(y3d1(:,6))/0.61,flip(x3d1(:,6))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,7),1),1)+300),flip(y3d1(:,7))/0.61,flip(x3d1(:,7))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,8),1),1)+350),flip(y3d1(:,8))/0.61,flip(x3d1(:,8))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,9),1),1)+400),flip(y3d1(:,9))/0.61,flip(x3d1(:,9))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,10),1),1)+450),flip(y3d1(:,10))/0.61,flip(x3d1(:,10))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,11),1),1)+500),flip(y3d1(:,11))/0.61,flip(x3d1(:,11))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,12),1),1)+550),flip(y3d1(:,12))/0.61,flip(x3d1(:,12))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,13),1),1)+600),flip(y3d1(:,13))/0.61,flip(x3d1(:,13))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,14),1),1)+650),flip(y3d1(:,14))/0.61,flip(x3d1(:,14))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,15),1),1)+700),flip(y3d1(:,15))/0.61,flip(x3d1(:,15))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+
+plot3((zeros(size(x3d2(:,1),1),1)+0),flip(y3d2(:,1))/0.61,flip(x3d2(:,1))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,2),1),2)+50),flip(y3d2(:,2))/0.61,flip(x3d2(:,2))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,3),1),1)+100),flip(y3d2(:,3))/0.61,flip(x3d2(:,3))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,4),1),2)+150),flip(y3d2(:,4))/0.61,flip(x3d2(:,4))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,5),1),1)+200),flip(y3d2(:,5))/0.61,flip(x3d2(:,5))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,6),1),1)+250),flip(y3d2(:,6))/0.61,flip(x3d2(:,6))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,7),1),1)+300),flip(y3d2(:,7))/0.61,flip(x3d2(:,7))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,8),1),1)+350),flip(y3d2(:,8))/0.61,flip(x3d2(:,8))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,9),1),1)+400),flip(y3d2(:,9))/0.61,flip(x3d2(:,9))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,10),1),1)+450),flip(y3d2(:,10))/0.61,flip(x3d2(:,10))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,11),1),1)+500),flip(y3d2(:,11))/0.61,flip(x3d2(:,11))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,12),1),1)+550),flip(y3d2(:,12))/0.61,flip(x3d2(:,12))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,13),1),1)+600),flip(y3d2(:,13))/0.61,flip(x3d2(:,13))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,14),1),1)+650),flip(y3d2(:,14))/0.61,flip(x3d2(:,14))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,15),1),1)+700),flip(y3d2(:,15))/0.61,flip(x3d2(:,15))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+
+z3dtotal=[];
+for ji=0:size(x3d1,2)-1
+    c=zeros(size(x3d1,1),1)+(ji*50)
+    z3dtotal(1:size(c),ji+1)=c
+end
+
+
+x3d1total=x3d1(:);
+y3d1total=y3d1(:);
+z3dtotal=z3dtotal(:);
+
+contorGreen=cat(2,x3d1total,y3d1total,z3dtotal);
+k=boundary(x3d1total,y3d1total,z3dtotal)
+%%
+figure
+plot(NeuronLoc(1:291,3),NeuronLoc(1:291,4),'ro','MarkerFaceColor','r')
+hold on
+plot(NeuronLoc(292:end,3),NeuronLoc(292:end,4),'go','MarkerFaceColor','g')
+%%
+figure % figure boundaries, pixel size 0.61 * resizing factor of 10
+
+plot((xmc/0.61)*10,(ymc/0.61)*10,'r*','MarkerSize',0.7,'MarkerEdgeColor',[1 0 0])
+hold on
+kmc=boundary(x1mc,y1mc,0.9) %get boundaries for Motor cortex
+p1=patch((x1mc(kmc)/0.61)*10,(y1mc(kmc)/0.61)*10,[1 0 0],'FaceAlpha',0.4,'LineStyle','none')
+plot((xsc/0.61)*10,(ysc/0.61)*10,'b*','MarkerSize',0.7,'MarkerEdgeColor',[0 0 1])
+ksc=boundary(x1sc,y1sc,0.9) %get boundaries for barrel cortex
+p2=patch((x1sc(ksc)/0.61)*10,(y1sc(ksc)/0.61)*10,[0 0 1],'FaceAlpha',0.4,'LineStyle','none')
+plot((xbs/0.61)*10,(ybs/0.61)*10,'g*','MarkerSize',0.7,'MarkerEdgeColor',[0 1 0])
+kbs=boundary(x1bs,y1bs,0.9) % get boundaries for brainstem
+p3=patch((x1bs(kbs)/0.61)*10,(y1bs(kbs)/0.61)*10,[0 1 0],'FaceAlpha',0.4,'LineStyle','none')
+title('Location of MC, BC, BS recepient areas in SC ')
+set(gca,'XTick',0:500:2500)
+%set(gca,'YTickLabel',["0","0.5","1","1.5","2.0","2.5"
+ylim([0 2800])
+xlim([0 2800])
+view([90 90]);
+xlabel('Ventral<---->Dorsal (µm)')
+ylabel('Lateral<---->Medial (µm)')
+yticks(flip(mean(max(ymc,[],1))/0.61*10:-500:0))
+set(gca,'YTickLabel',flip([0:500:2712]))
+[a p]=kmeans([x1mc,y1mc],1) % calculate centroid with kmeans 1 group for motor cortex
+plot(p(1)/0.61*10,p(2)/0.61*10,'r*') %plot coordiantes of centroids
+[a p]=kmeans([x1sc,y1sc],1) % calculate centroid with kmeans 1 group for Barrel cortex
+plot(p(1)/0.61*10,p(2)/0.61*10,'b*') %plot coordiantes of centroids
+[a p]=kmeans([x1bs,y1bs],1) % calculate centroid with kmeans 1 group for Brainstem
+plot(p(1)/0.61*10,p(2)/0.61*10,'g*') %plot coordiantes of centroids
+legend([p1 p2 p3],{'MC','BC','BS','Centroid MC','Centroid BC','Centroid Bs'},'Location','southeast')
diff --git a/Jesus/3dreconstructionSC2.m b/Jesus/3dreconstructionSC2.m
new file mode 100644
index 0000000..2f1e14a
--- /dev/null
+++ b/Jesus/3dreconstructionSC2.m
@@ -0,0 +1,160 @@
+%% extract contours slices
+%V=[0 1 0 ;0 0 0; 1 1 1 ]
+close all
+myfiles=dir('Z:\Berin\3D reconstruction inputs Cx_BS\*green.jpg');
+
+for j=1:numel(myfiles);
+    
+%T=imread('Z:\Berin\3D reconstruction inputs Cx_BS\Rostral0 clear outside green.jpg');
+ T=imread(fullfile(['Z:\Berin\3D reconstruction inputs Cx_BS\',[myfiles(j).name]]));
+T=rgb2gray(T);
+T=255-T;
+T=flip(T);
+V=T<=252;%grey values on inverted jpeg file
+%V=imresize(V,0.1);
+
+test1=[];
+for i=1:size(V,1);
+    for ii=1:size(V,2);
+        if V(i,ii)==0;
+            test1(i,ii)=0;
+        elseif V(i,ii)==1;
+            test1(i,ii)=200;
+            break
+        end
+    end
+end
+
+ 
+%V=[1 0 1 0 ;0 0 0 1; 1 1 1 1;0 1 0 1 ];
+%test=zeros(4,4);
+test=[];
+for ii=1:size(V,2);
+     for i=1:size(V,1);
+        if V(i,ii)==0;
+            test(i,ii)=0;
+        elseif V(i,ii)==1;
+            test(i,ii)=200;
+            break
+        end
+    end
+end
+
+test3=[];
+
+for ii=flip(1:size(V,2));
+     for i=flip(1:size(V,1));
+        if V(i,ii)==0;
+            test3(i,ii)=0;
+        elseif V(i,ii)==1;
+            test3(i,ii)=200;
+            break
+        end
+    end
+end   
+
+test4=[];
+
+for i=flip(1:size(V,1));
+    for ii=flip(1:size(V,2));
+        if V(i,ii)==0;
+            test4(i,ii)=0;
+        elseif V(i,ii)==1;
+            test4(i,ii)=200;
+            break
+        end
+    end
+end
+test2=test4;%+test3;%+test+test1;
+test2(1,:)=0;
+%figure
+%imshow(T);
+h=gca;h.Visible='on'
+%figure
+%imagesc(test2)
+colormapJes=[1 1 1; 0 0 0; 0 0 0;0 0 0];
+colormap(colormapJes); axis ij
+[x y]=find(test2>=1);
+figure
+plot(y/61,x/61,'k*','MarkerSize',1); axis ij
+hold on
+
+
+%change values of V for labeled cell area detection 
+V1=T<=225;
+%V1=imresize(V1,0.1);
+[x1,y1]=find(V1==1);
+plot(y1/61,x1/61,'go','MarkerSize',3,'MarkerFaceColor',[0 1 0]); axis ij %pixel size is 0.61*factor of 10 of IMresize
+k=boundary(x1,y1,0.8);
+patch(y1(k)/61,x1(k)/61,[0 1 0],'FaceAlpha',0.5,'LineStyle','none')
+hold on
+
+myfilesred=dir('Z:\Berin\3D reconstruction inputs Cx_BS\*red.jpg');
+
+%T=imread('Z:\Berin\3D reconstruction inputs Cx_BS\Rostral0 clear outside red.jpg');
+T=imread(fullfile(['Z:\Berin\3D reconstruction inputs Cx_BS\',[myfilesred(j).name]]));
+T=rgb2gray(T);
+T=255-T;
+T=flip(T);
+V1=T<=205;
+%V1=imresize(V1,0.1);
+[x1,y1]=find(V1==1);
+plot(y1/61,x1/61,'ro','MarkerSize',3,'MarkerFaceColor',[1 0 0]); axis ij %pixel size is 0.61*factor of 10 of IMresize
+k=boundary(x1,y1,0.8);
+patch(y1(k)/61,x1(k)/61,[1, 0 0],'FaceAlpha',0.5,'LineStyle','none');
+box off
+hold off
+%figure
+%imshow(T)
+%x3d1=x; y3d1=y;
+%x13d1=x1; y13d1=y1;
+x3d=[];y3d=[];
+x3d(1:size(x,1),j)=x
+y3d(1:size(y,1),j)=y
+x3d1(1:size(x1,1),j)=x1
+y3d1(1:size(y1,1),j)=y1
+end
+
+plot3((zeros(size(x3d(:,1),1),1)+0),flip(y3d(:,1)),flip(x3d(:,1)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+hold on
+plot3((zeros(size(x3d(:,2),1),1)+50),flip(y3d(:,2)),flip(x3d(:,2)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,3),1),1)+100),flip(y3d(:,3)),flip(x3d(:,3)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,4),1),1)+150),flip(y3d(:,4)),flip(x3d(:,4)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,5),1),1)+200),flip(y3d(:,5)),flip(x3d(:,5)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,6),1),1)+250),flip(y3d(:,6)),flip(x3d(:,6)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,7),1),1)+300),flip(y3d(:,7)),flip(x3d(:,7)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,8),1),1)+350),flip(y3d(:,8)),flip(x3d(:,8)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,9),1),1)+400),flip(y3d(:,9)),flip(x3d(:,9)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+box off
+axis ij
+xlabel("x")
+ylabel("y")
+
+
+%%
+figure
+plot(NeuronLoc(1:291,3),NeuronLoc(1:291,4),'ro','MarkerFaceColor','r')
+hold on
+plot(NeuronLoc(292:end,3),NeuronLoc(292:end,4),'go','MarkerFaceColor','g')
+%%
+figure
+
+plot((xmc/0.61)*10,(ymc/0.61)*10,'r*','MarkerSize',0.7,'MarkerEdgeColor',[1 0 0])
+hold on
+kmc=boundary(x1mc,y1mc,0.9)
+p1=patch((x1mc(kmc)/0.61)*10,(y1mc(kmc)/0.61)*10,[1 0 0],'FaceAlpha',0.4,'LineStyle','none')
+plot((xsc/0.61)*10,(ysc/0.61)*10,'b*','MarkerSize',0.7,'MarkerEdgeColor',[0 0 1])
+ksc=boundary(x1sc,y1sc,0.9)
+p2=patch((x1sc(ksc)/0.61)*10,(y1sc(ksc)/0.61)*10,[0 0 1],'FaceAlpha',0.4,'LineStyle','none')
+plot((xbs/0.61)*10,(ybs/0.61)*10,'g*','MarkerSize',0.7,'MarkerEdgeColor',[0 1 0])
+kbs=boundary(x1bs,y1bs,0.9)
+p3=patch((x1bs(kbs)/0.61)*10,(y1bs(kbs)/0.61)*10,[0 1 0],'FaceAlpha',0.4,'LineStyle','none')
+title('Location of MC, BC, BS recepient areas in SC ')
+legend([p1 p2 p3],{'MC','BC','BS'},'Location','southeast')
+set(gca,'XTick',0:500:2500)
+%set(gca,'YTickLabel',["0","0.5","1","1.5","2.0","2.5"
+ylim([0 2800])
+xlim([0 2800])
+view([90 90]);
+xlabel('Ventral<---->Dorsal (µm)')
+ylabel('Lateral<---->Medial (µm)')
\ No newline at end of file
diff --git a/Jesus/AxonMapCode1.m b/Jesus/AxonMapCode1.m
new file mode 100644
index 0000000..83c9c87
--- /dev/null
+++ b/Jesus/AxonMapCode1.m
@@ -0,0 +1,64 @@
+
+%first subplot
+figure(1);
+ax1=subplot(13,4,[1 2 3 5 6 7 9 10 11 13 14 15 17 18 19 21 22 23 25 26 27 29 30 31])
+contour(M1AxonMAP,'Fill','on','LevelStep',1)
+view([90 90])
+colormap(jet(128))
+set(gca,'yTick',1:size(M1AxonMAP,1))
+set(gca,'yTicklabel',[0.1:0.1:1.3])
+set(gca,'xTick',1:size(M1AxonMAP,1))
+set(gca,'xTickLabel',rCaxonsMapNames)
+set(gca,'yTick',1:13)
+set(gca,'yTicklabel',[0.1:0.1:1.3])
+set(gca,'xTick',1:17)
+set(gca,'xTickLabel',rCaxonsMapNames)
+title("M1RC rostro-caudal distribution axon map per structure")
+n=max(M1AxonMAP(:))-1
+n=n/5
+colorbar('Ticks',[0 1 1+n 1+2*n 1+3*n 1+4*n 1+5*n ],'TickLabels',{'-','+','+','++','+++','++++','+++++'})
+xlabel("Thalamic Nuclei")
+
+%second subplot
+ax2=subplot(13,4,[4 8 12 16 20 24 28 32])
+bar(mean(M1AxonMAP,1))
+view([90 90])
+set(gca,'xTick',1:17)
+set(gca,'xTickLabel',rCaxonsMapNames)
+n1=max(mean(M1AxonMAP,1))
+n1=n1/5
+set(gca,'yTick',[0 1 1+n1 1+2*n1 1+3*n1 1+4*n1 1+5*n1])
+set(gca,'yTicklabel',pluses)
+title("M1RC Mean axon map per structure")
+linkaxes([ax1, ax2],'x')
+
+%third subplot
+ax3=subplot(13,4,[37 38 39 41 42 43 45 46 47 49 50 51])
+contour(M1AxonMAPBS,'Fill','on','LevelStep',1)
+view([90 90])
+set(gca,'xTick',1:7)
+set(gca,'xTickLabel',rCaxonsMapBSNames)
+set(gca,'yTick',1:size(M1AxonMAPBS,1))
+set(gca,'yTicklabel',[0.1:0.1:(size(M1AxonMAPBS,1)/10)])
+n3=max(M1AxonMAPBS(:))-1
+n3=n3/5
+colorbar('Ticks',[0 1 1+n3 1+2*n3 1+3*n3 1+4*n3 1+5*n3 ],'TickLabels',{'-','+','+','++','+++','++++','+++++'})
+xlabel("BrainStem Nuclei")
+ylabel("Rostro <-------> Caudal")
+%4th figure
+ax4=subplot(13,4,[40 44 48 52])
+bar(mean(M1AxonMAPBS,1))
+view([90 90])
+set(gca,'xTick',1:7)
+set(gca,'xTickLabel',rCaxonsMapBSNames)
+n4=max(mean(M1AxonMAPBS,1))
+n4=n4/5
+set(gca,'yTick',[0 1 1+n4 1+2*n4 1+3*n4 1+4*n4 1+5*n4])
+set(gca,'yTicklabel',pluses)
+ylabel("Density")
+linkaxes([ax3,ax4],'x')
+saveas(figure(1),'\\lsdf02.urz.uni-heidelberg.de\sd19B001\Berin\Analysis\Matlab\RecipientApproach\AxonMaps\M1\All\M1ContourandMEanAllstructures.fig')
+
+
+
+
diff --git a/Jesus/BeforeandAfterJesusPlots2.m b/Jesus/BeforeandAfterJesusPlots2.m
index 6202ed1..71db08c 100644
--- a/Jesus/BeforeandAfterJesusPlots2.m
+++ b/Jesus/BeforeandAfterJesusPlots2.m
@@ -88,7 +88,7 @@
 allControlOn=RspControlOn(:); allL200On=RspL200On(:);
 allControlOff=RspControlOff(:);allL200Off=RspL200Off(:);
 % On scatter plot and Cumulative distribution
-figure (4); scatterhist(allControlOn,allL200On,'Direction','out','NBins',50);
+figure(4); scatterhist(allControlOn,allL200On,'Direction','out','NBins',50);
 saveas(figure(4),[pwd '/New figures Jesus/ControlandL200/scatterhist On response Control and L200.emf']);
 saveas(figure(4),[pwd '/New figures Jesus/ControlandL200/scatterhist On response Control and L200.pdf']);
 figure (5); cdfplot(allControlOn)% off response scatter plot and Cumulative distribution
@@ -494,7 +494,7 @@
 %% Contours
 %Off response
 XValidControlOff=allControlOff(~isnan(allControlOff));
-YValidL1Off=allL1Off(~isnan(allL1Off));
+YValidL200Off=allL200Off(~isnan(allL200Off));
 allValidOff=nan(4000,2);
 allValidOff(1:size(XValidControlOff),2)=XValidControlOff;
 allValidOff(1:size(YValidL200Off),1)=YValidL200Off;
diff --git a/Jesus/BinningVectors.mlx b/Jesus/BinningVectors.mlx
new file mode 100644
index 0000000..45e3a8b
Binary files /dev/null and b/Jesus/BinningVectors.mlx differ
diff --git a/Jesus/ComparisonsTRNS1VPM.m b/Jesus/ComparisonsTRNS1VPM.m
new file mode 100644
index 0000000..5f1208d
--- /dev/null
+++ b/Jesus/ComparisonsTRNS1VPM.m
@@ -0,0 +1,271 @@
+%% control
+ClustersControlOnsetVPM1=ClustersControlOnsetVPM(ClustersControlOnsetVPM>0.002 & ClustersControlOnsetVPM>0.05);
+
+AllControlOnTRN=(ClustersControlOnsetTRN(:)*1000)+3;
+AllControlOnVPM=(ClustersControlOnsetVPM(:)*1000)+3;
+AllControlOnS1=(ClustersControlOnsetS1(:)*1000)+3;
+%on an off
+figure;
+plot([-0.2:0.001:1.2-0.001],zscore(hist(AllControlOnTRN,1400)))
+hold on
+plot([-0.2:0.001:1.2-0.001],zscore(hist(AllControlOnVPM,1400)))
+plot([-0.2:0.001:1.2-0.001],zscore(hist(AllControlOnS1,1400)))
+legend("TRN","VPM","S1"); xlabel ("Time in ms"); ylabel("Z-Score");
+title("Circuit whisker Response Control"); 
+%%onset
+figure;
+plot([-30:0.5:39.5],zscore(hist(AllControlOnTRN(AllControlOnTRN<40 & AllControlOnTRN>-30),140)));
+hold on;
+plot([-30:0.5:39.5],zscore(hist(AllControlOnVPM(AllControlOnVPM<40 & AllControlOnVPM>-30),140)));
+plot([-30:0.5:39.5],zscore(hist(AllControlOnS1(AllControlOnS1<40 & AllControlOnS1>-30),140)));
+title("Circuit Whisker Onset Response Control"); 
+legend("TRN","VPM","S1"); xlabel ("Time in ms"); ylabel("Z-Score");
+
+%figure all
+figure;
+histogram(AllControlOnTRN(AllControlOnTRN<80 & AllControlOnTRN>-5),85,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);hold on
+histogram(AllControlOnVPM(AllControlOnVPM<80 & AllControlOnVPM>-5),85,'Normalization','probability','DisplayStyle','stairs','LineWidth',2)
+histogram(AllControlOnS1(AllControlOnS1<80 & AllControlOnS1>-5),85,'Normalization','probability','DisplayStyle','stairs','LineWidth',2)
+title("Control");xlabel("time in ms");ylabel("probability");legend("TRN","VPM","S1")
+
+figure; %on
+histogram(AllControlOnTRN(AllControlOnTRN<40 & AllControlOnTRN>-5),90,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+hold on;
+histogram(AllControlOnVPM(AllControlOnVPM<40 & AllControlOnVPM>-5),90,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+histogram(AllControlOnS1(AllControlOnS1<40 & AllControlOnS1>-10),90,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+legend("TRN","VPM","S1"); xlabel ("Time in ms"); ylabel("Probability")
+title("Control On response");xlim([-5 40]);
+
+figure; %Off
+histogram(AllControlOnTRN(AllControlOnTRN<90 & AllControlOnTRN>45),90,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+hold on;
+histogram(AllControlOnVPM(AllControlOnVPM<90 & AllControlOnVPM>45),90,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+histogram(AllControlOnS1(AllControlOnS1<90 & AllControlOnS1>45),90,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+legend("TRN","VPM","S1"); xlabel ("Time in ms"); ylabel("Probability")
+title("Control Off response");
+
+%%histogram(AllControlOnS1,400)))
+
+%% L200
+
+AllL200TRN=(ClustersL200OnsetTRN(:)*1000)+3;
+AllL200VPM=(ClustersL200OnsetVPM(:)*1000)+3;
+AllL200S1=(ClustersL200OnsetS1(:)*1000)+3;
+%%on an off
+figure;
+plot([-0.2:0.001:1.2-0.001],zscore(hist(AllL200TRN,1400)))
+hold on
+plot([-0.2:0.001:1.2-0.001],zscore(hist(AllL200VPM,1400)))
+plot([-0.2:0.001:1.2-0.001],zscore(hist(AllL200S1,1400)))
+legend("TRN","VPM","S1"); xlabel ("Time in ms"); ylabel("Z-Score");
+title("Circuit Response AfterInduction"); 
+%%onset L200
+figure;
+plot([-100:1:49],zscore(hist(AllL200TRN(AllL200TRN<50 & AllL200TRN>-100),150)));
+hold on;
+plot([-100:1:49],zscore(hist(AllL200VPM(AllL200VPM<50 & AllL200VPM>-100),150)));
+plot([-100:1:49],zscore(hist(AllL200S1(AllL200S1<50 & AllL200S1>-100),150)));
+title("Circuit Whisker Onset Response + Laser Delay 200ms"); 
+legend("TRN","VPM","S1"); xlabel ("Time in ms"); ylabel("Z-Score");
+%figure all
+figure;
+histogram(AllL200TRN(AllL200TRN<80 & AllL200TRN>-5),85,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);hold on
+histogram(AllL200VPM(AllL200VPM<80 & AllL200VPM>-5),85,'Normalization','probability','DisplayStyle','stairs','LineWidth',2)
+histogram(AllL200S1(AllL200S1<80 & AllL200S1>-5),85,'Normalization','probability','DisplayStyle','stairs','LineWidth',2)
+title("After Induction");xlabel("time in ms");ylabel("probability");legend("TRN","VPM","S1")
+
+figure; %On
+histogram(AllL200TRN(AllL200TRN<40 & AllL200TRN>-5),90,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+hold on;
+histogram(AllL200VPM(AllL200VPM<40 & AllL200VPM>-5),90,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+histogram(AllL200S1(AllL200S1<40 & AllL200S1>-5),90,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+legend("TRN","VPM","S1"); xlabel ("Time in ms"); ylabel("Probability")
+title("Circuit Whisker Onset Response After-Induction");xlim([-5 40]);
+
+figure; %Off
+histogram(AllL200TRN(AllL200TRN<80 & AllL200TRN>45),90,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+hold on;
+histogram(AllL200VPM(AllL200VPM<80 & AllL200VPM>45),90,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+histogram(AllL200S1(AllL200S1<80 & AllL200S1>45),90,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+legend("TRN","VPM","S1"); xlabel ("Time in ms"); ylabel("Probability")
+title("Circuit Whisker Offset Response + Laser Delay 200ms")%;xlim([30 150]);
+%% ONL1
+%%on an off
+AllL1TRN=(ClustersL1OnsetTRN(:)*1000)+3;
+AllL1VPM=(ClustersL1OnsetVPM(:)*1000)+3;
+AllL1S1=(ClustersL1OnsetS1(:)*1000)+3;
+figure;
+plot([-0.25:0.001:0.149],zscore(hist(AllL1TRN,400)))
+hold on
+plot([-0.25:0.001:0.149],zscore(hist(AllL1VPM,400)))
+plot([-0.25:0.001:0.149],zscore(hist(AllL1S1,400)))
+legend("TRN","VPM","S1")
+title("Circuit whisker Response + Laser Delay 1ms"); 
+
+%plot onset response
+figure;
+plot([-100:1:49],zscore(hist(AllL1TRN(AllL1TRN<50 & AllL1TRN>-100),150)));
+hold on;
+plot([-100:1:49],zscore(hist(AllL1VPM(AllL1VPM<50 & AllL1VPM>-100),150)));
+plot([-100:1:49],zscore(hist(AllL1S1(AllL1S1<50 & AllL1S1>-100),150)));
+title("Circuit Onset Response"); 
+legend("TRN","VPM","S1"); xlabel ("Time in ms"); ylabel("Z-Score");
+title("Circuit Whisker Onset Response + Laser Delay 1ms"); 
+
+figure; %On
+histogram(AllL1TRN(AllL1TRN<50 & AllL1TRN>-80),150,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+hold on;
+histogram(AllL1VPM(AllL1VPM<50 & AllL1VPM>-80),150,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+histogram(AllL1S1(AllL1S1<50 & AllL1S1>-80),150,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+legend("TRN","VPM","S1"); xlabel ("Time in ms"); ylabel("Probability")
+title("Circuit Whisker Onset Response + Laser Delay -1ms");xlim([-70 50]);
+
+figure; %Off
+histogram(AllL1TRN(AllL1TRN<150 & AllL1TRN>30),150,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+hold on;
+histogram(AllL1VPM(AllL1VPM<150 & AllL1VPM>30),150,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+histogram(AllL1S1(AllL1S1<150 & AllL1S1>30),150,'Normalization','probability','DisplayStyle','stairs','LineWidth',2);
+legend("TRN","VPM","S1"); xlabel ("Time in ms"); ylabel("Probability")
+title("Circuit Whisker Offset Response + Laser Delay -1ms");xlim([30 150]);
+%% boxplot 
+
+circuitbox=NaN(200000,3);
+circuitbox(1:size(AllControlOnTRN(AllControlOnTRN<20 & AllControlOnTRN>3),1),1)= AllControlOnTRN(AllControlOnTRN<20 & AllControlOnTRN>3);
+circuitbox(1:size(AllControlOnVPM(AllControlOnVPM<20 & AllControlOnVPM>3),1),2)=AllControlOnVPM(AllControlOnVPM<20 & AllControlOnVPM>3);
+circuitbox(1:size(AllControlOnS1(AllControlOnS1<20 & AllControlOnS1>3),1),3)=AllControlOnS1(AllControlOnS1<20 & AllControlOnS1>3);
+
+a= AllControlOnTRN(AllControlOnTRN<20 & AllControlOnTRN>3);%TRN
+b= AllControlOnVPM(AllControlOnVPM<20 & AllControlOnVPM>3);%VPM
+c= AllControlOnS1(AllControlOnS1<20 & AllControlOnS1>3);%S1
+Onmarks=["TRN","VPM","S1"];
+figure; subplot(1,2,1);
+cdfplot(a); hold on; cdfplot(b);cdfplot(c); ylabel("probability");
+legend("TRN","VPM","S1");subplot(1,2,2);
+bar(mode(c))
+hold on
+bar(mode(a))
+bar(mode(b))
+legend("S1","TRN","VPM"); title("most frequent value (Mode)");ylabel("time(ms)");
+%% TRN VPM and S1 IMAGESC diff and Zsscore
+%diff imagesc S1
+diffS1=hist(ClustersL200OnsetS1,400)-hist(ClustersControlOnsetS1,400);
+diffL1S1=hist(ClustersL1OnsetS1,400)-hist(ClustersControlOnsetS1,400);
+figure(10);
+Ontimes=[-250:1:149];
+yS1=1:size(diffS1,2);
+imagesc(yS1,Ontimes,diffS1);colormap(jet); %L200-control
+colorbar; ax=gca; ax.XAxisLocation='top'; clim=caxis; caxis([-30 30]);
+title("S1 diff Whiskers - whiskers+Laser delay -200ms");xlabel("Clusters");ylabel("time in ms")
+figure(20); imagesc(yS1,Ontimes,diffL1S1);colormap(jet);%L1-control
+colorbar; ax=gca; ax.XAxisLocation='top'; clim=caxis; caxis([-10 10]);
+title("S1 diff Whiskers - whiskers+Laser delay -1ms");xlabel("Clusters");ylabel("time in ms")
+%TRN diff imagesc
+diffTRN=hist(ClustersL200OnsetTRN,400)-hist(ClustersControlOnsetTRN,400);
+diffL1TRN=hist(ClustersL1OnsetTRN,400)-hist(ClustersControlOnsetTRN,400);
+figure(11);
+Ontimes=[-250:1:149];
+yTRN=1:size(diffTRN,2);
+imagesc(yTRN,Ontimes,diffTRN);colormap(jet); %L200-control
+colorbar; ax=gca; ax.XAxisLocation='top'; clim=caxis; caxis([-10 10]);
+title("TRN diff Whiskers - whiskers+Laser delay -200ms");xlabel("Clusters");ylabel("time in ms")
+figure(21);imagesc(yTRN,Ontimes,diffL1TRN);colormap(jet);
+colorbar; ax=gca; ax.XAxisLocation='top'; clim=caxis; caxis([-35 35]);
+title("TRN diff Whiskers - whiskers+Laser delay -1ms");xlabel("Clusters");ylabel("time in ms")
+%VPM diff imagesc
+diffVPM=hist(ClustersL200OnsetVPM,400)-hist(ClustersControlOnsetVPM,400);
+diffL1VPM=hist(ClustersL1OnsetVPM,400)-hist(ClustersControlOnsetVPM,400);
+figure(12); %L200-control
+Ontimes=[-250:1:149];
+yVPM=1:size(diffVPM,2);
+imagesc(yVPM,Ontimes,diffVPM);colormap(jet);
+colorbar; ax=gca; ax.XAxisLocation='top'; clim=caxis; caxis([-10 10]);
+title("VPM diff Whiskers - whiskers+Laser delay -200ms");xlabel("Clusters");ylabel("time in ms")
+figure(22);%L1-Control
+imagesc(yVPM,Ontimes,diffL1VPM);colormap(jet);
+colorbar; ax=gca; ax.XAxisLocation='top'; clim=caxis; caxis([-10 10]);
+title("VPM diff Whiskers - whiskers+Laser delay -1ms");xlabel("Clusters");ylabel("time in ms")
+
+%imagesc psth per clusters on response VPM
+CircuitOnVPM = NaN(2000, size(ClustersControlOnsetVPM,2));
+for i=1:size(ClustersControlOnsetVPM,2)
+   value = ClustersControlOnsetVPM(:,i)<0.050 & ClustersControlOnsetVPM(:,i)>-0.070;
+   spike=(ClustersControlOnsetVPM(value,i).*1000)+3;
+    CircuitOnVPM(1:size(spike,1),i)=spike;
+end
+figure;
+Ontimes=[-70:1:49];
+CircuitPsthOnVPM=hist(CircuitOnVPM,130);
+yVPM=1:size(CircuitPsthOnVPM,2);
+imagesc(yVPM,Ontimes,zscore(CircuitPsthOnVPM));colormap(jet);
+colorbar; ax=gca; ax.XAxisLocation='top'; clim=caxis; caxis([-5 5]);
+title("Control VPM");xlabel("Clusters");ylabel("time in ms")
+
+%imagesc psth per clusters on response TRN
+CircuitOnTRN = NaN(2000, size(ClustersControlOnsetTRN,2));
+for i=1:size(ClustersControlOnsetTRN,2)
+   value = ClustersControlOnsetTRN(:,i)<0.050 & ClustersControlOnsetTRN(:,i)>-0.070;
+   spike=(ClustersControlOnsetTRN(value,i).*1000)+3;
+    CircuitOnTRN(1:size(spike,1),i)=spike;
+end
+figure;
+Ontimes=[-70:1:49];
+CircuitPsthOnTRN=hist(CircuitOnTRN,130);
+yTRN=1:size(CircuitPsthOnTRN,2);
+imagesc(yTRN,Ontimes,zscore(CircuitPsthOnTRN));colormap(jet);colorbar; ax=gca; ax.XAxisLocation='top';
+clim=caxis; caxis([-4 4]); title("Control TRN");xlabel("Clusters");ylabel("time in ms")
+%S1
+CircuitOnS1 = NaN(2000, size(ClustersControlOnsetS1,2));
+for i=1:size(ClustersControlOnsetS1,2)
+   value = ClustersControlOnsetS1(:,i)<0.050 & ClustersControlOnsetS1(:,i)>-0.070;
+   spikeS1=(ClustersControlOnsetS1(value,i).*1000)+3;
+    CircuitOnS1(1:size(spikeS1,1),i)=spikeS1;
+end
+figure;
+Ontimes=[-70:1:49];
+CircuitPsthOnS1=hist(CircuitOnS1,130);
+yS1=1:size(CircuitPsthOnS1,2);
+imagesc(yS1,Ontimes,zscore(CircuitPsthOnS1));colormap(jet);colorbar; ax=gca; ax.XAxisLocation='top';
+clim=caxis; caxis([-5 5]); title("Control S1");xlabel("Clusters");ylabel("time in ms")
+
+%% TRN VPM and S1 IMAGESC L200 Zsscore
+%imagesc psth per clusters on response VPM
+CircuitOnL200VPM = NaN(20000, size(ClustersL200OnsetVPM,2));
+for i=1:size(ClustersL200OnsetVPM,2)
+   value = ClustersL200OnsetVPM(:,i)<0.050 & ClustersL200OnsetVPM(:,i)>-0.070;
+   spike=(ClustersL200OnsetVPM(value,i).*1000)+3;
+    CircuitOnL200VPM(1:size(spike,1),i)=spike;
+end
+figure;
+Ontimes=[-70:1:49];
+CircuitPsthOnL200VPM=hist(CircuitOnL200VPM,130);
+yVPM=1:size(CircuitPsthOnL200VPM,2);
+imagesc(yVPM,Ontimes,zscore(CircuitPsthOnL200VPM));
+colormap(jet);colorbar; ax=gca; ax.XAxisLocation='top'; clim=caxis; caxis([-5 5]);
+title("Whiskers + Laser delay 200ms VPM");xlabel("Clusters");ylabel("time in ms")
+
+%imagesc psth per clusters on response TRN
+CircuitOnL200TRN = NaN(20000, size(ClustersL200OnsetTRN,2));
+for i=1:size(ClustersL200OnsetTRN,2)
+   value = ClustersL200OnsetTRN(:,i)<0.050 & ClustersL200OnsetTRN(:,i)>-0.070;
+   spikeL200TRN=(ClustersL200OnsetTRN(value,i).*1000)+3;
+    CircuitOnL200TRN(1:size(spikeL200TRN,1),i)=spikeL200TRN;
+end
+figure;
+Ontimes=[-70:1:49];
+CircuitPsthOnL200TRN=hist(CircuitOnL200TRN,130);
+yTRN=1:size(CircuitPsthOnL200TRN,2);
+imagesc(yTRN,Ontimes,zscore(CircuitPsthOnL200TRN));colormap(jet);colorbar; ax=gca; ax.XAxisLocation='top';
+clim=caxis; caxis([-5 5]);
+%S1
+CircuitOnL200S1 = NaN(2000, size(ClustersL200OnsetS1,2));
+for i=1:size(ClustersL200OnsetS1,2)
+   value = ClustersL200OnsetS1(:,i)<0.050 & ClustersL200OnsetS1(:,i)>-0.070;
+   spikeL200S1=(ClustersL200OnsetS1(value,i).*1000)+3;
+    CircuitOnL200S1(1:size(spikeL200S1,1),i)=spikeL200S1;
+end
+figure;
+Ontimes=[-70:1:49];
+CircuitPsthOnL200S1=hist(CircuitOnL200S1,130);
+yS1=1:size(CircuitPsthOnL200S1,2);
+imagesc(yS1,Ontimes,zscore(CircuitPsthOnL200S1));colormap(jet);colorbar; ax=gca; ax.XAxisLocation='top';
+clim=caxis; caxis([-5 5]);
\ No newline at end of file
diff --git a/Jesus/DE_Jittering.m b/Jesus/DE_Jittering.m
index 3e22cc1..d69d275 100644
--- a/Jesus/DE_Jittering.m
+++ b/Jesus/DE_Jittering.m
@@ -1,49 +1,77 @@
-% 30.08.19 Jittering analysis by using the Data Explorer. 
+% 30.08.19 Jittering analysis by using the Data Explorer.
 clearvars
-%% Load the data
+%% Selecting experiment
 % Choosing the working directory
 dataDir = uigetdir('E:\Data\VPM\Jittering\Silicon Probes\',...
     'Choose a working directory');
 if dataDir == 0
     return
 end
+%% Loading data
 % Creating the figure directory
-figureDir = fullfile(dataDir,'Figures\');
-if ~mkdir(figureDir)
-    fprintf(1,'There was an issue with the figure folder...\n');
+FigureDir = fullfile(dataDir,'Figures\');
+if ~exist(FigureDir, "dir")
+    if ~mkdir(FigureDir)
+        error("Could not create figure directory!\n")
+    end
+end
+%WARNING! Protocol getter is not fully stable!
+if isempty(dir(fullfile(dataDir, '*analysis.mat')))
+    pgObj = ProtocolGetter(dataDir);
+    pgObj.getConditionSignals;
+    pgObj.getSignalEdges;
+    pgObj.getFrequencyEdges;
+    pgObj.pairStimulus;
+    pgObj.saveConditions;
 end
 % Loading the necessary files
 if ~loadTriggerData(dataDir)
     fprintf(1,'Not possible to load all the necessary variables\n')
     return
 end
-
+fnOpts = {'UniformOutput', false};
+axOpts = {'Box','off','Color','none'};
+ofgOpts = {'new', 'visible'};
+spk_file_vars = {'spike_times','gclID','Nt','Ns','goods'};
+owFlag = false;
+figOpts = {'Visible','on'};
+if ~strcmp( computer, 'PCWIN64' )
+    figOpts(2) = {'off'};
+    ofgOpts(2) = {'invisible'};
+end
 %% Constructing the helper 'global' variables
-% Number of total samples
-Ns = min(structfun(@numel,Triggers));
-% Total duration of the recording
-Nt = Ns/fs;
-% Useless clusters (labeled as noise or they have very low firing rate)
-badsIdx = cellfun(@(x) x==3,sortedData(:,3));
-bads = find(badsIdx);
-totSpkCount = cellfun(@numel,sortedData(:,2));
-clusterSpikeRate = totSpkCount/Nt;
-silentUnits = clusterSpikeRate < 0.1;
-bads = union(bads,find(silentUnits));
-goods = setdiff(1:size(sortedData,1),bads);
-badsIdx = badsIdx | silentUnits;
-if ~any(ismember(clInfo.Properties.VariableNames,'ActiveUnit'))
-    clInfo = addvars(clInfo,~badsIdx,'After','id',...
-        'NewVariableNames','ActiveUnit');
-end
-gclID = sortedData(goods,1);
-badsIdx = StepWaveform.subs2idx(bads,size(sortedData,1));
-% Logical spike trace for the first good cluster
-spkLog = StepWaveform.subs2idx(round(sortedData{goods(1),2}*fs),Ns);
-% Subscript column vectors for the rest good clusters
-spkSubs = cellfun(@(x) round(x.*fs),sortedData(goods(2:end),2),...
-    'UniformOutput',false);
-% Number of good clusters 
+
+spkPttrn = "%s_Spike_Times.mat";
+spk_path = fullfile(dataDir, sprintf(spkPttrn, expName));
+if ~exist(spk_path, "file")
+    % Number of total samples
+    Ns = structfun(@numel,Triggers); Ns = min(Ns(Ns>1));
+    % Total duration of the recording
+    Nt = Ns/fs;
+    % Useless clusters (labeled as noise or they have very low firing rate)
+    badsIdx = cellfun(@(x) x==3, sortedData(:,3) );
+    bads = find(badsIdx);
+    totSpkCount = cellfun( @numel, sortedData(:,2) );
+    clusterSpikeRate = totSpkCount/Nt;
+    silentUnits = clusterSpikeRate < 0.1;
+    bads = union(bads,find(silentUnits));
+    goods = setdiff(1:size(sortedData,1),bads);
+    badsIdx = badsIdx | silentUnits;
+    if ~any(ismember(clInfo.Properties.VariableNames,'ActiveUnit'))
+        clInfo = addvars(clInfo,~badsIdx,'After',1,...
+            'NewVariableNames','ActiveUnit');
+        writeClusterInfo(clInfo, fullfile(dataDir, 'cluster_info.tsv'), 1);
+    end
+    gclID = sortedData(goods,1);
+    badsIdx = StepWaveform.subs2idx(bads,size(sortedData,1));
+    spike_times = sortedData(~badsIdx, 2);
+    save(spk_path, spk_file_vars{:})
+else
+    % Subscript column vectors for the rest good clusters
+    load(spk_path, spk_file_vars{:})
+end
+spkSubs = cellfun(@(x) round(x.*fs),spike_times, fnOpts{:});
+% Number of good clusters
 Ncl = numel(goods);
 % Redefining the stimulus signals from the low amplitude to logical values
 whStim = {'piezo','whisker','mech','audio'};
@@ -72,111 +100,228 @@
 continuousSignals(continuousNameSub == 0) = [];
 continuousNameSub(continuousNameSub == 0) = [];
 trigNames = trigNames(continuousNameSub);
+
 %% Inter-spike intervals
 isiFile = fullfile(dataDir,[expName,'_ISIvars.mat']);
 if ~exist(isiFile,'file')
     spkSubs2 = cellfun(@(x) round(x.*fs), sortedData(goods,2),...
-        'UniformOutput', false);
+        fnOpts{:});
     ISIVals = cellfun(@(x) [x(1)/fs; diff(x)/fs], spkSubs2,...
-        'UniformOutput', 0);
+        fnOpts{:});
     NnzvPcl = cellfun(@numel,ISIVals);
     Nnzv = sum(NnzvPcl);
     rows = cell2mat(arrayfun(@(x,y) repmat(x,y,1), (1:Ncl)', NnzvPcl,...
-        'UniformOutput', 0));
+        fnOpts{:}));
     cols = cell2mat(spkSubs2);
     vals = cell2mat(ISIVals);
-    ISIspar = sparse(rows, cols, vals);
+    try
+        ISIspar = sparse(rows, cols, vals);
+    catch
+        fprintf(1, 'Not possible to create such a big array')
+    end
 else
-    load(isiFile,'ISIspar')
+    % load(isiFile,'ISIspar')
 end
 % ISIsignal = zeros(Ncl,Ns,'single');
 % for ccl = 1:Ncl
 %     ISIsignal(ccl,spkSubs2{ccl}) = ISIVals{ccl};
 % end
+
 %% User controlling variables
-% Time lapse, bin size, and spontaneous and response windows
-promptStrings = {'Viewing window (time lapse) [s]:','Response window [s]',...
-    'Bin size [s]:'};
-defInputs = {'-0.1, 0.1', '0.002, 0.05', '0.001'};
-answ = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
-if isempty(answ)
-    fprintf(1,'Cancelling...\n')
-    return
-else
-    timeLapse = str2num(answ{1}); %#ok<*ST2NM>
-    if numel(timeLapse) ~= 2
-        timeLapse = str2num(inputdlg('Please provide the time window [s]:',...
-            'Time window',[1, 30], '-0.1, 0.1'));
-        if isnan(timeLapse) || isempty(timeLapse)
-            fprintf(1,'Cancelling...')
-            return
+% Parameter configuration (pc) file name (FN), file path (FP) and variables
+% to save (V2S)
+pcPttrn = "%s_ParameterConfiguration.mat";
+pcFN = sprintf(pcPttrn, expName); pcFP = fullfile(dataDir, pcFN);
+pcV2S = {'configStructure', 'confKeys'}; pcSub = []; pcFlag = false;
+if exist(pcFP, 'file')
+    pcFlag = true;
+    load(pcFP, pcV2S{:});
+    pcSub = listdlg("ListString", join(confKeys,2), ...
+        "PromptString", ...
+        "Viewing       Response       Spontaneous     Trigger  "+ ...
+        "Conditions      On/Off  BinSize [ms]", ...
+        "name", "Configuration selection", ...
+        "ListSize", [700, size(confKeys,1)*25], ...
+        "CancelString", "New");
+end
+
+if isempty(pcSub)
+    % If user chose to create a new parameter configuration set or the file
+    % doesn't exist
+    if ~pcFlag
+        % File doesn't exist. Create it.
+        configStructure = []; confKeys = [];
+    else
+        pcV2S = [pcV2S(:)', {'-append'}];
+    end
+    %% Select Time lapse, bin size, and spontaneous and response windows
+    promptStrings = {'Viewing window (time lapse) [s]:','Response window [s]',...
+        'Bin size [s]:'};
+    defInputs = {'-0.1, 0.1', '0.002, 0.05', '0.001'};
+    answ = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
+    if isempty(answ)
+        fprintf(1,'Cancelling...\n')
+        return
+    else
+        timeLapse = str2num(answ{1}); %#ok<*ST2NM>
+        if numel(timeLapse) ~= 2
+            timeLapse = str2num(inputdlg('Please provide the time window [s]:',...
+                'Time window',[1, 30], '-0.1, 0.1'));
+            if isnan(timeLapse) || isempty(timeLapse)
+                fprintf(1,'Cancelling...')
+                return
+            end
         end
+        responseWindow = str2num(answ{2});
+        binSz = str2double(answ(3));
     end
-    responseWindow = str2num(answ{2});
-    binSz = str2double(answ(3));
-end
-fprintf(1,'Time window: %.2f - %.2f ms\n',timeLapse(1)*1e3, timeLapse(2)*1e3)
-fprintf(1,'Response window: %.2f - %.2f ms\n',responseWindow(1)*1e3, responseWindow(2)*1e3)
-fprintf(1,'Bin size: %.3f ms\n', binSz*1e3)
-sponAns = questdlg('Mirror the spontaneous window?','Spontaneous window',...
-    'Yes','No','Yes');
-spontaneousWindow = -flip(responseWindow);
-if strcmpi(sponAns,'No')
-    spontPrompt = "Time before the trigger in [s] (e.g. -0.8, -0.6 s)";
-    sponDef = string(sprintf('%.3f, %.3f',spontaneousWindow(1),...
-        spontaneousWindow(2)));
-    sponStr = inputdlg(spontPrompt, 'Inputs',[1,30],sponDef);
-    if ~isempty(sponStr)
-        spontAux = str2num(sponStr{1});
-        if length(spontAux) ~= 2 || spontAux(1) > spontAux(2) || ...
-                spontAux(1) < timeLapse(1)
-            fprintf(1, 'The given input was not valid.\n')
-            fprintf(1, 'Keeping the mirror version!\n')
-        else
-            spontaneousWindow = spontAux;
+    fprintf(1,'Time window: %.2f - %.2f ms\n',timeLapse*1e3)
+    fprintf(1,'Response window: %.2f - %.2f ms\n',responseWindow*1e3)
+    fprintf(1,'Bin size: %.3f ms\n', binSz*1e3)
+    sponAns = questdlg('Mirror the spontaneous window?','Spontaneous window',...
+        'Yes','No','Yes');
+    spontaneousWindow = -flip(responseWindow);
+    if strcmpi(sponAns,'No')
+        spontPrompt = "Time before the trigger in [s] (e.g. -0.8, -0.6 s)";
+        sponDef = string(sprintf('%.3f, %.3f',spontaneousWindow(1),...
+            spontaneousWindow(2)));
+        sponStr = inputdlg(spontPrompt, 'Inputs',[1,30],sponDef);
+        if ~isempty(sponStr)
+            spontAux = str2num(sponStr{1});
+            if length(spontAux) ~= 2 || spontAux(1) > spontAux(2) || ...
+                    spontAux(1) < timeLapse(1)
+                fprintf(1, 'The given input was not valid.\n')
+                fprintf(1, 'Keeping the mirror version!\n')
+            else
+                spontaneousWindow = spontAux;
+            end
         end
     end
+    fprintf(1,'Spontaneous window: %.2f to %.2f ms before the trigger\n',...
+        spontaneousWindow(1)*1e3, spontaneousWindow(2)*1e3)
+    %% Select a condition to build the stack
+    condNames = arrayfun(@(x) string(x.name),Conditions);
+    condGuess = contains(condNames, ["whiskerall";"puffall"], ...
+        'IgnoreCase', true);
+    % Choose the conditions to create the stack upon
+    [chCond, iOk] = listdlg('ListString',condNames,'SelectionMode','single',...
+        'PromptString',...
+        'Choose the condition which has all whisker triggers: (one condition)',...
+        'InitialValue', find(condGuess,1,"first"), 'ListSize', ...
+        [350, numel(condNames)*16]);
+    if ~iOk
+        fprintf(1,'Cancelling...\n')
+        return
+    end
+    %% Select the onset or the offset of a trigger
+    fprintf(1,'Condition ''%s''\n', Conditions(chCond).name)
+    onOffStr = questdlg('Trigger on the onset or on the offset?','Onset/Offset',...
+        'on','off','Cancel','on');
+    if strcmpi(onOffStr,'Cancel')
+        fprintf(1,'Cancelling...\n')
+        return
+    end
+    %% Considered conditions selection
+    % Choose the conditions to look at
+    auxSubs = setdiff(1:numel(condNames), chCond);
+    ccondNames = condNames(auxSubs);
+    [cchCond, iOk] = listdlg('ListString',ccondNames, ...
+        'SelectionMode', 'multiple', 'PromptString',...
+        'Choose the condition(s) to look at (including whiskers):',...
+        'ListSize', [350, numel(condNames)*16]);
+    if ~iOk
+        fprintf(1,'Cancelling...\n')
+        return
+    end
+    consCondSubs = auxSubs(cchCond);
+    consCondNames = condNames(consCondSubs);
+    %% Keys creation for parameter configuration comparison
+    CC_key = '';
+    for cc = 1:length(consCondNames)-1
+        CC_key = [CC_key, sprintf('%s-', consCondNames{cc})]; %#ok<AGROW>
+    end
+    CC_key = [CC_key, sprintf('%s', consCondNames{end})];
+    C_key = condNames{chCond};
+    SW_key = sprintf('SW%.2f-%.2f', spontaneousWindow*1e3);
+    RW_key = sprintf('RW%.2f-%.2f', responseWindow*1e3);
+    O_key = sprintf('%s', onOffStr);
+    currentMapKey = {RW_key, SW_key, C_key, CC_key, O_key};
+    VW_key = sprintf("VW%.2f-%.2f", timeLapse*1e3);
+    BZ_key = sprintf("BZ%.2f",binSz*1e3);
+    %% Appending the new pc to the array and saving
+    configStructure = [configStructure, struct('Experiment', ...
+        fullfile(dataDir,expName), 'Viewing_window_s', timeLapse, ...
+        'Response_window_s', responseWindow, ...
+        'Spontaneous_window_s', spontaneousWindow, 'BinSize_s', binSz, ...
+        'Trigger', struct('Name', condNames{chCond}, 'Edge',onOffStr), ...
+        'ConsideredConditions',{consCondNames})];
+    newConfKey = [VW_key, string(currentMapKey), BZ_key];
+    confKeys = [confKeys; newConfKey];
+    save(fullfile(dataDir, pcFN), pcV2S{:})
+    configStructure = configStructure(end);
+else
+    %% Loading paramters to the workspace
+    % User chose a previous configuration
+    configStructure = configStructure(pcSub);
+    condNames = arrayfun(@(x) string(x.name), Conditions);
+    timeLapse = configStructure.Viewing_window_s;
+    responseWindow = configStructure.Response_window_s;
+    spontaneousWindow = configStructure.Spontaneous_window_s;
+    binSz = configStructure.BinSize_s;
+    chCond = find(condNames == string(configStructure.Trigger.Name));
+    onOffStr = configStructure.Trigger.Edge;
+    [~, consCondSubs] = find(condNames == ...
+        string(configStructure.ConsideredConditions)');
+    consCondNames = condNames(consCondSubs);
+    clearvars pcSub
+    %% Keys creation for parameter configuration comparison
+    CC_key = '';
+    for cc = 1:length(consCondNames)-1
+        CC_key = [CC_key, sprintf('%s-', consCondNames{cc})]; %#ok<AGROW>
+    end
+    CC_key = [CC_key, sprintf('%s', consCondNames{end})];
+    C_key = condNames{chCond};
+    SW_key = sprintf('SW%.2f-%.2f', spontaneousWindow*1e3);
+    RW_key = sprintf('RW%.2f-%.2f', responseWindow*1e3);
+    O_key = sprintf('%s', onOffStr);
+    currentMapKey = {RW_key, SW_key, C_key, CC_key, O_key};
+    VW_key = sprintf("VW%.2f-%.2f", timeLapse*1e3);
+    BZ_key = sprintf("BZ%.2f",binSz*1e3);
 end
-fprintf(1,'Spontaneous window: %.2f to %.2f ms before the trigger\n',...
-    spontaneousWindow(1)*1e3, spontaneousWindow(2)*1e3)
-%% Condition triggered stacks
-condNames = arrayfun(@(x) x.name,Conditions,'UniformOutput',false);
-condGuess = contains(condNames, 'whiskerall', 'IgnoreCase', true);
-% Choose the conditions to create the stack upon
-[chCond, iOk] = listdlg('ListString',condNames,'SelectionMode','single',...
-    'PromptString',...
-    'Choose the condition which has all whisker triggers: (one condition)',...
-    'InitialValue', find(condGuess), 'ListSize', [350, numel(condNames)*16]);
-if ~iOk
-    fprintf(1,'Cancelling...\n')
-    return
-end
-
-% Select the onset or the offset of a trigger
-fprintf(1,'Condition ''%s''\n', Conditions(chCond).name)
-onOffStr = questdlg('Trigger on the onset or on the offset?','Onset/Offset',...
-    'on','off','Cancel','on');
-if strcmpi(onOffStr,'Cancel')
-    fprintf(1,'Cancelling...\n')
-    return
+%% Creating ephys figure folder
+subFigDir = sprintf("Ephys %s %s %s", VW_key, RW_key, SW_key);
+subFigDir = fullfile(FigureDir, subFigDir);
+ephFigDir = subFigDir;
+metaNameFlag = false;
+if ~exist(subFigDir, "dir")
+    if ~mkdir(subFigDir)
+        fprintf(1, "Couldn't create %s!\n", subFigDir)
+        fprintf(1, "Keeping metadata in figure file names.\n")
+        metaNameFlag = true;
+        ephFigDir = FigureDir;
+    end
 end
-
 %% Constructing the stack out of the user's choice
 % discStack - dicrete stack has a logical nature
 % cst - continuous stack has a numerical nature
 % Both of these stacks have the same number of time samples and trigger
 % points. They differ only in the number of considered events.
-[discStack, cst] = getStacks(spkLog,Conditions(chCond).Triggers,onOffStr,...
+[discStack, cst] = getStacks(false,Conditions(chCond).Triggers,onOffStr,...
     timeLapse,fs,fs,spkSubs,continuousSignals);
+discStack(2,:,:) = [];
 % ISI stack
-[~, isiStack] = getStacks(spkLog,Conditions(chCond).Triggers, onOffStr,...
-    timeLapse,fs,fs,[],ISIspar);
+try
+    [~, isiStack] = getStacks(spkLog,Conditions(chCond).Triggers, onOffStr,...
+        timeLapse,fs,fs,[],ISIspar);
+catch
+    fprintf(1,'Not able to do the ISI stack\n')
+end
 % [dst, cst] = getStacks(spkLog, allWhiskersPlusLaserControl,...
 %     'on',timeLapse,fs,fs,[spkSubs;{Conditions(allLaserStimulus).Triggers}],...
 %     continuousSignals);
-if ~exist(isiFile,'file')
+if ~exist(isiFile,'file') && exist('ISIspar','var')
     fprintf(1,'Saving the inter-spike intervals for each cluster... ');
-    save(isiFile,'ISIspar','isiStack','-v7.3')
+    save(isiFile,'ISIspar','ISIVals','-v7.3')
     fprintf(1,'Done!\n')
 end
 % Number of clusters + the piezo as the first event + the laser as the last
@@ -185,217 +330,172 @@
 [Ne, Nt, NTa] = size(discStack);
 % Computing the time axis for the stack
 tx = (0:Nt - 1)/fs + timeLapse(1);
-%% Considered conditions selection
-% Choose the conditions to look at
-auxSubs = setdiff(1:numel(condNames), chCond);
-ccondNames = condNames(auxSubs);
-[cchCond, iOk] = listdlg('ListString',ccondNames,'SelectionMode','multiple',...
-    'PromptString',...
-    'Choose the condition(s) to look at (including whiskers):',...
-    'ListSize', [350, numel(condNames)*16]);
-if ~iOk
-    fprintf(1,'Cancelling...\n')
-    return
-end
-
 % Select the onset or the offset of a trigger
 fprintf(1,'Condition(s):\n')
-fprintf('- ''%s''\n', Conditions(auxSubs(cchCond)).name)
+fprintf('- ''%s''\n', consCondNames)
 
-
-% Subscript to indicate the conditions with all whisker stimulations,
-% whisker control, laser control, and the combination whisker and laser.
+% Subscript to indicate the conditions with all whisker stimulations, and
+% combinations
 allWhiskerStimulus = chCond;
-% allLaserStimulus = 2;
-% whiskerControl = 9;
-% laserControl = 8;
-consideredConditions = auxSubs(cchCond);
-
-Nccond = length(consideredConditions);
-
-% Adding all the triggers from the piezo and the laser in one array
-% allWhiskersPlusLaserControl = ...
-%     union(Conditions(allWhiskerStimulus).Triggers,...
-%     Conditions(laserControl).Triggers,'rows');
-%% Boolean flags 
+Nccond = length(consCondNames);
+%% Conditions' boolean flags
 delayFlags = false(NTa,Nccond);
 counter2 = 1;
-for ccond = consideredConditions
+for ccond = consCondSubs(:)'
     delayFlags(:,counter2) = ismember(Conditions(chCond).Triggers(:,1),...
         Conditions(ccond).Triggers(:,1));
     counter2 = counter2 + 1;
 end
 Na = sum(delayFlags,1);
+
 %% Computing which units/clusters/putative neurons respond to the stimulus
 % Logical indices for fetching the stack values
 sponActStackIdx = tx >= spontaneousWindow(1) & tx <= spontaneousWindow(2);
 respActStackIdx = tx >= responseWindow(1) & tx <= responseWindow(2);
 % The spontaneous activity of all the clusters, which are allocated from
 % the second until one before the last row, during the defined spontaneous
-% time window, and the whisker control condition. 
+% time window, and the whisker control condition.
 
 timeFlags = [sponActStackIdx;respActStackIdx];
 % Time window
 delta_t = diff(responseWindow);
-% Statistical tests
-[Results, Counts] = statTests(discStack, delayFlags, timeFlags);
 
-indCondSubs = cumsum(Nccond:-1:1);
-consCondNames = condNames(consideredConditions);
-% Plotting statistical tests
-[Figs, Results] = scatterSignificance(Results, Counts,...
-    consCondNames, delta_t, sortedData(goods,1));
-configureFigureToPDF(Figs);
-stFigBasename = fullfile(figureDir,[expName,' ']);
-stFigSubfix = sprintf(' Stat RW%.1f-%.1fms SW%.1f-%.1fms',...
-    responseWindow(1)*1e3, responseWindow(2)*1e3, spontaneousWindow(1)*1e3,...
-    spontaneousWindow(2)*1e3);
-ccn = 1;
-%for cc = indCondSubs
-for cc = 1:numel(Figs)
-    if ~ismember(cc, indCondSubs)
-        altCondNames = strsplit(Figs(cc).Children(2).Title.String,': ');
-        altCondNames = altCondNames{2};
-    else
-        altCondNames = consCondNames{ccn};
-        ccn = ccn + 1;
-    end
-    stFigName = [stFigBasename, altCondNames, stFigSubfix];
-    if ~exist([stFigName,'.*'],'file')
-        print(Figs(cc),[stFigName,'.pdf'],'-dpdf','-fillpage')
-        print(Figs(cc),[stFigName,'.emf'],'-dmeta')
+% Results directory. Not the best name, but works for now...
+resDir = fullfile(dataDir, 'Results');
+if ~exist(resDir, 'dir')
+    if ~mkdir(resDir)
+        fprintf(1, "There was an issue creating %s!\n", resDir)
+        fprintf(1, "Saving results in main directory")
+        resDir = dataDir;
     end
 end
-H = cell2mat(cellfun(@(x) x.Pvalues,...
-    arrayfun(@(x) x.Activity, Results(indCondSubs), 'UniformOutput', 0),...
-    'UniformOutput', 0)) < 0.05;
+resPttrn = 'Res VW%.2f-%.2f ms %s ms %s ms %s.mat';
+resFN = sprintf(resPttrn, timeLapse*1e3, RW_key, SW_key, C_key);
+resFP = fullfile(resDir, resFN);
+
+% Statistical scatter figure names
+stFigSubfix = "";
+if metaNameFlag
+    stFigSubfix = stFigSubfix + " " + RW_key + " " + SW_key;
+end
+
+cmbSubs = 0; snglSubs = 1;
+cmpCondNames = string(consCondNames(:)); prmSubs = ones(1,2);
+if Nccond > 1
+    prmSubs = nchoosek(1:Nccond,2); Nsf = size(prmSubs,1) + Nccond;
+    snglSubs = cumsum(Nccond:-1:1); cmbSubs = setdiff(1:Nsf, snglSubs);
+    cmpCondNames = cat(1, cmpCondNames, arrayfun(@(x) ...
+        consCondNames(prmSubs(x,1)) + " vs. " + ...
+        consCondNames(prmSubs(x,2)), (1:size(prmSubs, 1))'));
+end
+stFigFN = fullfile(ephFigDir, "Stat " + cmpCondNames + stFigSubfix);
+if cmbSubs
+    cmpCondNames_aux([snglSubs, cmbSubs]) = stFigFN;
+    stFigFN = cmpCondNames_aux;
+end
 
+if exist(resFP,"file") && all(arrayfun(@(x) exist(x, "file"), stFigFN + ".fig"))
+    load(resFP, "Results", "Counts")
+    arrayfun(@(x) openfig(x + ".fig", ofgOpts{:}), stFigFN)
+else
+    % Statistical tests
+    [Results, Counts] = statTests(discStack, delayFlags, timeFlags);
+    % Plotting statistical tests
+    [Figs, Results] = scatterSignificance(Results, Counts, consCondNames,...
+        delta_t, gclID); configureFigureToPDF(Figs);
+    parfor cf = 1:numel(Figs)
+        saveFigure( Figs(cf), stFigFN(cf), true, owFlag )
+    end
+    save(resFP, "Results", "Counts", "configStructure", "gclID")
+end
+[rclIdx, H, zH] = getSignificantFlags(Results);
 Htc = sum(H,2);
 CtrlCond = contains(consCondNames,'control','IgnoreCase',true);
-wruIdx = any(H(:,CtrlCond),2);
+if ~nnz(CtrlCond)
+    CtrlCond = true(size(H,2),1);
+end
+wruIdx = all(H(:,CtrlCond),2);
 Nwru = nnz(wruIdx);
-
-fprintf('%d whisker responding clusters:\n', Nwru);
+fprintf('%d responding clusters:\n', Nwru);
 fprintf('- %s\n',gclID{wruIdx})
-%% Get significantly different clusters
-gcans = questdlg(['Do you want to get the waveforms from the',...
-    ' ''responding'' clusters?'], 'Waveforms', 'Yes', 'No', 'No');
-if strcmp(gcans, 'Yes')
-    clWaveforms = getClusterWaveform(gclID(wruIdx), dataDir);
-end
 
-%% Addition mean signals to the Conditions variable
-if ~isfield(Conditions,'Stimulus') ||...
-        any(arrayfun(@(x) isempty(x.Stimulus), Conditions(consideredConditions)))
-    fprintf(1,'Writting the stimulus raw signal into Conditions variable:\n')
-    whFlag = contains(trigNames, whStim, 'IgnoreCase', 1);
-    lrFlag = contains(trigNames, cxStim, 'IgnoreCase', 1);
-    cdel = 1;
-    for cc = consideredConditions
-        fprintf(1,'- %s\n', Conditions(cc).name)
-        Conditions(cc).Stimulus = struct(...
-            'Mechanical',reshape(mean(cst(whFlag,:,delayFlags(:,cdel)),3),...
-            1,Nt),'Laser',reshape(mean(cst(lrFlag,:,delayFlags(:,cdel)),3),...
-            1,Nt),'TimeAxis',(0:Nt-1)/fs + timeLapse(1));
-        cdel = cdel + 1;
-    end
-    save(fullfile(dataDir,[expName,'analysis.mat']),'Conditions','-append')
+%% Map prototype
+mapPttrn = "Map %s.mat";
+resMap_path = fullfile(resDir, sprintf(mapPttrn, expName));
+nmFlag = true;
+try
+    resMap = MapNested();
+catch
+    fprintf(1, "'RolandRitt/Matlab-NestedMap' toolbox not installed! ")
+    fprintf(1, "Cannot create multi-key map!\n")
+    nmFlag = false;
+end
+if nmFlag
+    if exist(resMap_path, "file")
+        resMap_vars = load(resMap_path,"resMap", "keyCell");
+        resMap = resMap_vars.resMap;
+        keyCell = resMap_vars.keyCell; clearvars respMap_vars
+        try
+            % Testing if the current key combination exists
+            resMap_value = resMap(currentMapKey{:});
+            clearvars resMap_value
+        catch
+            fprintf(1, "Saving responsive unit flags\n")
+            resMap(currentMapKey{:}) = wruIdx;
+            keyCell = cat(1, keyCell, currentMapKey);
+        end
+    else
+        fprintf(1, "Saving responsive unit flags\n")
+        resMap(currentMapKey{:}) = wruIdx;
+        keyCell = currentMapKey;
+    end
+    save(resMap_path, "resMap", "keyCell")
 end
-
-
-%% Configuration structure
-configStructure = struct('Experiment', fullfile(dataDir,expName),...
-    'Viewing_window_s', timeLapse, 'Response_window_s', responseWindow,...
-    'BinSize_s', binSz, 'Trigger', struct('Name', condNames{chCond},...
-    'Edge',onOffStr), 'ConsideredConditions',{consCondNames});
 
 %% Filter question
 filterIdx = true(Ne,1);
 ansFilt = questdlg('Would you like to filter for significance?','Filter',...
     'Yes','No','Yes');
-filtStr = 'unfiltered';
+filtStr = 'unfiltered'; filtFlag = false;
 if strcmp(ansFilt,'Yes')
-    filterIdx = [true; wruIdx];
+    filterIdx = [true; wruIdx]; filtFlag = true;
     filtStr = 'filtered';
 end
-
 %% Getting the relative spike times for the whisker responsive units (wru)
 % For each condition, the first spike of each wru will be used to compute
 % the standard deviation of it.
-cellLogicalIndexing = @(x,idx) x(idx);
+
+% cellLogicalIndexing = @(x,idx) x(idx);
 isWithinResponsiveWindow =...
     @(x) x > responseWindow(1) & x < responseWindow(2);
+relSpkFN = string(expName) + " " + RW_key + " " + SW_key + " " + ...
+    VW_key + " ms " + C_key + " (" + string(filtStr) + ") RelSpkTms.mat";
+consVars = {'relativeSpkTmsStruct', 'firstSpkStruct', ...
+    'SpontaneousStruct', 'configStructure'};
+rspMF = matfile(fullfile(dataDir, relSpkFN));
+
+if ~exist( fullfile( dataDir, relSpkFN ),'file') || ...
+        any(~contains(who(rspMF), consVars))
+    rst = arrayfun(@(x) getRasterFromStack(discStack, ~delayFlags(:,x), ...
+        [false; filterIdx(2:end)], timeLapse, fs, true, true), ...
+        1:size(delayFlags,2), fnOpts{:});
+    relativeSpkTmsStruct = struct('name', cellstr(consCondNames), ...
+        'SpikeTimes', rst);
+    firstSpkStruct = getFirstSpikeInfo(relativeSpkTmsStruct, configStructure);
+
+    % Spontaneous firing rates
+    Texp = Ns/fs;
+    trainDuration = 1;
+    AllTriggs = unique(cat(1, Conditions.Triggers), 'rows', 'sorted');
+    [spFr, ~, SpSpks, spIsi] = getSpontFireFreq(spkSubs, AllTriggs,...
+        [0, Texp], fs, trainDuration + delta_t + responseWindow(1));
+    SpontaneousStruct = struct('Spikes', SpSpks, 'FR', ...
+        arrayfun(@(x) {x}, spFr), 'ISI', spIsi);
+    save(fullfile(dataDir, relSpkFN), consVars{:})
+else
+    load(fullfile(dataDir, relSpkFN), consVars{1:3})
+end
 
-firstSpike = zeros(Nwru,Nccond);
-M = 16;
-binAx = responseWindow(1):binSz:responseWindow(2);
-condHist = zeros(size(binAx,2)-1, Nccond);
-firstOrdStats = zeros(2,Nccond);
-condParams = zeros(M,3,Nccond);
-txpdf = responseWindow(1):1/fs:responseWindow(2);
-condPDF = zeros(numel(txpdf),Nccond);
-csvBase = fullfile(dataDir, expName);
-csvSubfx = sprintf(' VW%.1f-%.1f ms.csv', timeLapse(1)*1e3, timeLapse(2)*1e3);
-existFlag = false;
-condRelativeSpkTms = cell(Nccond,1);
-relativeSpkTmsStruct = struct('name',{},'SpikeTimes',{});
-spkDir = fullfile(dataDir, 'SpikeTimes');
-for ccond = 1:size(delayFlags,2)
-    csvFileName = [csvBase,' ',consCondNames{ccond}, csvSubfx];
-    relativeSpikeTimes = getRasterFromStack(discStack,~delayFlags(:,ccond),...
-        filterIdx(3:end), timeLapse, fs, true, false);
-    relativeSpikeTimes(:,~delayFlags(:,ccond)) = [];
-    relativeSpikeTimes(~filterIdx(2),:) = [];
-    condRelativeSpkTms{ccond} = relativeSpikeTimes;
-%     respIdx = cellfun(isWithinResponsiveWindow, relativeSpikeTimes,...
-%         'UniformOutput',false);
-    clSpkTms = cell(size(relativeSpikeTimes,1),1);
-    if exist(csvFileName, 'file') && ccond == 1
-        existFlag = true;
-        ansOW = questdlg(['The exported .csv files exist! ',...
-            'Would you like to overwrite them?'],'Overwrite?','Yes','No','No');
-        if strcmp(ansOW,'Yes')
-            existFlag = false;
-            fprintf(1,'Overwriting... ');
-        end
-    end
-    fID = 1;
-    if ~existFlag
-        fID = fopen(csvFileName,'w');
-        fprintf(fID,'%s, %s\n','Cluster ID','Relative spike times [ms]');
-    end
-    for cr = 1:size(relativeSpikeTimes, 1)
-        clSpkTms(cr) = {sort(cell2mat(relativeSpikeTimes(cr,:)))};
-        if fID > 2
-            fprintf(fID,'%s,',gclID{cr});
-            fprintf(fID,'%f,',clSpkTms{cr});fprintf(fID,'\n');
-        end
-    end
-    if fID > 2
-        fclose(fID);
-    end
-    relativeSpkTmsStruct(ccond).name = consCondNames{ccond};
-    relativeSpkTmsStruct(ccond).SpikeTimes = condRelativeSpkTms{ccond};
-    %{
-    spikeTimesINRespWin = cellfun(cellLogicalIndexing,...
-        relativeSpikeTimes, respIdx, 'UniformOutput',false);
-    allSpikeTimes = cell2mat(spikeTimesINRespWin(:)');
-    condParams(:,:,ccond) = emforgmm(allSpikeTimes, M, 1e-6, 0);
-    condPDF(:,ccond) = genP_x(condParams(:,:,ccond), txpdf);
-    firstOrdStats(:,ccond) = [mean(allSpikeTimes), std(allSpikeTimes)];
-    hfig = figure('Visible', 'off'); h = histogram(allSpikeTimes, binAx,...
-        'Normalization', 'probability');
-    condHist(:,ccond) = h.Values;
-    close(hfig)
-    for ccl = 1:Nwru
-        frstSpikeFlag = ~cellfun(@isempty,spikeTimesINRespWin(ccl,:));
-        firstSpike(ccl,ccond) = std(...
-            cell2mat(spikeTimesINRespWin(ccl,frstSpikeFlag)));    
-    end
-    %}
-end
-save(fullfile(dataDir,[expName,'_exportSpkTms.mat']),...
-    'relativeSpkTmsStruct','configStructure')
 %% Ordering PSTH
 
 orderedStr = 'ID ordered';
@@ -416,56 +516,228 @@
         orderedStr = [orderedStr, sprintf('%s ',ordVar{cvar})]; %#ok<AGROW>
     end
     orderedStr = [orderedStr, 'ordered'];
-    
+
     if ~strcmp(ordVar,'id')
         [~,ordSubs] = sortrows(clInfo(pclID,:),ordVar);
     end
 end
 
 %% Plot PSTH
-goodsIdx = logical(clInfo.ActiveUnit);
-csNames = fieldnames(Triggers);
+if exist('Triggers', 'var')
+    csNames = fieldnames(Triggers);
+end
 Nbn = diff(timeLapse)/binSz;
-if (Nbn - round(Nbn)) ~= 0
-    Nbn = ceil(Nbn);
-end
-PSTH = zeros(nnz(filterIdx) - 1, Nbn, Nccond);
-psthFigs = gobjects(Nccond,1);
-for ccond = 1:Nccond
-    figFileName = sprintf('%s %s VW%.1f-%.1f ms B%.1f ms RW%.1f-%.1f ms SW%.1f-%.1f ms %sset %s (%s)',...
-        expName, Conditions(consideredConditions(ccond)).name, timeLapse*1e3,...
-        binSz*1e3, responseWindow*1e3, spontaneousWindow*1e3, onOffStr,...
-        orderedStr, filtStr);
-    [PSTH(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx,:,:),timeLapse,...
-        ~delayFlags(:,ccond),binSz,fs);
-    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
-    stims = stims - median(stims,2);
-    for cs = 1:size(stims,1)
-        if abs(log10(var(stims(cs,:),[],2))) < 13
-            [m,b] = lineariz(stims(cs,:),1,0);
-            stims(cs,:) = m*stims(cs,:) + b;
-        else
-            stims(cs,:) = zeros(1,Nt);
+if (Nbn - round( Nbn )) ~= 0
+    Nbn = ceil( Nbn );
+end
+
+%psthTx = (0:Nbn-1) * binSz + timeLapse(1);
+Ntc = size(cst,2);
+psthFN = "PSTH " + consCondNames(:) + " " + BZ_key + " " + string(orderedStr);
+if filtFlag
+    psthFN = psthFN + " " + filtStr;
+end
+% PSTH construction
+psthFP = fullfile(ephFigDir, psthFN);
+if any(arrayfun(@(x) ~exist(x+".fig","file"), psthFP))
+    % [PSTH, trig] = arrayfun(@(x) getPSTH(discStack(filterIdx,:,:), ...
+    % timeLapse, ~delayFlags(:,x), binSz, fs), 1:Nccond, fnOpts{:});
+    if exist('cst', 'var') && ~isempty(cst)
+        % Take into account covariance for signals.
+        stims = arrayfun(@(x) mean(cst(:,:,delayFlags(:,x)),3), 1:Nccond, ...
+            fnOpts{:}); stims = cellfun(@(x) zscore(x, 0, 'all'), stims, fnOpts{:});
+    else
+        stims = repmat({zeros(1,Ntc)}, Nccond, 1);
+    end
+    psthFigs = gobjects( numel(psthFP), 1 );
+    auxID = pclID(ordSubs); auxStack = discStack(filterIdx,:,:);
+    PSTH = cell(Nccond,1); trig = PSTH;
+    try
+        parfor cf = 1:Nccond
+            % for cf = 1:Nccond
+            [PSTH{cf}, trig{cf}] = getPSTH(auxStack, timeLapse, ...
+                ~delayFlags(:,cf), binSz, fs);
+            psthFigs(cf) = plotClusterReactivity(PSTH{cf}(ordSubs,:), trig{cf},...
+                Na(cf), timeLapse, binSz, [consCondNames(cf); auxID], strrep(expName,'_',' '), ...
+                stims{cf}, csNames);
+            ylabel(psthFigs(cf).Children(end), ...
+                [psthFigs(cf).Children(end).YLabel.String, ...
+                sprintf('^{%s}',orderedStr)])
+            set( psthFigs(cf), 'UserData', PSTH{cf} )
+            saveFigure( psthFigs(cf), psthFP(cf), true, owFlag );
+        end
+    catch
+        fprintf(1, 'Not enough memory to run PSTH building in parallel!\n')
+        for cf = 1:Nccond
+            % for cf = 1:Nccond
+            [PSTH{cf}, trig{cf}] = getPSTH(auxStack, timeLapse, ...
+                ~delayFlags(:,cf), binSz, fs);
+            psthFigs(cf) = plotClusterReactivity(PSTH{cf}(ordSubs,:), trig{cf},...
+                Na(cf), timeLapse, binSz, [consCondNames(cf); auxID], strrep(expName,'_',' '), ...
+                stims{cf}, csNames);
+            ylabel(psthFigs(cf).Children(end), ...
+                [psthFigs(cf).Children(end).YLabel.String, ...
+                sprintf('^{%s}',orderedStr)])
+            set( psthFigs(cf), 'UserData', PSTH{cf} )
+        end
+        parfor cf = 1:Nccond
+            saveFigure( psthFigs(cf), psthFP(cf), true, owFlag );
         end
     end
-    psthFigs(ccond) = plotClusterReactivity(PSTH(ordSubs,:,ccond),trig,sweeps,timeLapse,binSz,...
-        [{Conditions(consideredConditions(ccond)).name};... 
-        pclID(ordSubs)],...
-        strrep(expName,'_','\_'),...
-        stims, csNames);
-    configureFigureToPDF(psthFigs(ccond));
-    psthFigs(ccond).Children(end).YLabel.String =...
-        [psthFigs(ccond).Children(end).YLabel.String,...
-        sprintf('^{%s}',orderedStr)];
-    if ~exist([figFileName,'.pdf'], 'file')
-        print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.pdf']),...
-            '-dpdf','-fillpage')
+else
+    psthFigs = arrayfun(@(f) openfig(f + ".fig", ofgOpts{:} ), psthFP);
+    PSTH = arrayfun(@(f) get( f, 'UserData' ), psthFigs, fnOpts{:} );
+    if all(cellfun(@(c)isempty(c),PSTH))
+        [PSTH, trig] = arrayfun(@(x) getPSTH(discStack(filterIdx,:,:), ...
+            timeLapse, ~delayFlags(:,x), binSz, fs), 1:Nccond, fnOpts{:});
     end
-    if ~exist([figFileName,'.emf'], 'file')
-        print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.emf']),...
-            '-dmeta')
+end
+% Z-score PSTH for all units
+ephysPttrn = 'Z-score all-units PSTH %s Ntrials%s.fig';
+ephysName = sprintf(ephysPttrn, sprintf('%s ', consCondNames{:}), ...
+    sprintf(' %d', Na));
+ephysFile = fullfile(ephFigDir, ephysName);
+if ~exist(ephysFile, 'file')
+    [ppFig, PSTHall] = compareCondPSTHs(cat(3,PSTH{:}), Na, binSz, ...
+        timeLapse, consCondNames);
+    saveFigure(ppFig, ephysFile, 1, owFlag );
+else
+    openfig( ephysFile, ofgOpts{:} );
+end
+clearvars ppFig ephysPttrn ephysName ephysFile aux*
+%% Log PSTH
+Nbin = 64;
+ncl = size(relativeSpkTmsStruct(1).SpikeTimes,1);
+
+logPSTH = getLogTimePSTH(relativeSpkTmsStruct, true(ncl,1),...
+    'tmWin', responseWindow, 'Offset', 2.5e-3, 'Nbin', Nbin,...
+    'normalization', 'fr');
+lpFN = sprintf("Log-likePSTH %s %d-conditions NB%d",...
+    logPSTH.Normalization, Nccond, Nbin);
+%% Saving Log PSTH figures
+if Nccond > 1
+    lmiFN = sprintf("LogMI %d-conditions NB%d", Nccond, Nbin);
+    lmiFP = fullfile(ephFigDir, lmiFN);
+end
+if filtFlag
+    lpFN = lpFN + " (" + filtStr + ")";
+    if Nccond > 1
+        lmiFP = lmiFP + " (" + filtStr + ")";
     end
 end
+lpFP = fullfile(ephFigDir, lpFN);
+if ~exist(lpFP+".fig", "file") || owFlag
+    logFigs = plotLogPSTH(logPSTH); saveFigure(logFigs(1), lpFP, true, owFlag )
+    if numel(logFigs) > 1
+        popEffects = logFigs(2).UserData;
+        MIStruct = struct('ConditionNames', consCondNames, ...
+            'MI', arrayfun(@(x) struct('Comparative', ...
+            string(popEffects{x,1})+" vs "+...
+            string(popEffects{x,2}), 'Value', popEffects{x,3}), ...
+            1:size(popEffects,1), fnOpts{:}));
+        set( logFigs(2), 'UserData', MIStruct );
+        saveFigure(logFigs(2), lmiFP, true, owFlag )
+        vrs = who(matfile(resFP));
+        if ~any(ismember(vrs,'MIStruct'))
+            fprintf(1,'Adding "MIStruct" to %s\n', resFN)
+            save(resFP, 'MIStruct','-append')
+        end
+    end
+else
+    logFigs = openfig(lpFP+".fig", ofgOpts{:} );
+    load(resFP, "MIstruct")
+    if Nccond > 1
+        logFigs(2) = openfig(lmiFP+".fig", ofgOpts{:} );
+    end
+end
+%% Save log MI results
+logRF = fullfile( ephFigDir, ...
+    sprintf( "LogPSTH_Structure %s %d-conditions NB%d", ...
+    logPSTH.Normalization, Nccond, Nbin ) );
+if ~exist( logRF, 'file' )
+    save( logRF, "logPSTH" )
+end
+%% Cluster population proportions
+% Responsive and unresponsive cells, significantly potentiated or depressed
+% and unmodulated.
+fnOpts = {'UniformOutput', false};
+hsOpts = {'BinLimits', [-1,1], 'NumBins', 32,...
+    'Normalization', 'probability', 'EdgeColor', 'none', 'DisplayName'};
+axOpts = {'Box', 'off', 'Color', 'none'};
+evFr = cellfun(@(x) mean(x,2)./diff(responseWindow), Counts(:,2),fnOpts{:});
+evFr = cat(2, evFr{:});
+getMI = @(x) diff(x, 1, 2)./sum(x, 2);
+MIevok = getMI(evFr);
+Nrn = sum(wruIdx); Ntn = size(wruIdx,1);
+signMod = Results(1).Activity(2).Pvalues < 0.05;
+potFlag = MIevok > 0;
+Nrsn = sum(wruIdx & signMod); Nrsp = sum(wruIdx & signMod & potFlag);
+% All spikes in a cell format
+if size(spkSubs,1) < size(gclID,1)
+    spkSubs = cat(1, {round(sortedData{goods(1),2}*fs)}, spkSubs);
+end
+NaCount = 1;
+% Experiment firing rate and ISI per considered condition
+spFrC = zeros(Ncl, size(consCondSubs(:),1), 'single');
+econdIsi = cell(Ncl, size(consCondSubs(:),1));
+econdSpks = econdIsi;
+trainDuration = 1;
+for ccond = consCondSubs(:)'
+    itiSub = mean(diff(Conditions(ccond).Triggers(:,1)));
+    consTime = [Conditions(ccond).Triggers(1,1) - round(itiSub/2),...
+        Conditions(ccond).Triggers(Na(NaCount),2) + round(itiSub/2)]...
+        ./fs;
+    [spFrC(:,NaCount),~, econdSpks(:,NaCount), econdIsi(:,NaCount)] =...
+        getSpontFireFreq(spkSubs, Conditions(ccond).Triggers,...
+        consTime, fs, trainDuration + delta_t + responseWindow(1));
+    NaCount = NaCount + 1;
+end
+MIspon = getMI(spFrC); SNr = evFr./spFrC;
+%% Plot proportional pies
+clrMap = lines(2); clrMap([3,4],:) = [0.65;0.8].*ones(2,3);
+% Responsive and non responsive clusters
+respFig = figure( "Color", "w", figOpts{:} );
+pie([Ntn-Nrn, Nrn], [0, 1], {'Unresponsive', 'Responsive'});
+pObj = findobj(respFig, "Type", "Patch");
+arrayfun(@(x) set(x, "EdgeColor", "none"), pObj);
+arrayfun(@(x) set(pObj(x), "FaceColor", clrMap(x+2,:)), 1:length(pObj))
+propPieFileName = fullfile(ephFigDir,...
+    sprintf("Whisker responsive proportion pie %s (%dC, %dR)",...
+    C_key, [Ntn-Nrn, Nrn]));
+saveFigure(respFig, propPieFileName, 1, owFlag );
+% Potentiated, depressed and unmodulated clusters pie
+if Nccond == 2
+    potFig = figure("Color", "w", figOpts{:} );
+    pie([Nrn - Nrsn, Nrsp, Nrsn - Nrsp], [0, 1, 1], {'Non-modulated', ...
+        'Potentiated', 'Depressed'}); % set(potFig, axOpts{:})
+    pObj = findobj(potFig, "Type", "Patch");
+    arrayfun(@(x) set(x, "EdgeColor", "none"), pObj);
+    arrayfun(@(x) set(pObj(x), "FaceColor", clrMap(x,:)), 1:length(pObj))
+    modPropPieFigFileName = fullfile(ephFigDir,...
+        sprintf("Modulation proportions pie %s (%dR, %dP, %dD)",...
+        C_key, Nrn - Nrsn, Nrsp, Nrsn - Nrsp));
+    saveFigure(potFig, modPropPieFigFileName, 1, owFlag )
+    % Modulation index histogram
+    MIFig = figure( figOpts{:} ); histogram(MIspon, hsOpts{:}, "Spontaneous"); hold on;
+    histogram(MIevok, hsOpts{:}, "Evoked"); set(gca, axOpts{:});
+    title("Modulation index distribution"); xlabel("MI");
+    ylabel("Cluster proportion"); lgnd = legend("show");
+    set(lgnd, "Box", "off", "Location", "best")
+    saveFigure(MIFig, fullfile(ephFigDir,...
+        "Modulation index dist evoked & after induction "+C_key), 1, owFlag )
+end
+%% Get significantly different clusters
+gcans = questdlg(['Do you want to get the waveforms from the',...
+    ' ''responding'' clusters?'], 'Waveforms', 'Resp only', 'All', 'None', ...
+    'None');
+switch gcans
+    case 'Resp only'
+        clWaveforms = getClusterWaveform(gclID(wruIdx), dataDir);
+    case 'All'
+        clWaveforms = getClusterWaveform(gclID, dataDir);
+    case 'None'
+        fprintf(1, 'You can always get the waveforms later\n')
+end
 
 %% Rasters from interesting clusters
 rasAns = questdlg('Plot rasters?','Raster plot','Yes','No','Yes');
@@ -495,18 +767,18 @@
         rectColor = clrmap('Gray');
     end
     % Choose the conditions to be plotted
-    resCondNames = arrayfun(@(x) x.name, Conditions(consideredConditions),...
+    resCondNames = arrayfun(@(x) x.name, Conditions(consCondSubs),...
         'UniformOutput', 0);
     [rasCondSel, iOk] = listdlg('ListString', resCondNames,...
         'PromptString', 'Which conditions to plot?',...
-        'InitialValue', 1:length(consideredConditions),...
+        'InitialValue', 1:length(consCondSubs),...
         'CancelString', 'None',...
         'Name', 'Conditions for raster',...
         'SelectionMode', 'multiple');
     if ~iOk
         return
     end
-    rasCond = consideredConditions(rasCondSel);
+    rasCond = consCondSubs(rasCondSel);
     rasCondNames = consCondNames(rasCondSel);
     Nrcl = numel(clSel);
     % Reorganize the rasters in the required order.
@@ -514,10 +786,11 @@
     [rasIdx, rasOrd] = ismember(pclID(ordSubs), pclID(clSel));
     clSub = clSub(rasOrd(rasIdx));
     clSel = clSel(rasOrd(rasOrd ~= 0));
-    Nma = min(Na);
-    rasFig = figure;
+    Nma = min(Na(rasCondSel));
+    rasFig = figure( figOpts{:} );
     Nrcond = length(rasCond);
     ax = gobjects(Nrcond*Nrcl,1);
+    timeFlags = all([tx(:) >= timeLapse(1), tx(:) <= timeLapse(2)],2);
     for cc = 1:length(rasCond)
         % Equalize trial number
         trigSubset = sort(randsample(Na(rasCondSel(cc)),Nma));
@@ -525,24 +798,26 @@
         tSubs = tLoc(trigSubset);
         % Trigger subset for stimulation shading
         trigAlSubs = Conditions(rasCond(cc)).Triggers(trigSubset,:);
-        timeDur = round(diff(trigAlSubs, 1, 2)/fs, 3);
-        trigChange = find(diff(timeDur) ~= 0);
+        timeDur = round(diff(trigAlSubs, 1, 2)/fs, 3); tol = 0.02/max(timeDur);
+        timeDurUniq = uniquetol(timeDur, tol);
+        %trigChange = find(diff(timeDur) ~= 0);
+        trigChange = find(~ismembertol(timeDur, timeDurUniq, tol));
         for ccl = 1:Nrcl
             lidx = ccl + (cc - 1) * Nrcl;
             ax(lidx) = subplot(Nrcond, Nrcl, lidx);
             title(ax(lidx),sprintf('%s cl:%s',rasCondNames{cc},pclID{clSel(ccl)}))
-            plotRasterFromStack(discStack([1,clSub(ccl)],:,tSubs),...
+            plotRasterFromStack(discStack([1,clSub(ccl)],timeFlags,tSubs),...
                 timeLapse, fs,'',ax(lidx));
             ax(lidx).YAxisLocation = 'origin';ax(lidx).YAxis.TickValues = Nma;
             ax(lidx).YAxis.Label.String = Nma;
             ax(lidx).YAxis.Label.Position =...
                 [timeLapse(1)-timeLapse(1)*0.65, Nma,0];
-            ax(lidx).XAxis.TickLabels =...
-                cellfun(@(x) str2num(x)*1e3, ax(lidx).XAxis.TickLabels,...
-                'UniformOutput', 0);
-            xlabel(ax(lidx), 'Time [ms]')
+            %ax(lidx).XAxis.TickLabels =...
+            %    cellfun(@(x) str2num(x)*1e3, ax(lidx).XAxis.TickLabels,...
+            %    'UniformOutput', 0);
+            xlabel(ax(lidx), 'Time [s]')
             initSub = 0;
-            optsRect = {'EdgeColor','none','FaceColor',rectColor};
+            optsRect = {'EdgeColor',rectColor,'FaceColor','none'};
             for ctr = 1:numel(trigChange)
                 rectangle('Position',[0, initSub,...
                     timeDur(trigChange(ctr)), trigChange(ctr)],optsRect{:})
@@ -556,9 +831,166 @@
     rasFigName = sprintf('%s R-%scl_%sVW%.1f-%.1f ms', expName,...
         sprintf('%s ', rasCondNames{:}), sprintf('%s ', pclID{clSel}),...
         timeLapse*1e3);
-    configureFigureToPDF (rasFig);
-    if ~exist([rasFigName,'.pdf'], 'file') || ~exist([rasFigName,'.emf'], 'file')
-        print(rasFig,fullfile(figureDir,[rasFigName, '.pdf']),'-dpdf','-fillpage')
-        print(rasFig,fullfile(figureDir,[rasFigName, '.emf']),'-dmeta')
+    rasFigPath = fullfile(ephFigDir, rasFigName);
+    arrayfun(@(x) set(x,'Color','none'), ax);
+    saveFigure(rasFig, rasFigPath, 1, owFlag );
+    clearvars ax rasFig
+end
+%% Response speed characterization
+btx = (0:Nbn-1)*binSz + timeLapse(1);
+respIdx = isWithinResponsiveWindow(btx);
+% Window defined by the response in the population PSTH
+% twIdx = btx >= 2e-3 & btx <= 30e-3;
+% respTmWin = [2, 30]*1e-3;
+[mdls, r2, qVals, qDiff] = exponentialSpread(PSTH{1}, btx, responseWindow);
+mdls(mdls(:,2) == 0, 2) = 1;
+%% Cross-correlations
+ccrAns = questdlg(['Get cross-correlograms?',...
+    '(Might take a while to compute if no file exists!)'],...
+    'Cross-correlations', 'Yes', 'No', 'Yes');
+if strcmpi(ccrAns,'Yes')
+    consTime = inputdlg('Cross-correlation lag (ms):',...
+        'Correlation time', [1,30], {'50'});
+    try
+        consTime = str2num(consTime{1})*1e-3;
+    catch
+        fprintf(1, 'Cancelling...\n');
+        return
+    end
+    corrsFile = fullfile(dataDir,sprintf('%s_%.2f ms_ccorr.mat', expName,...
+        consTime*1e3));
+    if ~exist(corrsFile,'file')
+        if size(spkSubs,1) < size(goods,1)
+            spkSubs = cat(1, {round(sortedData{goods(1),2}*fs)},spkSubs);
+        end
+        corrs = neuroCorr(spkSubs, consTime, 1, fs);
+        save(corrsFile,'corrs','consTime','fs','-v7.3');
+    else
+        load(corrsFile, 'corrs')
+    end
+end
+%% Auto-correlation measurement
+% Arranging the auto-correlograms out of the cross-correlograms into a
+% single matrix
+try
+    acorrs = cellfun(@(x) x(1,:), corrs, fnOpts{:} );
+catch
+    fprintf(1, 'No correlograms in the workspace!\n')
+end
+if exist('acorrs', "var")
+    acorrs = single(cat(1, acorrs{:})); Ncrs = size(acorrs, 2);
+    % Computing the lag axis for the auto-correlograms
+    b = -ceil(Ncrs/2)/fs; corrTx = (1:Ncrs)'/fs + b;
+    corrTmWin = [1, 25]*1e-3;
+    % Interesting region in the auto-correlogram
+    [cmdls, cr2, cqVals, cqDiff] =...
+        exponentialSpread(acorrs, corrTx, corrTmWin);
+end
+% lwIdx = corrTx >= (1e-3 - 1/fs) & corrTx <= 25e-3;
+% lTx = corrTx(lwIdx);
+% icsAc = double(1 - cumsum(acorrs(:,lwIdx)./sum(acorrs(:,lwIdx),2),2));
+% % Quartile cuts
+% quartCut = exp(-log([4/3, 2, exp(1), 4]))';
+% % Exponential analysis for the auto-correlograms
+% cmdls = zeros(Ncl,2); cr2 = zeros(Ncl,1); cqVals = zeros(Ncl,4);
+% for ccl = 1:Ncl
+%     % Exponential fit for the inverted cumsum
+%     [fitObj, gof] = fit(lTx, icsAc(ccl,:)', 'exp1','Display','off');
+%     cmdls(ccl,:) = coeffvalues(fitObj); cr2(ccl) = gof.rsquare;
+%     % Quartiles cut for exponential distribution (25, 50, 63.21, 75)
+%     quartFlags = icsAc(ccl,:) >= quartCut;
+%     [qSubs, ~] = find(diff(quartFlags'));
+%     il = arrayfun(@(x) fit_poly(lTx(x:x+1), icsAc(ccl,x:x+1), 1), qSubs,...
+%         'UniformOutput', 0);il = cat(2,il{:});
+%     cqVals(ccl,:) = (quartCut' - il(2,:))./il(1,:);
+% end
+% cqDiff = diff(cqVals(:,[1,4]),1,2);
+
+%% Behaviour
+
+flds = dir(getParentDir(dataDir,1));
+pointFlag = arrayfun(@(x) any(strcmpi(x.name, {'.','..'})), flds);
+flds(pointFlag) = [];
+behFoldFlag = arrayfun(@(x) any(strcmpi(x.name, 'Behaviour')), flds);
+possNames = ["P", "L"]; m = 1e-3;
+if any(behFoldFlag) && sum(behFoldFlag) == 1
+    % If only one folder named Behaviour exists, chances are that this is
+    % an awake experiment.
+    behDir = fullfile(flds(behFoldFlag).folder,flds(behFoldFlag).name);
+    fprintf(1, "Found %s!\n", behDir)
+    answ = questdlg('Analyse behaviour?','Behaviour','Yes','No','Yes');
+    if strcmpi(answ,'Yes')
+        lgOpts = [axOpts(:)', {'Location'}, {'best'}];
+        hstOpts = {'BinMethod', 'integers', 'BinLimits', [-0.5,4.5]};
+        behChCond = cellfun(@(x) contains(Conditions(chCond).name, x), ...
+            {["Piezo", "Puff"];["Laser","Light"]});
+        delayFlags = arrayfun(@(x) any( Conditions(chCond).Triggers(:,1) == ...
+            Conditions(x).Triggers(:,1)', 2 ), consCondSubs, fnOpts{:} );
+        delayFlags = cat(2, delayFlags{:});
+        [behRes, behFig_path, behData, aInfo] = analyseBehaviour( behDir, ...
+            "Condition", possNames(behChCond), ...
+            "ConditionsNames", cellstr( consCondNames ), ...
+            "PairedFlags", delayFlags, ...
+            "FigureDirectory", FigureDir, ...
+            "ResponseWindow", [25, 350] * m, ...
+            "ViewingWindow", [-450, 500] * m, ...
+            "figOverWrite", owFlag );
+
+        [pAreas, ~, behAreaFig] = createBehaviourIndex(behRes);
+        behMeasures = string({behAreaFig.Name});
+        biFigPttrn = behMeasures+"%s";
+        biFigPttrn = arrayfun(@(s) sprintf(s, sprintf(" %s (%%.3f)", ...
+            consCondNames ) ), biFigPttrn );
+
+        for it = 1:numel(behMeasures)
+            behRes = arrayfun(@(bs, ba) setfield( bs, ...
+                strrep( behMeasures(it), " ", "_" ), ba), behRes(:), pAreas(:,it) );
+        end
+
+        arrayfun(@(f) set( f, 'UserData', behRes ), behAreaFig );
+
+        biFN = arrayfun(@(s) sprintf( biFigPttrn(s), pAreas(:,s) ), 1:numel(behMeasures) );
+
+        % trMvFlag = arrayfun(@(cr) behRes(1).Results(cr).MovStrucure.MovmentFlags, ...
+        %     1:size(behRes(1).Results,2), fnOpts{:}); trMvFlag = cat(3, trMvFlag{:});
+        % BIscaleMat = sum(trMvFlag,3);
+        % BIscale = arrayfun(@(cc) BIscaleMat(delayFlags(:,cc), cc), 1:Nccond, ...
+        %     fnOpts{:});
+        % [hg, hg_bin] = cellfun(@(c) histcounts(c, hstOpts{:}), ...
+        %     BIscale, fnOpts{:});
+        % hg = cat(1, hg{:}); hg_bin = cat(1, hg_bin{:});
+
+        
+        % [p_amp, h_amp] = ranksum(cat(1, zamp{1,:}), cat(1, zamp{2,:}));
+        %%
+        % clrMap = lines(Nccond);
+        % countFig = figure( figOpts{:} ); ax(1) = subplot(10,1,1:8);
+        % bar(ax(1), (0:4)', (hg./sum(hg,2))', 'EdgeColor', 'none'); hold on;
+        % poaDist = cellfun(@(bi) fitdist(bi,"Poisson"), BIscale);
+        % ylim(ax(1), [0,1]); set(ax(1), axOpts{:});
+        % legend(ax(1), consCondNames, 'AutoUpdate','off', lgOpts{:})
+        % lmbdaHeight = 0.95-(0.15/Nccond)*(0:Nccond-1);
+        % arrayfun(@(pd) scatter(ax(1), poaDist(pd).lambda, lmbdaHeight(pd), '|',...
+        %     'MarkerEdgeColor', clrMap(pd,:)), 1:Nccond)
+        % arrayfun(@(pd) line(ax(1), paramci(poaDist(pd)), ...
+        %     lmbdaHeight([pd,pd]), 'Color', clrMap(pd,:), ...
+        %     'Marker', '|'), 1:Nccond)
+        % [p, chiVal] = arrayfun(@(ps) chi2test(hg(prmSubs(ps,:), :)), ...
+        %     1:size(prmSubs,1));
+        % ax(2) = subplot(10,1,9:10);
+        % signBeh = arrayfun(@(x) sprintf("%s vs %s p=%.3f", ...
+        %     consCondNames(prmSubs(x,:)), p(x)), 1:size(prmSubs,1));
+        % text(ax(2), 0, -0.3, sprintf('%s vs. %s P=%.3f\n', ...
+        %     [consCondNames(prmSubs), string(p(:))]'))
+        % set(ax(2), 'Visible', 'off')
+        % set(countFig, 'UserData', {signBeh, p})
+        % title(ax(1), strrep(expName, '_',' ')); xlabel(ax(1),'Moving body parts')
+        % ylabel(ax(1),'Trial proportion')
+        % countFigName = sprintf("Count distributions P%s", ...
+        %     sprintf(" %.3f", p(:)));
+        %%
+        arrayfun(@(f, fn) saveFigure(f, fullfile(behFig_path, fn), true, owFlag), ...
+            behAreaFig(:), biFN(:) );
+        % saveFigure(countFig, fullfile(behFig_path, countFigName), true, owFlag );
     end
 end
\ No newline at end of file
diff --git a/Jesus/Distributions.m b/Jesus/Distributions.m
new file mode 100644
index 0000000..c03449a
--- /dev/null
+++ b/Jesus/Distributions.m
@@ -0,0 +1,27 @@
+plot(zeros(68,1)-0.05,pfr(wruIdx&posMod&signMod,1),'ksquare','MarkerSize',12,'MarkerFaceColor',[0 0.6 1])
+hold on
+plot(zeros(68,1)+0.05,pfr(wruIdx&posMod&signMod,2),'k^','MarkerSize',10,'MarkerFaceColor',[1 0 0])
+
+plot(zeros(33,1)+0.45,pfr(wruIdx&negMod&signMod,1),'ksquare','MarkerSize',12,'MarkerFaceColor',[0 0.6 1])
+xlim([-1 1])
+plot(zeros(33,1)+0.55,pfr(wruIdx&negMod&signMod,2),'kv','MarkerSize',10,'MarkerFaceColor',[1 0 0])
+
+
+plot(zeros(318,1)-0.55,pfr(wruIdx,1),'ko','MarkerSize',10,'MarkerFaceColor',[0 0.6 1])
+ylim([-5 40])
+plot(zeros(318,1)-0.45,pfr(wruIdx,2),'ko','MarkerSize',10,'MarkerFaceColor',[1 0 0])
+
+%plot(zeros(217,1)+-1.1,pfr(wruIdx&signMod==0,1),'ksquare','MarkerSize',10,'MarkerFaceColor',[0 0.6 1]); hold on
+%plot(zeros(217,1)+-1,pfr(wruIdx&signMod==0,2),'ksquare','MarkerSize',10,'MarkerFaceColor',[1 0 0])
+
+%plot(zeros(1928,1)+-1.6,pfr(:,1),'ksquare','MarkerSize',10,'MarkerFaceColor',[0 0.6 1])
+%plot(zeros(1928,1)+-1.5,pfr(:,2),'ksquare','MarkerSize',10,'MarkerFaceColor',[1 0 0])
+
+set(gca,'XTick',[-0.5:0.5:0.5])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+title 'spontaneous firing rate for VPM clusters'
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+annotation('line',[0.5 0.75],[0.8 0.8],'LineWidth',1);
+text([-0.05],[35],'significantly Modulated','HorizontalAlignment','left')
+legend('Control','After-Induction','Location','northwest'); box off; hold off
\ No newline at end of file
diff --git a/Jesus/GETmatrixTRN.m b/Jesus/GETmatrixTRN.m
new file mode 100644
index 0000000..70f5873
--- /dev/null
+++ b/Jesus/GETmatrixTRN.m
@@ -0,0 +1,41 @@
+ClustersL1OnsetTRN = nan(2000,size(PopSpikeTimes1,1));
+for i = 1:size(PopSpikeTimes1(:,1),1)
+    Spikes=cell2mat(PopSpikeTimes1(i,1:end));
+    N= size(Spikes,2);
+    ClustersL1OnsetTRN (1:N,i) = Spikes;
+end
+
+ClustersL10OnsetTRN = nan(2000,size(PopSpikeTimes10,1));
+for i = 1:size(PopSpikeTimes10(:,1),1)
+    Spikes=cell2mat(PopSpikeTimes10(i,1:end));
+    N= size(Spikes,2);
+    ClustersL10OnsetTRN (1:N,i) = Spikes;
+end
+
+ClustersL50OnsetTRN= nan(2000,size(PopSpikeTimes50,1));
+for i = 1:size(PopSpikeTimes50(:,1),1)
+    Spikes=cell2mat(PopSpikeTimes50(i,1:end));
+    N= size(Spikes,2);
+    ClustersL50OnsetTRN (1:N,i) = Spikes;
+end
+
+ClustersL100OnsetTRN = nan(2000,size(PopSpikeTimes100,1));
+for i = 1:size(PopSpikeTimes100(:,1),1)
+    Spikes=cell2mat(PopSpikeTimes100(i,1:end));
+    N= size(Spikes,2);
+    ClustersL100OnsetTRN (1:N,i) = Spikes;
+end
+
+ClustersL200OnsetTRN = nan(2000,size(PopSpikeTimes200,1));
+for i = 1:size(PopSpikeTimes200(:,1),1)
+    Spikes=cell2mat(PopSpikeTimes200(i,1:end));
+    N= size(Spikes,2);
+    ClustersL200OnsetTRN (1:N,i) = Spikes;
+end
+
+ClustersControlOnsetTRN = nan(2000,size(PopSpikeTimesControl,1));
+for i = 1:size(PopSpikeTimesControl(:,1),1)
+    Spikes=cell2mat(PopSpikeTimesControl(i,1:end));
+    N= size(Spikes,2);
+    ClustersControlOnsetTRN (1:N,i) = Spikes;
+end
\ No newline at end of file
diff --git a/Jesus/Loop_increasing_or_decreasingresponse.m b/Jesus/Loop_increasing_or_decreasingresponse.m
new file mode 100644
index 0000000..e9d0c8a
--- /dev/null
+++ b/Jesus/Loop_increasing_or_decreasingresponse.m
@@ -0,0 +1,11 @@
+a=yControlOn-yL200On
+b=[]
+for i=1:size(a,2)
+    if a(:,i)>0
+        p=a(i);
+    else b=a(i);
+        ShorterMedianClusters(:,i)=b;
+        LongerMedianClusters(:,i)=p;
+        
+    end
+end
\ No newline at end of file
diff --git a/Jesus/NMDAcomponnet.m b/Jesus/NMDAcomponnet.m
new file mode 100644
index 0000000..63abf2d
--- /dev/null
+++ b/Jesus/NMDAcomponnet.m
@@ -0,0 +1,59 @@
+%% NMDA COMPONENT DISECTION
+posMod=MIevok>=0.0001;negMod=MIevok<=-0.0001
+
+PotS1C=nan(68,1000)
+ spikesJES=(relativeSpkTmsStruct(1).SpikeTimes(wruIdx&posMod&signMod,1:end))
+for i= 1:size(spikesJES,1)
+   Test1=[(spikesJES{i,1:end})]
+   PotS1C(i,1:size(Test1,2))=Test1
+end
+PotS1AI1=nan(68,1000)
+ spikesJES1=(relativeSpkTmsStruct(2).SpikeTimes(wruIdx&posMod&signMod,1:150))
+for i= 1:size(spikesJES1,1)
+   Test2=[(spikesJES1{i,:})]
+   PotS1AI1(i,1:size(Test2,2))=Test2
+end
+
+PotS1AI2=nan(68,1000)
+ spikesJES2=(relativeSpkTmsStruct(2).SpikeTimes(wruIdx&posMod&signMod,150:300))
+for i= 1:size(spikesJES2,1)
+   Test3=[(spikesJES2{i,1:end})]
+   PotS1AI2(i,1:size(Test3,2))=Test3
+end
+
+kernMatrix =nan(68,1000);figure
+subplot(1,2,1)
+for i=1:size(PotS1C,1)
+[yCtrE xCtrE]=ksdensity(PotS1C(i,:),'Bandwidth',0.0005,'Kernel','epanechnikov','NumPoints',1000)
+kernMatrix(i,1:1000)=yCtrE;
+plot(xCtrE,kernMatrix(i,:)); hold on
+end
+subplot(1,2,2)
+imagesc([-37:0.12:83-0.12],[1:1:68],kernMatrix)
+colormap(jet(128))
+camlight; lighting gouraud
+
+kernMatrixAI =nan(68,240);figure
+subplot(1,2,1)
+for i=1:size(PotS1AI1,1)
+%[yCtrE xCtrE]=ksdensity(PotS1AI1(i,:),'Bandwidth',0.0005,'Kernel','epanechnikov','NumPoints',1000)
+%kernMatrixAI(i,1:1000)=yCtrE;
+yAI1=histcounts(PotS1AI1(i,:),240);
+plot([-37:0.5:83-0.12],yAI1); hold on
+kernMatrixAI(i,1:240)=yAI1
+end
+subplot(1,2,2)
+imagesc([-37:0.12:83-0.12],[1:1:68],kernMatrixAI)
+colormap(jet(128))
+
+
+kernMatrixAI2 =nan(68,1000);figure
+subplot(1,2,1)
+for i=1:size(PotS1AI2,1)
+[yCtrE xCtrE]=ksdensity(PotS1AI2(i,:),'Bandwidth',0.0005,'Kernel','epanechnikov','NumPoints',1000)
+kernMatrixAI2(i,1:1000)=yCtrE;
+plot(xCtrE,kernMatrixAI2(i,:)); hold on
+end
+subplot(1,2,2)
+imagesc([-37:0.12:83-0.12],[1:1:68],kernMatrixAI2)
+colormap(jet(128))
\ No newline at end of file
diff --git a/Jesus/Nueva carpeta/3dreconstructionSC2copy.m b/Jesus/Nueva carpeta/3dreconstructionSC2copy.m
new file mode 100644
index 0000000..2f1e14a
--- /dev/null
+++ b/Jesus/Nueva carpeta/3dreconstructionSC2copy.m	
@@ -0,0 +1,160 @@
+%% extract contours slices
+%V=[0 1 0 ;0 0 0; 1 1 1 ]
+close all
+myfiles=dir('Z:\Berin\3D reconstruction inputs Cx_BS\*green.jpg');
+
+for j=1:numel(myfiles);
+    
+%T=imread('Z:\Berin\3D reconstruction inputs Cx_BS\Rostral0 clear outside green.jpg');
+ T=imread(fullfile(['Z:\Berin\3D reconstruction inputs Cx_BS\',[myfiles(j).name]]));
+T=rgb2gray(T);
+T=255-T;
+T=flip(T);
+V=T<=252;%grey values on inverted jpeg file
+%V=imresize(V,0.1);
+
+test1=[];
+for i=1:size(V,1);
+    for ii=1:size(V,2);
+        if V(i,ii)==0;
+            test1(i,ii)=0;
+        elseif V(i,ii)==1;
+            test1(i,ii)=200;
+            break
+        end
+    end
+end
+
+ 
+%V=[1 0 1 0 ;0 0 0 1; 1 1 1 1;0 1 0 1 ];
+%test=zeros(4,4);
+test=[];
+for ii=1:size(V,2);
+     for i=1:size(V,1);
+        if V(i,ii)==0;
+            test(i,ii)=0;
+        elseif V(i,ii)==1;
+            test(i,ii)=200;
+            break
+        end
+    end
+end
+
+test3=[];
+
+for ii=flip(1:size(V,2));
+     for i=flip(1:size(V,1));
+        if V(i,ii)==0;
+            test3(i,ii)=0;
+        elseif V(i,ii)==1;
+            test3(i,ii)=200;
+            break
+        end
+    end
+end   
+
+test4=[];
+
+for i=flip(1:size(V,1));
+    for ii=flip(1:size(V,2));
+        if V(i,ii)==0;
+            test4(i,ii)=0;
+        elseif V(i,ii)==1;
+            test4(i,ii)=200;
+            break
+        end
+    end
+end
+test2=test4;%+test3;%+test+test1;
+test2(1,:)=0;
+%figure
+%imshow(T);
+h=gca;h.Visible='on'
+%figure
+%imagesc(test2)
+colormapJes=[1 1 1; 0 0 0; 0 0 0;0 0 0];
+colormap(colormapJes); axis ij
+[x y]=find(test2>=1);
+figure
+plot(y/61,x/61,'k*','MarkerSize',1); axis ij
+hold on
+
+
+%change values of V for labeled cell area detection 
+V1=T<=225;
+%V1=imresize(V1,0.1);
+[x1,y1]=find(V1==1);
+plot(y1/61,x1/61,'go','MarkerSize',3,'MarkerFaceColor',[0 1 0]); axis ij %pixel size is 0.61*factor of 10 of IMresize
+k=boundary(x1,y1,0.8);
+patch(y1(k)/61,x1(k)/61,[0 1 0],'FaceAlpha',0.5,'LineStyle','none')
+hold on
+
+myfilesred=dir('Z:\Berin\3D reconstruction inputs Cx_BS\*red.jpg');
+
+%T=imread('Z:\Berin\3D reconstruction inputs Cx_BS\Rostral0 clear outside red.jpg');
+T=imread(fullfile(['Z:\Berin\3D reconstruction inputs Cx_BS\',[myfilesred(j).name]]));
+T=rgb2gray(T);
+T=255-T;
+T=flip(T);
+V1=T<=205;
+%V1=imresize(V1,0.1);
+[x1,y1]=find(V1==1);
+plot(y1/61,x1/61,'ro','MarkerSize',3,'MarkerFaceColor',[1 0 0]); axis ij %pixel size is 0.61*factor of 10 of IMresize
+k=boundary(x1,y1,0.8);
+patch(y1(k)/61,x1(k)/61,[1, 0 0],'FaceAlpha',0.5,'LineStyle','none');
+box off
+hold off
+%figure
+%imshow(T)
+%x3d1=x; y3d1=y;
+%x13d1=x1; y13d1=y1;
+x3d=[];y3d=[];
+x3d(1:size(x,1),j)=x
+y3d(1:size(y,1),j)=y
+x3d1(1:size(x1,1),j)=x1
+y3d1(1:size(y1,1),j)=y1
+end
+
+plot3((zeros(size(x3d(:,1),1),1)+0),flip(y3d(:,1)),flip(x3d(:,1)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+hold on
+plot3((zeros(size(x3d(:,2),1),1)+50),flip(y3d(:,2)),flip(x3d(:,2)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,3),1),1)+100),flip(y3d(:,3)),flip(x3d(:,3)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,4),1),1)+150),flip(y3d(:,4)),flip(x3d(:,4)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,5),1),1)+200),flip(y3d(:,5)),flip(x3d(:,5)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,6),1),1)+250),flip(y3d(:,6)),flip(x3d(:,6)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,7),1),1)+300),flip(y3d(:,7)),flip(x3d(:,7)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,8),1),1)+350),flip(y3d(:,8)),flip(x3d(:,8)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,9),1),1)+400),flip(y3d(:,9)),flip(x3d(:,9)),'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+box off
+axis ij
+xlabel("x")
+ylabel("y")
+
+
+%%
+figure
+plot(NeuronLoc(1:291,3),NeuronLoc(1:291,4),'ro','MarkerFaceColor','r')
+hold on
+plot(NeuronLoc(292:end,3),NeuronLoc(292:end,4),'go','MarkerFaceColor','g')
+%%
+figure
+
+plot((xmc/0.61)*10,(ymc/0.61)*10,'r*','MarkerSize',0.7,'MarkerEdgeColor',[1 0 0])
+hold on
+kmc=boundary(x1mc,y1mc,0.9)
+p1=patch((x1mc(kmc)/0.61)*10,(y1mc(kmc)/0.61)*10,[1 0 0],'FaceAlpha',0.4,'LineStyle','none')
+plot((xsc/0.61)*10,(ysc/0.61)*10,'b*','MarkerSize',0.7,'MarkerEdgeColor',[0 0 1])
+ksc=boundary(x1sc,y1sc,0.9)
+p2=patch((x1sc(ksc)/0.61)*10,(y1sc(ksc)/0.61)*10,[0 0 1],'FaceAlpha',0.4,'LineStyle','none')
+plot((xbs/0.61)*10,(ybs/0.61)*10,'g*','MarkerSize',0.7,'MarkerEdgeColor',[0 1 0])
+kbs=boundary(x1bs,y1bs,0.9)
+p3=patch((x1bs(kbs)/0.61)*10,(y1bs(kbs)/0.61)*10,[0 1 0],'FaceAlpha',0.4,'LineStyle','none')
+title('Location of MC, BC, BS recepient areas in SC ')
+legend([p1 p2 p3],{'MC','BC','BS'},'Location','southeast')
+set(gca,'XTick',0:500:2500)
+%set(gca,'YTickLabel',["0","0.5","1","1.5","2.0","2.5"
+ylim([0 2800])
+xlim([0 2800])
+view([90 90]);
+xlabel('Ventral<---->Dorsal (µm)')
+ylabel('Lateral<---->Medial (µm)')
\ No newline at end of file
diff --git a/Jesus/Nueva carpeta/AxonMapComparisonLastCopy.m b/Jesus/Nueva carpeta/AxonMapComparisonLastCopy.m
new file mode 100644
index 0000000..92c41a0
--- /dev/null
+++ b/Jesus/Nueva carpeta/AxonMapComparisonLastCopy.m	
@@ -0,0 +1,127 @@
+figure(1);
+subplot(3,6,[1 2 3])
+
+MeanM1axonmap=mean(M1AxonMAP,1)
+[sortS1axonmapNew idsort]=sort(MeanM1axonmap,'descend')
+contour(M1AxonMAP(:,idsortA),'Fill','on','LevelStep',1)
+view([90 90])
+colormap(jet(128))
+set(gca,'yTick',1:size(M1AxonMAP,1))
+set(gca,'yTicklabel',[0.1:0.1:1.3])
+set(gca,'xTick',1:size(M1AxonMAP,1))
+set(gca,'xTickLabel',rCaxonsMapNames(idsort))
+set(gca,'yTick',1:13)
+set(gca,'yTicklabel',[0.1:0.1:1.3])
+set(gca,'xTick',1:15)
+set(gca,'xTickLabel',rCaxonsMapNames(idsortA))
+title("MCRC rostro-caudal distribution axon map per structure")
+n=max(M1AxonMAP(:))-1
+n=n/5
+colorbar('Ticks',[0 1 1+n 1+2*n 1+3*n 1+4*n 1+5*n ],'TickLabels',{'-','+','+','++','+++','++++','+++++'})
+xlabel("Thalamic Nuclei")
+hold on
+
+
+subplot(3,6,[7 8 9 ])
+MeanS1axonmap=mean(S1AxonMAPNew,1)
+[sortS1axonmapNew idsort]=sort(MeanS1axonmap,'descend')
+contour(S1AxonMAPNew(:,idsortA),'Fill','on','LevelStep',1)
+view([90 90])
+colormap(jet(128))
+set(gca,'yTick',1:size(S1AxonMAPNew,1))
+set(gca,'yTicklabel',[0.1:0.1:1.3])
+set(gca,'xTick',1:size(S1AxonMAPNew,1))
+set(gca,'xTickLabel',rCaxonsMapNames(idsort))
+set(gca,'yTick',1:13)
+set(gca,'yTicklabel',[0.1:0.1:1.3])
+set(gca,'xTick',1:15)
+set(gca,'xTickLabel',rCaxonsMapNames(idsortA))
+title("BCRC rostro-caudal distribution axon map per structure")
+n=max(S1AxonMAPNew(:))-1
+n=n/5
+colorbar('Ticks',[0 1 1+n 1+2*n 1+3*n 1+4*n 1+5*n ],'TickLabels',{'-','+','+','++','+++','++++','+++++'})
+xlabel("Thalamic Nuclei")
+
+hold on
+
+
+subplot(3,6,[13 14 15])
+MeanBSaxonmap=mean(BSAxonMAP,1)
+[sortS1axonmapNew idsort]=sort(MeanBSaxonmap,'descend')
+contour(BSAxonMAP(:,idsortA),'Fill','on','LevelStep',1)
+view([90 90])
+colormap(jet(128))
+set(gca,'yTick',1:size(BSAxonMAP,1))
+set(gca,'yTicklabel',[0.1:0.1:1.3])
+set(gca,'xTick',1:size(BSAxonMAP,1))
+set(gca,'xTickLabel',rCaxonsMapNames(idsort))
+set(gca,'yTick',1:13)
+set(gca,'yTicklabel',[0.1:0.1:1.3])
+set(gca,'xTick',1:15)
+set(gca,'xTickLabel',rCaxonsMapNames(idsortA))
+title("BsRC rostro-caudal distribution axon map per structure")
+n=max(BSAxonMAP(:))-1
+n=n/5
+colorbar('Ticks',[0 1 1+n 1+2*n 1+3*n 1+4*n 1+5*n ],'TickLabels',{'-','+','+','++','+++','++++','+++++'})
+xlabel("Thalamic Nuclei")
+hold off
+
+%zscoreM1=zscore(mean(M1AxonMAP,1),0);
+%[sortM1axonmapNew idsortA]=sort(zscoreM1,'descend');
+%zscoreS1=zscore(mean(S1AxonMAPNew,1),0);
+%zscoreBS=zscore(mean(BSAxonMAP,1),0);
+
+orderMaxM1=mean(M1AxonMAP,1);
+NMaxM1=orderMaxM1*1./max(orderMaxM1)
+[SNMaxM1 idsortA]=sort(NMaxM1,'descend')
+
+orderMaxS1=mean(S1AxonMAPNew,1);
+NMaxS1=orderMaxS1*1./max(orderMaxS1)
+
+orderMaxBS=mean(BSAxonMAP,1);
+NMaxBS=orderMaxBS*1./max(orderMaxBS)
+
+
+subplot(3,6,[5 6 11 12 16 17])
+
+%plot(sortM1axonmapNew,'r--O','MarkerFaceColor','r')
+%plot(SNMaxM1,'r--O','MarkerFaceColor','r')
+%view([90 90])
+%set(gca,'xTick',1:15)
+%set(gca,'xTickLabel',rCaxonsMapNames(idsortA))
+%hold on
+
+
+
+%subplot(3,6,[5 6 11 12 16 17])
+%plot(zscoreS1(idsortA),'b--O','MarkerFaceColor','b')
+%plot(NMaxS1(idsortA),'b--O','MarkerFaceColor','b')
+%view([90 90])
+%set(gca,'xTick',1:15)
+%set(gca,'xTickLabel',rCaxonsMapNames(idsortA))
+hold on 
+
+
+%zscoreALL=cat(2,zscoreM1(idsortA)',zscoreS1(idsortA)',zscoreBS(idsortA)')
+
+NMaxALL=cat(2,SNMaxM1',NMaxS1(idsortA)',NMaxBS(idsortA)')
+subplot(3,6,[5 6 11 12 16 17])
+
+%plot(zscoreBS(idsortA),'g--O','MarkerFaceColor','g')
+%plot(NMaxBS(idsortA),'g--O','MarkerFaceColor','g')
+barall=bar(NMaxALL)
+barall(1).FaceColor=[1 0 0];
+hold on
+barall(2).FaceColor=[0 0 1]
+barall(3).FaceColor=[0 1 0]
+view([90 90])
+set(gca,'xTick',1:15)
+set(gca,'xTickLabel',rCaxonsMapNames(idsortA)) 
+set(gca,'yTick',0:0.25:1)
+%set(gca,'yTickLabel',[0:0.25:1])
+box off
+%ylabel("zscore")
+ylabel("Normalized to max. value")
+ylim([0 1.5])
+title("Comparison MC BC Bs")
+legend("M1","S1","BS",'Location','southeast')
\ No newline at end of file
diff --git a/Jesus/OnsetSpikestimes.m b/Jesus/OnsetSpikestimes.m
index 2ec42f0..21b4541 100644
--- a/Jesus/OnsetSpikestimes.m
+++ b/Jesus/OnsetSpikestimes.m
@@ -1,7 +1,7 @@
 
 
     ControlOnsetFlags = ClustersControlOnset >=0.0 & ClustersControlOnset <=0.05;
-    PopControlOnsetTimes = ClustersControlOnset (ControlOnsetFlags) 
+    PopControlOnsetTimes = ClustersControlOnset (ControlOnsetFlags);
  
 OnsetSpikesTimesControl= nan(500,(max(sum(ControlOnsetFlags,1))));
 for Sz=1:size(ClustersControlOnset,2)
diff --git a/Jesus/PlotGMMFunctionTrial.m b/Jesus/PlotGMMFunctionTrial.m
new file mode 100644
index 0000000..3cf261d
--- /dev/null
+++ b/Jesus/PlotGMMFunctionTrial.m
@@ -0,0 +1,38 @@
+function PlotGMMSC(CordMatCVG,CordMatFDIO,XtestC,YtestC)
+
+%[XtestC YtestC]=find(testGM2>=200);
+figure
+gmtestCVGMC=fitgmdist([CordMatCVG(:,1)/0.61,CordMatCVG(:,2)/0.61],2)
+DM=fcontour(@(x,y) pdf(gmtestCVGMC, [y,x]), [[00, 00]/0.61;[2000,2000]],'LineWidth',1.5)
+hold on
+
+maxDenM=max(DM.ZData(:))
+[XMaxTestDM YMaxTestDM]=find(DM.ZData==maxDenM)
+NcellM=size(DM.ZData,1);rxValueM=DM.XRange(2)/NcellM
+plot(CordMatFDIO(:,2)/0.61,CordMatFDIO(:,1)/0.61,'ro','MarkerSize',2,'MarkerEdgeColor',[0.7 0.2 0.2],'MarkerFaceColor',[0.7 0.2 0.2])
+hold on
+plot(XtestC/.61,YtestC/0.61,'ko','MarkerSize',1)
+plot(CordMatCVG(:,2)/0.61,CordMatCVG(:,1)/0.61,'go','MarkerSize',2,'MarkerEdgeColor',[0.2 0.5 0.2],'MarkerFaceColor',[0.2 0.5 0.2])
+plot(YMaxTestDM*rxValueM,XMaxTestDM*rxValueM,'Ko','MarkerSize',10,'MarkerFaceColor',[0.2 0.2 0.2])
+xlim([2 2500])
+ylim([2 2500])
+view([90 90])
+legend('GMM','RN','slice Contour','CVG-RN','Max prob CVG area','Location','southwest')
+legend('boxoff')
+title(" gausians mixture model MC CVG-RN")
+ylabel("Dorso-Ventral")
+xlabel("Dorso-Ventral")
+ylabel("Medio-Lateral")
+colormap(jet(128))
+annotation('line',[0.618 0.618],[0.56 0.11],'LineWidth',1,'LineStyle','--');
+annotation('line',[0.13 0.618],[0.585 0.585],'LineWidth',1,'LineStyle','--');
+%pie
+axes('Position',[0.625 0.625 .3 .3])
+TestPieBC=pie([(length(CordMatFDIO)-length(CordMatCVG)) length(CordMatCVG)])
+TestPieBC(1).FaceColor=[0.7 0.1 0.1]
+TestPieBC(3).FaceColor=[0.1 0.7 0.1]
+TestPieBC(4).HorizontalAlignment='left'
+TestPieBC(2).HorizontalAlignment='right'
+lgGMMMC=legend("RN","CVG-RN",'Location','south')
+lgGMMMC.Position= [0.72    0.57    0.1639    0.0717]
+legend('boxoff')
\ No newline at end of file
diff --git a/Jesus/PopGetMatrix.m b/Jesus/PopGetMatrix.m
new file mode 100644
index 0000000..558deb8
--- /dev/null
+++ b/Jesus/PopGetMatrix.m
@@ -0,0 +1,41 @@
+ClustersL1OnsetVPM = nan(2000,size(PoPrelativeSpkTmsL1,1));
+for i = 1:size(PoPrelativeSpkTmsL1(:,1),1)
+    Spikes=cell2mat(PoPrelativeSpkTmsL1(i,1:end));
+    N= size(Spikes,2);
+    ClustersL1OnsetVPM (1:N,i) = Spikes;
+end
+
+ClustersL10OnsetVPM = nan(2000,size(PoPrelativeSpkTmsL10,1));
+for i = 1:size(PoPrelativeSpkTmsL10(:,1),1)
+    Spikes=cell2mat(PoPrelativeSpkTmsL10(i,1:end));
+    N= size(Spikes,2);
+    ClustersL1OnsetVPM (1:N,i) = Spikes;
+end
+
+ClustersL50OnsetVPM = nan(2000,size(PoPrelativeSpkTmsL50,1));
+for i = 1:size(PoPrelativeSpkTmsL50(:,1),1)
+    Spikes=cell2mat(PoPrelativeSpkTmsL50(i,1:end));
+    N= size(Spikes,2);
+    ClustersL50OnsetVPM (1:N,i) = Spikes;
+end
+
+ClustersL100OnsetVPM = nan(2000,size(PoPrelativeSpkTmsL100,1));
+for i = 1:size(PoPrelativeSpkTmsL100(:,1),1)
+    Spikes=cell2mat(PoPrelativeSpkTmsL100(i,1:end));
+    N= size(Spikes,2);
+    ClustersL100OnsetVPM (1:N,i) = Spikes;
+end
+
+ClustersL200OnsetVPM = nan(2000,size(PoPrelativeSpkTmsL200,1));
+for i = 1:size(PoPrelativeSpkTmsL200(:,1),1)
+    Spikes=cell2mat(PoPrelativeSpkTmsL200(i,1:end));
+    N= size(Spikes,2);
+    ClustersL200OnsetVPM (1:N,i) = Spikes;
+end
+
+ClustersControlOnsetVPM = nan(2000,size(PoPrelativeSpkTmsControl,1));
+for i = 1:size(PoPrelativeSpkTmsControl(:,1),1)
+    Spikes=cell2mat(PoPrelativeSpkTmsControl(i,1:end));
+    N= size(Spikes,2);
+    ClustersControlOnsetVPM (1:N,i) = Spikes;
+end
\ No newline at end of file
diff --git a/Jesus/ProportionsLTP.m b/Jesus/ProportionsLTP.m
new file mode 100644
index 0000000..58a7e1e
--- /dev/null
+++ b/Jesus/ProportionsLTP.m
@@ -0,0 +1,46 @@
+figure
+
+ColorPie=[0.8 0.8 0.8;0 0 0;0.4 0.4 0.4]
+
+bar([0 4],[13 15],0.3,'FaceColor',[0 0 1])
+hold on
+bar([1 5],[21 10],0.3,'FaceColor',[1 0 0])
+set(gca,'xTick',[0.5 4.5]);
+set(gca,'xTickLabel',["Potentiated" "Depressed"])
+set(gca,'YTick',[0 10 20])
+ylabel("% wrt total responsive "); title ("Percentage of Modulated Clusters")
+xlim([-3 14]);ylim([0 30])
+text([10.5], [28],'L6','HorizontalAlignment','center','fontsize',13)
+text([10.5], [13],'Sham','HorizontalAlignment','center','fontsize',13)
+box off
+annotation('line',[0.26 0.32],[0.73 0.73],'LineWidth',1);
+text([0.5], [24],'p=0.011','HorizontalAlignment','center','fontsize',9)
+annotation('line',[0.44 0.5],[0.60 0.60],'LineWidth',1);
+text([4.5], [19],'p=0.12','HorizontalAlignment','center','fontsize',9)
+legend('Sham Induction','L6 Induction')
+set(legend,'Position',[0.3 0.85 0.05 0.05])
+%insets1
+axes('Position',[0.60 0.55 0.27 0.27])
+labelsL6={'\leftarrow\rightarrow(68%) ','\uparrow(21%)','\downarrow(10%)'}
+P1=pie([217 68 33],[0 1 1],labelsL6)
+colormap(ColorPie)
+P1(6).Position=[0.9 1.3 0]
+P1(6).FontWeight='bold'
+P1(4).Position=[1.5 0.7 0]
+P1(4).FontWeight='bold'
+P1(2).Position=[-0.0 -0.4 0]
+hold off
+
+box off 
+%inset 2
+axes('Position',[0.6 0.15 0.27 0.27])
+labelsMock={'\leftarrow\rightarrow(72%) ','\uparrow(13%)','\downarrow(15%)'}
+P2=pie([180 33 38],[0 1 1],labelsMock)
+
+P2(6).Position=[0.85 1.2 0]
+P2(6).FontWeight='bold'
+P2(4).Position=[1.5 0.5 0]
+P2(4).FontWeight='bold'
+P2(2).Position=[-0.0 -0.4 0]
+
+box off
\ No newline at end of file
diff --git a/Jesus/RatiosComparisonS1VPMTRN.m b/Jesus/RatiosComparisonS1VPMTRN.m
new file mode 100644
index 0000000..f9f1814
--- /dev/null
+++ b/Jesus/RatiosComparisonS1VPMTRN.m
@@ -0,0 +1,84 @@
+%S1 L200
+distL200OnvsControlOnS1=hist(AllL200S1,800)-hist(AllControlOnS1,800);
+distL1OnvsControlOnS1=hist(AllL1S1,800)-hist(AllControlOnS1,800);
+barPositions=1:size(distL200OnvsControlOnS1,2);
+pFl=distL200OnvsControlOnS1>=0; NFl=distL200OnvsControlOnS1<0;
+%L200-control s1
+figure(1); bar(barPositions(pFl),distL200OnvsControlOnS1(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL200OnvsControlOnS1(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('difference Number of Spikes'); 
+title('Ratio Control-Laser200 On respone S1')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'})
+%saveas(figure(1),[pwd '/New figures Jesus/RatiosOn/ControlOnvsL200On.emf']);
+%saveas(figure(1),[pwd '/New figures Jesus/RatiosOn/ControlOnvsL200On.pdf']);
+%L1
+barPositions=1:size(distL1OnvsControlOnS1,2);
+pFl=distL1OnvsControlOnS1>=0; NFl=distL1OnvsControlOnS1<0;
+figure(2);
+bar(barPositions(pFl),distL1OnvsControlOnS1(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; bar(barPositions(NFl),distL1OnvsControlOnS1(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('difference Number of Spikes'); 
+title('Ratio Control-Laser1 On response S1')
+saveas(figure(5),[pwd '/New figures Jesus/RatiosOn/ControlOnvsL1On.emf']);
+saveas(figure(5),[pwd '/New figures Jesus/RatiosOn/ControlOnvsL1On.pdf']);
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'})
+%% TRN
+distL200OnvsControlOnTRN=hist(AllL200TRN,800)-hist(AllControlOnTRN,800);
+distL1OnvsControlOnTRN=hist(AllL1TRN,800)-hist(AllControlOnTRN,800);
+barPositions=1:size(distL200OnvsControlOnTRN,2);
+pFl=distL200OnvsControlOnTRN>=0; NFl=distL200OnvsControlOnTRN<0; %%L200
+figure(3);  bar(barPositions(pFl),distL200OnvsControlOnTRN(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL200OnvsControlOnTRN(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('difference Number of Spikes'); 
+title('Ratio Control-Laser200 On respone TRN')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'})
+%saveas(figure(1),[pwd '/New figures Jesus/RatiosOn/ControlOnvsL200On.emf']);
+%saveas(figure(1),[pwd '/New figures Jesus/RatiosOn/ControlOnvsL200On.pdf']);
+barPositions=1:size(distL1OnvsControlOnTRN,2);
+pFl=distL1OnvsControlOnTRN>=0; NFl=distL1OnvsControlOnTRN<0;
+figure(4);
+bar(barPositions(pFl),distL1OnvsControlOnTRN(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; bar(barPositions(NFl),distL1OnvsControlOnTRN(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('different Number of Spikes'); 
+title('Ratio Control-Laser1 On response TRN')
+%saveas(figure(5),[pwd '/New figures Jesus/RatiosOn/ControlOnvsL1On.emf']);
+%saveas(figure(5),[pwd '/New figures Jesus/RatiosOn/ControlOnvsL1On.pdf']);
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'})
+%% VPM
+distL200OnvsControlOnVPM=hist(AllL200VPM,800)-hist(AllControlOnVPM,800);
+distL1OnvsControlOnVPM=hist(AllL1VPM,800)-hist(AllControlOnVPM,800);
+barPositions=1:size(distL200OnvsControlOnVPM,2);
+pFl=distL200OnvsControlOnVPM>=0; NFl=distL200OnvsControlOnVPM<0;
+figure(5);
+bar(barPositions(pFl),distL200OnvsControlOnVPM(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL200OnvsControlOnVPM(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('difference Number of Spikes'); 
+title('Ratio Control-Laser200 On respone VPM')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'})
+%saveas(figure(1),[pwd '/New figures Jesus/RatiosOn/ControlOnvsL200On.emf']);
+%saveas(figure(1),[pwd '/New figures Jesus/RatiosOn/ControlOnvsL200On.pdf']);
+barPositions=1:size(distL1OnvsControlOnVPM,2);
+pFl=distL1OnvsControlOnVPM>=0; NFl=distL1OnvsControlOnVPM<0;
+figure(6);
+bar(barPositions(pFl),distL1OnvsControlOnVPM(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; bar(barPositions(NFl),distL1OnvsControlOnVPM(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('different Number of Spikes'); 
+title('Ratio Control-Laser1 On response VPM')
+saveas(figure(5),[pwd '/New figures Jesus/RatiosOn/ControlOnvsL1On.emf']);
+saveas(figure(5),[pwd '/New figures Jesus/RatiosOn/ControlOnvsL1On.pdf']);
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'})
diff --git a/Jesus/RatiosComparisonS1VPMTRNLaser1.m b/Jesus/RatiosComparisonS1VPMTRNLaser1.m
new file mode 100644
index 0000000..2b10d9a
--- /dev/null
+++ b/Jesus/RatiosComparisonS1VPMTRNLaser1.m
@@ -0,0 +1,165 @@
+distL1OnvsControlOnS1=hist(AllL1S1,800)-hist(AllControlOnS1,800);
+distL1OnvsControlOnTRN=hist(AllL1TRN,800)-hist(AllControlOnTRN,800);
+distL1OnvsControlOnVPM=hist(AllL1VPM,800)-hist(AllControlOnVPM,800);
+
+figure;
+subplot(3,1,1);
+barPositions=1:size(distL1OnvsControlOnS1,2);
+pFl=distL1OnvsControlOnS1>=0; NFl=distL1OnvsControlOnS1<0;
+%L200-control s1
+bar(barPositions(pFl),distL1OnvsControlOnS1(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL1OnvsControlOnS1(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('Counts'); 
+title('difference Whissker Control-Whisker&Laser delay -1ms On respone S1')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'}); hold off
+
+subplot(3,1,2);
+barPositions=1:size(distL1OnvsControlOnTRN,2);
+pFl=distL1OnvsControlOnTRN>=0; NFl=distL1OnvsControlOnTRN<0; %%L200
+%figure(3);
+bar(barPositions(pFl),distL1OnvsControlOnTRN(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL1OnvsControlOnTRN(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('Counts'); 
+title('Difference Whisker Control-Whisker&Laser delay -1ms On respone TRN')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'}); hold off
+
+subplot(3,1,3);
+barPositions=1:size(distL1OnvsControlOnVPM,2);
+pFl=distL1OnvsControlOnVPM>=0; NFl=distL1OnvsControlOnVPM<0;
+bar(barPositions(pFl),distL1OnvsControlOnVPM(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL1OnvsControlOnVPM(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('Counts'); 
+title('difference Whisker Control- Whisker&Laser delay -1ms On respone VPM')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'})
+%% only on
+distL1OnvsControlOnS1=hist(AllL1S1,800)-hist(AllControlOnS1,800);
+distL1OnvsControlOnTRN=hist(AllL1TRN,800)-hist(AllControlOnTRN,800);
+distL1OnvsControlOnVPM=hist(AllL1VPM,800)-hist(AllControlOnVPM,800);
+
+figure;
+subplot(3,1,1);
+barPositions=1:size(distL1OnvsControlOnS1,2);
+pFl=distL1OnvsControlOnS1>=0; NFl=distL1OnvsControlOnS1<0;
+%L200-control s1
+bar(barPositions(pFl),distL1OnvsControlOnS1(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL1OnvsControlOnS1(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('Counts'); 
+title('difference Whissker Control-Whisker&Laser delay -1ms On respone S1')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'}); xlim([450 600]); hold off
+
+subplot(3,1,2);
+barPositions=1:size(distL1OnvsControlOnTRN,2);
+pFl=distL1OnvsControlOnTRN>=0; NFl=distL1OnvsControlOnTRN<0; %%L200
+%figure(3);
+bar(barPositions(pFl),distL1OnvsControlOnTRN(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL1OnvsControlOnTRN(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('Counts'); 
+title('Difference Whisker Control-Whisker&Laser delay -1ms On respone TRN')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'}); xlim([450 600]); hold off
+
+subplot(3,1,3);
+barPositions=1:size(distL1OnvsControlOnVPM,2);
+pFl=distL1OnvsControlOnVPM>=0; NFl=distL1OnvsControlOnVPM<0;
+bar(barPositions(pFl),distL1OnvsControlOnVPM(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL1OnvsControlOnVPM(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('Counts'); 
+title('difference Whisker Control- Whisker&Laser delay -1ms On respone VPM')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'});xlim([450 600]);
+%% only on
+
+figure;
+subplot(3,1,1);
+barPositions=1:size(distL1OnvsControlOnS1,2);
+pFl=distL1OnvsControlOnS1>=0; NFl=distL1OnvsControlOnS1<0;
+%L200-control s1
+bar(barPositions(pFl),distL1OnvsControlOnS1(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL1OnvsControlOnS1(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('Counts'); 
+title('Difference Whisker Control- Whisker&Laser delay -1ms ON respone S1')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'}); xlim([450 600]); hold off
+
+subplot(3,1,2);
+barPositions=1:size(distL1OnvsControlOnTRN,2);
+pFl=distL1OnvsControlOnTRN>=0; NFl=distL1OnvsControlOnTRN<0; %%L200
+%figure(3);
+bar(barPositions(pFl),distL1OnvsControlOnTRN(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL1OnvsControlOnTRN(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('difference Number of Spikes'); 
+title('Difference Whisker Control- Whisker&Laser delay -1ms ON respone TRN')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'}); xlim([450 600]);hold off
+
+subplot(3,1,3);
+barPositions=1:size(distL1OnvsControlOnVPM,2);
+pFl=distL1OnvsControlOnVPM>=0; NFl=distL1OnvsControlOnVPM<0;
+bar(barPositions(pFl),distL1OnvsControlOnVPM(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL1OnvsControlOnVPM(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('difference Number of Spikes'); 
+title('Difference Whisker Control- Whisker&Laser delay -1ms ON respone VPM')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'});xlim([450 600]);
+%% off
+
+figure;
+subplot(3,1,1);
+barPositions=1:size(distL1OnvsControlOnS1,2);
+pFl=distL1OnvsControlOnS1>=0; NFl=distL1OnvsControlOnS1<0;
+%L200-control s1
+bar(barPositions(pFl),distL1OnvsControlOnS1(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL1OnvsControlOnS1(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('Counts'); 
+title('Difference Whisker Control- Whisker&Laser delay -1ms OFF respone S1')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'}); xlim([650 800]); hold off
+
+subplot(3,1,2);
+barPositions=1:size(distL1OnvsControlOnTRN,2);
+pFl=distL1OnvsControlOnTRN>=0; NFl=distL1OnvsControlOnTRN<0; %%L1
+%figure(3);
+bar(barPositions(pFl),distL1OnvsControlOnTRN(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL1OnvsControlOnTRN(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('Counts'); 
+title('Difference Whisker Control- Whisker&Laser delay -1ms OFF respone TRN')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'}); xlim([650 800]);hold off
+
+subplot(3,1,3);
+barPositions=1:size(distL1OnvsControlOnVPM,2);
+pFl=distL1OnvsControlOnVPM>=0; NFl=distL1OnvsControlOnVPM<0;
+bar(barPositions(pFl),distL1OnvsControlOnVPM(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL1OnvsControlOnVPM(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('Counts'); 
+title('Difference Whisker Control- Whisker&Laser delay -1ms OFF respone VPM')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'});xlim([650 800]);
\ No newline at end of file
diff --git a/Jesus/RatiosTRNVPMS1Subplots.m b/Jesus/RatiosTRNVPMS1Subplots.m
new file mode 100644
index 0000000..1c1a866
--- /dev/null
+++ b/Jesus/RatiosTRNVPMS1Subplots.m
@@ -0,0 +1,137 @@
+AllL200S1=ClustersL200OnsetS1(:);AllL200TRN=ClustersL200OnsetTRN(:); AllL200VPM=ClustersL200OnsetVPM(:);
+AllControlOnS1=ClustersControlOnsetS1(:);AllControlOnTRN=ClustersControlOnsetTRN(:); AllControlOnVPM=ClustersControlOnsetVPM(:);
+
+distL200OnvsControlOnS1=(hist(AllL200S1,1400)./300)./(hist(AllControlOnS1,1400)./150);
+distL200OnvsControlOnS1=(distL200OnvsControlOnS1-1)*100;
+
+distL200OnvsControlOnTRN=(hist(AllL200TRN,1400)./300)./(hist(AllControlOnTRN,1400)./150);
+ distL200OnvsControlOnTRN=(distL200OnvsControlOnTRN-1)*100
+
+distL200OnvsControlOnVPM=(hist(AllL200VPM,1400)./300)./(hist(AllControlOnVPM,1400)./150);(distL200OnvsControlOnVPM-1)*100
+ distL200OnvsControlOnVPM=(distL200OnvsControlOnVPM-1)*100
+figure;
+subplot(4,1,1);
+barPositions=1:size(distL200OnvsControlOnS1,2);
+pFl=distL200OnvsControlOnS1>=0; NFl=distL200OnvsControlOnS1<0;
+%L200-control s1
+bar(barPositions(pFl),distL200OnvsControlOnS1(pFl),'FaceColor','g','DisplayName','Potentiation');
+hold on; 
+bar(barPositions(NFl),distL200OnvsControlOnS1(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{1ms}'); ylabel('Ratio %'); 
+title('Ratio AfterInduction/Control respone S1')
+xticklabels({'-0.2', '0','0.2','0.4','0.6','0.8','1','1.2',}); hold off
+
+subplot(4,1,2);
+barPositions=1:size(distL200OnvsControlOnTRN,2);
+pFl=distL200OnvsControlOnTRN>=0; NFl=distL200OnvsControlOnTRN<0; %%L200
+%figure(3);
+bar(barPositions(pFl),distL200OnvsControlOnTRN(pFl),'FaceColor','g','DisplayName','Potentiation');
+hold on; 
+bar(barPositions(NFl),distL200OnvsControlOnTRN(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{1ms}'); ylabel('Ratio %'); 
+title('Ratio AferInduction/Control respone TRN')
+xticklabels({'-0.2', '0','0.2','0.4','0.6','0.8','1','1.2',}); hold off
+
+subplot(4,1,3);
+barPositions=1:size(distL200OnvsControlOnVPM,2);
+pFl=distL200OnvsControlOnVPM>=0; NFl=distL200OnvsControlOnVPM<0;
+bar(barPositions(pFl),distL200OnvsControlOnVPM(pFl),'FaceColor','g','DisplayName','Potentiation');
+hold on; 
+bar(barPositions(NFl),distL200OnvsControlOnVPM(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{1ms}'); ylabel('Ratio %'); 
+title('Ratio AfterInduction/Control respone VPM')
+xticklabels({'-0.2', '0','0.2','0.4','0.6','0.8','1','1.2',}); hold off
+saveFigure(figure(1),['Z:/Jesus\LTP_Jesus_Emilio/PopFigures/TRN_VPM_S1figures/ratiosCircuitS1_TRN_VPM']);
+subplot(4,1,4);
+plot(TimePsth,histcounts(ClustersControlOnsetVPM,1400));xlim([-200 1200])
+
+%% only on
+distL200OnvsControlOnS1=hist(AllL200S1,800)-hist(AllControlOnS1,800);
+distL200OnvsControlOnTRN=hist(AllL200TRN,800)-hist(AllControlOnTRN,800);
+distL200OnvsControlOnVPM=hist(AllL200VPM,800)-hist(AllControlOnVPM,800);
+figure;
+subplot(3,1,1);
+barPositions=1:size(distL200OnvsControlOnS1,2);
+pFl=distL200OnvsControlOnS1>=0; NFl=distL200OnvsControlOnS1<0;
+%L200-control s1
+bar(barPositions(pFl),distL200OnvsControlOnS1(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL200OnvsControlOnS1(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('difference Number of Spikes'); 
+title('Ratio Control-Laser200 On respone S1')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'}); xlim([450 600]); hold off
+
+subplot(3,1,2);
+barPositions=1:size(distL200OnvsControlOnTRN,2);
+pFl=distL200OnvsControlOnTRN>=0; NFl=distL200OnvsControlOnTRN<0; %%L200
+%figure(3);
+bar(barPositions(pFl),distL200OnvsControlOnTRN(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL200OnvsControlOnTRN(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('difference Number of Spikes'); 
+title('Ratio Control-Laser200 On respone TRN')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'}); xlim([450 600]);hold off
+
+subplot(3,1,3);
+barPositions=1:size(distL200OnvsControlOnVPM,2);
+pFl=distL200OnvsControlOnVPM>=0; NFl=distL200OnvsControlOnVPM<0;
+bar(barPositions(pFl),distL200OnvsControlOnVPM(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL200OnvsControlOnVPM(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('difference Number of Spikes'); 
+title('Ratio Control-Laser200 On respone VPM')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'});xlim([450 600]);
+%% off
+distL200OnvsControlOnS1=hist(AllL200S1,800)-hist(AllControlOnS1,800);
+distL200OnvsControlOnTRN=hist(AllL200TRN,800)-hist(AllControlOnTRN,800);
+distL200OnvsControlOnVPM=hist(AllL200VPM,800)-hist(AllControlOnVPM,800);
+figure;
+subplot(3,1,1);
+barPositions=1:size(distL200OnvsControlOnS1,2);
+pFl=distL200OnvsControlOnS1>=0; NFl=distL200OnvsControlOnS1<0;
+%L200-control s1
+bar(barPositions(pFl),distL200OnvsControlOnS1(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL200OnvsControlOnS1(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('difference Number of Spikes'); 
+title('Ratio Control-Laser200 OFF respone S1')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'}); xlim([650 800]); hold off
+
+subplot(3,1,2);
+barPositions=1:size(distL200OnvsControlOnTRN,2);
+pFl=distL200OnvsControlOnTRN>=0; NFl=distL200OnvsControlOnTRN<0; %%L200
+%figure(3);
+bar(barPositions(pFl),distL200OnvsControlOnTRN(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL200OnvsControlOnTRN(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('difference Number of Spikes'); 
+title('Ratio Control-Laser200 OFF respone TRN')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'}); xlim([650 800]);hold off
+
+subplot(3,1,3);
+barPositions=1:size(distL200OnvsControlOnVPM,2);
+pFl=distL200OnvsControlOnVPM>=0; NFl=distL200OnvsControlOnVPM<0;
+bar(barPositions(pFl),distL200OnvsControlOnVPM(pFl),'FaceColor','g','DisplayName','Facilitation');
+hold on; 
+bar(barPositions(NFl),distL200OnvsControlOnVPM(NFl),'FaceColor','r','DisplayName','Depression');
+legend
+xticks('auto')
+xlabel('bin_{0.5ms}'); ylabel('difference Number of Spikes'); 
+title('Ratio Control-Laser200 OFF respone VPM')
+xticklabels({'-250', '-200','150','-100','-50','0','50','100','150'});xlim([650 800]);
\ No newline at end of file
diff --git a/Jesus/Statistics_VPM_Mock_vs_L6.m b/Jesus/Statistics_VPM_Mock_vs_L6.m
new file mode 100644
index 0000000..4617f92
--- /dev/null
+++ b/Jesus/Statistics_VPM_Mock_vs_L6.m
@@ -0,0 +1,586 @@
+%% statistics
+%fisher exact test and tabular table
+PotT=table([90;21],[355;233],'RowNames',{'L6','Mock'},'VariableNames',{'Pot','NoPot'})
+XModNoMod=table([101;71],[217;150],'RowNames',{'L6','Mock'},'VariableNames',{'Mod','NoMod'})
+fishertest(xPotNoPot)
+
+%%chi2test manual
+
+observed=[PotT.Pot(1) PotT.NoPot(1) PotT.Pot(2) PotT.NoPot(2)]
+expected=[]
+bigTotal=sum(sum(PotT{:,:}))
+    
+    %% evoked
+%Control
+    %l6
+    FRcontEVL6=nan(318,3)
+    FRcontEVL6(1:size(vpmL6Evok.evokAll(:,1),1),1) = vpmL6Evok.evokAll(:,1)
+    FRcontEVL6(1:size(vpmL6Evok.rPot(:,1),1),2) = vpmL6Evok.rPot(:,1)
+    FRcontEVL6(1:size(vpmL6Evok.rDep(:,1),1),3) = vpmL6Evok.rDep(:,1)
+    %mock
+    FRcontEVMock=nan(318,3)
+    FRcontEVMock(1:size(vpmMockEVStrtR.All_Resp(:,1),1),1) = vpmMockEVStrtR.All_Resp(:,1)
+    FRcontEVMock(1:size(vpmMockEVStrtR.rPot(:,1),1),2) = vpmMockEVStrtR.rPot(:,1)
+    FRcontEVMock(1:size(vpmMockEVStrtR.rDep(:,1),1),3) = vpmMockEVStrtR.rDep(:,1)
+   %Afterinduction
+   %l6
+   FRAIEVL6=nan(318,3)
+    FRAIEVL6(1:size(vpmL6Evok.evokAll(:,1),1),1) = vpmL6Evok.evokAll(:,2)
+    FRAIEVL6(1:size(vpmL6Evok.rPot(:,1),1),2) = vpmL6Evok.rPot(:,2)
+    FRAIEVL6(1:size(vpmL6Evok.rDep(:,1),1),3) = vpmL6Evok.rDep(:,2)
+    %mock
+    FRAIEVMock=nan(318,3)
+    FRAIEVMock(1:size(vpmMockEVStrtR.All_Resp(:,1),1),1) = vpmMockEVStrtR.All_Resp(:,2)
+    FRAIEVMock(1:size(vpmMockEVStrtR.rPot(:,1),1),2) = vpmMockEVStrtR.rPot(:,2)
+    FRAIEVMock(1:size(vpmMockEVStrtR.rDep(:,1),1),3) = vpmMockEVStrtR.rDep(:,2)
+    %% spontaneous 
+    %control l6
+    FRcontSPL6=nan(318,3)
+    FRcontSPL6(1:size(vpmL6spont.evokAll(:,1),1),1) = vpmL6spont.evokAll(:,1)
+    FRcontSPL6(1:size(vpmL6spont.rPot(:,1),1),2) = vpmL6spont.rPot(:,1)
+    FRcontSPL6(1:size(vpmL6spont.rDep(:,1),1),3) = vpmL6spont.rDep(:,1)
+    %control Mock
+    FRcontSPMock=nan(318,3)
+    FRcontSPMock(1:size(vpmMockSPstrR.All_Resp(:,1),1),1) = vpmMockSPstrR.All_Resp(:,1)
+    FRcontSPMock(1:size(vpmMockSPstrR.rPot(:,1),1),2) = vpmMockSPstrR.rPot(:,1)
+    FRcontSPMock(1:size(vpmMockSPstrR.rDep(:,1),1),3) = vpmMockSPstrR.rDep(:,1)
+        %afterinduction L6
+    FRAISPL6=nan(318,3)
+    FRAISPL6(1:size(vpmL6spont.evokAll(:,1),1),1) = vpmL6spont.evokAll(:,1)
+    FRAISPL6(1:size(vpmL6spont.rPot(:,1),1),2) = vpmL6spont.rPot(:,1)
+    FRAISPL6(1:size(vpmL6spont.rDep(:,1),1),3) = vpmL6spont.rDep(:,1)
+    % afterInduction Mock
+    FRAISPMock=nan(318,3)
+    FRAISPMock(1:size(vpmMockSPstrR.All_Resp(:,1),1),1) = vpmMockSPstrR.All_Resp(:,2)
+    FRAISPMock(1:size(vpmMockSPstrR.rPot(:,1),1),2) = vpmMockSPstrR.rPot(:,2)
+    FRAISPMock(1:size(vpmMockSPstrR.rDep(:,1),1),3) = vpmMockSPstrR.rDep(:,2)
+    
+    
+    %ALL EVoked and spontaneous Matrix mock&L6
+    FREVCAIMOCK_L6=cat(2,FRcontEVL6,FRcontEVMock,FRAIEVL6,FRAIEVMock);
+    FRSPCAIMOCK_L6=cat(2,FRcontSPL6,FRcontSPMock,FRAISPL6,FRAIEVMock);
+    %names for Evoked groups
+    nameEVCL6=cat(2,repmat({'L6contrlEvokALL'},318,1),repmat({'L6contrlEvokPOT'},318,1)...
+        ,repmat({'L6contrlEvokDEP'},318,1))
+    nameEVAIL6=cat(2,repmat({'L6AfterIEvokALL'},318,1),repmat({'L6AfterIEvokPOT'},318,1)...
+        ,repmat({'L6AfterIEvokDEP'},318,1))
+    nameEVCMock=cat(2,repmat({'MockContolEvokALL'},318,1),repmat({'MockcontrlEvokPOT'},318,1)...
+        ,repmat({'MockcontrlEvokDEP'},318,1))
+    nameEVAIMock=cat(2,repmat({'MockAfterIEvokALL'},318,1),repmat({'MockAfterIEvokPOT'},318,1)...
+        ,repmat({'MockAfterIEvokDEP'},318,1))
+    %concat names evoked
+    nameall=cat(2,nameEVCL6,nameEVCMock,nameEVAIL6,nameEVAIMock)
+    %names for spontaneous groups
+      nameSPCL6=cat(2,repmat({'L6contrlSPontALL'},318,1),repmat({'L6contrlSPpontPOT'},318,1)...
+        ,repmat({'L6contrlSPontDEP'},318,1))
+      nameSPCMock=cat(2,repmat({'MockContrlSPontALL'},318,1),repmat({'MockcontrlSPontPOT'},318,1)...
+        ,repmat({'MockcontrolSPontDEP'},318,1))
+     nameSPAIL6=cat(2,repmat({'L6AfterISPontALL'},318,1),repmat({'L6AfterISPontPOT'},318,1)...
+        ,repmat({'L6AfterISPontDEP'},318,1))
+     nameSPAIMock=cat(2,repmat({'MockAfterISPontALL'},318,1),repmat({'MockAfterISPontPOT'},318,1)...
+        ,repmat({'MockAfterISPontDEP'},318,1))
+    nameSPall=cat(2,nameSPCL6,nameSPCMock,nameSPAIL6,nameSPAIMock)
+    
+    FREV_SPCAIMOCK_L6=cat(2,FREVCAIMOCK_L6,FRSPCAIMOCK_L6)
+    nameSP_EVall=cat(2,nameall,nameSPall);
+    
+     [p h stats]=kruskalwallis(FREV_SPCAIMOCK_L6(:),nameSP_EVall(:),'on') %kruskal wallis
+     [c m h]=multcompare(stats,'CType','dunn-sidak')
+     
+    MatSign=nan(6,6)
+    for i=1:size(c,1)
+        a=c(i,1);b=c(i,2);
+        MatSign(a,b)=c(i,6)
+    end
+     for i=1:size(c,1)
+        a=c(i,1);b=c(i,2);
+        MatSign(a,b)=c(i,6)
+    end
+    %%
+    %MatSign=nan(24,24);
+    for i=1:size(c,1)
+        a=c(i,1);b=c(i,2);
+        MatSign(b,a)=c(i,6)
+    end
+    MatSignStep = (MatSign < 0.05) + (MatSign < 0.01) + (MatSign < 0.001);
+    range(MatSignStep)
+    %% Diff change statistics
+    %L6 evoked
+    DiffEVAllL6=vpmL6Evok.evokAll(:,2)-vpmL6Evok.evokAll(:,1);
+    DiffEVPotL6=vpmL6Evok.rPot(:,2)-vpmL6Evok.rPot(:,1);
+    DIffEVDepL6=vpmL6Evok.rDep(:,2)-vpmL6Evok.rDep(:,1);
+    %Mock evoked
+    DiffEVAllMock=vpmMockEVStrtR.All_Resp(:,2)-vpmMockEVStrtR.All_Resp(:,1);
+    DiffEVPotMock=vpmMockEVStrtR.rPot(:,2)-vpmMockEVStrtR.rPot(:,1);
+    DIffEVDepMock=vpmMockEVStrtR.rDep(:,2)-vpmMockEVStrtR.rDep(:,1);
+    
+    %Spontaneous L6
+    DiffSPallL6=vpmL6spont.evokAll(:,2)-vpmL6spont.evokAll(:,1);
+    DiffSPPotL6=vpmL6spont.rPot(:,2)-vpmL6spont.rPot(:,1);
+    DiffSPDepL6=vpmL6spont.rDep(:,2)-vpmL6spont.rDep(:,1);
+    
+    %spontaneous mock
+    
+    DiffSPallMock=vpmMockSPstrR.All_Resp(:,2)-vpmMockSPstrR.All_Resp(:,1);
+    DiffSPPotMock=vpmMockSPstrR.rPot(:,2)-vpmMockSPstrR.rPot(:,1);
+    DiffSPDepMock=vpmMockSPstrR.rDep(:,2)-vpmMockSPstrR.rDep(:,1);
+    
+    DiffEvSpL6Mock =nan(318,12)
+    DiffEvSpL6Mock(1:size(DiffEVAllL6),1)=DiffEVAllL6
+    DiffEvSpL6Mock(1:size(DiffEVPotL6),2)=DiffEVPotL6
+    DiffEvSpL6Mock(1:size(DIffEVDepL6),3)=DIffEVDepL6
+    DiffEvSpL6Mock(1:size(DiffEVAllMock),4)=DiffEVAllMock
+    DiffEvSpL6Mock(1:size(DiffEVPotMock),5)=DiffEVPotMock
+    DiffEvSpL6Mock(1:size(DIffEVDepMock),6)=DIffEVDepMock
+    DiffEvSpL6Mock(1:size(DiffSPallL6),7)=DiffSPallL6
+    DiffEvSpL6Mock(1:size(DiffSPPotL6),8)=DiffSPPotL6
+    DiffEvSpL6Mock(1:size(DiffSPDepL6),9)=DiffSPDepL6
+    DiffEvSpL6Mock(1:size(DiffSPallMock),10)=DiffSPallMock
+    DiffEvSpL6Mock(1:size(DiffSPPotMock),11)=DiffSPPotMock
+    DiffEvSpL6Mock(1:size(DiffSPDepMock),12)=DiffSPDepMock
+    %only evoked
+    DiffEvL6Mock=nan(318,6)
+    DiffEvL6Mock(1:size(DiffEVAllL6),1)=DiffEVAllL6
+    DiffEvL6Mock(1:size(DiffEVPotL6),2)=DiffEVPotL6
+    DiffEvL6Mock(1:size(DIffEVDepL6),3)=DIffEVDepL6
+    DiffEvL6Mock(1:size(DiffSPallL6),4)=DiffSPallL6
+    DiffEvL6Mock(1:size(DiffSPPotL6),5)=DiffSPPotL6
+    DiffEvL6Mock(1:size(DiffSPDepL6),6)=DiffSPDepL6
+    %only Spontaneous
+    DiffSpL6Mock=nan(318,6)
+    DiffSpL6Mock(1:size(DiffSPallL6),1)=DiffSPallL6
+    DiffSpL6Mock(1:size(DiffSPPotL6),2)=DiffSPPotL6
+    DiffSpL6Mock(1:size(DiffSPDepL6),3)=DiffSPDepL6
+    DiffSpL6Mock(1:size(DiffSPallMock),4)=DiffSPallMock
+    DiffSpL6Mock(1:size(DiffSPPotMock),5)=DiffSPPotMock
+    DiffSpL6Mock(1:size(DiffSPDepMock),6)=DiffSPDepMock
+    
+    
+    
+    
+       %name diff evoked l6
+        nameEVdiffL6=cat(2,repmat({'L6EVokDiffALL'},318,1),repmat({'L6EvokDiffPOT'},318,1)...
+        ,repmat({'L6EVokDiffDEP'},318,1))
+    %name diff evoked mock
+    nameEVdiffMock=cat(2,repmat({'MockEvokDiffALL'},318,1),repmat({'MockEvokDiffPOT'},318,1)...
+        ,repmat({'MockEvokDiffDEP'},318,1))
+    %name diff sp l6
+        nameSPdiffL6=cat(2,repmat({'L6SpontDiffALL'},318,1),repmat({'L6SpontDiffPOT'},318,1)...
+        ,repmat({'L6SpontDiffDEP'},318,1))
+    %name diff sp mock
+       nameSPdiffMock=cat(2,repmat({'MockSPontDiffALL'},318,1),repmat({'MockSpontDiffPOT'},318,1)...
+        ,repmat({'MockSpontDiffDEP'},318,1))
+    
+    nameDiffAll=cat(2,nameEVdiffL6,nameEVdiffMock,nameSPdiffL6,nameSPdiffMock)
+    %% DiffEvSPL6Mock all spont and evok comparisons
+        MatSignwilkEVSP=nan(12,12);
+    for x = 1:size(DiffEvSpL6Mock,2)
+        a=DiffEvSpL6Mock(:,x);
+        for y = x+1:size(DiffEvSpL6Mock,2)
+            b=DiffEvSpL6Mock(:,y);
+            fprintf(1, 'x:%d, y:%d\n', x, y)
+            MatSignwilkEVSP(y,x)=ranksum(a,b,'tail','right')
+        end
+    end
+    MatSignStepEVSP= (MatSignwilkEVSP<=0.05) + (MatSignwilkEVSP<=0.01) + (MatSignwilkEVSP<=0.001)
+
+NodatEVSP=isnan(MatSignwilkEVSP)| MatSignwilkEVSP>=0.05001
+MatSignStepEVSP(NodatEVSP)=NaN
+
+h1=heatmap(MatSignStepEVSP,'YDisplayLabels',nameDiffAll(1,:),'XDisplayLabels',nameDiffAll(1,:),'MissingDataColor','w','GridVisible','off')
+
+
+
+testCOlor=[0 0 0;0.2 0.2 0.2; 0.4 0.4 0.4]
+colormap(testCOlor)
+%ax=axes;
+%ax.Color='none'
+%plot(
+title('Paired ranksum comparisons L6-VPM vs Mock-VPM')
+options=struct(gca)
+cb1=options.Colorbar; 
+cb1.Ticks=[1.3 2 2.7]
+cb1.TickLabels={'*','**','***'}
+ax3=options.Axes
+ax3.YDir='normal'
+       
+    
+    %%
+    MatSignwilkEV=nan(6,6);
+    for x = 1:size(DiffEvL6Mock,2)
+        a=DiffEvL6Mock(:,x);
+        for y = x+1:size(DiffEvL6Mock,2)
+            b=DiffEvL6Mock(:,y);
+            fprintf(1, 'x:%d, y:%d\n', x, y)
+            MatSignwilkEV(y,x)=ranksum(a,b,'tail','right')
+        end
+    end
+ %%   
+    MatSignwilkSP=nan(6,6);
+    for r = 1:size(DiffSpL6Mock,2)
+        c=DiffSpL6Mock(:,r);
+        for v = r+1:size(DiffSpL6Mock,2)
+            d=DiffSpL6Mock(:,v);
+            fprintf(1, 'r:%d, v:%d\n', r, v)
+            MatSignwilkSP(v,r)=ranksum(c,d,'tail','right')
+        end
+    end
+        
+ 
+
+    
+MatSignStepEV= (MatSignwilkEV<=0.05) + (MatSignwilkEV<=0.01) + (MatSignwilkEV<=0.001)
+Nodat=isnan(MatSignwilkEV)| MatSignwilkEV>=0.05001
+MatSignStepEV(Nodat)=NaN
+
+MatSignStepSP= (MatSignwilkSP<=0.05) + (MatSignwilkSP<=0.01) + (MatSignwilkSP<=0.001)
+NodatSp=isnan(MatSignwilkSP)| MatSignwilkSP>=0.05001
+MatSignStepSP(NodatSp)=NaN
+
+nameDiffAllEv=nameDiffAll(1,[1:6]);
+nameDiffAllSP=nameDiffAll(1,[7:12]);
+
+figure
+subplot(1,2,1)
+h1=heatmap(MatSignStepEV,'YDisplayLabels',nameDiffAllEv,'XDisplayLabels',nameDiffAllEv,...
+    'MissingDataColor','w','GridVisible','off')
+testCOlor=[0 1 0;0 0.2 0.2; 1 0 0] 
+colormap(testCOlor)
+%ax=axes;
+%ax.Color='none'
+%plot(
+title('Evoked Paired ranksum comparisons L6 vs Mock')
+options=struct(gca)
+cb1=options.Colorbar; 
+
+colorbar off
+ax3=options.Axes
+ax3.YDir='normal'
+subplot(1,2,2)
+h2=heatmap(MatSignStepSP,'YDisplayLabels',nameDiffAllSP,'XDisplayLabels',nameDiffAllSP,...
+    'MissingDataColor','w','GridVisible','off')
+testCOlor=[0 0 0;0.2 0.2 0.2; 0.4 0.4 0.4]
+colormap(testCOlor)
+%ax=axes;
+%ax.Color='none'
+%plot(
+title('Spontaneous Paired ranksum comparisons L6 vs Mock')
+options=struct(gca)
+cb1=options.Colorbar; 
+cb1.Ticks=[0 1 4]
+cb1.TickLabels={'*','**','***'}
+colorbar off
+ax3=options.Axes
+ax3.YDir='normal'
+%% now with non modulated clusters
+%% Diff change statistics
+    %L6 evoked
+    DiffEVAllL6=vpmL6Evok.evokAll(:,2)-vpmL6Evok.evokAll(:,1);
+    DiffEVPotL6=vpmL6Evok.rPot(:,2)-vpmL6Evok.rPot(:,1);
+    DIffEVDepL6=vpmL6Evok.rDep(:,2)-vpmL6Evok.rDep(:,1);
+    %Mock evoked
+    DiffEVAllMock=vpmMockEVStrtR.All_Resp(:,2)-vpmMockEVStrtR.All_Resp(:,1);
+    DiffEVPotMock=vpmMockEVStrtR.rPot(:,2)-vpmMockEVStrtR.rPot(:,1);
+    DIffEVDepMock=vpmMockEVStrtR.rDep(:,2)-vpmMockEVStrtR.rDep(:,1);
+    
+    %Spontaneous L6
+    DiffSPallL6=vpmL6spont.evokAll(:,2)-vpmL6spont.evokAll(:,1);
+    DiffSPPotL6=vpmL6spont.rPot(:,2)-vpmL6spont.rPot(:,1);
+    DiffSPDepL6=vpmL6spont.rDep(:,2)-vpmL6spont.rDep(:,1);
+    
+    %spontaneous mock
+    
+    DiffSPallMock=vpmMockSPstrR.All_Resp(:,2)-vpmMockSPstrR.All_Resp(:,1);
+    DiffSPPotMock=vpmMockSPstrR.rPot(:,2)-vpmMockSPstrR.rPot(:,1);
+    DiffSPDepMock=vpmMockSPstrR.rDep(:,2)-vpmMockSPstrR.rDep(:,1);
+    
+    DiffEvSpL6Mock =nan(318,12)
+    DiffEvSpL6Mock(1:size(DiffEVAllL6),1)=DiffEVAllL6
+    DiffEvSpL6Mock(1:size(DiffEVPotL6),2)=DiffEVPotL6
+    DiffEvSpL6Mock(1:size(DIffEVDepL6),3)=DIffEVDepL6
+    DiffEvSpL6Mock(1:size(DiffEVAllMock),4)=DiffEVAllMock
+    DiffEvSpL6Mock(1:size(DiffEVPotMock),5)=DiffEVPotMock
+    DiffEvSpL6Mock(1:size(DIffEVDepMock),6)=DIffEVDepMock
+    DiffEvSpL6Mock(1:size(DiffSPallL6),7)=DiffSPallL6
+    DiffEvSpL6Mock(1:size(DiffSPPotL6),8)=DiffSPPotL6
+    DiffEvSpL6Mock(1:size(DiffSPDepL6),9)=DiffSPDepL6
+    DiffEvSpL6Mock(1:size(DiffSPallMock),10)=DiffSPallMock
+    DiffEvSpL6Mock(1:size(DiffSPPotMock),11)=DiffSPPotMock
+    DiffEvSpL6Mock(1:size(DiffSPDepMock),12)=DiffSPDepMock
+    %only evoked
+    DiffEvL6Mock=nan(318,6)
+    DiffEvL6Mock(1:size(DiffEVAllL6),1)=DiffEVAllL6
+    DiffEvL6Mock(1:size(DiffEVPotL6),2)=DiffEVPotL6
+    DiffEvL6Mock(1:size(DIffEVDepL6),3)=DIffEVDepL6
+    DiffEvL6Mock(1:size(DiffEVAllMock),4)=DiffEVAllMock
+    DiffEvL6Mock(1:size(DiffEVPotMock),5)=DiffEVPotMock
+    DiffEvL6Mock(1:size(DIffEVDepMock),6)=DIffEVDepMock
+    %only Spontaneous
+    DiffSpL6Mock=nan(318,6)
+    DiffSpL6Mock(1:size(DiffSPallL6),1)=DiffSPallL6
+    DiffSpL6Mock(1:size(DiffSPPotL6),2)=DiffSPPotL6
+    DiffSpL6Mock(1:size(DiffSPDepL6),3)=DiffSPDepL6
+    DiffSpL6Mock(1:size(DiffSPallMock),4)=DiffSPallMock
+    DiffSpL6Mock(1:size(DiffSPPotMock),5)=DiffSPPotMock
+    DiffSpL6Mock(1:size(DiffSPDepMock),6)=DiffSPDepMock
+    
+    
+    
+    
+       %name diff evoked l6
+        nameEVdiffL6=cat(2,repmat({'L6EVokDiffALL'},318,1),repmat({'L6EvokDiffPOT'},318,1)...
+        ,repmat({'L6EVokDiffDEP'},318,1))
+    %name diff evoked mock
+    nameEVdiffMock=cat(2,repmat({'MockEvokDiffALL'},318,1),repmat({'MockEvokDiffPOT'},318,1)...
+        ,repmat({'MockEvokDiffDEP'},318,1))
+    %name diff sp l6
+        nameSPdiffL6=cat(2,repmat({'L6SpontDiffALL'},318,1),repmat({'L6SpontDiffPOT'},318,1)...
+        ,repmat({'L6SpontDiffDEP'},318,1))
+    %name diff sp mock
+       nameSPdiffMock=cat(2,repmat({'MockSPontDiffALL'},318,1),repmat({'MockSpontDiffPOT'},318,1)...
+        ,repmat({'MockSpontDiffDEP'},318,1))
+    
+    nameDiffAll=cat(2,nameEVdiffL6,nameEVdiffMock,nameSPdiffL6,nameSPdiffMock)
+    %% DiffEvSPL6Mock all spont and evok comparisons
+        MatSignwilkEVSP=nan(12,12);
+    for x = 1:size(DiffEvSpL6Mock,2)
+        a=DiffEvSpL6Mock(:,x);
+        for y = x+1:size(DiffEvSpL6Mock,2)
+            b=DiffEvSpL6Mock(:,y);
+            fprintf(1, 'x:%d, y:%d\n', x, y)
+            MatSignwilkEVSP(y,x)=ranksum(a,b,'tail','right')
+        end
+    end
+    MatSignStepEVSP= (MatSignwilkEVSP<=0.05) + (MatSignwilkEVSP<=0.01) + (MatSignwilkEVSP<=0.001)
+
+NodatEVSP=isnan(MatSignwilkEVSP)| MatSignwilkEVSP>=0.05001
+MatSignStepEVSP(NodatEVSP)=NaN
+
+h1=heatmap(MatSignStepEVSP,'YDisplayLabels',nameDiffAll(1,:),'XDisplayLabels',nameDiffAll(1,:),'MissingDataColor','w','GridVisible','off')
+
+
+
+testCOlor=[0 0 0;0.2 0.2 0.2; 0.4 0.4 0.4]
+colormap(testCOlor)
+%ax=axes;
+%ax.Color='none'
+%plot(
+title('Paired ranksum comparisons L6-VPM vs Mock-VPM')
+options=struct(gca)
+cb1=options.Colorbar; 
+cb1.Ticks=[1.3 2 2.7]
+cb1.TickLabels={'*','**','***'}
+ax3=options.Axes
+ax3.YDir='normal'
+       
+    
+    %%
+    MatSignwilkEV=nan(6,6);
+    for x = 1:size(DiffEvL6Mock,2)
+        a=DiffEvL6Mock(:,x);
+        for y = x+1:size(DiffEvL6Mock,2)
+            b=DiffEvL6Mock(:,y);
+            fprintf(1, 'x:%d, y:%d\n', x, y)
+            MatSignwilkEV(y,x)=ranksum(a,b,'tail','right')
+        end
+    end
+ %%   
+    MatSignwilkSP=nan(6,6);
+    for r = 1:size(DiffSpL6Mock,2)
+        c=DiffSpL6Mock(:,r);
+        for v = r+1:size(DiffSpL6Mock,2)
+            d=DiffSpL6Mock(:,v);
+            fprintf(1, 'r:%d, v:%d\n', r, v)
+            MatSignwilkSP(v,r)=ranksum(c,d,'tail','right')
+        end
+    end
+        
+ 
+
+    
+MatSignStepEV= (MatSignwilkEV<=0.05) + (MatSignwilkEV<=0.01) + (MatSignwilkEV<=0.001)
+Nodat=isnan(MatSignwilkEV)| MatSignwilkEV>=0.05001
+MatSignStepEV(Nodat)=NaN
+
+MatSignStepSP= (MatSignwilkSP<=0.05) + (MatSignwilkSP<=0.01) + (MatSignwilkSP<=0.001)
+NodatSp=isnan(MatSignwilkSP)| MatSignwilkSP>=0.05001
+MatSignStepSP(NodatSp)=NaN
+
+nameDiffAllEv=nameDiffAll(1,[1:6]);
+nameDiffAllSP=nameDiffAll(1,[7:12]);
+
+figure
+subplot(1,2,1)
+h1=heatmap(MatSignStepEV,'YDisplayLabels',nameDiffAllEv,'XDisplayLabels',nameDiffAllEv,...
+    'MissingDataColor','w','GridVisible','off')
+testCOlor=[0 1 0;0 0.2 0.2; 1 0 0] 
+colormap(testCOlor)
+%ax=axes;
+%ax.Color='none'
+%plot(
+title('Evoked Paired ranksum comparisons L6 vs Mock')
+options=struct(gca)
+cb1=options.Colorbar; 
+
+colorbar off
+ax3=options.Axes
+ax3.YDir='normal'
+subplot(1,2,2)
+h2=heatmap(MatSignStepSP,'YDisplayLabels',nameDiffAllSP,'XDisplayLabels',nameDiffAllSP,...
+    'MissingDataColor','w','GridVisible','off')
+testCOlor=[0 0 0;0.2 0.2 0.2; 0.4 0.4 0.4]
+colormap(testCOlor)
+%ax=axes;
+%ax.Color='none'
+%plot(
+title('Spontaneous Paired ranksum comparisons L6 vs Mock')
+options=struct(gca)
+cb1=options.Colorbar; 
+cb1.Ticks=[0 1 4]
+cb1.TickLabels={'*','**','***'}
+colorbar off
+ax3=options.Axes
+ax3.YDir='normal'
+%% now with non modulated clusters
+%Diff change statistics
+    %L6 evoked
+    DiffEVNonML6=vpmL6EVStrtR2.NonMOd(:,2)-vpmL6EVStrtR2.NonMOd(:,1);
+    DiffEVPotL6=vpmL6Evok.rPot(:,2)-vpmL6Evok.rPot(:,1);
+    DIffEVDepL6=vpmL6Evok.rDep(:,2)-vpmL6Evok.rDep(:,1);
+    %Mock evoked
+    DiffEVNonMMock=vpmMockEVStrtR2.NonMod(:,2)-vpmMockEVStrtR2.NonMod(:,1);
+    DiffEVPotMock=vpmMockEVStrtR.rPot(:,2)-vpmMockEVStrtR.rPot(:,1);
+    DIffEVDepMock=vpmMockEVStrtR.rDep(:,2)-vpmMockEVStrtR.rDep(:,1);
+    
+    %Spontaneous L6
+    DiffSPNonML6=vpmL6SPstrR2.NonMod(:,2)-vpmL6SPstrR2.NonMod(:,1);
+    DiffSPPotL6=vpmL6spont.rPot(:,2)-vpmL6spont.rPot(:,1);
+    DiffSPDepL6=vpmL6spont.rDep(:,2)-vpmL6spont.rDep(:,1);
+    
+    %spontaneous mock
+    
+    DiffSPNonMMock=vpmMockSPstrR2.NonMod(:,2)-vpmMockSPstrR2.NonMod(:,1);
+    DiffSPPotMock=vpmMockSPstrR.rPot(:,2)-vpmMockSPstrR.rPot(:,1);
+    DiffSPDepMock=vpmMockSPstrR.rDep(:,2)-vpmMockSPstrR.rDep(:,1);
+    
+    DiffEvSpWnML6Mock =nan(318,12)
+    DiffEvSpWnML6Mock(1:size(DiffEVNonML6),1)=DiffEVNonML6
+    DiffEvSpWnML6Mock(1:size(DiffEVPotL6),2)=DiffEVPotL6
+    DiffEvSpWnML6Mock(1:size(DIffEVDepL6),3)=DIffEVDepL6
+    DiffEvSpWnML6Mock(1:size(DiffEVNonMMock),4)=DiffEVNonMMock
+    DiffEvSpWnML6Mock(1:size(DiffEVPotMock),5)=DiffEVPotMock
+    DiffEvSpWnML6Mock(1:size(DIffEVDepMock),6)=DIffEVDepMock
+    DiffEvSpWnML6Mock(1:size(DiffSPNonML6),7)=DiffSPNonML6
+    DiffEvSpWnML6Mock(1:size(DiffSPPotL6),8)=DiffSPPotL6
+    DiffEvSpWnML6Mock(1:size(DiffSPDepL6),9)=DiffSPDepL6
+    DiffEvSpWnML6Mock(1:size(DiffSPNonMMock),10)=DiffSPNonMMock
+    DiffEvSpWnML6Mock(1:size(DiffSPPotMock),11)=DiffSPPotMock
+    DiffEvSpWnML6Mock(1:size(DiffSPDepMock),12)=DiffSPDepMock
+    %only evoked
+    DiffEvWnML6Mock=nan(318,6)
+    DiffEvWnML6Mock(1:size(DiffEVNonML6),1)=DiffEVNonML6
+    DiffEvWnML6Mock(1:size(DiffEVPotL6),2)=DiffEVPotL6
+    DiffEvWnML6Mock(1:size(DIffEVDepL6),3)=DIffEVDepL6
+    DiffEvWnML6Mock(1:size(DiffEVNonMMock),4)=DiffEVNonMMock
+    DiffEvWnML6Mock(1:size(DiffEVPotMock),5)=DiffEVPotMock
+    DiffEvWnML6Mock(1:size(DIffEVDepMock),6)=DIffEVDepMock
+    %only Spontaneous
+    DiffSpL6Mock=nan(318,6)
+    DiffSpL6Mock(1:size(DiffSPallL6),1)=DiffSPallL6
+    DiffSpL6Mock(1:size(DiffSPPotL6),2)=DiffSPPotL6
+    DiffSpL6Mock(1:size(DiffSPDepL6),3)=DiffSPDepL6
+    DiffSpL6Mock(1:size(DiffSPNonMMock),4)=DiffSPNonMMock
+    DiffSpL6Mock(1:size(DiffSPPotMock),5)=DiffSPPotMock
+    DiffSpL6Mock(1:size(DiffSPDepMock),6)=DiffSPDepMock
+    
+    
+    
+    
+       %name diff evoked l6
+        nameEVdiffL6=cat(2,repmat({'L6EVokDiffNonM'},318,1),repmat({'L6EvokDiffPOT'},318,1)...
+        ,repmat({'L6EVokDiffDEP'},318,1))
+    %name diff evoked mock
+    nameEVdiffMock=cat(2,repmat({'MockEvokDiffNonM'},318,1),repmat({'MockEvokDiffPOT'},318,1)...
+        ,repmat({'MockEvokDiffDEP'},318,1))
+    %name diff sp l6
+        nameSPdiffL6=cat(2,repmat({'L6SpontDiffNonM'},318,1),repmat({'L6SpontDiffPOT'},318,1)...
+        ,repmat({'L6SpontDiffDEP'},318,1))
+    %name diff sp mock
+       nameSPdiffMock=cat(2,repmat({'MockSPontDiffNonM'},318,1),repmat({'MockSpontDiffPOT'},318,1)...
+        ,repmat({'MockSpontDiffDEP'},318,1))
+    
+    nameDiffAll=cat(2,nameEVdiffL6,nameEVdiffMock,nameSPdiffL6,nameSPdiffMock)
+
+
+  MatSignwilkNonMEV=nan(6,6);
+    for x = 1:size(DiffEvL6Mock,2)
+        a=DiffEvL6Mock(:,x);
+        for y = x+1:size(DiffEvL6Mock,2)
+            b=DiffEvL6Mock(:,y);
+            fprintf(1, 'x:%d, y:%d\n', x, y)
+            MatSignwilkNonMEV(y,x)=ranksum(a,b)
+        end
+    end
+
+   
+    MatSignwilkNonMSP=nan(6,6);
+    for r = 1:size(DiffSpL6Mock,2)
+        c=DiffSpL6Mock(:,r);
+        for v = r+1:size(DiffSpL6Mock,2)
+            d=DiffSpL6Mock(:,v);
+            fprintf(1, 'r:%d, v:%d\n', r, v)
+            MatSignwilkNonMSP(v,r)=ranksum(c,d)
+        end
+    end
+        
+     
+MatSignStepNonMEV= (MatSignwilkNonMEV<=0.05) + (MatSignwilkNonMEV<=0.01) + (MatSignwilkNonMEV<=0.001)
+NodatNonM=isnan(MatSignwilkNonMEV)%| MatSignwilkNonMEV>=0.05001
+
+MatSignStepNonMEV(NodatNonM)=NaN
+
+MatSignStepNonMSP= (MatSignwilkNonMSP<=0.05) + (MatSignwilkNonMSP<=0.01) + (MatSignwilkNonMSP<=0.001)
+NodatNonMSp=isnan(MatSignwilkNonMSP)%| MatSignwilkNonMSP>=0.05001
+
+
+MatSignStepNonMSP(NodatNonMSp)=NaN
+
+nameDiffAllEv=nameDiffAll(1,[1:6]);
+nameDiffAllSP=nameDiffAll(1,[7:12]);
+
+figure
+subplot(1,2,1)
+h1=heatmap(MatSignStepNonMEV,'YDisplayLabels',nameDiffAllEv,'XDisplayLabels',nameDiffAllEv,...
+    'MissingDataColor','w','GridVisible','off')
+testCOlor=[0 1 0;0 0.2 0.2; 1 0 0] 
+colormap(testCOlor)
+%ax=axes;
+%ax.Color='none'
+%plot(
+title('Evoked Paired ranksum comparisons L6 vs Mock')
+options=struct(gca)
+cb1=options.Colorbar; 
+
+colorbar off
+ax3=options.Axes
+ax3.YDir='normal'
+subplot(1,2,2)
+h2=heatmap(MatSignStepNonMSP,'YDisplayLabels',nameDiffAllSP,'XDisplayLabels',nameDiffAllSP,...
+    'MissingDataColor','w','GridVisible','off')
+testCOlor=[0 0 0;0.2 0.2 0.2; 0.4 0.4 0.4]
+colormap(testCOlor)
+%ax=axes;
+%ax.Color='none'
+%plot(
+title('Spontaneous Paired ranksum comparisons L6 vs Mock')
+options=struct(gca)
+cb1=options.Colorbar; 
+cb1.Ticks=[0 1 4]
+cb1.TickLabels={'*','**','***'}
+colorbar off
+ax3=options.Axes
+ax3.YDir='normal'
+    
+    
+    
+    
\ No newline at end of file
diff --git a/Jesus/Trains S1_VPM_TRN Comparisons.m b/Jesus/Trains S1_VPM_TRN Comparisons.m
new file mode 100644
index 0000000..144f90a
--- /dev/null
+++ b/Jesus/Trains S1_VPM_TRN Comparisons.m	
@@ -0,0 +1,94 @@
+%% primer stimulo tren VPM TRN S1 Control
+
+%ClustersControlOnsetVPMbad=ClustersControlOnsetVPM>=0 & ClustersControlOnsetVPM<=0.002
+%ClustersControlOnsetVPMbad1=ClustersControlOnsetVPM>=0.101 & ClustersControlOnsetVPM>=0.104;
+%ClustersControlOnsetVPMbad=(ClustersControlOnsetVPM>=0 & ClustersControlOnsetVPM<=2) | (ClustersControlOnsetVPM>=0.100&ClustersControlOnsetVPM<=0.104);
+%ClustersControlOnsetVPM1=ClustersControlOnsetVPM(ClusetersControlONsetVPMbad~=1);
+ClustersControlOnsetVPMms=(ClustersControlOnsetVPM*1000)+3;
+ClustersControlOnsetTRNms=(ClustersControlOnsetTRN*1000)+3;
+ClustersControlOnsetS1ms=(ClustersControlOnsetS1*1000)+3;
+TimePsth=[-197:1:1203-1]
+Binsize=0.001
+
+ClustersControlOnsetVPMTren=ClustersControlOnsetVPMms(:,54:end);
+NclustersVPMTren=size(ClustersControlOnsetVPMms(:,54:end),2);
+NclustersTRNtren=size(ClustersControlOnsetTRNms,2);
+NclustersS1tren=size(ClustersControlOnsetS1ms,2);
+
+NormControlVPM=hist(ClustersControlOnsetVPMTren(:),1400)./(150*(NclustersVPMTren*Binsize));
+figure(1);
+plot(TimePsth,NormControlVPM)
+hold on
+NormControlTRN=hist(ClustersControlOnsetTRNms(:),1400)./(150*NclustersTRNtren*Binsize);
+plot(TimePsth,NormControlTRN)
+NormControlS1=hist(ClustersControlOnsetS1ms(:),1400)./(150*NclustersS1tren*Binsize)
+plot(TimePsth,NormControlS1);
+legend("VPM","TRN","S1Bf");
+xlabel('time (ms)'); ylabel('Firing Rate (Hz)');title('Whisker system Psth Control');xlim([-150 1150]);
+
+saveFigure(figure(1),['Z:/Jesus\LTP_Jesus_Emilio/PopFigures/TRN_VPM_S1figures/HzCircuitPsthControl']);
+
+TimePsth2=[-200:0.5:1200-0.5];
+%probabilidad VPM
+HistVPM=hist(ClustersControlOnsetVPMTren(:),1400); 
+ProbVPM=HistVPM./(sum(HistVPM));
+%probabilidad TRN
+HistTRN=hist(ClustersControlOnsetTRNms(:),1400);
+ProbTRN=HistTRN./(sum(HistTRN));
+%probability S1
+HistS1=hist(ClustersControlOnsetS1ms(:),1400);
+ProbS1=HistS1./(sum(HistS1)); figure(2);
+plot(TimePsth,ProbVPM); hold on;
+plot(TimePsth,ProbTRN);
+plot(TimePsth,ProbS1); hold off;
+legend("VPM","TRN","S1Bf");
+xlabel('time (ms)'); ylabel('Probability');title('Probability Whisker system Psth Control'),;xlim([-150 1150]);
+%save figure
+%foldername='Z:\Jesus\LTP_Jesus_Emilio\PopFigures\TRN_VPM_S1figures'
+%saveas(figure(1),['Z:/Jesus\LTP_Jesus_Emilio/PopFigures/TRN_VPM_S1figures/ProbCircuitPsth.emf']);
+%saveas(figure(1),['Z:/Jesus\LTP_Jesus_Emilio/PopFigures/TRN_VPM_S1figures/ProbCircuitPsth.pdf']);
+%saveas(figure(1),['Z:/Jesus\LTP_Jesus_Emilio/PopFigures/TRN_VPM_S1figures/ProbCircuitPsth.fig']);
+
+saveFigure(figure(2),['Z:/Jesus\LTP_Jesus_Emilio/PopFigures/TRN_VPM_S1figures/ProbCircuitPsthControl']);
+%% afterinduction
+ClustersL200OnsetVPMms=(ClustersL200OnsetVPM*1000)+3;
+ClustersL200OnsetTRNms=(ClustersL200OnsetTRN*1000)+3;
+ClustersL200OnsetS1ms=(ClustersL200OnsetS1*1000)+3;
+TimePsth=[-197:1:1203-1]
+Binsize=0.001
+
+ClustersL200OnsetVPMTren=ClustersL200OnsetVPMms(:,54:end);
+NclustersVPMTrenafter=size(ClustersL200OnsetVPMms(:,54:end),2);
+NclustersTRNtrenafter=size(ClustersL200OnsetTRNms,2);
+NclustersS1trenafter=size(ClustersL200OnsetS1ms,2);
+figure;
+NormControlVPMafter=hist(ClustersL200OnsetVPMTren(:),1400)./(300*NclustersVPMTrenafter*Binsize);
+plot(TimePsth,NormControlVPMafter)
+hold on
+NormControlTRNafter=hist(ClustersL200OnsetTRNms(:),1400)./(300*NclustersTRNtrenafter*Binsize);
+plot(TimePsth,NormControlTRNafter)
+NormControlS1after=hist(ClustersL200OnsetS1ms(:),1400)./(300*NclustersS1trenafter*Binsize)
+plot(TimePsth,NormControlS1after); hold off
+legend("VPM","TRN","S1Bf");
+xlabel('time (ms)'); ylabel('Firing Rate (Hz)');title('Whisker system Psth After-Induction');;xlim([-150 1150]);
+
+saveFigure(figure,['Z:/Jesus\LTP_Jesus_Emilio/PopFigures/TRN_VPM_S1figures/HzCircuitPsth-After']);
+
+%probabilidad VPM
+HistVPMAfter=hist(ClustersL200OnsetVPMTren(:),1400); 
+ProbVPMAfter=HistVPMAfter./(sum(HistVPMAfter));
+%probabilidad TRN
+HistTRNAfter=hist(ClustersL200OnsetTRNms(:),1400);
+ProbTRNAfter=HistTRNAfter./(sum(HistTRNAfter));
+%probability S1
+HistS1After=hist(ClustersL200OnsetS1ms(:),1400);
+ProbS1After=HistS1After./(sum(HistS1After)); figure(2);
+plot(TimePsth,ProbVPMAfter); hold on;
+plot(TimePsth,ProbTRNAfter);
+plot(TimePsth,ProbS1After); hold off;
+legend("VPM","TRN","S1Bf");
+xlabel('time (ms)'); ylabel('Probability');title('probability Whisker system Psth After-Inductiom');;xlim([-150 1150]);
+%save figure
+%foldername='Z:\Jesus\LTP_Jesus_Emilio\PopFigures\TRN_VPM_S1figures'
+
+saveFigure(figure(2),['Z:/Jesus\LTP_Jesus_Emilio/PopFigures/TRN_VPM_S1figures/Prob_CircuitPsth-After']);
\ No newline at end of file
diff --git a/Jesus/TrialLogaritmicRegression.m b/Jesus/TrialLogaritmicRegression.m
new file mode 100644
index 0000000..eb25462
--- /dev/null
+++ b/Jesus/TrialLogaritmicRegression.m
@@ -0,0 +1,35 @@
+% Create random data
+x = y3dsampleTodos(:,1);
+y = y3dsampleTodos(:,2);
+%y(1:50) = x(1:50) > 0.3; % To avoid perfect seperation
+% Fit modelx,
+mdl = fitglm(x, y,'Distribution','binomial');
+xnew = (linspace(0,1281,1281)'); % test data
+ynew = predict(mdl, xnew);
+scatter(x, y);
+hold on;
+%plot(xnew(:,2), ynew);
+plot(xnew,ynew)
+%%
+% Create random data
+x = rand(100, 1);
+y = x > 0.5;
+y(1:50) = x(1:50) > 0.3; % To avoid perfect seperation
+% Fit model
+mdl = fitglm(x, y,"quadratic", "Distribution", "binomial");
+xnew = linspace(0,1,1000)'; % test data
+ynew = predict(mdl, xnew);
+scatter(x, y);
+hold on;
+plot(xnew, ynew);
+%%
+x = xycombined;
+y = xy3DTodosFin(:,3);
+%y(1:50) = x(1:50) > 0.3; % To avoid perfect seperation
+% Fit modelx,
+mdl = fitglm(x, y, "Distribution", "binomial");
+xnew = linspace(0,50000,3000)'; % test data
+ynew = predict(mdl, xnew);
+scatter(x, y);
+hold on;
+plot(xnew, ynew);
\ No newline at end of file
diff --git a/Jesus/Untitled.m b/Jesus/Untitled.m
new file mode 100644
index 0000000..91f386a
--- /dev/null
+++ b/Jesus/Untitled.m
@@ -0,0 +1,14 @@
+ClustersControlOnsetMOCK = nan(2000,size(relativeSpkTmsStruct(1).SpikeTimes(:,1),1));
+for i = 1:size(relativeSpkTmsStruct(1).SpikeTimes(:,1),1)
+    Spikes=cell2mat(relativeSpkTmsStruct(1).SpikeTimes(i,1:end));
+    N= size(Spikes,2);
+    ClustersControlOnsetMOCK (1:N,i) = Spikes;
+end
+
+
+ClustersL200OnsetMOCK = nan(2000,size(relativeSpkTmsStruct(2).SpikeTimes(:,1),1));
+for i = 1:size(relativeSpkTmsStruct(2).SpikeTimes(:,1),1)
+    Spikes=cell2mat(relativeSpkTmsStruct(2).SpikeTimes(i,1:end));
+    N= size(Spikes,2);
+    ClustersL200OnsetMOCK (1:N,i) = Spikes;
+end
\ No newline at end of file
diff --git a/Jesus/Untitled2.m b/Jesus/Untitled2.m
new file mode 100644
index 0000000..2cfeced
--- /dev/null
+++ b/Jesus/Untitled2.m
@@ -0,0 +1,114 @@
+ProbabilitybinAI=nan(50,size(ClustersL200Onset1stVPM,2));
+for i= 1:size(ClustersL200Onset1stVPM,2);
+    latAI=histcounts(ClustersL200Onset1stVPM(ClustersL200Onset1stVPM(:,i)>0.003),50,'Normalization','probability');
+    ProbabilitybinAI(:,i)=latAI;
+end
+%%    
+minlatencyAI=nan(2000,size(ClustersL200Onset1stVPM,2));
+for i= 1:size(ClustersL200Onset1stVPM,2);
+    latenciesAI=ClustersL200Onset1stVPM(ClustersL200Onset1stVPM(:,i)>0.005 & ClustersL200Onset1stVPM(:,i)<0.02);
+    minlatencyAI(1:size(latenciesAI,1),i) = latenciesAI;
+    WminlatencyAI=min(minlatencyAI,[],1)
+end
+%%
+minlatencyS1=nan(size(ClustersControlOnset1stS1,1),size(ClustersControlOnset1stS1,2));
+for i= 1:size(ClustersControlOnset1stS1,2);
+    siglatColS1=ClustersControlOnset1stS1>0.004;
+     BS1=ClustersControlOnset1stS1(siglatColS1(:,i),i)
+    minlatencyS1(1:size(BS1,1),i) = BS1;
+end
+%%
+minlatencyMOCK=nan(size(ClustersControlOnset1stMOCK,1),size(ClustersControlOnset1stMOCK,2));
+for i= 1:size(ClustersControlOnset1stMOCK,2);
+    siglatColMOCK=ClustersControlOnset1stMOCK>0.004;
+     BS1MOCK=ClustersControlOnset1stMOCK(siglatColMOCK(:,i),i)
+    minlatencyMOCK(1:size(BS1MOCK,1),i) = BS1MOCK;
+end
+%%
+minlatencyAIMOCK=nan(size(ClustersL200Onset1stMOCK,1),size(ClustersL200Onset1stMOCK,2));
+for i= 1:size(ClustersL200Onset1stMOCK,2);
+    siglatColAIMOCK=ClustersL200Onset1stMOCK>0.004;
+     BS1AIMOCK=ClustersL200Onset1stMOCK(siglatColAIMOCK(:,i),i)
+    minlatencyAIMOCK(1:size(BS1AIMOCK,1),i) = BS1AIMOCK;
+end
+%%
+minlatencyAI=nan(20000,276);
+for i= 1:size(ClustersL200Onset1stVPM,2);
+    latCol=ClustersL200Onset1stVPM>0.005 & ClustersL200Onset1stVPM<0.015;
+    B=ClustersL200Onset1stVPM(latCol(:,i));
+    minlatencyAI(1:size(B,1),i) = B;
+end
+%%
+minlatencyAI=nan(size(ClustersL200Onset1stVPM,1),size(ClustersL200Onset1stVPM,2));
+idAI=find(ClustersL200Onset1stVPM>=0.005 & ClustersL200Onset1stVPM<=0.015);
+for i=1:size(idAI);
+    minlatencyAI(idAI(i))=ClustersL200Onset1stVPM(idAI(i));
+end
+%%
+minlatency=nan(size(ClustersControlOnset1stVPM,1),size(ClustersControlOnset1stVPM,2));
+idControl=find(ClustersControlOnset1stVPM>=0.005 & ClustersControlOnset1stVPM<=0.015);
+for i=1:size(idControl);
+    minlatency(idControl(i))=ClustersControlOnset1stVPM(idControl(i));
+end
+%%
+minlatencyALL=nan(size(Clusters1stVPM,1),size(Clusters1stVPM,2));
+idALL=find(Clusters1stVPM>=0.005 & Clusters1stVPM<=0.015);
+for i=1:size(idALL);
+    minlatencyALL(idALL(i))=Clusters1stVPM(idALL(i));
+end
+%%
+ClustersControlOnset1stVPMLong=nan(size(ClustersControlOnsetVPM,1),size(ClustersControlOnsetVPM,2));
+id=find(ClustersControlOnsetVPM>=-0.2 & ClustersControlOnsetVPM<=0.05);
+for i=1:size(id);
+ClustersControlOnset1stVPMLong(id(i))=ClustersControlOnsetVPM(id(i));
+end
+zRespControl=zscore(hist(ClustersControlOnset1stVPMLong,500));
+sigRespControl=zRespControl>=1.95;
+Tscale=[-0.200:0.0005:0.05-0.0005];
+
+TWsigResp=nan(250,276);
+for i = 1:size(sigRespControl,2)
+    TsigResp=Tscale(sigRespControl(:,i)==1);
+    TWsigResp(1:size(TsigResp,2),i)=TsigResp;
+end
+TWsigResp=TWsigResp+0.0025
+
+Ctl=nan(size(TWsigResp,1),size(TWsigResp,2));
+for i=1:size(TWsigResp,2)
+    BCtl=TWsigResp>0.005&TWsigResp<0.04;
+    cCtl=TWsigResp(BCtl(:,i),i);
+    Ctl(1:size(cCtl,1),i)=cCtl;
+end
+    
+%%
+ClustersL200Onset1stVPMLong=nan(size(ClustersL200OnsetVPM,1),size(ClustersL200OnsetVPM,2));
+idAI=find(ClustersL200OnsetVPM>=-0.2 & ClustersL200OnsetVPM<=0.05);
+for i=1:size(idAI);
+ClustersL200Onset1stVPMLong(idAI(i))=ClustersL200OnsetVPM(idAI(i));
+end
+zRespAI=zscore(hist(ClustersL200Onset1stVPMLong,500));
+sigRespAI=zRespAI>=1.95;
+Tscale=[-0.200:0.0005:0.05-0.0005];
+
+TWsigRespAI=nan(250,276);
+for i = 1:size(sigRespAI,2)
+    TsigRespAI=Tscale(sigRespAI(:,i)==1);
+    TWsigRespAI(1:size(TsigRespAI,2),i)=TsigRespAI;
+end
+TWsigRespAI=TWsigRespAI+0.0025
+
+C=nan(size(TWsigRespAI,1),size(TWsigRespAI,2));
+for i=1:size(TWsigRespAI,2)
+    B=TWsigRespAI>0.005&TWsigRespAI<0.04;
+    c=TWsigRespAI(B(:,i),i);
+    C(1:size(c,1),i)=c;
+end
+
+    
+
+%%
+minlatency8=[];
+for i= 1:size(ClustersControlOnset1stS1,2);
+    latVPM8=min(ClustersControlOnset1stVPM8(ClustersControlOnset1stVPM8(:,i)>0.004));
+    minlatency8(i,1)=latVPM8;
+end
diff --git a/Jesus/Untitled4.m b/Jesus/Untitled4.m
new file mode 100644
index 0000000..e9d0c8a
--- /dev/null
+++ b/Jesus/Untitled4.m
@@ -0,0 +1,11 @@
+a=yControlOn-yL200On
+b=[]
+for i=1:size(a,2)
+    if a(:,i)>0
+        p=a(i);
+    else b=a(i);
+        ShorterMedianClusters(:,i)=b;
+        LongerMedianClusters(:,i)=p;
+        
+    end
+end
\ No newline at end of file
diff --git a/Jesus/Violin Plot evoked subplot.m b/Jesus/Violin Plot evoked subplot.m
new file mode 100644
index 0000000..b3c4801
--- /dev/null
+++ b/Jesus/Violin Plot evoked subplot.m	
@@ -0,0 +1,56 @@
+
+[yCtrE xCtrE]=ksdensity(evFr(wruIdx&posMod&signMod,1),'Bandwidth',7)
+patch(yCtrE*-1,xCtrE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIE xAIE]=ksdensity(evFr(wruIdx&posMod&signMod,2),'Bandwidth',7)
+patch(yAIE,xAIE,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(68,1)-0.0025,evFr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(68,1)+0.0025,evFr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%deprressed
+
+[yCtrDepE xCtrDepE]=ksdensity(evFr(wruIdx&negMod&signMod,1),'Bandwidth',7)
+patch((yCtrDepE-0.05)*-1,xCtrDepE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDepE xAIDepE]=ksdensity(evFr(wruIdx&negMod&signMod,2),'Bandwidth',7)
+patch((yAIDepE+0.05),xAIDepE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(33,1)+0.0475,evFr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(33,1)+0.0525,evFr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.0475,median(evFr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.0475,median(evFr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.0525,median(evFr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.0525,median(evFr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%all responsive
+
+[yCtrAllE xCtrAllE]=ksdensity(evFr(wruIdx,1),'Bandwidth',7)
+patch((yCtrAllE+0.05)*-1,xCtrAllE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAllE xAIAllE]=ksdensity(evFr(wruIdx,2),'Bandwidth',7)
+patch((yAIAllE-0.05),xAIAllE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(318,1)-0.0475,evFr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(318,1)-0.0525,evFr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.0475,median(evFr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.0475,median(evFr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(-0.0525,median(evFr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.0525,median(evFr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+ylim([-50 300])
+xlim([-0.08 0.08])
+
+set(gca,'XTick',[-0.05 0.0 0.05])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0,50,100,150 200])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+title 'Evoked firing rate for VPM clusters'
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+annotation('line',[0.51 0.76],[0.8 0.8],'LineWidth',1);
+text([0.024],[255],{'Significantly Modulated'},'HorizontalAlignment','center')
+legend('Control','After-Induction','Location','northwest'); box off; hold off
\ No newline at end of file
diff --git a/Jesus/Violin plot VPM Spontaneous.m b/Jesus/Violin plot VPM Spontaneous.m
new file mode 100644
index 0000000..9f818a5
--- /dev/null
+++ b/Jesus/Violin plot VPM Spontaneous.m	
@@ -0,0 +1,72 @@
+%subplot(2,1,1)
+%potentiated
+
+[yCtr xCtr]=ksdensity(pfr(wruIdx&posMod&signMod,1),'Bandwidth',0.7)
+patch(yCtr*-1,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAI xAI]=ksdensity(pfr(wruIdx&posMod&signMod,2),'Bandwidth',0.7)
+patch(yAI,xAI,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(68,1)-0.025,pfr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(68,1)+0.025,pfr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%deprressed
+
+[yCtrDep xCtrDep]=ksdensity(pfr(wruIdx&negMod&signMod,1),'Bandwidth',1)
+patch((yCtrDep-0.5)*-1,xCtrDep,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDep xAIDep]=ksdensity(pfr(wruIdx&negMod&signMod,2),'Bandwidth',1)
+patch((yAIDep+0.5),xAIDep+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(33,1)+0.475,pfr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(33,1)+0.525,pfr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%all responsive
+
+[yCtrAll xCtrAll]=ksdensity(pfr(wruIdx,1),'Bandwidth',1)
+patch((yCtrAll+0.5)*-1,xCtrAll,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAll xAIAll]=ksdensity(pfr(wruIdx,2),'Bandwidth',1)
+patch((yAIAll-0.5),xAIAll+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(318,1)-0.475,pfr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(318,1)-0.525,pfr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.475,median(pfr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.475,median(pfr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(-0.525,median(pfr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.525,median(pfr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+ylim([-5 40])
+title 'VPM Responsive Clusters Distribution'
+set(gca,'XTick',[-0.5:0.5:0.5])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0,10,20,30])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+title 'Spontaneous firing rate for VPM clusters'
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+annotation('line',[0.51 0.76],[0.8 0.8],'LineWidth',1);
+text([0.24],[35],{'Significantly Modulated'},'HorizontalAlignment','center')
+legend('Control','After-Induction','Location','northwest'); box off; hold off
+%% pie 
+
+axes('Position',[0.8 0.8 0.15 0.15])
+pie([68 33])
+colormap([0.25 0.25 0.25; 0.5 0.5 0.5])
+box on
+
+
+
+
+%% C=colormap(hot(100))
+patch(yCtr*-1,xCtr,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+fill(yAI,xAI,C)
+colormap(hot(100))
+colorbar
\ No newline at end of file
diff --git a/Jesus/Violin plot VPM.m b/Jesus/Violin plot VPM.m
new file mode 100644
index 0000000..774b624
--- /dev/null
+++ b/Jesus/Violin plot VPM.m	
@@ -0,0 +1,72 @@
+%subplot(2,1,1)
+%potentiated
+
+[yCtr xCtr]=ksdensity(pfr(wruIdx&posMod&signMod,1),'Bandwidth',0.7)
+patch(yCtr*-1,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAI xAI]=ksdensity(pfr(wruIdx&posMod&signMod,2),'Bandwidth',0.7)
+patch(yAI,xAI,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(68,1)-0.025,pfr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(68,1)+0.025,pfr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%deprressed
+
+[yCtrDep xCtrDep]=ksdensity(pfr(wruIdx&negMod&signMod,1),'Bandwidth',1)
+patch((yCtrDep-0.5)*-1,xCtrDep,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDep xAIDep]=ksdensity(pfr(wruIdx&negMod&signMod,2),'Bandwidth',1)
+patch((yAIDep+0.5),xAIDep+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(33,1)+0.475,pfr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(33,1)+0.525,pfr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%all responsive
+
+[yCtrAll xCtrAll]=ksdensity(pfr(wruIdx,1),'Bandwidth',1)
+patch((yCtrAll+0.5)*-1,xCtrAll,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAll xAIAll]=ksdensity(pfr(wruIdx,2),'Bandwidth',1)
+patch((yAIAll-0.5),xAIAll+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(318,1)-0.475,pfr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(318,1)-0.525,pfr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.475,median(pfr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.475,median(pfr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(-0.525,median(pfr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.525,median(pfr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+ylim([-5 40])
+title 'VPM Responsive Clusters Distribution'
+set(gca,'XTick',[-0.5:0.5:0.5])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0,10,20,30])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+title 'Spontaneous firing rate for VPM clusters'
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+annotation('line',[0.51 0.76],[0.8 0.8],'LineWidth',1);
+text([0.24],[35],{'Significantly Modulated'},'HorizontalAlignment','center')
+legend('Control','After-Induction','Location','northwest'); box off; hold off
+%% pie 
+
+axes('Position',[0.57 0.4 0.15 0.15])
+pie([68 33])
+colormap([0.25 0.25 0.25; 0.5 0.5 0.5])
+box on
+
+
+
+
+%% C=colormap(hot(100))
+patch(yCtr*-1,xCtr,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+fill(yAI,xAI,C)
+colormap(hot(100))
+colorbar
\ No newline at end of file
diff --git a/Jesus/Violin plot evoked and sponatenous.m b/Jesus/Violin plot evoked and sponatenous.m
new file mode 100644
index 0000000..37e385b
--- /dev/null
+++ b/Jesus/Violin plot evoked and sponatenous.m	
@@ -0,0 +1,115 @@
+subplot(2,1,1)
+[yCtrE xCtrE]=ksdensity(evFr(wruIdx&posMod&signMod,1),'Bandwidth',7)
+patch(yCtrE*-1,xCtrE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIE xAIE]=ksdensity(evFr(wruIdx&posMod&signMod,2),'Bandwidth',7)
+patch(yAIE,xAIE,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(68,1)-0.0025,evFr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(68,1)+0.0025,evFr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%deprressed
+
+[yCtrDepE xCtrDepE]=ksdensity(evFr(wruIdx&negMod&signMod,1),'Bandwidth',7)
+patch((yCtrDepE-0.05)*-1,xCtrDepE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDepE xAIDepE]=ksdensity(evFr(wruIdx&negMod&signMod,2),'Bandwidth',7)
+patch((yAIDepE+0.05),xAIDepE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(33,1)+0.0475,evFr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(33,1)+0.0525,evFr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.0475,median(evFr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.0475,median(evFr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.0525,median(evFr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.0525,median(evFr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%all responsive
+
+[yCtrAllE xCtrAllE]=ksdensity(evFr(wruIdx,1),'Bandwidth',7)
+patch((yCtrAllE+0.05)*-1,xCtrAllE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAllE xAIAllE]=ksdensity(evFr(wruIdx,2),'Bandwidth',7)
+subplot(2,1,1)
+patch((yAIAllE-0.05),xAIAllE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7) % evoked
+hold on
+plot(zeros(318,1)-0.0475,evFr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(318,1)-0.0525,evFr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.0475,median(evFr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.0475,median(evFr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(-0.0525,median(evFr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.0525,median(evFr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+ylim([-50 300])
+xlim([-0.08 0.08])
+
+set(gca,'XTick',[-0.05 0.0 0.05])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0,50,100,150 200])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+title 'Evoked firing rate for VPM clusters'
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+annotation('line',[0.51 0.76],[0.85 0.85],'LineWidth',1);
+text([0.025],[255],{'Significantly Modulated'},'HorizontalAlignment','center')
+legend('Control','After-Induction','Location','northwest'); box off; hold off
+%% spontaneous 
+subplot(2,1,2)
+%potentiated
+
+[yCtr xCtr]=ksdensity(pfr(wruIdx&posMod&signMod,1),'Bandwidth',0.7)
+patch(yCtr*-1,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAI xAI]=ksdensity(pfr(wruIdx&posMod&signMod,2),'Bandwidth',0.7)
+patch(yAI,xAI,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(68,1)-0.025,pfr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(68,1)+0.025,pfr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%deprressed
+
+[yCtrDep xCtrDep]=ksdensity(pfr(wruIdx&negMod&signMod,1),'Bandwidth',1)
+patch((yCtrDep-0.5)*-1,xCtrDep,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDep xAIDep]=ksdensity(pfr(wruIdx&negMod&signMod,2),'Bandwidth',1)
+patch((yAIDep+0.5),xAIDep+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(33,1)+0.475,pfr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(33,1)+0.525,pfr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%all responsive
+
+[yCtrAll xCtrAll]=ksdensity(pfr(wruIdx,1),'Bandwidth',1)
+patch((yCtrAll+0.5)*-1,xCtrAll,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAll xAIAll]=ksdensity(pfr(wruIdx,2),'Bandwidth',1)
+patch((yAIAll-0.5),xAIAll+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(318,1)-0.475,pfr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(318,1)-0.525,pfr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.475,median(pfr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.475,median(pfr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(-0.525,median(pfr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.525,median(pfr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+ylim([-5 40])
+title 'VPM Responsive Clusters Distribution'
+set(gca,'XTick',[-0.5:0.5:0.5])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0,10,20,30])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+title 'Spontaneous firing rate for VPM clusters'
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+annotation('line',[0.51 0.76],[0.385 0.385],'LineWidth',1);
+text([0.24],[35],{'Significantly Modulated'},'HorizontalAlignment','center')
+legend('Control','After-Induction','Location','northwest'); box off; hold off
\ No newline at end of file
diff --git a/Jesus/ViolinPlotEvoked&Spontaneous_ubplotbetter.m b/Jesus/ViolinPlotEvoked&Spontaneous_ubplotbetter.m
new file mode 100644
index 0000000..8057812
--- /dev/null
+++ b/Jesus/ViolinPlotEvoked&Spontaneous_ubplotbetter.m
@@ -0,0 +1,123 @@
+posMod=MIevok>=0.001;negMod=MIevok<=-0.001
+h1=subplot(2,1,2)
+[yCtrE xCtrE]=ksdensity(evFr(wruIdx&posMod&signMod,1),'Bandwidth',7)
+patch(yCtrE*-1,xCtrE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIE xAIE]=ksdensity(evFr(wruIdx&posMod&signMod,2),'Bandwidth',7)
+patch(yAIE,xAIE,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(33,1)-0.0025,evFr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(33,1)+0.0025,evFr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+
+%deprressed
+
+[yCtrDepE xCtrDepE]=ksdensity(evFr(wruIdx&negMod&signMod,1),'Bandwidth',7)
+patch((yCtrDepE-0.05)*-1,xCtrDepE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDepE xAIDepE]=ksdensity(evFr(wruIdx&negMod&signMod,2),'Bandwidth',7)
+patch((yAIDepE+0.05),xAIDepE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(38,1)+0.0475,evFr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(38,1)+0.0525,evFr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.0475,median(evFr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0475,median(evFr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.0525,median(evFr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0525,median(evFr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%all responsive
+
+[yCtrAllE xCtrAllE]=ksdensity(evFr(wruIdx,1),'Bandwidth',7)
+patch((yCtrAllE+0.05)*-1,xCtrAllE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAllE xAIAllE]=ksdensity(evFr(wruIdx,2),'Bandwidth',7)
+
+patch((yAIAllE-0.05),xAIAllE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7) % evoked
+hold on
+plot(zeros(251,1)-0.0475,evFr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(251,1)-0.0525,evFr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.0475,median(evFr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0475,median(evFr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(-0.0525,median(evFr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0525,median(evFr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+ylim([-50 300])
+xlim([-0.08 0.08])
+
+set(gca,'XTick',[-0.05 0.0 0.05])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0 40,80,120,160 200])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+title 'Evoked firing rate for VPM clusters'
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+%annotation('line',[0.51 0.76],[0.85 0.85],'LineWidth',1);
+%text([0.025],[255],{'Significantly Modulated'},'HorizontalAlignment','center')
+%legend('Control','After-Induction','Location','northwest'); box off; hold off
+legend('Control','After-Induction'); box off; 
+set(legend,'position',[0.735 0.46 0.21 0.075]); legend boxon
+%% spontaneous 
+h2=subplot(2,1,1)
+h2.XColor=[1 1 1]
+
+%potentiated
+
+[yCtr xCtr]=ksdensity(pfr(wruIdx&posMod&signMod,1),'Bandwidth',0.7)
+patch(yCtr*-1,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAI xAI]=ksdensity(pfr(wruIdx&posMod&signMod,2),'Bandwidth',0.7)
+patch(yAI,xAI,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(33,1)-0.025,pfr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(33,1)+0.025,pfr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%deprressed
+
+[yCtrDep xCtrDep]=ksdensity(pfr(wruIdx&negMod&signMod,1),'Bandwidth',1)
+patch((yCtrDep-0.5)*-1,xCtrDep,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDep xAIDep]=ksdensity(pfr(wruIdx&negMod&signMod,2),'Bandwidth',1)
+patch((yAIDep+0.5),xAIDep+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(38,1)+0.475,pfr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(38,1)+0.525,pfr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%all responsive
+
+[yCtrAll xCtrAll]=ksdensity(pfr(wruIdx,1),'Bandwidth',1)
+patch((yCtrAll+0.5)*-1,xCtrAll,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAll xAIAll]=ksdensity(pfr(wruIdx,2),'Bandwidth',1)
+patch((yAIAll-0.5),xAIAll+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(251,1)-0.475,pfr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(8,1)-0.525,pfr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.475,median(pfr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.475,median(pfr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(-0.525,median(pfr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.525,median(pfr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+ylim([-5 40])
+title 'VPM Responsive Clusters Distribution'
+set(gca,'XTick',[-0.5:0.5:0.5])
+%set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0,10,20,30])
+set(gca,'XTickLabel',[])
+title 'Spontaneous firing rate for VPM clusters'
+%xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+%annotation('line',[0.51 0.76],[0.385 0.385],'LineWidth',1);
+annotation('line',[0.51 0.76],[0.86 0.86],'LineWidth',1);
+text([0.24],[35],{'Significantly Modulated'},'HorizontalAlignment','center')
+set(gcf,'color','w');
+hold off
\ No newline at end of file
diff --git a/Jesus/ViolinPlotEvoked_Spontaneous_ubplotbetter.m b/Jesus/ViolinPlotEvoked_Spontaneous_ubplotbetter.m
new file mode 100644
index 0000000..b0b88a6
--- /dev/null
+++ b/Jesus/ViolinPlotEvoked_Spontaneous_ubplotbetter.m
@@ -0,0 +1,123 @@
+
+h1=subplot(2,1,2)
+[yCtrE xCtrE]=ksdensity(evFr(wruIdx&posMod&signMod,1),'Bandwidth',7)
+patch(yCtrE*-1,xCtrE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIE xAIE]=ksdensity(evFr(wruIdx&posMod&signMod,2),'Bandwidth',7)
+patch(yAIE,xAIE,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(35,1)-0.0025,evFr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(35,1)+0.0025,evFr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+
+%deprressed
+
+[yCtrDepE xCtrDepE]=ksdensity(evFr(wruIdx&negMod&signMod,1),'Bandwidth',7)
+patch((yCtrDepE-0.1)*-1,xCtrDepE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDepE xAIDepE]=ksdensity(evFr(wruIdx&negMod&signMod,2),'Bandwidth',7)
+patch((yAIDepE+0.1),xAIDepE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(13,1)+0.0975,evFr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(13,1)+0.1025,evFr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.0975,median(evFr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0975,median(evFr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.1025,median(evFr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.1025,median(evFr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%all responsive
+
+[yCtrAllE xCtrAllE]=ksdensity(evFr(wruIdx,1),'Bandwidth',7)
+patch((yCtrAllE+0.1)*-1,xCtrAllE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAllE xAIAllE]=ksdensity(evFr(wruIdx,2),'Bandwidth',7)
+
+patch((yAIAllE-0.1),xAIAllE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7) % evoked
+hold on
+plot(zeros(107,1)-0.0975,evFr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(107,1)-0.1025,evFr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.0975,median(evFr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0975,median(evFr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(-0.1025,median(evFr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.1025,median(evFr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+ylim([-50 300])
+xlim([-0.18 0.18])
+
+set(gca,'XTick',[-0.05 0.0 0.05])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0 40,80,120,160 200])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+title 'Evoked firing rate for BC clusters'
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+%annotation('line',[0.51 0.76],[0.85 0.85],'LineWidth',1);
+%text([0.025],[255],{'Significantly Modulated'},'HorizontalAlignment','center')
+%legend('Control','After-Induction','Location','northwest'); box off; hold off
+legend('Control','After-Induction'); box off; 
+set(legend,'position',[0.735 0.46 0.21 0.075]); legend boxon
+%% spontaneous 
+h2=subplot(2,1,1)
+h2.XColor=[1 1 1]
+
+%potentiated
+
+[yCtr xCtr]=ksdensity(pfr(wruIdx&posMod&signMod,1),'Bandwidth',0.7)
+patch(yCtr*-1,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAI xAI]=ksdensity(pfr(wruIdx&posMod&signMod,2),'Bandwidth',0.7)
+patch(yAI,xAI,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(35,1)-0.025,pfr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(35,1)+0.025,pfr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%deprressed
+
+[yCtrDep xCtrDep]=ksdensity(pfr(wruIdx&negMod&signMod,1),'Bandwidth',1)
+patch((yCtrDep-0.5)*-1,xCtrDep,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDep xAIDep]=ksdensity(pfr(wruIdx&negMod&signMod,2),'Bandwidth',1)
+patch((yAIDep+0.5),xAIDep+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(13,1)+0.475,pfr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(13,1)+0.525,pfr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%all responsive
+
+[yCtrAll xCtrAll]=ksdensity(pfr(wruIdx,1),'Bandwidth',1)
+patch((yCtrAll+0.5)*-1,xCtrAll,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAll xAIAll]=ksdensity(pfr(wruIdx,2),'Bandwidth',1)
+patch((yAIAll-0.5),xAIAll+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(107,1)-0.475,pfr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(107,1)-0.525,pfr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.475,median(pfr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.475,median(pfr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(-0.525,median(pfr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.525,median(pfr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+ylim([-5 40])
+title 'VPM Responsive Clusters Distribution'
+set(gca,'XTick',[-0.5:0.5:0.5])
+%set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0,10,20,30])
+set(gca,'XTickLabel',[])
+title 'Spontaneous firing rate for BC clusters'
+%xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+%annotation('line',[0.51 0.76],[0.385 0.385],'LineWidth',1);
+annotation('line',[0.51 0.76],[0.86 0.86],'LineWidth',1);
+text([0.24],[35],{'Significantly Modulated'},'HorizontalAlignment','center')
+set(gcf,'color','w');
+hold off
\ No newline at end of file
diff --git a/Jesus/ViolinPlotEvoked_Spontaneous_ubplotbetterBC.m b/Jesus/ViolinPlotEvoked_Spontaneous_ubplotbetterBC.m
new file mode 100644
index 0000000..fa50957
--- /dev/null
+++ b/Jesus/ViolinPlotEvoked_Spontaneous_ubplotbetterBC.m
@@ -0,0 +1,124 @@
+
+h1=subplot(2,1,2)
+
+[yCtrE xCtrE]=ksdensity(evFr(wruIdx&posMod&signMod,1),'Bandwidth',7)
+patch(yCtrE*-1,xCtrE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIE xAIE]=ksdensity(evFr(wruIdx&posMod&signMod,2),'Bandwidth',7)
+patch(yAIE,xAIE,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(35,1)-0.0025,evFr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(35,1)+0.0025,evFr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+
+%deprressed
+
+[yCtrDepE xCtrDepE]=ksdensity(evFr(wruIdx&negMod&signMod,1),'Bandwidth',7)
+patch((yCtrDepE-0.1)*-1,xCtrDepE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDepE xAIDepE]=ksdensity(evFr(wruIdx&negMod&signMod,2),'Bandwidth',7)
+patch((yAIDepE+0.1),xAIDepE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(13,1)+0.0975,evFr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(13,1)+0.1025,evFr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.0975,median(evFr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0975,median(evFr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.1025,median(evFr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.1025,median(evFr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%all responsive
+
+[yCtrAllE xCtrAllE]=ksdensity(evFr(wruIdx,1),'Bandwidth',7)
+patch((yCtrAllE+0.1)*-1,xCtrAllE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAllE xAIAllE]=ksdensity(evFr(wruIdx,2),'Bandwidth',7)
+
+patch((yAIAllE-0.1),xAIAllE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7) % evoked
+hold on
+plot(zeros(107,1)-0.0975,evFr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(107,1)-0.1025,evFr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.0975,median(evFr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0975,median(evFr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(-0.1025,median(evFr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.1025,median(evFr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+ylim([-50 300])
+xlim([-0.15 0.15])
+
+set(gca,'XTick',[-0.05 0.0 0.05])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0 40,80,120,160 200])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+title 'Evoked firing rate for BC clusters'
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+%annotation('line',[0.51 0.76],[0.85 0.85],'LineWidth',1);
+%text([0.025],[255],{'Significantly Modulated'},'HorizontalAlignment','center')
+%legend('Control','After-Induction','Location','northwest'); box off; hold off
+legend('Control','After-Induction'); box off; 
+set(legend,'position',[0.735 0.46 0.21 0.075]); legend boxon
+%% spontaneous 
+h2=subplot(2,1,1)
+h2.XColor=[1 1 1]
+
+%potentiated
+
+[yCtr xCtr]=ksdensity(pfr(wruIdx&posMod&signMod,1),'Bandwidth',0.7)
+patch(yCtr*-1,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAI xAI]=ksdensity(pfr(wruIdx&posMod&signMod,2),'Bandwidth',0.7)
+patch(yAI,xAI,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(35,1)-0.025,pfr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(35,1)+0.025,pfr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%deprressed
+
+[yCtrDep xCtrDep]=ksdensity(pfr(wruIdx&negMod&signMod,1),'Bandwidth',1)
+patch((yCtrDep-1)*-1,xCtrDep,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDep xAIDep]=ksdensity(pfr(wruIdx&negMod&signMod,2),'Bandwidth',1)
+patch((yAIDep+1),xAIDep+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(13,1)+0.975,pfr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(13,1)+1.025,pfr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.975,median(pfr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.975,median(pfr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+1.025,median(pfr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+1.025,median(pfr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%all responsive
+
+[yCtrAll xCtrAll]=ksdensity(pfr(wruIdx,1),'Bandwidth',1)
+patch((yCtrAll+1)*-1,xCtrAll,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAll xAIAll]=ksdensity(pfr(wruIdx,2),'Bandwidth',1)
+patch((yAIAll-1),xAIAll+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(107,1)-0.975,pfr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(107,1)-1.025,pfr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.975,median(pfr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.975,median(pfr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(-1.025,median(pfr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-1.025,median(pfr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+ylim([-5 40])
+title 'VPM Responsive Clusters Distribution'
+set(gca,'XTick',[-0.5:0.5:0.5])
+%set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0,10,20,30])
+set(gca,'XTickLabel',[])
+title 'Spontaneous firing rate for BC clusters'
+%xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+%annotation('line',[0.51 0.76],[0.385 0.385],'LineWidth',1);
+annotation('line',[0.51 0.76],[0.86 0.86],'LineWidth',1);
+text([0.24],[35],{'Significantly Modulated'},'HorizontalAlignment','center')
+set(gcf,'color','w');
+hold off
\ No newline at end of file
diff --git a/Jesus/ViolinPlotEvoked_Spontaneous_ubplotbetter_TRN.m b/Jesus/ViolinPlotEvoked_Spontaneous_ubplotbetter_TRN.m
new file mode 100644
index 0000000..a75d256
--- /dev/null
+++ b/Jesus/ViolinPlotEvoked_Spontaneous_ubplotbetter_TRN.m
@@ -0,0 +1,121 @@
+h1=subplot(2,1,2)
+[yCtrE xCtrE]=ksdensity(evFr(wruIdx&posMod&signMod,1),'Bandwidth',10)
+patch(yCtrE*-1,xCtrE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIE xAIE]=ksdensity(evFr(wruIdx&posMod&signMod,2),'Bandwidth',10)
+patch(yAIE,xAIE,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(8,1)-0.0025,evFr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(8,1)+0.0025,evFr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%deprressed
+
+[yCtrDepE xCtrDepE]=ksdensity(evFr(wruIdx&negMod&signMod,1),'Bandwidth',7)
+patch((yCtrDepE-0.05)*-1,xCtrDepE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDepE xAIDepE]=ksdensity(evFr(wruIdx&negMod&signMod,2),'Bandwidth',7)
+patch((yAIDepE+0.05),xAIDepE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(20,1)+0.0475,evFr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(20,1)+0.0525,evFr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.0475,median(evFr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0475,median(evFr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.0525,median(evFr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0525,median(evFr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%all responsive
+
+[yCtrAllE xCtrAllE]=ksdensity(evFr(wruIdx,1),'Bandwidth',7)
+patch((yCtrAllE+0.05)*-1,xCtrAllE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAllE xAIAllE]=ksdensity(evFr(wruIdx,2),'Bandwidth',7)
+
+patch((yAIAllE-0.05),xAIAllE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7) % evoked
+hold on
+plot(zeros(84,1)-0.0475,evFr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(84,1)-0.0525,evFr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.0475,median(evFr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0475,median(evFr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(-0.0525,median(evFr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0525,median(evFr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+ylim([-50 300])
+xlim([-0.08 0.08])
+
+set(gca,'XTick',[-0.05 0.0 0.05])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0 40,80,120,160 200])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+title 'Evoked firing rate for VPM clusters'
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+%annotation('line',[0.51 0.76],[0.85 0.85],'LineWidth',1);
+%text([0.025],[255],{'Significantly Modulated'},'HorizontalAlignment','center')
+%legend('Control','After-Induction','Location','northwest'); box off; hold off
+legend('Control','After-Induction'); box off; 
+set(legend,'position',[0.735 0.46 0.21 0.075]); legend boxon
+%% spontaneous 
+h2=subplot(2,1,1)
+h2.XColor=[1 1 1]
+
+%potentiated
+
+[yCtr xCtr]=ksdensity(pfr(wruIdx&posMod&signMod,1),'Bandwidth',0.7)
+patch(yCtr*-1,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAI xAI]=ksdensity(pfr(wruIdx&posMod&signMod,2),'Bandwidth',0.7)
+patch(yAI,xAI,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(8,1)-0.025,pfr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(8,1)+0.025,pfr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%deprressed
+
+[yCtrDep xCtrDep]=ksdensity(pfr(wruIdx&negMod&signMod,1),'Bandwidth',1)
+patch((yCtrDep-0.5)*-1,xCtrDep,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDep xAIDep]=ksdensity(pfr(wruIdx&negMod&signMod,2),'Bandwidth',1)
+patch((yAIDep+0.5),xAIDep+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(20,1)+0.475,pfr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(20,1)+0.525,pfr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%all responsive
+
+[yCtrAll xCtrAll]=ksdensity(pfr(wruIdx,1),'Bandwidth',1)
+patch((yCtrAll+0.5)*-1,xCtrAll,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAll xAIAll]=ksdensity(pfr(wruIdx,2),'Bandwidth',1)
+patch((yAIAll-0.5),xAIAll+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(84,1)-0.475,pfr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(84,1)-0.525,pfr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.475,median(pfr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.475,median(pfr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(-0.525,median(pfr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.525,median(pfr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+ylim([-5 40])
+title 'VPM Responsive Clusters Distribution'
+set(gca,'XTick',[-0.5:0.5:0.5])
+%set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0,10,20,30])
+set(gca,'XTickLabel',[])
+title 'Spontaneous firing rate for VPM clusters'
+%xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+%annotation('line',[0.51 0.76],[0.385 0.385],'LineWidth',1);
+annotation('line',[0.51 0.76],[0.86 0.86],'LineWidth',1);
+text([0.24],[35],{'Significantly Modulated'},'HorizontalAlignment','center')
+set(gcf,'color','w');
+hold off
\ No newline at end of file
diff --git a/Jesus/Violin_Diff_Mock_vs_L6.m b/Jesus/Violin_Diff_Mock_vs_L6.m
new file mode 100644
index 0000000..f4190eb
--- /dev/null
+++ b/Jesus/Violin_Diff_Mock_vs_L6.m
@@ -0,0 +1,147 @@
+%% Violing plot for structure Mock vs real L6 induction difference AfterInduction - control
+DiffMockEVPot=vpmMockEVStrtR.rPot(:,2)-vpmMockEVStrtR.rPot(:,1)
+DiffL6EVPot=vpmL6Evok.rPot(:,2)-vpmL6Evok.rPot(:,1)
+
+h2=subplot(2,1,2)
+[yCtrE xCtrE]=ksdensity(DiffMockEVPot,'Bandwidth',7)
+patch(yCtrE*-1,xCtrE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIE xAIE]=ksdensity(DiffL6EVPot,'Bandwidth',7)
+patch(yAIE,xAIE,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(33,1)-0.0025,DiffMockEVPot,'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(68,1)+0.0025,DiffL6EVPot,'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.0025,median(DiffMockEVPot),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0025,median(DiffMockEVPot),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.0025,median(DiffL6EVPot),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0025,median(DiffL6EVPot),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+%deprressed
+DiffMockEVDep=vpmMockEVStrtR.rDep(:,2)-vpmMockEVStrtR.rDep(:,1)
+DiffL6EVDep=vpmL6Evok.rDep(:,2)-vpmL6Evok.rDep(:,1)
+
+[yCtrDepE xCtrDepE]=ksdensity(DiffMockEVDep,'Bandwidth',7)
+patch((yCtrDepE-0.075)*-1,xCtrDepE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDepE xAIDepE]=ksdensity(DiffL6EVDep,'Bandwidth',7)
+patch((yAIDepE+0.075),xAIDepE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(38,1)+0.0725,DiffMockEVDep,'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(33,1)+0.0775,DiffL6EVDep,'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.0725,median(DiffMockEVDep),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0725,median(DiffMockEVDep),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.0775,median(DiffL6EVDep),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0775,median(DiffL6EVDep),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%all responsive
+DiffMockEVAll=vpmMockEVStrtR.All_Resp(:,2)-vpmMockEVStrtR.All_Resp(:,1)
+DiffL6EVAll=vpmL6Evok.evokAll(:,2)-vpmL6Evok.evokAll(:,1)
+
+
+[yCtrAllE xCtrAllE]=ksdensity(DiffMockEVAll,'Bandwidth',7)
+patch((yCtrAllE+0.075)*-1,xCtrAllE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAllE xAIAllE]=ksdensity(DiffL6EVAll,'Bandwidth',7)
+
+patch((yAIAllE-0.075),xAIAllE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7) % evoked
+hold on
+plot(zeros(318,1)-0.0725,DiffL6EVAll,'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(251,1)-0.0775,DiffMockEVAll,'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.0725,median(DiffL6EVAll),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0725,median(DiffL6EVAll),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(-0.0775,median(DiffMockEVAll),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0775,median(DiffMockEVAll),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+ylim([-160 160])
+xlim([-0.125 0.125])
+
+set(gca,'XTick',[-0.07 0.0 0.07])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[-120 -80 -40  0 40 80 120])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+%titl=title ('      Evoked VPM firing rate  After Induction: \newlineDifference (AI-Control) L6 vs Sham stimulation')
+%set(titl,'horizontalAlignment','Center')
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+%annotation('line',[0.51 0.76],[0.85 0.85],'LineWidth',1);
+%text([0.025],[255],{'Significantly Modulated'},'HorizontalAlignment','center')
+%legend('Control','After-Induction','Location','northwest'); box off; hold off
+legend('Sham Induction','L6 Induction'); box off; 
+set(legend,'position',[0.735 0.46 0.21 0.075]); legend boxon
+
+%% Violing plot for structure Mock vs real L6 induction difference AfterInduction - control Spontaneous
+DiffMockSPPot=vpmMockSPstrR.rPot(:,2)-vpmMockSPstrR.rPot(:,1)
+DiffL6SPPot=vpmL6spont.rPot(:,2)-vpmL6spont.rPot(:,1)
+
+h1=subplot(2,1,1)
+h1.XColor=[1 1 1]
+[yCtrE xCtrE]=ksdensity(DiffMockSPPot,'Bandwidth',1.5)
+patch(yCtrE*-1,xCtrE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIE xAIE]=ksdensity(DiffL6SPPot,'Bandwidth',1.5)
+patch(yAIE,xAIE,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(33,1)-0.01,DiffMockSPPot,'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(68,1)+0.01,DiffL6SPPot,'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.0125,median(DiffMockSPPot),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.0125,median(DiffMockSPPot),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.0125,median(DiffL6SPPot),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.0125,median(DiffL6SPPot),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+%deprressed
+DiffMockSPDep=vpmMockSPstrR.rDep(:,2)-vpmMockSPstrR.rDep(:,1)
+DiffL6SPDep=vpmL6spont.rDep(:,2)-vpmL6spont.rDep(:,1)
+
+[yCtrDepE xCtrDepE]=ksdensity(DiffMockSPDep,'Bandwidth',1.5)
+patch((yCtrDepE-0.375)*-1,xCtrDepE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDepE xAIDepE]=ksdensity(DiffL6SPDep,'Bandwidth',1.5)
+patch((yAIDepE+0.375),xAIDepE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(38,1)+0.365,DiffMockSPDep,'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(33,1)+0.385,DiffL6SPDep,'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.365,median(DiffMockSPDep),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.365,median(DiffMockSPDep),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(+0.385,median(DiffL6SPDep),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(+0.385,median(DiffL6SPDep),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+
+%all responsive
+DiffMockSPAll=vpmMockSPstrR.All_Resp(:,2)-vpmMockSPstrR.All_Resp(:,1)
+DiffL6SPAll=vpmL6spont.evokAll(:,2)-vpmL6spont.evokAll(:,1)
+
+
+[yCtrAllE xCtrAllE]=ksdensity(DiffMockSPAll,'Bandwidth',7)
+patch((yCtrAllE+0.375)*-1,xCtrAllE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAllE xAIAllE]=ksdensity(DiffL6SPAll,'Bandwidth',7)
+
+patch((yAIAllE-0.375),xAIAllE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7) % evoked
+hold on
+plot(zeros(318,1)-0.365,DiffL6SPAll,'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(251,1)-0.385,DiffMockEVAll,'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.365,median(DiffL6EVAll),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.365,median(DiffL6EVAll),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+plot(-0.385,median(DiffMockEVAll),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',6)
+plot(-0.385,median(DiffMockEVAll),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',6)
+ylim([-50 50])
+xlim([-0.625 0.625])
+set(gca,'XTick',[-0.375 0.0 0.375])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[-50 -25 0 25 50])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+%titl=title ('      Evoked VPM firing rate  After Induction: \newlineDifference (AI-Control) L6 vs Sham stimulation')
+%set(titl,'horizontalAlignment','Center')
+%xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+%annotation('line',[0.51 0.76],[0.85 0.85],'LineWidth',1);
+%text([0.025],[255],{'Significantly Modulated'},'HorizontalAlignment','center')
+%legend('Control','After-Induction','Location','northwest'); box off; hold off
+legend('Sham Induction','L6 Induction'); box off; 
+set(legend,'position',[0.735 0.46 0.21 0.075]); legend boxon
+set(gcf,'color','w');
+hold off
+%%
+ylim([-100 70])
+annotation('line',[0.505 0.53],[0.81 0.81],'LineWidth',1);
+annotation('line',[0.735 0.76],[0.81 0.81],'LineWidth',1);
+annotation('line',[0.2725 0.2975],[0.81 0.81],'LineWidth',1);
+text([0],[50],{'ns'},'HorizontalAlignment','center','fontsize',14)
+text([-0.375],[50],{'***'},'HorizontalAlignment','center','fontsize',14)
+text([0.375],[50],{'ns'},'HorizontalAlignment','center','fontsize',14)
\ No newline at end of file
diff --git a/Jesus/Violinplotevokedandsponatenous.m b/Jesus/Violinplotevokedandsponatenous.m
new file mode 100644
index 0000000..81386d5
--- /dev/null
+++ b/Jesus/Violinplotevokedandsponatenous.m
@@ -0,0 +1,115 @@
+subplot(2,1,1)
+[yCtrE xCtrE]=ksdensity(evFr(wruIdx&posMod&signMod,1),'Bandwidth',7)
+patch(yCtrE*-1,xCtrE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIE xAIE]=ksdensity(evFr(wruIdx&posMod&signMod,2),'Bandwidth',7)
+patch(yAIE,xAIE,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(68,1)-0.0025,evFr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])    
+plot(zeros(68,1)+0.0025,evFr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.0025,median(evFr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.0025,median(evFr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%deprressed
+
+[yCtrDepE xCtrDepE]=ksdensity(evFr(wruIdx&negMod&signMod,1),'Bandwidth',7)
+patch((yCtrDepE-0.05)*-1,xCtrDepE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDepE xAIDepE]=ksdensity(evFr(wruIdx&negMod&signMod,2),'Bandwidth',7)
+patch((yAIDepE+0.05),xAIDepE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(33,1)+0.0475,evFr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(33,1)+0.0525,evFr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.0475,median(evFr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.0475,median(evFr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.0525,median(evFr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.0525,median(evFr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%all responsive
+
+[yCtrAllE xCtrAllE]=ksdensity(evFr(wruIdx,1),'Bandwidth',7)
+patch((yCtrAllE+0.05)*-1,xCtrAllE,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAllE xAIAllE]=ksdensity(evFr(wruIdx,2),'Bandwidth',7)
+subplot(2,1,1)
+patch((yAIAllE-0.05),xAIAllE+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7) % evoked
+hold on
+plot(zeros(318,1)-0.0475,evFr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(318,1)-0.0525,evFr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.0475,median(evFr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.0475,median(evFr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(-0.0525,median(evFr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.0525,median(evFr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+ylim([-50 300])
+xlim([-0.08 0.08])
+
+set(gca,'XTick',[-0.05 0.0 0.05])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0,50,100,150 200])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+title 'Evoked firing rate for VPM clusters'
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+annotation('line',[0.51 0.76],[0.85 0.85],'LineWidth',1);
+text([0.025],[255],{'Significantly Modulated'},'HorizontalAlignment','center')
+legend('Control','After-Induction','Location','northwest'); box on; hold off
+%% spontaneous 
+subplot(2,1,2)
+%potentiated
+
+[yCtr xCtr]=ksdensity(pfr(wruIdx&posMod&signMod,1),'Bandwidth',0.7)
+patch(yCtr*-1,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAI xAI]=ksdensity(pfr(wruIdx&posMod&signMod,2),'Bandwidth',0.7)
+patch(yAI,xAI,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(68,1)-0.025,pfr(wruIdx&posMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(68,1)+0.025,pfr(wruIdx&posMod&signMod,2),'k^','MarkerFaceColor',[0.7 0 0])
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.025,median(pfr(wruIdx&posMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.025,median(pfr(wruIdx&posMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%deprressed
+
+[yCtrDep xCtrDep]=ksdensity(pfr(wruIdx&negMod&signMod,1),'Bandwidth',1)
+patch((yCtrDep-0.5)*-1,xCtrDep,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIDep xAIDep]=ksdensity(pfr(wruIdx&negMod&signMod,2),'Bandwidth',1)
+patch((yAIDep+0.5),xAIDep+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(33,1)+0.475,pfr(wruIdx&negMod&signMod,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(zeros(33,1)+0.525,pfr(wruIdx&negMod&signMod,2),'kv','MarkerFaceColor',[0.7 0 0])
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.475,median(pfr(wruIdx&negMod&signMod,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(+0.525,median(pfr(wruIdx&negMod&signMod,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+
+%all responsive
+
+[yCtrAll xCtrAll]=ksdensity(pfr(wruIdx,1),'Bandwidth',1)
+patch((yCtrAll+0.5)*-1,xCtrAll,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+[yAIAll xAIAll]=ksdensity(pfr(wruIdx,2),'Bandwidth',1)
+patch((yAIAll-0.5),xAIAll+1,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.7)
+hold on
+plot(zeros(318,1)-0.475,pfr(wruIdx,2),'ksquare','MarkerFaceColor',[0.7 0 0])
+plot(zeros(318,1)-0.525,pfr(wruIdx,1),'ksquare','MarkerFaceColor',[0 0 0.7])
+plot(-0.475,median(pfr(wruIdx,2)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.475,median(pfr(wruIdx,2)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+plot(-0.525,median(pfr(wruIdx,1)),'w*','MarkerFaceColor',[0 0 0],'MarkerSize',8)
+plot(-0.525,median(pfr(wruIdx,1)),'ko','MarkerFaceColor',[1 1 1],'MarkerSize',8)
+ylim([-5 40])
+title 'VPM Responsive Clusters Distribution'
+set(gca,'XTick',[-0.5:0.5:0.5])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+set(gca,'yTick',[0,10,20,30])
+set(gca,'XTickLabel',["Responsive All", "Potentiated","Depressed"])
+title 'Spontaneous firing rate for VPM clusters'
+xlabel("VPM Clusters")
+ylabel("Firing Rate [Hz]")
+annotation('line',[0.51 0.76],[0.385 0.385],'LineWidth',1);
+text([0.24],[35],{'Significantly Modulated'},'HorizontalAlignment','center')
+legend('Control','After-Induction','Location','northwest'); box off; hold off
\ No newline at end of file
diff --git a/Jesus/arrayfun_examples_sum_mean.m b/Jesus/arrayfun_examples_sum_mean.m
new file mode 100644
index 0000000..2a721fc
--- /dev/null
+++ b/Jesus/arrayfun_examples_sum_mean.m
@@ -0,0 +1,515 @@
+% introduction to anonymous functions
+
+ out = arrayfun(@(var2) arrayfun(@(var1) sum(x(var1,var2,1:2:end),3), 1:size(x,1)), 1:size(x,2),'UniformOutput',false)
+ out = arrayfun(@(var2) arrayfun(@(var1) sum(x(var1,var2,1:2:end),3), 1:size(x,1), 'UniformOutput', false), 1:size(x,2), 'UniformOutput', false)
+ 
+ 
+out = cat(1, out{:});
+out
+
+out =
+
+     2     3     4     5     6     7     8     9    10    11
+     3     4     5     6     7     8     9    10    11    12
+     4     5     6     7     8     9    10    11    12    13
+     5     6     7     8     9    10    11    12    13    14
+     6     7     8     9    10    11    12    13    14    15
+     7     8     9    10    11    12    13    14    15    16
+     8     9    10    11    12    13    14    15    16    17
+     9    10    11    12    13    14    15    16    17    18
+    10    11    12    13    14    15    16    17    18    19
+    11    12    13    14    15    16    17    18    19    20
+    12    13    14    15    16    17    18    19    20    21
+    13    14    15    16    17    18    19    20    21    22
+
+out = arrayfun(@(var2) arrayfun(@(var1) var1 + var2, 1:size(x,1)), 1:size(x,2), 'UniformOutput', false);
+out = arrayfun(@(var2) arrayfun(@(var1) x(var1) + x(var2), 1:size(x,1)), 1:size(x,2), 'UniformOutput', false);
+ arrayfun(@(var2) arrayfun(@(var1) x(var1) + x(var2), 1:size(x,1)), 1:size(x,2), 'UniformOutput', false);
+x
+
+x(:,:,1) =
+
+    43    54    78    52    26    92    18    27    65    46    59    55
+    10    66    43    95    23     1    73    77    68    67    55    65
+    60    41    10    64    67    47    48    19    64    78    87    55
+    48    82    27    96    85    43    16    29    95    36    27    73
+    70    72    16    25    35    47    35    10    21    67    32    53
+    70    97    29    68    79    78    61    58    71    42    12   100
+    64    54    45    29    68    33    20    69    24    85    94    22
+     4    33    53    68     1    79    74    55    12    84    65    11
+     7    11    46    70    61    48    25    43    61    26    48    11
+    32    62    88     7    39     4    92    65    46    62    64     7
+
+
+x(:,:,2) =
+
+    41    70    35    74    83    80    52    54    86    62    74    77
+    45    10    15    40    43    95    89     9    57    99    59    59
+    37    53    59    69    89    33    59    12    93    53    25    93
+    77    54    27    71    40    68    16    14    70    48    67    59
+    63    87     5    45    77    44    20    68    59    81     9     2
+    78    49    76     2    40    84    41    50    82    23    63    13
+    94    40    25    34    81    77    75    19    88    50    67    87
+    98    68    45    43    76    17    83    50    99    91    73    49
+    20    75    69    28    38    87    79    15     1    58    90    85
+    14    53    36    20    22    99    32     6    87    85    99    21
+
+
+x(:,:,3) =
+
+    56    15    13    95    74    14    56    99    18    92    90    46
+    63    19    50     9     7     4    86    54    36    11     8    11
+     4     5    86    11    87    94    35    71     6    75    25   100
+    62    64    88    15    94    31    45   100    53    74     6    34
+    37    29    28    17    99    30     6    29    34    57    45    30
+     5    54    21    63    86    34    18    42    18    19     2     7
+    49    70    57    58    79    47    67    47    21    60    90    30
+    20    50    65     6    52    65    34    77    91    30    20     5
+    13    54    42    94    18     3    90    82    68    14    10    51
+    21    45    21    73    40    85    12    11    47    22    31    77
+
+arrayfun(@(var2) arrayfun(@(var1) x(var1) + x(var2), 1:size(x,1)), 1:size(x,2), 'UniformOutput', false);
+out = arrayfun(@(var2) arrayfun(@(var1) x(var1) + x(var2), 1:size(x,1)), 1:size(x,2), 'UniformOutput', false);
+out = arrayfun(@(var2) arrayfun(@(var1) x(var1) + x(var2), 1:size(x,1)), 1:size(x,2), 'UniformOutput', false);
+out = arrayfun(@(var2) arrayfun(@(var1) x(var1) + x(var2), 1:size(x,1)), 1:size(x,2), 'UniformOutput', false);
+out = arrayfun(@(var2) arrayfun(@(var1) x(var1) + x(var2), 1:size(x,1)), 1:size(x,2), 'UniformOutput', false)
+
+out =
+
+  1×12 cell array
+
+  Columns 1 through 7
+
+    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}
+
+  Columns 8 through 12
+
+    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}
+
+out = arrayfun(@(var2) arrayfun(@(var1) mean(x(var1,var2,:),3), 1:size(x,1)), 1:size(x,2), 'UniformOutput', false)
+
+out =
+
+  1×12 cell array
+
+  Columns 1 through 7
+
+    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}
+
+  Columns 8 through 12
+
+    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}
+
+out = cat(1, out{:});
+out = cat(1, out{:})
+Brace indexing is not supported for variables of this type.
+ 
+out
+
+out =
+
+   46.6667   39.3333   33.6667   62.3333   56.6667   51.0000   69.0000   40.6667   13.3333   22.3333
+   46.3333   31.6667   33.0000   66.6667   62.6667   66.6667   54.6667   50.3333   46.6667   53.3333
+   42.0000   36.0000   51.6667   47.3333   16.3333   42.0000   42.3333   54.3333   52.3333   48.3333
+   73.6667   48.0000   48.0000   60.6667   29.0000   44.3333   40.3333   39.0000   64.0000   33.3333
+   61.0000   24.3333   81.0000   73.0000   70.3333   68.3333   76.0000   43.0000   39.0000   33.6667
+   62.0000   33.3333   58.0000   47.3333   40.3333   65.3333   52.3333   53.6667   46.0000   62.6667
+   42.0000   82.6667   47.3333   25.6667   20.3333   40.0000   54.0000   63.6667   64.6667   45.3333
+   60.0000   46.6667   34.0000   47.6667   35.6667   50.0000   45.0000   60.6667   46.6667   27.3333
+   56.3333   53.6667   54.3333   72.6667   38.0000   57.0000   44.3333   67.3333   43.3333   60.0000
+   66.6667   59.0000   68.6667   52.6667   68.3333   28.0000   65.0000   68.3333   32.6667   56.3333
+   74.3333   40.6667   45.6667   33.3333   28.6667   25.6667   83.6667   52.6667   49.3333   64.6667
+   59.3333   45.0000   82.6667   55.3333   28.3333   40.0000   46.3333   21.6667   49.0000   35.0000
+
+x
+
+x(:,:,1) =
+
+    43    54    78    52    26    92    18    27    65    46    59    55
+    10    66    43    95    23     1    73    77    68    67    55    65
+    60    41    10    64    67    47    48    19    64    78    87    55
+    48    82    27    96    85    43    16    29    95    36    27    73
+    70    72    16    25    35    47    35    10    21    67    32    53
+    70    97    29    68    79    78    61    58    71    42    12   100
+    64    54    45    29    68    33    20    69    24    85    94    22
+     4    33    53    68     1    79    74    55    12    84    65    11
+     7    11    46    70    61    48    25    43    61    26    48    11
+    32    62    88     7    39     4    92    65    46    62    64     7
+
+
+x(:,:,2) =
+
+    41    70    35    74    83    80    52    54    86    62    74    77
+    45    10    15    40    43    95    89     9    57    99    59    59
+    37    53    59    69    89    33    59    12    93    53    25    93
+    77    54    27    71    40    68    16    14    70    48    67    59
+    63    87     5    45    77    44    20    68    59    81     9     2
+    78    49    76     2    40    84    41    50    82    23    63    13
+    94    40    25    34    81    77    75    19    88    50    67    87
+    98    68    45    43    76    17    83    50    99    91    73    49
+    20    75    69    28    38    87    79    15     1    58    90    85
+    14    53    36    20    22    99    32     6    87    85    99    21
+
+
+x(:,:,3) =
+
+    56    15    13    95    74    14    56    99    18    92    90    46
+    63    19    50     9     7     4    86    54    36    11     8    11
+     4     5    86    11    87    94    35    71     6    75    25   100
+    62    64    88    15    94    31    45   100    53    74     6    34
+    37    29    28    17    99    30     6    29    34    57    45    30
+     5    54    21    63    86    34    18    42    18    19     2     7
+    49    70    57    58    79    47    67    47    21    60    90    30
+    20    50    65     6    52    65    34    77    91    30    20     5
+    13    54    42    94    18     3    90    82    68    14    10    51
+    21    45    21    73    40    85    12    11    47    22    31    77
+
+x>50
+
+  10×12×3 logical array
+
+ans(:,:,1) =
+
+   0   1   1   1   0   1   0   0   1   0   1   1
+   0   1   0   1   0   0   1   1   1   1   1   1
+   1   0   0   1   1   0   0   0   1   1   1   1
+   0   1   0   1   1   0   0   0   1   0   0   1
+   1   1   0   0   0   0   0   0   0   1   0   1
+   1   1   0   1   1   1   1   1   1   0   0   1
+   1   1   0   0   1   0   0   1   0   1   1   0
+   0   0   1   1   0   1   1   1   0   1   1   0
+   0   0   0   1   1   0   0   0   1   0   0   0
+   0   1   1   0   0   0   1   1   0   1   1   0
+
+
+ans(:,:,2) =
+
+   0   1   0   1   1   1   1   1   1   1   1   1
+   0   0   0   0   0   1   1   0   1   1   1   1
+   0   1   1   1   1   0   1   0   1   1   0   1
+   1   1   0   1   0   1   0   0   1   0   1   1
+   1   1   0   0   1   0   0   1   1   1   0   0
+   1   0   1   0   0   1   0   0   1   0   1   0
+   1   0   0   0   1   1   1   0   1   0   1   1
+   1   1   0   0   1   0   1   0   1   1   1   0
+   0   1   1   0   0   1   1   0   0   1   1   1
+   0   1   0   0   0   1   0   0   1   1   1   0
+
+
+ans(:,:,3) =
+
+   1   0   0   1   1   0   1   1   0   1   1   0
+   1   0   0   0   0   0   1   1   0   0   0   0
+   0   0   1   0   1   1   0   1   0   1   0   1
+   1   1   1   0   1   0   0   1   1   1   0   0
+   0   0   0   0   1   0   0   0   0   1   0   0
+   0   1   0   1   1   0   0   0   0   0   0   0
+   0   1   1   1   1   0   1   0   0   1   1   0
+   0   0   1   0   1   1   0   1   1   0   0   0
+   0   1   0   1   0   0   1   1   1   0   0   1
+   0   0   0   1   0   1   0   0   0   0   0   1
+
+arrayfun(@(varEm) varEm>50, x(:,:,:))
+
+  10×12×3 logical array
+
+ans(:,:,1) =
+
+   0   1   1   1   0   1   0   0   1   0   1   1
+   0   1   0   1   0   0   1   1   1   1   1   1
+   1   0   0   1   1   0   0   0   1   1   1   1
+   0   1   0   1   1   0   0   0   1   0   0   1
+   1   1   0   0   0   0   0   0   0   1   0   1
+   1   1   0   1   1   1   1   1   1   0   0   1
+   1   1   0   0   1   0   0   1   0   1   1   0
+   0   0   1   1   0   1   1   1   0   1   1   0
+   0   0   0   1   1   0   0   0   1   0   0   0
+   0   1   1   0   0   0   1   1   0   1   1   0
+
+
+ans(:,:,2) =
+
+   0   1   0   1   1   1   1   1   1   1   1   1
+   0   0   0   0   0   1   1   0   1   1   1   1
+   0   1   1   1   1   0   1   0   1   1   0   1
+   1   1   0   1   0   1   0   0   1   0   1   1
+   1   1   0   0   1   0   0   1   1   1   0   0
+   1   0   1   0   0   1   0   0   1   0   1   0
+   1   0   0   0   1   1   1   0   1   0   1   1
+   1   1   0   0   1   0   1   0   1   1   1   0
+   0   1   1   0   0   1   1   0   0   1   1   1
+   0   1   0   0   0   1   0   0   1   1   1   0
+
+
+ans(:,:,3) =
+
+   1   0   0   1   1   0   1   1   0   1   1   0
+   1   0   0   0   0   0   1   1   0   0   0   0
+   0   0   1   0   1   1   0   1   0   1   0   1
+   1   1   1   0   1   0   0   1   1   1   0   0
+   0   0   0   0   1   0   0   0   0   1   0   0
+   0   1   0   1   1   0   0   0   0   0   0   0
+   0   1   1   1   1   0   1   0   0   1   1   0
+   0   0   1   0   1   1   0   1   1   0   0   0
+   0   1   0   1   0   0   1   1   1   0   0   1
+   0   0   0   1   0   1   0   0   0   0   0   1
+
+out = arrayfun(@(var2) arrayfun(@(var1) x(var1,var2,:) > 50, 1:size(x,1)), 1:size(x,2), 'UniformOutput', false)
+Error using arrayfun
+Non-scalar in Uniform output, at index 1, output 1.
+Set 'UniformOutput' to false.
+
+Error in (var2)arrayfun(@(var1)x(var1,var2,:)>50,1:size(x,1))
+ 
+out = arrayfun(@(var2) arrayfun(@(var1) x(var1,var2,:) > 50, 1:size(x,1), 'UniformOutput', false), 1:size(x,2), 'UniformOutput', false)
+
+out =
+
+  1×12 cell array
+
+  Columns 1 through 8
+
+    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}
+
+  Columns 9 through 12
+
+    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}
+
+out = cat(1, out{:})
+
+out =
+
+  12×10 cell array
+
+  Columns 1 through 6
+
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+
+  Columns 7 through 10
+
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}    {1×1×3 logical}
+
+x
+
+x(:,:,1) =
+
+    43    54    78    52    26    92    18    27    65    46    59    55
+    10    66    43    95    23     1    73    77    68    67    55    65
+    60    41    10    64    67    47    48    19    64    78    87    55
+    48    82    27    96    85    43    16    29    95    36    27    73
+    70    72    16    25    35    47    35    10    21    67    32    53
+    70    97    29    68    79    78    61    58    71    42    12   100
+    64    54    45    29    68    33    20    69    24    85    94    22
+     4    33    53    68     1    79    74    55    12    84    65    11
+     7    11    46    70    61    48    25    43    61    26    48    11
+    32    62    88     7    39     4    92    65    46    62    64     7
+
+
+x(:,:,2) =
+
+    41    70    35    74    83    80    52    54    86    62    74    77
+    45    10    15    40    43    95    89     9    57    99    59    59
+    37    53    59    69    89    33    59    12    93    53    25    93
+    77    54    27    71    40    68    16    14    70    48    67    59
+    63    87     5    45    77    44    20    68    59    81     9     2
+    78    49    76     2    40    84    41    50    82    23    63    13
+    94    40    25    34    81    77    75    19    88    50    67    87
+    98    68    45    43    76    17    83    50    99    91    73    49
+    20    75    69    28    38    87    79    15     1    58    90    85
+    14    53    36    20    22    99    32     6    87    85    99    21
+
+
+x(:,:,3) =
+
+    56    15    13    95    74    14    56    99    18    92    90    46
+    63    19    50     9     7     4    86    54    36    11     8    11
+     4     5    86    11    87    94    35    71     6    75    25   100
+    62    64    88    15    94    31    45   100    53    74     6    34
+    37    29    28    17    99    30     6    29    34    57    45    30
+     5    54    21    63    86    34    18    42    18    19     2     7
+    49    70    57    58    79    47    67    47    21    60    90    30
+    20    50    65     6    52    65    34    77    91    30    20     5
+    13    54    42    94    18     3    90    82    68    14    10    51
+    21    45    21    73    40    85    12    11    47    22    31    77
+
+x=randi(100,10,12,5)
+
+x(:,:,1) =
+
+    64    75    70    55    69    75    79    49    12    11    68    10
+     9     2    56    49    14    24    37    16    79    94    43     1
+     9     5    40    90    73    74    21    79    30    19    46    43
+    78    67     7    80    12    98     9    11    61    27    61    66
+    91    61    79    74    12    87    78    30    97    80     6    73
+    54    53    34     6    65     9    21    24    44    49    32    54
+    11    73    61     8    33    37    39    54    70    77    78    11
+    83    71    75     9    66    37    56    10    76    40    70    64
+    34    79    11    80    75    69    23    41    44    28    13    13
+    30    29    13    95    59    60    65    11    66     4    14    14
+
+
+x(:,:,2) =
+
+    10    56    99    16    60    13    76    17    81     3    76    32
+    15    19    18    39    34     3    75    67    75    93    23    82
+    17    22    26    17    30    30    75    90    13    66     7    79
+    20     8    40    76    46    32    11    52    53    94    77    86
+    32    92     8    88    43    66    69    71    33    17    68    51
+    32    71    69    36    36    96    47    16    55    93    72    64
+    22    56    41    69    56    94    22    96    40    80    65    96
+    26    32    99    30    75    46    10    55    42    58    42    45
+    90    17    41    54    43    25    83    68    19    45    40     7
+    71    63    63    84    43    77    18     4    26    26    82    87
+
+
+x(:,:,3) =
+
+    64    19    23    63    28    99    14    95    42    36    79    23
+    36    73    38     3    25     7    22    68    61    98    70    27
+   100    38     9    92    46    94    19    99    76    35     1    68
+    23    85    65    81    23     2     5    77    59    89    85    48
+    66    74    19    75    81    69    11    34    56    46    93    63
+    61    58     5    82    99    79    62    67    59    42    78    24
+    39    18    73    39     3    54    94    25    52    22     5    18
+    15    96    35    62    54    89    36    30     9    13    38    83
+     3    27    67    58     9    90    42    69    72    31    71    77
+    43    93    39    54    81    63    99    53   100    73    73    94
+
+
+x(:,:,4) =
+
+    11    32    51    72    84    50    29    72    51    59    41    94
+    19    18    44    62    33    70    24    86    49    68    13    40
+    10    34   100    35    56    98    72    29    88    37    27     5
+    49    22    82    94    98    33    63    74    36    63    26    35
+    20    52    49    13    55    84    60    14    45    82    34    74
+    90    91    90    74    34    74    67    84    97     2    16    80
+    10    63    14    65    62    96     5    14     5     9    35    55
+     5    11    40    84    37     4    35    59    98    98    13    69
+    56    40    93    40    76    36    46    37    19    66    89    90
+    78     6    92    75    42    67    25    81    67    24    10     6
+
+
+x(:,:,5) =
+
+    31    29    51     3    95    83    41    39    46    28    58    12
+     5    55    65    56    55    85    67    46    21    72    33    82
+    20    99    31    31    73    38    94    25    90    29    46    33
+    73    72    14    94    58    60    82    79    77    90    72    25
+    73    84    48    99     3    88    49    89    89    83    89    35
+    88    44    37    29    45    94    76    92    29    40    73    38
+    59    48    79    81    65    67    42    56    68    50     2    55
+     8    57    79    90    53    21    98    60    67    70    68    57
+    93    27    67    60    38    66    99    15    13    84    44    40
+    81    75    14    89    94     8    87    90    41    61    44    40
+
+out = arrayfun(@(var2) arrayfun(@(var1) sum(x(var1,var2,1:2:end),3), 1:size(x,1), 'UniformOutput', false), 1:size(x,2), 'UniformOutput', false)
+
+out =
+
+  1×12 cell array
+
+    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}    {1×10 cell}
+
+out = arrayfun(@(var2) arrayfun(@(var1) sum(x(var1,var2,1:2:end),3), 1:size(x,1)), 1:size(x,2))
+Error using arrayfun
+Non-scalar in Uniform output, at index 1, output 1.
+Set 'UniformOutput' to false.
+ 
+out = arrayfun(@(var2) arrayfun(@(var1) sum(x(var1,var2,1:2:end),3), 1:size(x,1)), 1:size(x,2),'UniformOutput',false)
+
+out =
+
+  1×12 cell array
+
+    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}
+
+out = cat(2, out{:})
+
+out =
+
+  Columns 1 through 35
+
+   159    50   129   174   230   203   109   106   130   154   123   130   142   224   219   155   139   224   133   197   144   159    80    86   146    76   213   189   145    66   121   108   213   255   248
+
+  Columns 36 through 70
+
+   117   128   161   198   238   192    94   192    93    96   209   101   173   122   234   257   116   206   160   244   182   158   147   225   131   134   126   134    96   138   159   175   190   164   251
+
+  Columns 71 through 105
+
+   183   130   203   167   153   183   135   100   125   154   100   161   196   197   242   132   190   152   129   207    75   264    83   206   209   131   149   123   143   138   205   146    93   218   188
+
+  Columns 106 through 120
+
+   183    85   176   128   131    45   110   144   139   171   116    84   204   130   148
+
+out = cat(1, out{:})
+Brace indexing is not supported for variables of this type.
+ 
+out = arrayfun(@(var2) arrayfun(@(var1) sum(x(var1,var2,1:2:end),3), 1:size(x,1)), 1:size(x,2),'UniformOutput',false)
+
+out =
+
+  1×12 cell array
+
+    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}    {1×10 double}
+
+out = cat(1, out{:})
+
+out =
+
+   159    50   129   174   230   203   109   106   130   154
+   123   130   142   224   219   155   139   224   133   197
+   144   159    80    86   146    76   213   189   145    66
+   121   108   213   255   248   117   128   161   198   238
+   192    94   192    93    96   209   101   173   122   234
+   257   116   206   160   244   182   158   147   225   131
+   134   126   134    96   138   159   175   190   164   251
+   183   130   203   167   153   183   135   100   125   154
+   100   161   196   197   242   132   190   152   129   207
+    75   264    83   206   209   131   149   123   143   138
+   205   146    93   218   188   183    85   176   128   131
+    45   110   144   139   171   116    84   204   130   148
+
+size(out)
+
+ans =
+
+    12    10
+
+size(x)
+
+ans =
+
+    10    12     5
+
+size(out)
+
+ans =
+
+    12    10
+
+out = arrayfun(@(var2) arrayfun(@(var1) sum(x(var1,var2,1:2:end),3), 1:size(x,1), 'UniformOutput', false), 1:size(x,2), 'UniformOutput', false)
\ No newline at end of file
diff --git a/Jesus/cdfForAllConditions.m b/Jesus/cdfForAllConditions.m
index a9b8403..e22e38a 100644
--- a/Jesus/cdfForAllConditions.m
+++ b/Jesus/cdfForAllConditions.m
@@ -1,4 +1,4 @@
-
+x
 %CdfOff response
 
 figure(71);
diff --git a/Jesus/chiCuadrado.m b/Jesus/chiCuadrado.m
new file mode 100644
index 0000000..c138bfb
--- /dev/null
+++ b/Jesus/chiCuadrado.m
@@ -0,0 +1,10 @@
+tbl = [68, 33, 217;...
+       33, 35, 180];
+sumCol = sum(tbl)';
+sumFil = sum(tbl,2)';
+multSum = (sumCol * sumFil)';
+esperado = multSum / sum(tbl(:));
+resChi = ((tbl - esperado).^2)./esperado;
+resChi = sum(resChi(:));
+figure; plot(0:100, chi2pdf(0:100, 2))
+hold on; scatter(resChi, chi2pdf(resChi,2))
\ No newline at end of file
diff --git a/Jesus/clusterstomat.m b/Jesus/clusterstomat.m
index dd61ed1..1c8b711 100644
--- a/Jesus/clusterstomat.m
+++ b/Jesus/clusterstomat.m
@@ -1,4 +1,4 @@
-ClustersControlOnset = nan(1200,size(relativeSpkTmsStruct(6).SpikeTimes(:,1),1));
+ClustersControlOnset = nan(2000,size(relativeSpkTmsStruct(6).SpikeTimes(:,1),1));
 for i = 1:size(relativeSpkTmsStruct(6).SpikeTimes(:,1),1)
     Spikes=cell2mat(relativeSpkTmsStruct(6).SpikeTimes(i,1:end));
     N= size(Spikes,2);
@@ -7,7 +7,7 @@
 
 save('ClustersControlOnset.mat','ClustersControlOnset')
 
-ClustersL200Onset = nan(1200,size(relativeSpkTmsStruct(5).SpikeTimes(:,1),1));
+ClustersL200Onset = nan(2000,size(relativeSpkTmsStruct(5).SpikeTimes(:,1),1));
 for i = 1:size(relativeSpkTmsStruct(5).SpikeTimes(:,1),1)
     Spikes=cell2mat(relativeSpkTmsStruct(5).SpikeTimes(i,1:end));
     N= size(Spikes,2);
@@ -15,7 +15,7 @@
 end
 save('ClustersL200Onset.mat','ClustersL200Onset')
 
-ClustersL100Onset = nan(1200,size(relativeSpkTmsStruct(4).SpikeTimes(:,1),1));
+ClustersL100Onset = nan(2000,size(relativeSpkTmsStruct(4).SpikeTimes(:,1),1));
 for i = 1:size(relativeSpkTmsStruct(4).SpikeTimes(:,1),1)
     Spikes=cell2mat(relativeSpkTmsStruct(4).SpikeTimes(i,1:end));
     N= size(Spikes,2);
@@ -23,7 +23,7 @@
 end
 save('ClustersL100Onset.mat','ClustersL100Onset')
 
-ClustersL50Onset = nan(1200,size(relativeSpkTmsStruct(3).SpikeTimes(:,1),1));
+ClustersL50Onset = nan(2000,size(relativeSpkTmsStruct(3).SpikeTimes(:,1),1));
 for i = 1:size(relativeSpkTmsStruct(3).SpikeTimes(:,1),1)
     Spikes=cell2mat(relativeSpkTmsStruct(3).SpikeTimes(i,1:end));
     N= size(Spikes,2);
@@ -31,7 +31,7 @@
 end
 save('ClustersL50Onset.mat','ClustersL50Onset')
 
-ClustersL10Onset = nan(1200,size(relativeSpkTmsStruct(2).SpikeTimes(:,1),1));
+ClustersL10Onset = nan(20000,size(relativeSpkTmsStruct(2).SpikeTimes(:,1),1));
 for i = 1:size(relativeSpkTmsStruct(2).SpikeTimes(:,1),1)
     Spikes=cell2mat(relativeSpkTmsStruct(2).SpikeTimes(i,1:end));
     N= size(Spikes,2);
@@ -39,11 +39,11 @@
 end
 save('ClustersL10Onset.mat','ClustersL10Onset')
 
-ClustersL1Onset = nan(1200,size(relativeSpkTmsStruct(1).SpikeTimes(:,1),1));
+ClustersL1Onset = nan(20000,size(relativeSpkTmsStruct(1).SpikeTimes(:,1),1));
 for i = 1:size(relativeSpkTmsStruct(1).SpikeTimes(:,1),1)
     Spikes=cell2mat(relativeSpkTmsStruct(1).SpikeTimes(i,1:end));
     N= size(Spikes,2);
     ClustersL1Onset (1:N,i) = Spikes;
 end
-save('ClustersL1Onset.mat','ClustersL1Onset')
+
 
diff --git a/Jesus/cutsignalimproved.m b/Jesus/cutsignalimproved.m
new file mode 100644
index 0000000..9738f6a
--- /dev/null
+++ b/Jesus/cutsignalimproved.m
@@ -0,0 +1,31 @@
+[a1 a2 a3 a4]=pulsewidth(piezo);%obtain flags, test is a portion of a signal as an example.a2 contains the onset flags,
+%a3 contains the offset flags. a4 contains the time duraction between onset
+%and offset in time.
+%fs = 1/signal sample interval
+%make sure fs is equal in all signals!! fs=fs/sampling interval
+a5=round(a2); 
+fs=1/Control_LTP_Ch68.interval;
+t=[1/fs:1/fs:size(v)/fs];%time scale 
+%onset flag
+%v1 is just a lfp signal to be plotted loaded in the workspace colum vector
+ct=[];
+for i=1:size(a5,1);
+    spike=Control1(a5(i)-round(0.001*fs):1:a5(i)+round(0.1*fs));%cut signal
+    ct(:,i)=spike;
+end
+a6=0;
+figure
+   subplot(3,1,1);
+    plot(ct)
+  wavecontrol=mean(ct(:,1:150),2);
+  waveafterind=mean(ct(:,151:390),2);
+  subplot(3,1,2)
+ plot(wavecontrol);
+ hold on;
+ plot(waveafterind);
+ hold off
+ subplot(3,1,3)
+ plot(mean(ct,2));
+ allwave=mean(ct,2);
+ hold off
+ figure; plot(allwave);
\ No newline at end of file
diff --git a/Jesus/cutsignallfp.m b/Jesus/cutsignallfp.m
new file mode 100644
index 0000000..b0b0883
--- /dev/null
+++ b/Jesus/cutsignallfp.m
@@ -0,0 +1,20 @@
+[a1 a2 a3 a4]=pulsewidth(test);%obtain flags, test is a portion of a signal as an example.a2 contains the onset flags,
+%a3 contains the offset flags. a4 contains the time duraction between onset
+%and offset in time.
+%fs = 1/signal sample interval
+a5=round(a2); 
+t=[1/fs:1/fs:size(v)/fs];%time scale 
+%onset flag
+%v1 is just a lfp signal to be plotted loaded in the workspace colum vector
+ct=[];
+for i=1:size(a5,1);
+    spike=v1(a5(i)-50:1:a5(i)+30000);%cut signal
+    ct(:,i)=spike
+end
+a6=0;
+x2=[(a6-50:1:a6+30000)/fs];%time scale for evoked potentials
+   subplot(2,1,1);
+    plot(x2,ct,x2,test(a5));
+  wave=mean(ct,2);
+  subplot(2,1,2)
+  plot(x2,wave)
\ No newline at end of file
diff --git a/Jesus/data for KS2.m b/Jesus/data for KS2.m
new file mode 100644
index 0000000..4919232
--- /dev/null
+++ b/Jesus/data for KS2.m	
@@ -0,0 +1,69 @@
+vectorBSandM1CVG=zeros(13,max(round(mean(BSandM1CVG,2))))
+for i = 1:size(BSandM1CVG,1)
+ approxMeanBSandM1=round(mean(BSandM1CVG,2))
+ repBSandM1=repmat(i,approxMeanBSandM1(i),1)
+    vectorBSandM1CVG(i,1:size(repBSandM1))=repBSandM1
+end
+
+vectorBSandS1CVG=zeros(13,max(round(mean(BSandS1CVG,2))))
+for i = 1:size(BSandS1CVG,1)
+ approxMeanBSandS1=round(mean(BSandS1CVG,2))
+ repBSandS1=repmat(i,approxMeanBSandS1(i),1)
+    vectorBSandS1CVG(i,1:size(repBSandS1))=repBSandS1
+end
+
+
+%V=[0 1 0 ;0 0 0; 1 1 1 ]
+%test1=zeros(719,591);
+
+for i=1:size(V,1);
+    for ii=1:size(V,2);
+        if V(i,ii)==0;
+            test1(i,ii)=0;
+        elseif V(i,ii)==1;
+            test1(i,ii)=200;
+            break
+        end
+    end
+end
+
+
+ 
+%V=[1 0 1 0 ;0 0 0 1; 1 1 1 1;0 1 0 1 ];
+%test=zeros(4,4);
+for ii=1:size(V,2);
+     for i=1:size(V,1);
+        if V(i,ii)==0;
+            test(i,ii)=0;
+        elseif V(i,ii)==1;
+            test(i,ii)=200;
+            break
+        end
+    end
+end
+
+for ii=flip(1:size(V,2));
+     for i=flip(1:size(V,1));
+        if V(i,ii)==0;
+            test3(i,ii)=0;
+        elseif V(i,ii)==1;
+            test3(i,ii)=200;
+            break
+        end
+    end
+end   
+
+for i=flip(1:size(V,1));
+    for ii=flip(1:size(V,2));
+        if V(i,ii)==0;
+            test4(i,ii)=0;
+        elseif V(i,ii)==1;
+            test4(i,ii)=200;
+            break
+        end
+    end
+end
+test2=test1+test+test3+test4
+imagesc(test2)
+colormapJes=[1 1 1; 0 0 0; 0 0 0;0 0 0]
+    
\ No newline at end of file
diff --git a/Jesus/data_for_KS2_and_contour slice_extractor.m b/Jesus/data_for_KS2_and_contour slice_extractor.m
new file mode 100644
index 0000000..4fdd430
--- /dev/null
+++ b/Jesus/data_for_KS2_and_contour slice_extractor.m	
@@ -0,0 +1,167 @@
+vectorBSandM1CVG=zeros(13,max(round(mean(BSandM1CVG,2))))
+for i = 1:size(BSandM1CVG,1)
+ approxMeanBSandM1=round(mean(BSandM1CVG,2))
+ repBSandM1=repmat(i,approxMeanBSandM1(i),1)
+    vectorBSandM1CVG(i,1:size(repBSandM1))=repBSandM1
+end
+vectorBSandM1CVG(vectorBSandM1CVG==0)=nan
+
+vectorBSandS1CVG=zeros(13,max(round(mean(BSandS1CVG,2))))
+for i = 1:size(BSandS1CVG,1)
+ approxMeanBSandS1=round(mean(BSandS1CVG,2))
+ repBSandS1=repmat(i,approxMeanBSandS1(i),1)
+    vectorBSandS1CVG(i,1:size(repBSandS1))=repBSandS1
+end
+
+vectorBSandS1CVG(vectorBSandS1CVG==0)=nan
+
+
+vectorS1andM1CVG=zeros(13,max(round(mean(M1andS1CVG,2))))
+for i = 1:size(M1andS1CVG,1)
+ approxMeanS1andM1=round(mean(M1andS1CVG,2))
+ repS1andM1=repmat(i,approxMeanS1andM1(i),1)
+    vectorS1andM1CVG(i,1:size(repS1andM1))=repS1andM1
+end
+vectorS1andM1CVG(vectorS1andM1CVG==0)=nan
+
+%%
+vectorBSRC=zeros(13,max(round(mean(BSRC,2))))
+for i = 1:size(BSRC,1)
+ approxMeanBSRC=round(mean(BSRC,2))
+ repBSRC=repmat(i,approxMeanBSRC(i),1)
+    vectorBSRC(i,1:size(repBSRC))=repBSRC
+end
+vectorBSRC(vectorBSRC==0)=nan
+vectorM1RC=zeros(13,max(round(mean(M1RC,2))))
+for i = 1:size(M1RC,1)
+ approxMeanM1RC=round(mean(M1RC,2))
+ repM1RC=repmat(i,approxMeanM1RC(i),1)
+    vectorM1RC(i,1:size(repM1RC))=repM1RC
+end
+vectorM1RC(vectorM1RC==0)=nan
+vectorS1RC=zeros(13,max(round(mean(S1RC,2))))
+for i = 1:size(S1RC,1)
+ approxMeanS1RC=round(mean(S1RC,2))
+ repS1RC=repmat(i,approxMeanS1RC(i),1)
+    vectorS1RC(i,1:size(repS1RC))=repS1RC
+end
+vectorS1RC(vectorS1RC==0)=nan
+
+
+i
+
+vectorM1RCT=zeros(13,max(sum(M1RC,2)))
+for i = 1:size(M1RC,1)
+ approxMeanM1RC=sum(M1RC,2)
+ repM1RC=repmat(i,approxMeanM1RC(i),1)
+    vectorM1RCT(i,1:size(repM1RC))=repM1RC
+end
+vectorM1RCT(vectorM1RCT==0)=nan
+
+
+%% extract contours slices
+%V=[0 1 0 ;0 0 0; 1 1 1 ]
+%close all
+V=T(:,:,1)<=240;%grey values on inverted jpeg file
+V=imresize(V,0.1);
+test1=[]
+for i=1:size(V,1);
+    for ii=1:size(V,2);
+        if V(i,ii)==0;
+            test1(i,ii)=0;
+        elseif V(i,ii)==1;
+            test1(i,ii)=200;
+            break
+        end
+    end
+end
+
+ 
+%V=[1 0 1 0 ;0 0 0 1; 1 1 1 1;0 1 0 1 ];
+%test=zeros(4,4);
+test=[]
+for ii=1:size(V,2);
+     for i=1:size(V,1);
+        if V(i,ii)==0;
+            test(i,ii)=0;
+        elseif V(i,ii)==1;
+            test(i,ii)=200;
+            break
+        end
+    end
+end
+
+test3=[]
+
+for ii=flip(1:size(V,2));
+     for i=flip(1:size(V,1));
+        if V(i,ii)==0;
+            test3(i,ii)=0;
+        elseif V(i,ii)==1;
+            test3(i,ii)=200;
+            break
+        end
+    end
+end   
+
+test4=[]
+
+for i=flip(1:size(V,1));
+    for ii=flip(1:size(V,2));
+        if V(i,ii)==0;
+            test4(i,ii)=0;
+        elseif V(i,ii)==1;
+            test4(i,ii)=200;
+            break
+        end
+    end
+end
+test2=test1+test%+test3+test4
+figure
+imshow(T);
+h=gca;h.Visible='on'
+figure
+imagesc(test2)
+colormapJes=[1 1 1; 0 0 0; 0 0 0;0 0 0]
+colormap(colormapJes); axis ij
+[x y]=find(test2>=1);
+figure
+plot(y/61,x/61,'k*','MarkerSize',1); axis ij
+hold on
+
+
+%change values of V for labeled cell area detection 
+V1=T(:,:,1)<=70;
+V1=imresize(V1,0.1);
+[x1,y1]=find(V1==1);
+plot(y1/61,x1/61,'ro','MarkerSize',3,'MarkerFaceColor',[1 0 0]); axis ij %pixel size is 0.61*factor of 10 of IMresize
+k=boundary(x1,y1,1);
+patch(y1(k)/61,x1(k)/61,[1, 0 0],'FaceAlpha',0.5,'LineStyle','none')
+
+%%
+figure
+plot(NeuronLoc(1:291,3),NeuronLoc(1:291,4),'ro','MarkerFaceColor','r')
+hold on
+plot(NeuronLoc(292:end,3),NeuronLoc(292:end,4),'go','MarkerFaceColor','g')
+%%
+figure
+
+plot((xmc/0.61)*10,(ymc/0.61)*10,'r*','MarkerSize',0.7,'MarkerEdgeColor',[1 0 0])
+hold on
+kmc=boundary(x1mc,y1mc,0.9)
+p1=patch((x1mc(kmc)/0.61)*10,(y1mc(kmc)/0.61)*10,[1 0 0],'FaceAlpha',0.4,'LineStyle','none')
+plot((xsc/0.61)*10,(ysc/0.61)*10,'b*','MarkerSize',0.7,'MarkerEdgeColor',[0 0 1])
+ksc=boundary(x1sc,y1sc,0.9)
+p2=patch((x1sc(ksc)/0.61)*10,(y1sc(ksc)/0.61)*10,[0 0 1],'FaceAlpha',0.4,'LineStyle','none')
+plot((xbs/0.61)*10,(ybs/0.61)*10,'g*','MarkerSize',0.7,'MarkerEdgeColor',[0 1 0])
+kbs=boundary(x1bs,y1bs,0.9)
+p3=patch((x1bs(kbs)/0.61)*10,(y1bs(kbs)/0.61)*10,[0 1 0],'FaceAlpha',0.4,'LineStyle','none')
+title('Location of MC, BC, BS recepient areas in SC ')
+legend([p1 p2 p3],{'MC','BC','BS'},'Location','southeast')
+set(gca,'XTick',0:500:2500)
+%set(gca,'YTickLabel',["0","0.5","1","1.5","2.0","2.5"
+ylim([0 2800])
+xlim([0 2800])
+view([90 90]);
+xlabel('Ventral<---->Dorsal (µm)')
+ylabel('Lateral<---->Medial (µm)')
\ No newline at end of file
diff --git a/Jesus/duration.m b/Jesus/duration.m
new file mode 100644
index 0000000..eb7706c
--- /dev/null
+++ b/Jesus/duration.m
@@ -0,0 +1,143 @@
+%% VPM Control
+ClustersControlOnset1stVPMLong=nan(size(ClustersControlOnsetVPM,1),size(ClustersControlOnsetVPM,2));
+id=find(ClustersControlOnsetVPM>=-0.2 & ClustersControlOnsetVPM<=0.05);
+for i=1:size(id);
+ClustersControlOnset1stVPMLong(id(i))=ClustersControlOnsetVPM(id(i));
+end
+zRespControl=zscore(hist(ClustersControlOnset1stVPMLong,500));
+sigRespControl=zRespControl>=1.95;
+Tscale=[-0.200:0.0005:0.05-0.0005];
+
+TWsigResp=nan(250,size(ClustersControlOnset1stVPM,2));
+for i = 1:size(sigRespControl,2)
+    TsigResp=Tscale(sigRespControl(:,i)==1);
+    TWsigResp(1:size(TsigResp,2),i)=TsigResp;
+end
+TWsigResp=TWsigResp+0.0025
+
+Ctl=nan(size(TWsigResp,1),size(TWsigResp,2));
+for i=1:size(TWsigResp,2)
+    BCtl=TWsigResp>0.005&TWsigResp<0.04;
+    cCtl=TWsigResp(BCtl(:,i),i);
+    Ctl(1:size(cCtl,1),i)=cCtl;
+end
+    
+%% VPM AI
+ClustersL200Onset1stVPMLong=nan(size(ClustersL200OnsetVPM,1),size(ClustersL200OnsetVPM,2));
+idAI=find(ClustersL200OnsetVPM>=-0.2 & ClustersL200OnsetVPM<=0.05);
+for i=1:size(idAI);
+ClustersL200Onset1stVPMLong(idAI(i))=ClustersL200OnsetVPM(idAI(i));
+end
+zRespAI=zscore(hist(ClustersL200Onset1stVPMLong,500));
+sigRespAI=zRespAI>=1.95;
+Tscale=[-0.200:0.0005:0.05-0.0005];
+
+TWsigRespAI=nan(250,size(ClustersL200Onset1stVPM,2));
+for i = 1:size(sigRespAI,2)
+    TsigRespAI=Tscale(sigRespAI(:,i)==1);
+    TWsigRespAI(1:size(TsigRespAI,2),i)=TsigRespAI;
+end
+TWsigRespAI=TWsigRespAI+0.0025
+
+C=nan(size(TWsigRespAI,1),size(TWsigRespAI,2));
+for i=1:size(TWsigRespAI,2)
+    B=TWsigRespAI>0.005&TWsigRespAI<0.04;
+    c=TWsigRespAI(B(:,i),i);
+    C(1:size(c,1),i)=c;
+end
+%% S1 Control
+ClustersControlOnset1stS1Long=nan(size(ClustersControlOnsetS1,1),size(ClustersControlOnsetS1,2));
+idS1=find(ClustersControlOnsetS1>=-0.2 & ClustersControlOnsetS1<=0.05);
+for i=1:size(idS1);
+ClustersControlOnset1stS1Long(idS1(i))=ClustersControlOnsetS1(idS1(i));
+end
+zRespControlS1=zscore(hist(ClustersControlOnset1stS1Long,500));
+sigRespControlS1=zRespControlS1>=1.95;
+Tscale=[-0.200:0.0005:0.05-0.0005];
+
+TWsigRespS1=nan(250,size(ClustersControlOnset1stS1,2));
+
+for i = 1:size(sigRespControlS1,2)
+    TsigRespS1=Tscale(sigRespControlS1(:,i)==1);
+    TWsigRespS1(1:size(TsigRespS1,2),i)=TsigRespS1;
+end
+TWsigRespS1=TWsigRespS1+0.0025
+
+CtlS1=nan(size(TWsigRespS1,1),size(TWsigRespS1,2));
+for i=1:size(TWsigRespS1,2)
+    BCtlS1=TWsigRespS1>0.005&TWsigRespS1<0.04;
+    cCtlS1=TWsigRespS1(BCtlS1(:,i),i);
+    CtlS1(1:size(cCtlS1,1),i)=cCtlS1;
+end
+    
+%% S1 Laser
+ClustersL200Onset1stS1Long=nan(size(ClustersL200OnsetS1,1),size(ClustersL200OnsetS1,2));
+idAIS1=find(ClustersL200OnsetS1>=-0.2 & ClustersL200OnsetS1<=0.05);
+for i=1:size(idAIS1);
+ClustersL200Onset1stS1Long(idAIS1(i))=ClustersL200OnsetS1(idAIS1(i));
+end
+zRespAIS1=zscore(hist(ClustersL200Onset1stS1Long,500));
+sigRespAIS1=zRespAIS1>=1.95;
+Tscale=[-0.200:0.0005:0.05-0.0005];
+
+TWsigRespAIS1=nan(250,size(ClustersL200Onset1stS1,2));
+for i = 1:size(sigRespAIS1,2)
+    TsigRespAIS1=Tscale(sigRespAIS1(:,i)==1);
+    TWsigRespAIS1(1:size(TsigRespAIS1,2),i)=TsigRespAIS1;
+end
+TWsigRespAIS1=TWsigRespAIS1+0.0025
+
+CS1=nan(size(TWsigRespAIS1,1),size(TWsigRespAIS1,2));
+for i=1:size(TWsigRespAIS1,2)
+    BS1=TWsigRespAIS1>0.005&TWsigRespAIS1<0.04;
+    cS1=TWsigRespAIS1(BS1(:,i),i);
+    CS1(1:size(cS1,1),i)=cS1;
+end
+%% TRN Control
+ClustersControlOnset1stTRNLong=nan(size(ClustersControlOnsetTRN,1),size(ClustersControlOnsetTRN,2));
+idTRN=find(ClustersControlOnsetTRN>=-0.2 & ClustersControlOnsetTRN<=0.05);
+for i=1:size(idTRN);
+ClustersControlOnset1stTRNLong(idTRN(i))=ClustersControlOnsetTRN(idTRN(i));
+end
+zRespControlTRN=zscore(hist(ClustersControlOnset1stTRNLong,500));
+sigRespControlTRN=zRespControlTRN>=1.95;
+Tscale=[-0.200:0.0005:0.05-0.0005];
+
+TWsigRespTRN=nan(250,size(ClustersControlOnset1stTRN,2));
+for i = 1:size(sigRespControlTRN,2)
+    TsigRespTRN=Tscale(sigRespControlTRN(:,i)==1);
+    TWsigRespTRN(1:size(TsigRespTRN,2),i)=TsigRespTRN;
+end
+TWsigRespTRN=TWsigRespTRN+0.0025
+
+CtlTRN=nan(size(TWsigRespTRN,1),size(TWsigRespTRN,2));
+for i=1:size(TWsigRespTRN,2)
+    BCtlTRN=TWsigRespTRN>0.005&TWsigRespTRN<0.04;
+    cCtlTRN=TWsigRespTRN(BCtlTRN(:,i),i);
+    CtlTRN(1:size(cCtlTRN,1),i)=cCtlTRN;
+end
+    
+%% TRN Laser
+ClustersL200Onset1stTRNLong=nan(size(ClustersL200OnsetTRN,1),size(ClustersL200OnsetTRN,2));
+idAITRN=find(ClustersL200OnsetTRN>=-0.2 & ClustersL200OnsetTRN<=0.05);
+for i=1:size(idAITRN);
+ClustersL200Onset1stTRNLong(idAITRN(i))=ClustersL200OnsetTRN(idAITRN(i));
+end
+zRespAITRN=zscore(hist(ClustersL200Onset1stTRNLong,500));
+sigRespAITRN=zRespAITRN>=1.95;
+Tscale=[-0.200:0.0005:0.05-0.0005];
+
+TWsigRespAITRN=nan(250,size(ClustersL200Onset1stTRN,2));
+for i = 1:size(sigRespAITRN,2)
+    TsigRespAITRN=Tscale(sigRespAITRN(:,i)==1);
+    TWsigRespAITRN(1:size(TsigRespAITRN,2),i)=TsigRespAITRN;
+end
+TWsigRespAITRN=TWsigRespAITRN+0.0025;
+
+CTRN=nan(size(TWsigRespAITRN,1),size(TWsigRespAITRN,2));
+for i=1:size(TWsigRespAITRN,2)
+    BTRN=TWsigRespAITRN>0.005&TWsigRespAITRN<0.04;
+    cTRN=TWsigRespAITRN(BTRN(:,i),i);
+    CTRN(1:size(cTRN,1),i)=cTRN;
+end
+
diff --git a/Jesus/eCDFcontrol-after.m b/Jesus/eCDFcontrol-after.m
new file mode 100644
index 0000000..71e4c84
--- /dev/null
+++ b/Jesus/eCDFcontrol-after.m
@@ -0,0 +1,257 @@
+%cdfplot(control)
+figure
+subplot(2,5,[1 2])
+VPMControlON1st=AllControlOnVPM(AllControlOnVPM<=0.020 & AllControlOnVPM>=0.002);
+TRNControlON1st=AllControlOnTRN(AllControlOnTRN<=0.020 & AllControlOnTRN>=0.002);
+S1ControlON1st=AllControlOnS1(AllControlOnS1<=0.020 & AllControlOnS1>=0.002);
+cdfplot(VPMControlON1st); hold on
+cdfplot(TRNControlON1st);
+cdfplot(S1ControlON1st);
+title("First stimulus Control");xlabel("time in ms");ylabel("Cumulative probability");
+legend("VPM","TRN","S1");
+saveFigure(figure(1),['Z:/Jesus\LTP_Jesus_Emilio/PopFigures/TRN_VPM_S1figures/CDF_COntrol_1st_S1_TRN_VPM']);
+
+%cdfplot (afterinducton
+
+subplot(2,5,[6 7])
+VPMAfterON1st=AllL200VPM(AllL200VPM<=0.020 & AllL200VPM>=0.002);
+TRNafterON1st=AllL200TRN(AllL200TRN<=0.020 & AllL200TRN>=0.002);
+S1L2001st=AllL200S1(AllL200S1<=0.020 & AllL200S1>=0.002);
+cdfplot(VPMAfterON1st);hold on;
+cdfplot(TRNafterON1st);
+cdfplot(S1L2001st);
+title("First stimulus After-Induction");xlabel("time in ms");ylabel("Cumulative probability");
+legend("VPM","TRN","S1");
+%%Boxplot control
+S1stControl= ClustersControlOnsetS1>=0 & ClustersControlOnsetS1<=0.040;
+VPM1stControl=ClustersControlOnsetVPM>=0 & ClustersControlOnsetVPM<=0.040;
+TRN1stControl=ClustersControlOnsetTRN>=0 & ClustersControlOnsetTRN<=0.040;
+subplot(2,5,[4 5])
+boxplot(CircuitMode,'Labels',{'VPM','TRN','S1Bf'},'Orientation','horizontal');xlim([-0.010 0.043]); title(" Spike Time Mode Control");
+xlabel("time in s")
+subplot(2,5,[9 10])
+boxplot(CircuitModeAfter,'Labels',{'VPM','TRN','S1Bf'},'Orientation','horizontal');xlim([-0.010 0.043]); title(" Spike Time Mode Control");
+xlabel("Time in ms")
+saveFigure(figure(1),['Z:/Jesus\LTP_Jesus_Emilio/PopFigures/TRN_VPM_S1figures/CDF_andBoxplotMode_control_and_after_1st_S1_TRN_VPM']);
+
+CircuitMode= NaN(300,3); CircuitMode(1:size(VPMMode1st),1)=VPMMode1st;
+CircuitMode(1:size(TRNMode1st),2)=TRNMode1st; CircuitMode(1:size(s1Mode1st),3)=s1Mode1st;
+CircuitModeAfter= NaN(300,3); CircuitModeAfter(1:size(VPMMode1stAfter),1)=VPMMode1stAfter;
+CircuitModeAfter(1:size(TRNMode1stAfter),2)=TRNMode1stAfter; CircuitModeAfter(1:size(s1Mode1stAfter),3)=s1Mode1stAfter;
+figure;
+boxplot([CircuitMode(:,1) CircuitModeAfter(:,1)],'Orientation','horizontal');xlim([0 0.02]);
+figure;
+boxplot([CircuitMode(:,2) CircuitModeAfter(:,2)],'Orientation','horizontal');xlim([0 0.02]);
+yticklabels({"TRN-Control","TRN-After-Induction"})
+figure;
+boxplot([CircuitMode(:,3) CircuitModeAfter(:,3)],'Orientation','horizontal');xlim([0 0.02]);
+yticklabels({"S1-Control","S1-After-Induction"})
+
+
+%% sequential mapa control
+%MOCK
+ClustersControlOnset1stMOCK=nan(size(ClustersControlOnsetMOCK,1),size(ClustersControlOnsetMOCK,2));
+id=find(ClustersControlOnsetMOCK>=0.003 & ClustersControlOnsetMOCK<=0.04);
+for i=1:size(id);
+ClustersControlOnset1stMOCK(id(i))=ClustersControlOnsetMOCK(id(i));
+end
+ClustersControlOnset1stMOCK=(ClustersControlOnset1stMOCK)+0.0025;
+boxplot(mode(ClustersControlOnset1stMOCK))
+%vpm
+
+ClustersControlOnset1stVPM=nan(size(ClustersControlOnsetVPM,1),size(ClustersControlOnsetVPM,2));
+id=find(ClustersControlOnsetVPM>=0.003 & ClustersControlOnsetVPM<=0.04);
+for i=1:size(id);
+ClustersControlOnset1stVPM(id(i))=ClustersControlOnsetVPM(id(i));
+end
+ClustersControlOnset1stVPM=(ClustersControlOnset1stVPM)+0.0025;
+boxplot(mode(ClustersControlOnset1stVPM))
+%TRN
+ClustersControlOnset1stTRN=nan(size(ClustersControlOnsetTRN,1),size(ClustersControlOnsetTRN,2));
+id=find(ClustersControlOnsetTRN>=0.003 & ClustersControlOnsetTRN<=0.04);
+for i=1:size(id);
+ClustersControlOnset1stTRN(id(i))=ClustersControlOnsetTRN(id(i));
+end
+ClustersControlOnset1stTRN=(ClustersControlOnset1stTRN)+0.0025;
+boxplot(mode(ClustersControlOnset1stTRN))
+
+%S1
+ClustersControlOnset1stS1=nan(size(ClustersControlOnsetS1,1),size(ClustersControlOnsetS1,2));
+id=find(ClustersControlOnsetS1>=0.005 & ClustersControlOnsetS1<=0.04);
+for i=1:size(id);
+ClustersControlOnset1stS1(id(i))=ClustersControlOnsetS1(id(i));
+end
+ClustersControlOnset1stS1=(ClustersControlOnset1stS1)+0.0025;
+boxplot(mode(ClustersControlOnset1stS1))
+
+VPMMode1st=mode(ClustersControlOnset1stVPM)';
+s1Mode1st=mode(ClustersControlOnset1stS1)';
+TRNMode1st=mode(ClustersControlOnset1stTRN)';
+figure;
+CircuitMode= NaN(300,3); CircuitMode(1:size(VPMMode1st),1)=VPMMode1st;
+CircuitMode(1:size(TRNMode1st),2)=TRNMode1st; CircuitMode(1:size(s1Mode1st),3)=s1Mode1st;
+boxplot(CircuitMode)
+secuantialactivationVPMTRNS1map=cat(2,ClustersControlOnset1stVPM(:,4:54),ClustersControlOnset1stTRN(:,1:50),ClustersControlOnset1stS1(:,100:150));
+figure(1);
+subplot(13,1,[1 2 3 4]); ax2=subplot(13,1,[1 2 3 4])
+plot([-0.007:0.0005:0.043-0.0005],zscore(hist(ClustersControlOnset1stVPM(:),100)),'LineWidth',2);hold on; plot([-0.007:0.0005:0.043-0.0005],zscore(hist(ClustersControlOnset1stTRN(:),100)),'LineWidth',2)
+plot([-0.007:0.0005:0.043-0.0005],zscore(hist(ClustersControlOnset1stS1(:),100)),'LineWidth',2);hold off; xlim([-0.005 0.04])
+title("Sequential activation Control"), xlabel("time in s");ylabel("zscore")
+figure(1)
+subplot(13,1,[6 7 8 9 10 11 12 13]); ax3=subplot(13,1,[6 7 8 9 10 11 12 13])
+secuantialactivationVPMTRNS1Controlmap=cat(2,ClustersControlOnset1stVPM(:,4:54),ClustersControlOnset1stTRN(:,1:50),ClustersControlOnset1stS1(:,100:150));
+NtotalCircuitControl=1:size(secuantialactivationVPMTRNS1Controlmap,2);
+ZscoresequentialPsthControl=zscore(hist(secuantialactivationVPMTRNS1Controlmap,50))
+imagesc([-0.010:0.001:0.05-0.001],NtotalCircuitControl,ZscoresequentialPsthControl'); axis xy
+colormap(jet);caxis([0 5]);hold on; plot([0,size(NtotalCircuitControl,2)],[0.0;0.0],'LineStyle','--','LineWidth',2,'Color','w')
+hold off; xlim([-0.005 0.04]); xlabel("time in s");ylabel("Circuit clusters")
+hold on
+plot([-0.005 0.04],[42;42],'LineStyle','--','LineWidth',1,'Color','w')
+plot([-0.005 0.04],[91;91],'LineStyle','--','LineWidth',1,'Color','w')
+hold off
+
+linkaxes([ax2,ax3],'x'); colorbar; titlecolorbar=colorbar; titlecolorbar.Label.String= "zscore"
+saveFigure(figure(1),['Z:/Jesus\LTP_Jesus_Emilio/PopFigures/TRN_VPM_S1figures/Sequential_Activation1st_S1_TRN_VPM_Control']);
+
+
+%% mapa afterinduction sequential
+ClustersL200Onset1stMOCK=nan(size(ClustersL200OnsetMOCK,1),size(ClustersL200OnsetMOCK,2));
+id=find(ClustersL200OnsetMOCK>=0.003 & ClustersL200OnsetMOCK<=0.04);
+for i=1:size(id);
+    ClustersL200Onset1stMOCK(id(i))=ClustersL200OnsetMOCK(id(i));
+end
+ClustersL200Onset1stMOCK=(ClustersL200Onset1stMOCK)+0.0025;
+boxplot(mode(ClustersL200Onset1stMOCK))
+
+
+ClustersL200Onset1stVPM=nan(size(ClustersL200OnsetVPM,1),size(ClustersL200OnsetVPM,2));
+id=find(ClustersL200OnsetVPM>=0.003 & ClustersL200OnsetVPM<=0.04);
+for i=1:size(id);
+    ClustersL200Onset1stVPM(id(i))=ClustersL200OnsetVPM(id(i));
+end
+ClustersL200Onset1stVPM=(ClustersL200Onset1stVPM)+0.0025;
+boxplot(mode(ClustersL200Onset1stVPM))
+
+ClustersL200Onset1stTRN=nan(size(ClustersL200OnsetTRN,1),size(ClustersL200OnsetTRN,2));
+id=find(ClustersL200OnsetTRN>=0 & ClustersL200OnsetTRN<=0.04);
+for i=1:size(id);
+ClustersL200Onset1stTRN(id(i))=ClustersL200OnsetTRN(id(i));
+end
+ClustersL200Onset1stTRN=(ClustersL200Onset1stTRN)+0.0025;
+boxplot(mode(ClustersL200Onset1stTRN))
+
+ClustersL200Onset1stS1=nan(size(ClustersL200OnsetS1,1),size(ClustersL200OnsetS1,2));
+id=find(ClustersL200OnsetS1>=0.003 & ClustersL200OnsetS1<=0.04);
+for i=1:size(id);
+ClustersL200Onset1stS1(id(i))=ClustersL200OnsetS1(id(i));
+end
+ClustersL200Onset1stS1=(ClustersL200Onset1stS1)+0.0025;
+boxplot(mode(ClustersL200Onset1stS1))
+
+VPMMode1stAfter=mode(ClustersL200Onset1stVPM)';
+s1Mode1stAfter=mode(ClustersL200Onset1stS1)';
+TRNMode1stAfter=mode(ClustersL200Onset1stTRN)';
+
+subplot(13,1,[1 2 3 4]); ax2=subplot(13,1,[1 2 3 4])
+plot([-0.007:0.0005:0.043-0.0005],zscore(hist(ClustersL200Onset1stVPM(:),100)),'LineWidth',2);hold on; plot([-0.007:0.0005:0.043-0.0005],zscore(hist(ClustersL200Onset1stTRN(:),100)),'LineWidth',2)
+plot([-0.007:0.0005:0.043-0.0005],zscore(hist(ClustersL200Onset1stS1(:),100)),'LineWidth',2);hold off; xlim([-0.005 0.04])
+title("Sequential activation After-Induction"), xlabel("time in s");ylabel("zscore")
+
+subplot(13,1,[6 7 8 9 10 11 12 13]); ax3=subplot(13,1,[6 7 8 9 10 11 12 13])
+secuantialactivationVPMTRNS1AFTERmap=cat(2,ClustersL200Onset1stVPM(:,4:54),ClustersL200Onset1stTRN(:,1:50),ClustersL200Onset1stS1(:,100:150));
+NtotalCircuit=1:size(secuantialactivationVPMTRNS1AFTERmap,2);
+ZscoresequentialPsth=zscore(hist(secuantialactivationVPMTRNS1AFTERmap,50))
+imagesc([-0.017:0.0001:0.053-0.001],NtotalCircuit,ZscoresequentialPsth'); axis xy
+colormap(jet);caxis([-1 8]);hold on; plot([0;size(NtotalCircuit,2)],[0.0;0.0],'LineStyle','--','LineWidth',2,'Color','w')
+hold off; xlim([-0.005 0.04]); xlabel("time in s");ylabel("Circuit clusters")
+
+linkaxes([ax2,ax3],'x'); colorbar; titlecolorbar=colorbar; 
+saveFigure(figure(1),['Z:/Jesus\LTP_Jesus_Emilio/PopFigures/TRN_VPM_S1figures/Sequential_Activation1st_S1_TRN_VPM_After']);
+%% probability diff 
+%VPM
+MatrixVPMProbAfter1st=histcounts(ClustersL200Onset1stVPM,50,'Normalization','probability')
+MatrixVPMProbControl1st=histcounts(ClustersControlOnset1stVPM,50,'Normalization','probability');
+diffProb1stVPM=MatrixVPMProbAfter1st-MatrixVPMProbControl1st;
+plot(diffProb1stVPM);
+%TRN
+MatrixTRNProbAfter1st=histcounts(ClustersL200Onset1stTRN,50,'Normalization','probability')
+MatrixTRNProbControl1st=histcounts(ClustersControlOnset1stTRN,50,'Normalization','probability');
+diffProb1stTRN=MatrixTRNProbAfter1st-MatrixTRNProbControl1st;
+plot(diffProb1stTRN);
+%S1
+MatrixS1ProbAfter1st=histcounts(ClustersL200Onset1stS1,50,'Normalization','probability')
+MatrixS1ProbControl1st=histcounts(ClustersControlOnset1stS1,50,'Normalization','probability');
+diffProb1stS1=MatrixS1ProbAfter1st-MatrixS1ProbControl1st;
+plot(diffProb1stS1);
+% plot diff in probability per structura VPM TRN S1
+plot([-0.007:0.001:0.043-0.001],diffProb1stVPM,'LineWidth',2)
+hold on
+plot([-0.007:0.001:0.043-0.001],diffProb1stTRN,'LineWidth',2)
+plot([-0.007:0.001:0.043-0.001],diffProb1stS1,'LineWidth',2)
+title("Probability Change")
+ legend("VPM","TRN","S1"); hold off;
+ 
+%mock get 1st trial control
+ClustersControlOnset1stMOCK=nan(size(ClustersControlOnsetMOCK,1),size(ClustersControlOnsetMOCK,2));
+id=find(ClustersControlOnsetMOCK>=-0.010 & ClustersControlOnsetMOCK<=0.04);
+for i=1:size(id);
+ClustersControlOnset1stMOCK(id(i))=ClustersControlOnsetMOCK(id(i));
+end
+ClustersControlOnset1stMOCK=(ClustersControlOnset1stMOCK)+0.003;
+boxplot(mode(ClustersControlOnset1stMOCK))
+%mock get 1st trial After
+ClustersL200Onset1stMOCK=nan(size(ClustersL200OnsetMOCK,1),size(ClustersL200OnsetMOCK,2));
+id=find(ClustersL200OnsetMOCK>=-0.010 & ClustersL200OnsetMOCK<=0.04);
+for i=1:size(id);
+ClustersL200Onset1stMOCK(id(i))=ClustersL200OnsetMOCK(id(i));
+end
+ClustersL200Onset1stMOCK=(ClustersL200Onset1stMOCK)+0.003;
+boxplot(mode(ClustersL200Onset1stMOCK))
+
+%Ratio
+MatrixMOCKProbAfter1st=histcounts(ClustersL200Onset1stMOCK,50,'Normalization','probability')
+MatrixMOCKProbControl1st=histcounts(ClustersControlOnset1stMOCK,50,'Normalization','probability');
+diffProb1stMOCK=MatrixMOCKProbAfter1st-MatrixMOCKProbControl1st;
+plot(diffProb1stMOCK);
+
+ratioProb1stVPM=((MatrixVPMProbAfter1st./MatrixVPMProbControl1st)-1)*100;
+ratioProb1stTRN=((MatrixTRNProbAfter1st./MatrixTRNProbControl1st)-1)*100;
+ratioProb1stS1=((MatrixS1ProbAfter1st./MatrixS1ProbControl1st)-1)*100;
+ratioProb1stMOCK=((MatrixMOCKProbAfter1st./MatrixMOCKProbControl1st)-1)*100;
+figure
+plot([-0.007:0.001:0.043-0.001],ratioProb1stVPM,'LineWidth',2); hold on;
+plot([-0.007:0.001:0.043-0.001],ratioProb1stTRN,'LineWidth',2);
+plot([-0.007:0.001:0.043-0.001],ratioProb1stS1,'LineWidth',2); 
+plot([-0.007:0.001:0.043-0.001],ratioProb1stMOCK,'LineWidth',2); hold off
+legend("VPM","TRN","S1","MOCK-VPM");
+saveFigure(figure(1),['Z:\Jesus\LTP_Jesus_Emilio\PopFigures\TRN_VPM_S1figures/Ratio_ALL']);
+figure;
+plot([-0.007:0.001:0.043-0.001],ratioProb1stVPM,'LineWidth',2); hold on
+plot([-0.007:0.001:0.043-0.001],ratioProb1stMOCK,'LineWidth',2);hold off
+legend("VPM","MOCK-VPM"); title("Probability ratio After/Control");xlabel("time (s)")
+ylabel("% Change")
+
+saveFigure(figure(1),['Z:\Jesus\LTP_Jesus_Emilio\PopFigures\TRN_VPM_S1figures/Ratio_MockvsVPM'])
+%%
+CircuitModeAfter= NaN(300,3); CircuitModeAfter(1:size(VPMMode1stAfter),1)=VPMMode1stAfter;
+CircuitModeAfter(1:size(TRNMode1stAfter),2)=TRNMode1stAfter; CircuitModeAfter(1:size(s1Mode1stAfter),3)=s1Mode1stAfter;
+subplot(9,1,[1 2 3 4]); ax1=subplot(9,1,[1 2 3 4])
+boxplot(CircuitModeAfter,'Orientation','horizontal');xlim([-0.010 0.043])
+subplot(9,1,[6 7 8 9]); ax2=subplot(9,1,[6 7 8 9])
+boxplot(CircuitMode,'Orientation','horizontal');xlim([-0.010 0.043])
+linkaxes([ax1 ax2],'xy')
+
+subplot(16,1,[5 6 7 8]); ax2=subplot(16,1,[5 6 7 8])
+plot([-0.007:0.0005:0.043-0.0005],zscore(hist(ClustersL200Onset1stVPM(:),100)),'LineWidth',2);hold on; plot([-0.007:0.0005:0.043-0.0005],zscore(hist(ClustersL200Onset1stTRN(:),100)),'LineWidth',2)
+plot([-0.007:0.0005:0.043-0.0005],zscore(hist(ClustersL200Onset1stS1(:),100)),'LineWidth',2);hold off
+xlim([-0.005 0.04])
+
+subplot(16,1,[10 11 12 13 14 15 16]); ax3=subplot(16,1,[10 11 12 13 14 15 16])
+secuantialactivationVPMTRNS1AFTERmap=cat(2,ClustersL200Onset1stVPM(:,4:45),ClustersL200Onset1stTRN(:,1:50),ClustersL200Onset1stS1(:,1:41));
+NtotalCircuit=1:size(secuantialactivationVPMTRNS1AFTERmap,2);
+
+imagesc(NtotalCircuit,[-0.007:0.001:0.043-0.001],zscore(hist(secuantialactivationVPMTRNS1AFTERmap,100)))
+colormap(jet);caxis([-1 8]);view([-90 90]);hold on; plot([0;size(NtotalCircuit,2)],[0.0;0.0],'LineStyle','--','LineWidth',2,'Color','w')
+hold off; ylim([-0.005 0.04])
+linkaxes([ax1,ax2,ax3],'x');
+
diff --git a/Jesus/exampleToStractwaveslicesIndex.m b/Jesus/exampleToStractwaveslicesIndex.m
new file mode 100644
index 0000000..a6601ce
--- /dev/null
+++ b/Jesus/exampleToStractwaveslicesIndex.m
@@ -0,0 +1,7 @@
+ct=[]
+for i=1:size(b,2);
+    spike=a(b(i)-10:1:b(i)+5);
+    ct(:,i)=spike
+end
+    
+wave=mean(ct,2);
diff --git a/Jesus/example_concat_two_spikeTimes.m b/Jesus/example_concat_two_spikeTimes.m
new file mode 100644
index 0000000..8837c59
--- /dev/null
+++ b/Jesus/example_concat_two_spikeTimes.m
@@ -0,0 +1 @@
+ c=cat(1,relativeSpkTmsStruct_1(6).SpikeTimes{:,1:40}, relativeSpkTmsStruct_2(6).SpikeTimes{:,1:40});
\ No newline at end of file
diff --git a/Jesus/exportChannels2Matrix1.m b/Jesus/exportChannels2Matrix1.m
new file mode 100644
index 0000000..f2e9371
--- /dev/null
+++ b/Jesus/exportChannels2Matrix1.m
@@ -0,0 +1,36 @@
+
+clear all
+%open('D:\mat to brainstorm\TestAllChannels1.mat')
+path='C:\Users\jesus\Desktop\Test'
+myfile='Test18.mat'
+cd(path)
+names=fieldnames(open(myfile));
+goods=[];
+for i=1:numel(names)
+    if ~isempty(strfind(names{i},'Ch'))
+        if isempty(strfind(names{i},'Ch31'))
+            goods=[goods;i];
+        end
+    end
+end
+names=names(goods)
+
+%get number sample points
+firstchan=load(myfile,names{1})
+eval(['nsamples=firstchan.' names{1} '.length;'])
+nchan=numel(names);
+%%
+V=zeros(nsamples,nchan);  %%preallocate space
+
+%get every individual channel
+for i=1:nchan
+    thischan=names{i}; %name of channel as string
+    v=load(myfile,thischan); %load channel from file
+    eval([' V(:,i)=v.' thischan '.values;']) %put channel values in to preallocated matrix
+    clear v
+   
+end
+
+outputfile=[myfile(1:end-4) '_matrix']
+save(outputfile,'V')
+save(outputfile,'V','-v7.3')
\ No newline at end of file
diff --git a/Jesus/figureGMMallCX.m b/Jesus/figureGMMallCX.m
new file mode 100644
index 0000000..03d3dd3
--- /dev/null
+++ b/Jesus/figureGMMallCX.m
@@ -0,0 +1,29 @@
+figure
+
+
+%plot(XtestFB,YtestFB,'o','MarkerSize',1,'MarkerEdgeColor',[0.3 0.3 0.3],'MarkerFaceColor',[0.3 0.3 0.3])
+
+
+%plot(XtestCVB,YtestCVB,'go','MarkerSize',1)
+gmtestCVGBC=fitgmdist([XYBCGMMCVGALLCX(:,1)/0.61,XYBCGMMCVGALLCX(:,2)/0.61],2)
+D=fcontour(@(x,y) pdf(gmtestCVGALL, [y,x]), [[00, 00]/0.61;[2000,2000]],'LineWidth',1.5,'LevelStep',0.0000001,'Fill','on')
+hold on
+
+maxDen=max(D.ZData(:))
+[XMaxTestD YMaxTestD]=find(D.ZData==maxDen)
+Ncell=size(D.ZData,1);rxValue=D.XRange(2)/Ncell
+plot(YMaxTestD*rxValue,XMaxTestD*rxValue,'Ko','MarkerSize',10,'MarkerFaceColor',[0.2 0.2 0.2])
+plot(XYGMMFDIOALLCX(:,2)/0.61,XYGMMFDIOALLCX(:,1)/0.61,'ro','MarkerSize',2,'MarkerEdgeColor',[0.7 0.2 0.2],'MarkerFaceColor',[0.7 0.2 0.2])
+hold on
+plot(XtestC/.61,YtestC/0.61,'ko','MarkerSize',1)
+plot(XYBCGMMCVGALLCX(:,2)/0.61,XYBCGMMCVGALLCX(:,1)/0.61,'go','MarkerSize',2,'MarkerEdgeColor',[0.2 0.5 0.2],'MarkerFaceColor',[0.2 0.5 0.2])
+xlim([2 2500])
+ylim([2 2500])
+view([90 90])
+legend('GMM','Max prob CVG area','RN','slice Contour','CVG-RN','Location','southwest')
+legend('boxoff')
+title(" gausians mixture model all cx CVG-RN area")
+ylabel("Dorso-Ventral")
+xlabel("Dorso-Ventral")
+ylabel("Medio-Lateral")
+colormap(jet(128))
\ No newline at end of file
diff --git a/Jesus/figurefinal3dplot.m b/Jesus/figurefinal3dplot.m
new file mode 100644
index 0000000..6a7e624
--- /dev/null
+++ b/Jesus/figurefinal3dplot.m
@@ -0,0 +1,199 @@
+figure
+subplot(2,2,[1 3])
+
+plot3((zeros(size(x3d(:,1),1),1)+0),flip(y3d(:,1))/0.61,flip(x3d(:,1))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+hold on
+
+plot3((zeros(size(xIntS(:,1),1),1)+0),flip(yIntS)/0.61,flip(xIntS)/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.8 0.8 0.8])
+%plot3((zeros(size(xIntL(:,1),1),1)+0),flip(yIntL)/0.61,flip(xIntL)/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot3((zeros(size(xIntI(:,1),1),1)+0),flip(yIntI)/0.61,flip(xIntI)/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.8 0.8 0.8])
+
+plot3((zeros(size(x3d(:,2),1),1)+50),flip(y3d(:,2))/0.61,flip(x3d(:,2))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,8),1),1)+100),flip(y3d(:,8))/0.61,flip(x3d(:,8))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,9),1),1)+150),flip(y3d(:,9))/0.61,flip(x3d(:,9))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,10),1),1)+200),flip(y3d(:,10))/0.61,flip(x3d(:,10))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,11),1),1)+250),flip(y3d(:,11))/0.61,flip(x3d(:,11))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,12),1),1)+300),flip(y3d(:,12))/0.61,flip(x3d(:,12))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,13),1),1)+350),flip(y3d(:,13))/0.61,flip(x3d(:,13))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,14),1),1)+400),flip(y3d(:,14))/0.61,flip(x3d(:,14))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,15),1),1)+450),flip(y3d(:,15))/0.61,flip(x3d(:,15))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,3),1),1)+500),flip(y3d(:,3))/0.61,flip(x3d(:,3))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,4),1),1)+550),flip(y3d(:,4))/0.61,flip(x3d(:,4))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,5),1),1)+600),flip(y3d(:,5))/0.61,flip(x3d(:,5))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,6),1),1)+650),flip(y3d(:,6))/0.61,flip(x3d(:,6))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+plot3((zeros(size(x3d(:,7),1),1)+700),flip(y3d(:,7))/0.61,flip(x3d(:,7))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1],'MarkerEdgeColor',[0.1 0.1 0.1])
+
+
+
+
+box off
+axis ij
+xlabel("Antero-Posterior (µm)")
+ylabel("Medio-lateral (µm)")
+zlabel("dorso-Ventral (µm)")
+title("3D distribution of Cortical and peripheral inputs in SC ")
+
+pgreen1=plot3((zeros(size(x3d1(:,1),1),1)+0),flip(y3d1(:,1))/0.61,flip(x3d1(:,1))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+hold on
+plot3((zeros(size(x3d1(:,2),1),2)+50),flip(y3d1(:,2))/0.61,flip(x3d1(:,2))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,8),1),1)+100),flip(y3d1(:,8))/0.61,flip(x3d1(:,8))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,9),1),1)+150),flip(y3d1(:,9))/0.61,flip(x3d1(:,9))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,10),1),1)+200),flip(y3d1(:,10))/0.61,flip(x3d1(:,10))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,11),1),1)+250),flip(y3d1(:,11))/0.61,flip(x3d1(:,11))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,12),1),1)+300),flip(y3d1(:,12))/0.61,flip(x3d1(:,12))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,13),1),1)+350),flip(y3d1(:,13))/0.61,flip(x3d1(:,13))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,14),1),1)+400),flip(y3d1(:,14))/0.61,flip(x3d1(:,14))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,15),1),1)+450),flip(y3d1(:,15))/0.61,flip(x3d1(:,15))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,3),1),1)+500),flip(y3d1(:,3))/0.61,flip(x3d1(:,3))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,4),1),2)+550),flip(y3d1(:,4))/0.61,flip(x3d1(:,4))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,5),1),1)+600),flip(y3d1(:,5))/0.61,flip(x3d1(:,5))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,6),1),1)+650),flip(y3d1(:,6))/0.61,flip(x3d1(:,6))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+plot3((zeros(size(x3d1(:,7),1),1)+700),flip(y3d1(:,7))/0.61,flip(x3d1(:,7))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1],'MarkerEdgeColor',[0.1 1 0.1])
+
+pred1=plot3((zeros(size(x3d2(:,1),1),1)+0),flip(y3d2(:,1))/0.61,flip(x3d2(:,1))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+hold on
+
+plot3((zeros(size(x3d2(:,2),1),2)+50),flip(y3d2(:,2))/0.61,flip(x3d2(:,2))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,8),1),1)+100),flip(y3d2(:,8))/0.61,flip(x3d2(:,8))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,9),1),1)+150),flip(y3d2(:,9))/0.61,flip(x3d2(:,9))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,10),1),1)+200),flip(y3d2(:,10))/0.61,flip(x3d2(:,10))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,11),1),1)+250),flip(y3d2(:,11))/0.61,flip(x3d2(:,11))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,12),1),1)+300),flip(y3d2(:,12))/0.61,flip(x3d2(:,12))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,13),1),1)+350),flip(y3d2(:,13))/0.61,flip(x3d2(:,13))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,14),1),1)+400),flip(y3d2(:,14))/0.61,flip(x3d2(:,14))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,15),1),1)+450),flip(y3d2(:,15))/0.61,flip(x3d2(:,15))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,3),1),1)+500),flip(y3d2(:,3))/0.61,flip(x3d2(:,3))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,4),1),2)+550),flip(y3d2(:,4))/0.61,flip(x3d2(:,4))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,5),1),1)+600),flip(y3d2(:,5))/0.61,flip(x3d2(:,5))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,6),1),1)+650),flip(y3d2(:,6))/0.61,flip(x3d2(:,6))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+plot3((zeros(size(x3d2(:,7),1),1)+700),flip(y3d2(:,7))/0.61,flip(x3d2(:,7))/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1],'MarkerEdgeColor',[1 0.1 0.1])
+
+set(gca,'ZTick',0:1000:3000)
+set(gca,'yTick',0:1000:3000)
+legend([pgreen1 pred1],{'peripheral inputs','Cortical'},'Location','southeast')
+[h icons]=legend([pgreen1 pred1],{'peripheral inputs','Cortical'},'Location','northeast')
+icons(4).MarkerSize=5
+icons(6).MarkerSize=5
+text(15,500,1800,'Int','HorizontalAlignment','center')
+text(15,500,2500,'Sup','HorizontalAlignment','center')
+text(15,500,1100,'Deep','HorizontalAlignment','center')
+view([-52 23]);
+ylim([0.4 3000])
+zticks(flip(mean(max(x3d,[],1))/0.61:-500:0))
+set(gca,'ZTickLabel',flip([0:500:2712]))
+yticks([0.1,1000,2000,3000])
+set(gca,'YTickLabel',([0, 1000,2000,3000]))
+
+ax1=subplot(2,2,2)
+histogram(x3d1(:)./0.61,100,'FaceColor',[0 1 0],'Normalization','probability','EdgeColor',[0 1 0]) %pixel size =0.61
+hold on
+histogram(x3d2(:)./0.61,100,'FaceColor',[1 0.1 0.1],'Normalization','probability','EdgeColor',[1 0 0])
+%set(gca,'XTick',0:500:2500)
+xlabel("(µm)")
+ylabel("probability")
+title("peripheral inputs signal vs cortical input signal \newline                            ventral-dorsal")
+xlabel("Ventral<---->Dorsal (µm)")
+box off
+le1=legend("Peripheral Inputs","Cortical Inputs",'Location','northwest')
+le1.Box='off'
+box off
+
+xticks(flip(mean(max(x3d,[],1))/0.61:-500:0))
+set(gca,'XTickLabel',flip([0:500:2712]))
+set(gca,'XDir','reverse')
+xlim(ax1, [0 mean(max(x3d,[],1))/0.61])
+
+ax2=subplot(2,2,4)
+histogram(y3d1(:)./0.61,100,'FaceColor',[0.1 1 0.1],'Normalization','probability','EdgeColor',[0 0.6 0])
+hold on
+histogram(y3d2(:)./0.61,100,'FaceColor',[1 0.1 0.1],'Normalization','probability','EdgeColor',[0.6 0 0])
+set(gca,'XTick',0:500:2500)
+xlabel("medio-lateral (µm)")
+ylabel("probability")
+%title("medio-lateral (µm)")
+box off
+le2=legend("Peripheral Inputs","Cortical Inputs",'Location','northwest')
+le2.Box='off'
+
+xlim(ax2, [0 mean(max(y3d,[],1))/0.61])
+linkaxes([ax1 ax2],'x')
+%xticks(flip(mean(max(y3d,[],1))/0.61:-500:0))
+
+
+%% 
+figure
+
+ax0=subplot(4,4,[2 3 4 6 7 8 10 11 12])
+
+plot(y3d./0.61,x3d./0.61,'k*','MarkerSize',0.5)
+ylim([0 3000])
+hold on
+plot(y3d1(:)/0.61,x3d1(:)/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 1 0.1])
+plot(y3d2(:)/0.61,x3d2(:)/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[1 0.1 0.1])
+plot(flip(yIntS)/0.61,flip(xIntS)/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.8 0.8 0.8])
+%plot3((zeros(size(xIntL(:,1),1),1)+0),flip(yIntL)/0.61,flip(xIntL)/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.1 0.1 0.1])
+plot(flip(yIntI)/0.61,flip(xIntI)/0.61,'LineStyle','none','MarkerSize',0.1,'Marker','diamond','MarkerFaceColor',[0.8 0.8 0.8])
+
+text(500,1800,'Int','HorizontalAlignment','center')
+text(500,2500,'Sup','HorizontalAlignment','center')
+text(500,1100,'Deep','HorizontalAlignment','center')
+title("D-V and M-L distribution of Cortical and peripheral inputs in SC ")
+yticks(flip(mean(max(x3d,[],1))/0.61:-500:0))
+set(gca,'yTickLabel',flip([0:500:2712]))
+% Obvious effect ;-)
+% set(get(ax0, "XAxis"), "Visible", "off")
+% set(get(ax0, "YAxis"), "Visible", "off")
+
+ax1=subplot(4,4,[1 5 9])
+
+histogram(x3d1(:)./0.61,100,'FaceColor',[0.1 1 0.1],'Normalization','probability','EdgeColor',[0.1 1 0.1],'Orientation', 'horizontal')
+hold on
+histogram(x3d2(:)./0.61,100,'FaceColor',[1 0.1 0.1],'Normalization','probability','EdgeColor',[1 0.1 0.1],'Orientation', 'horizontal')
+set(gca,'YTick',0:500:2500)
+ylabel("(µm)")
+xlabel("probability")
+title("ventral-dorsal")
+
+
+box off
+le1=legend("Peripheral Inputs","Cortical Inputs",'Location','northwest')
+le1.Box='off'
+box off
+% view([-90 90])
+ylim([0 3000])
+yticks(flip(mean(max(x3d,[],1))/0.61:-500:0))
+set(gca,'yTickLabel',flip([0:500:2712]))
+linkaxes([ax0, ax1], 'y')
+set(ax1, 'XDir',  'reverse')
+
+ax2=subplot(4,4,[14 15 16])
+histogram(y3d1(:)./0.61,100,'FaceColor',[0.1 1 0.1],'Normalization','probability','EdgeColor',[0.1 1 0.1])
+hold on
+histogram(y3d2(:)./0.61,100,'FaceColor',[1 0.1 0.1],'Normalization','probability','EdgeColor',[1 0.1 0.1])
+set(gca,'XTick',0:500:2500)
+xlabel("(µm)")
+ylabel("probability")
+title("medio-lateral (µm)")
+box off
+le2=legend("Peripheral Inputs","Cortical Inputs",'Location','northwest')
+le2.Box='off'
+xlim([0 3000])
+% set(ax2, 'YDir',  'reverse')
+set(gcf, 'Color', 'w')
+set([ax0, ax1, ax2], 'Box','off','Color','none')
+%%test
+%hold on
+[c1 c2]=histcounts((x3d1(:)./0.61),100)
+c3=(c1./(sum(c1(:))))
+c3=c3.*3000/max(c3)
+
+[p1 p2]=histcounts((x3d2(:)./0.61),100)
+p3=(p1./(sum(p1(:))))
+p3=p3.*3000/max(p3)
+
+plot(c3,c2(1:end-1))
+hold on
+plot(p3,p2(1:end-1))
+ylim([0 3000])
+%plot(c2(1:end-1),ans)
+
diff --git a/Jesus/functionTestJ.m b/Jesus/functionTestJ.m
new file mode 100644
index 0000000..673b0de
--- /dev/null
+++ b/Jesus/functionTestJ.m
@@ -0,0 +1,5 @@
+ function [n,mean,stdev] = stat(x)
+       %STAT Interesting statistics.
+        n = length(x);
+         mean = sum(x) / n;
+         stdev = sqrt(sum((x - mean).^2)/n);
diff --git a/Jesus/importTiff_stack_create 3D Matrix.m b/Jesus/importTiff_stack_create 3D Matrix.m
new file mode 100644
index 0000000..db2230f
--- /dev/null
+++ b/Jesus/importTiff_stack_create 3D Matrix.m	
@@ -0,0 +1,9 @@
+T=imfinfo('D:\C2-TestT.tif');
+T1=T.ImageDescription
+numbers = str2double(regexp(T1, '(?<=slices[^0-9])[0-9][0-9]','match'))
+for i=1:numbers
+T=imread('D:\C2-TestT.tif',i)*10;
+testM(:,:,i)=T;
+end
+V=imresize(testM,0.25);
+V1=subvolume(V,[150,270,250,350,10 20])
\ No newline at end of file
diff --git a/Jesus/importTiff_stack_create3DMatrix.m b/Jesus/importTiff_stack_create3DMatrix.m
new file mode 100644
index 0000000..216ae3d
--- /dev/null
+++ b/Jesus/importTiff_stack_create3DMatrix.m
@@ -0,0 +1,29 @@
+T=imfinfo('C:\Users\jesus\Downloads\Brain_Tetrodes_overlay.tif');
+T1=T.ImageDescription
+numbers = str2double(regexp(T1, '(?<=slices[^0-9])[0-9][0-9]','match'))
+testM=[];
+for i=1:numbers
+T=imread('C:\Users\jesus\Downloads\Brain_Tetrodes_overlay.tif',i);
+testM(:,:,i)=T(:,:,1);
+end
+
+V=imresize(testM,0.125);
+V1=subvolume(V,[150,270,250,350,10 20])
+slice(V,[],[],20)
+hold on
+slice(V,[],[],[10])
+slice(V,[],[],1)
+zlim([-5 25])
+shading flat
+camlight;
+lighting gouraud
+isosurface(V,200)
+isocaps(V,20)
+camlight; lighting  gouraud
+%%
+for i= 1:numbers
+    slice(V,[],[],i)
+    hold on;
+end
+shading flat
+camlight; lighting gouraud;
\ No newline at end of file
diff --git a/Jesus/kruskalwalliscomparison.m b/Jesus/kruskalwalliscomparison.m
new file mode 100644
index 0000000..b8b924e
--- /dev/null
+++ b/Jesus/kruskalwalliscomparison.m
@@ -0,0 +1,2 @@
+[a p stats]=kruskalwallis(groupedCVGperID,nameGroupedCVGRN)
+multcompare(stats)
\ No newline at end of file
diff --git a/Jesus/modulationZscores.m b/Jesus/modulationZscores.m
new file mode 100644
index 0000000..5c1e6b5
--- /dev/null
+++ b/Jesus/modulationZscores.m
@@ -0,0 +1,5 @@
+%zscores
+muL6sp=mean(pfr(wruIdx==0,1),1)
+sdL6sp=std(pfr(wruIdx==0,2),0,1)
+stscorespMockck
+
diff --git a/Jesus/prelimnar.txt b/Jesus/prelimnar.txt
new file mode 100644
index 0000000..a91dd69
--- /dev/null
+++ b/Jesus/prelimnar.txt
@@ -0,0 +1,67 @@
+Group1,Group2,Lower_Limit,mean,UpperLimit,P_value
+1,2,-173.935150231758,12.9202275249723,199.775605281702,0.99999999952564
+1,3,-581.003157701588,-325.225271583762,-69.4473854659365,0.00192944645178439
+1,4,-102.706457120343,15.3760805833272,133.458618286997,0.999999563470047
+1,5,-260.775884974315,-4.9979988564894,250.779887261336,1
+1,6,-593.577138872011,-353.528301886792,-113.479464901573,9.46804334233109e-05
+1,7,-185.83883272859,-74.9261006289307,35.986631470729,0.54393218475359
+1,8,-539.97191493764,-353.11653718091,-166.26115942418,2.64379784731261e-07
+1,9,-254.169824368254,1.60806174957122,257.385947867397,1
+1,10,-66.2263774390679,51.8561602646021,169.938697968272,0.956733844557192
+1,11,-563.73043042886,-307.952544311035,-52.1746581932092,0.00475387612028955
+1,12,-181.116612556222,58.9322244289971,298.981061414216,0.999711525224197
+2,3,-634.853478579632,-338.145499108734,-41.4375196378366,0.0106234784257925
+2,4,-188.742430839117,2.45585305835482,193.654136955826,1
+2,5,-314.62620585236,-17.9182263814617,278.789753089436,0.999999999891624
+2,6,-649.709437750271,-366.448529411765,-83.1876210732584,0.00141741646168192
+2,7,-274.701705910633,-87.8463281539031,99.0090496028271,0.930638598913277
+2,8,-605.887197791607,-366.036764705882,-126.186331620158,3.9408782304573e-05
+2,9,-308.020145246299,-11.3121657754011,285.395813695497,0.999999999999294
+2,10,-152.262351157842,38.9359327396297,230.134216637101,0.999954595189398
+2,11,-617.580751306905,-320.872771836007,-24.1647923651092,0.0209585396446385
+2,12,-237.248911434482,46.0119969040247,329.272905242531,0.999995531131263
+3,4,81.633827956753,340.601352167089,599.568876377426,0.00104416451618583
+3,5,-24.0734968216724,320.227272727273,664.528042276218,0.0973486673581874
+3,6,-361.085447240958,-28.3030303030303,304.479386634897,0.999999995502393
+3,7,-5.47871516299418,250.299170954831,506.077057072657,0.0618213669551347
+3,8,-324.599245068046,-27.8912655971478,268.81671387375,0.999999986719807
+3,9,-17.4674362156118,326.833333333333,671.134102882279,0.0817067153662377
+3,10,118.113907638028,377.081431848364,636.0489560587,0.000123658870686771
+3,11,-327.028042276218,17.2727272727274,361.573496821673,0.999999999985726
+3,12,51.3750790748315,384.157496012759,716.939912950687,0.00888064733315019
+4,5,-279.341603650153,-20.3740794398166,238.59344477052,0.999999998068491
+4,6,-612.349028553544,-368.90438247012,-125.459736386695,4.71323556994196e-05
+4,7,-208.384718915928,-90.3021812122579,27.7803564914121,0.340212280790887
+4,8,-559.690901661708,-368.492617764237,-177.294333866766,2.42302614750223e-07
+4,9,-272.735543044092,-13.7680188337559,245.19950537658,0.999999999973069
+4,10,-88.3611686273926,36.4800796812749,161.321327989942,0.998508141250251
+4,11,-582.296149104698,-323.328624894362,-64.3611006840256,0.00263956469515969
+4,12,-199.888502237755,43.5561438456699,287.000789929095,0.999987853238833
+5,6,-681.312719968231,-348.530303030303,-15.7478860923753,0.0305276732490682
+5,7,-325.705987890267,-69.9281017724413,185.849784345384,0.999195220127254
+5,8,-644.826517795319,-348.118538324421,-51.4105588535227,0.00702674601223319
+5,9,-337.694708942885,6.60606060606062,350.906830155006,1
+5,10,-202.113365089245,56.8541591210915,315.821683331428,0.999903640739936
+5,11,-647.255315003491,-302.954545454545,41.3462240943998,0.149581866070904
+5,12,-268.852193652441,63.9302232854865,396.712640223414,0.999974845674539
+6,7,38.5533642726426,278.602201257862,518.651038243081,0.00822537030885173
+6,8,-282.849143632624,0.411764705882433,283.672673044389,1
+6,9,22.3539466984359,355.136363636364,687.918780574291,0.0245783689927478
+6,10,161.93981606797,405.384462151394,648.829108234819,3.61202990106779e-06
+6,11,-287.20665936217,45.5757575757576,378.358174513685,0.99999925485464
+6,12,91.609697839219,412.460526315789,733.31135479236,0.00158890122053867
+7,8,-465.045814308709,-278.190436551979,-91.3350587952491,7.29530930801969e-05
+7,9,-179.243723739324,76.5341623785019,332.312048496328,0.998148108507617
+7,10,8.69972318986284,126.782260893533,244.864798597203,0.0228655991106524
+7,11,-488.80432979993,-233.026443682104,22.7514424357215,0.115138986947463
+7,12,-106.190511927291,133.858325057928,373.907162043147,0.806015117066203
+8,9,58.0166194595833,354.724598930481,651.432578401379,0.00529991422802223
+8,10,213.774413548041,404.972697445512,596.170981342983,2.24610987475948e-07
+8,11,-251.543986601023,45.1639928698752,341.871972340773,0.999997733033212
+8,12,128.787853271401,412.048761609907,695.309669948413,0.000126519036048989
+9,10,-208.719425695305,50.2480985150308,309.215622725367,0.999972162293265
+9,11,-653.861375609551,-309.560606060606,34.7401634883391,0.12754855452666
+9,12,-275.458254258502,57.3241626794259,390.106579617354,0.999991784643414
+10,11,-618.776228785973,-359.808704575637,-100.841180365301,0.000349503114430716
+10,12,-236.36858191903,7.07606416439501,250.52071024782,0.999999999999964
+11,12,34.1023518021042,366.884768740032,699.66718567796,0.0164852719648371
diff --git a/Jesus/ramdon_feature_Jittering.m b/Jesus/ramdon_feature_Jittering.m
new file mode 100644
index 0000000..2cfeced
--- /dev/null
+++ b/Jesus/ramdon_feature_Jittering.m
@@ -0,0 +1,114 @@
+ProbabilitybinAI=nan(50,size(ClustersL200Onset1stVPM,2));
+for i= 1:size(ClustersL200Onset1stVPM,2);
+    latAI=histcounts(ClustersL200Onset1stVPM(ClustersL200Onset1stVPM(:,i)>0.003),50,'Normalization','probability');
+    ProbabilitybinAI(:,i)=latAI;
+end
+%%    
+minlatencyAI=nan(2000,size(ClustersL200Onset1stVPM,2));
+for i= 1:size(ClustersL200Onset1stVPM,2);
+    latenciesAI=ClustersL200Onset1stVPM(ClustersL200Onset1stVPM(:,i)>0.005 & ClustersL200Onset1stVPM(:,i)<0.02);
+    minlatencyAI(1:size(latenciesAI,1),i) = latenciesAI;
+    WminlatencyAI=min(minlatencyAI,[],1)
+end
+%%
+minlatencyS1=nan(size(ClustersControlOnset1stS1,1),size(ClustersControlOnset1stS1,2));
+for i= 1:size(ClustersControlOnset1stS1,2);
+    siglatColS1=ClustersControlOnset1stS1>0.004;
+     BS1=ClustersControlOnset1stS1(siglatColS1(:,i),i)
+    minlatencyS1(1:size(BS1,1),i) = BS1;
+end
+%%
+minlatencyMOCK=nan(size(ClustersControlOnset1stMOCK,1),size(ClustersControlOnset1stMOCK,2));
+for i= 1:size(ClustersControlOnset1stMOCK,2);
+    siglatColMOCK=ClustersControlOnset1stMOCK>0.004;
+     BS1MOCK=ClustersControlOnset1stMOCK(siglatColMOCK(:,i),i)
+    minlatencyMOCK(1:size(BS1MOCK,1),i) = BS1MOCK;
+end
+%%
+minlatencyAIMOCK=nan(size(ClustersL200Onset1stMOCK,1),size(ClustersL200Onset1stMOCK,2));
+for i= 1:size(ClustersL200Onset1stMOCK,2);
+    siglatColAIMOCK=ClustersL200Onset1stMOCK>0.004;
+     BS1AIMOCK=ClustersL200Onset1stMOCK(siglatColAIMOCK(:,i),i)
+    minlatencyAIMOCK(1:size(BS1AIMOCK,1),i) = BS1AIMOCK;
+end
+%%
+minlatencyAI=nan(20000,276);
+for i= 1:size(ClustersL200Onset1stVPM,2);
+    latCol=ClustersL200Onset1stVPM>0.005 & ClustersL200Onset1stVPM<0.015;
+    B=ClustersL200Onset1stVPM(latCol(:,i));
+    minlatencyAI(1:size(B,1),i) = B;
+end
+%%
+minlatencyAI=nan(size(ClustersL200Onset1stVPM,1),size(ClustersL200Onset1stVPM,2));
+idAI=find(ClustersL200Onset1stVPM>=0.005 & ClustersL200Onset1stVPM<=0.015);
+for i=1:size(idAI);
+    minlatencyAI(idAI(i))=ClustersL200Onset1stVPM(idAI(i));
+end
+%%
+minlatency=nan(size(ClustersControlOnset1stVPM,1),size(ClustersControlOnset1stVPM,2));
+idControl=find(ClustersControlOnset1stVPM>=0.005 & ClustersControlOnset1stVPM<=0.015);
+for i=1:size(idControl);
+    minlatency(idControl(i))=ClustersControlOnset1stVPM(idControl(i));
+end
+%%
+minlatencyALL=nan(size(Clusters1stVPM,1),size(Clusters1stVPM,2));
+idALL=find(Clusters1stVPM>=0.005 & Clusters1stVPM<=0.015);
+for i=1:size(idALL);
+    minlatencyALL(idALL(i))=Clusters1stVPM(idALL(i));
+end
+%%
+ClustersControlOnset1stVPMLong=nan(size(ClustersControlOnsetVPM,1),size(ClustersControlOnsetVPM,2));
+id=find(ClustersControlOnsetVPM>=-0.2 & ClustersControlOnsetVPM<=0.05);
+for i=1:size(id);
+ClustersControlOnset1stVPMLong(id(i))=ClustersControlOnsetVPM(id(i));
+end
+zRespControl=zscore(hist(ClustersControlOnset1stVPMLong,500));
+sigRespControl=zRespControl>=1.95;
+Tscale=[-0.200:0.0005:0.05-0.0005];
+
+TWsigResp=nan(250,276);
+for i = 1:size(sigRespControl,2)
+    TsigResp=Tscale(sigRespControl(:,i)==1);
+    TWsigResp(1:size(TsigResp,2),i)=TsigResp;
+end
+TWsigResp=TWsigResp+0.0025
+
+Ctl=nan(size(TWsigResp,1),size(TWsigResp,2));
+for i=1:size(TWsigResp,2)
+    BCtl=TWsigResp>0.005&TWsigResp<0.04;
+    cCtl=TWsigResp(BCtl(:,i),i);
+    Ctl(1:size(cCtl,1),i)=cCtl;
+end
+    
+%%
+ClustersL200Onset1stVPMLong=nan(size(ClustersL200OnsetVPM,1),size(ClustersL200OnsetVPM,2));
+idAI=find(ClustersL200OnsetVPM>=-0.2 & ClustersL200OnsetVPM<=0.05);
+for i=1:size(idAI);
+ClustersL200Onset1stVPMLong(idAI(i))=ClustersL200OnsetVPM(idAI(i));
+end
+zRespAI=zscore(hist(ClustersL200Onset1stVPMLong,500));
+sigRespAI=zRespAI>=1.95;
+Tscale=[-0.200:0.0005:0.05-0.0005];
+
+TWsigRespAI=nan(250,276);
+for i = 1:size(sigRespAI,2)
+    TsigRespAI=Tscale(sigRespAI(:,i)==1);
+    TWsigRespAI(1:size(TsigRespAI,2),i)=TsigRespAI;
+end
+TWsigRespAI=TWsigRespAI+0.0025
+
+C=nan(size(TWsigRespAI,1),size(TWsigRespAI,2));
+for i=1:size(TWsigRespAI,2)
+    B=TWsigRespAI>0.005&TWsigRespAI<0.04;
+    c=TWsigRespAI(B(:,i),i);
+    C(1:size(c,1),i)=c;
+end
+
+    
+
+%%
+minlatency8=[];
+for i= 1:size(ClustersControlOnset1stS1,2);
+    latVPM8=min(ClustersControlOnset1stVPM8(ClustersControlOnset1stVPM8(:,i)>0.004));
+    minlatency8(i,1)=latVPM8;
+end
diff --git a/Jesus/structvpmFRL6Real.m b/Jesus/structvpmFRL6Real.m
new file mode 100644
index 0000000..ee9fe22
--- /dev/null
+++ b/Jesus/structvpmFRL6Real.m
@@ -0,0 +1,14 @@
+%structure evoked firing rates VPM
+structString
+posMod=MIevok>=0.001
+negMod=MIevok<=-0.001
+VPML6Evokr=evFr(wruIdx&signMod==0,:)
+VPML6EvokPot=evFr(wruIdx&posMod&signMod,:)
+VPML6EvokDep=evFr(wruIdx&negMod&signMod,:)
+vpmL6EVStrtR2=struct('NonMOd',VPML6Evokr,'rPot',VPML6EvokPot,'rDep',VPML6EvokDep)
+%struct spontaneous firing rates VPM
+VPML6Spontr=pfr(wruIdx&signMod==0,:)
+VPML6SpontDep=pfr(wruIdx&negMod&signMod,:)
+VPML6SpontPot=pfr(wruIdx&posMod&signMod,:)
+vpmL6SPstrR2=struct('NonMod',VPML6Spontr,'rPot',VPML6SpontPot,'rDep',VPML6SpontDep)
+structString
\ No newline at end of file
diff --git a/Jesus/structvpmFRmock.m b/Jesus/structvpmFRmock.m
new file mode 100644
index 0000000..1da9002
--- /dev/null
+++ b/Jesus/structvpmFRmock.m
@@ -0,0 +1,33 @@
+%%struct evoked firing rates MOCK
+structString
+MIevokE=(evFr(:,2) - evFr(:,1))./(evFr(:,1) + evFr(:,2))
+MIevokESP=(spFr(:,2) - spFr(:,1))./(spFr(:,1) + spFr(:,2))
+posMod=MIevokE>=0.001
+negMod=MIevokE<=-0.001
+VPMMockEvokr=evFr(wruIdx&signMod==0,:)
+VPMMockEvokPot=evFr(wruIdx&posMod&signMod,:)
+VPMMockEvokDep=evFr(wruIdx&negMod&signMod,:)
+vpmMockEVStrtR=struct('NonMod',VPMMockEvokr,'rPot',VPMMockEvokPot,'rDep',VPMMockEvokDep)
+vpmMockEVStrtR2=vpmMockEVStrtR
+%%struct spontaneous firing rates MOCK
+VPMMockSpontr=pfr(wruIdx&signMod==0,:)
+VPMMockSpontDep=pfr(wruIdx&negMod&signMod,:)
+VPMMockSpontPot=pfr(wruIdx&posMod&signMod,:)
+vpmMockSPstrR2=struct('NonMod',VPMMockSpontr,'rPot',VPMMockSpontPot,'rDep',VPMMockSpontDep)
+vpmMockSPstrR=vpmMockSPstrR2
+%% struct evoked firing rate VPM-L6
+
+MIevokE=(evFr(:,2) - evFr(:,1))./(evFr(:,1) + evFr(:,2))
+MIevokSP=(spFr(:,2) - spFr(:,1))./(spFr(:,1) + spFr(:,2))
+posMod=MIevokSP>=0.001
+negMod=MIevokSP<=-0.001
+VPMEvokr=evFr(wruIdx&signMod==0,:)
+VPMEvokPot=evFr(wruIdx&posMod&signMod,:)
+VPMEvokDep=evFr(wruIdx&negMod&signMod,:)
+vpmEVStrtR2=struct('NonMod',VPMEvokr,'rPot',VPMEvokPot,'rDep',VPMEvokDep)
+%%struct spontaneous firing rates MOCK
+VPMSpontr=spFr(wruIdx&signMod==0,[1 2])
+VPMSpontDep=spFr(wruIdx&negMod&signMod,[1 2])
+VPMSpontPot=spFr(wruIdx&posMod&signMod,[1 2])
+vpmSPstrR=struct('NonMod',VPMSpontr,'rPot',VPMSpontPot,'rDep',VPMSpontDep)
+vpmSPstrR=vpmSPstrR2
\ No newline at end of file
diff --git a/Jesus/whiskerScBehavior.m b/Jesus/whiskerScBehavior.m
new file mode 100644
index 0000000..dfa2afc
--- /dev/null
+++ b/Jesus/whiskerScBehavior.m
@@ -0,0 +1,172 @@
+
+[num,txt,raw] = xlsread('Z:\Jesus\TestCellExplorerSCBehavior\211205_C\Behaviour\roller2021-12-05T14_28_44DLC_resnet50_AwakenSCJul20shuffle1_1030000.xlsx','K:M')%ReadExcelData
+puffTimes=Conditions(1).Triggers %puff in samples
+PuffTimes1=puffTimes./fs % puff Times in time using fs of the intan recording 30000hz
+puffTimes2=puffTimes*cfs %stimation of the position sample in the camera recording fs
+zsczz=[];
+for i=1:size(spikes.times,2) % all clusters aligned with camera fs
+cfs=653.98
+Fr1=spikes.times{1,i};%firing rate primera celula optotag
+Fr2=diff(Fr1);
+Fr3=1./Fr2;
+Fr3=[Fr3;0];
+AsocPos1=[];
+AsocPos1=zeros(size(num(:,1)));%preallocate
+equivPos1=Fr1*cfs; % equivalent position (Time*fs camera
+equivPos1=round(equivPos1);
+AsocPos1(equivPos1)=Fr3;
+xx=[deeplabcut.position.x deeplabcut.position.x];
+yy=[deeplabcut.position.y deeplabcut.position.y];
+zz=[AsocPos1 AsocPos1];
+zsczz(1:size(AsocPos1,1),i)=AsocPos1;%zscore(AsocPos1);
+AsocPosAll(:,i)=AsocPos1;
+%sp=[deeplabcut.speed deeplabcut.speed];
+%idj1=AsocPos1>2;
+end
+figure
+plot(deeplabcut.timestamps,deeplabcut.position.y)
+hold on
+yyaxis right
+%plot(deeplabcut.timestamps(idj1),zz(idj1),'*r')
+plot(deeplabcut.timestamps,zscore(zz),'*r')
+
+%[a1 a2 a3 a4]=pulsewidth(test);%obtain flags, test is a portion of a signal as an example.a2 contains the onset flags,
+%a3 contains the offset flags. a4 contains the time duraction between onset
+%and offset in time.
+%fs = 1/signal sample interval
+a5=round(a2); 
+t=[1/fs:1/fs:size(v)/fs];%time scale 
+%onset flag
+%v1 is just a lfp signal to be plotted loaded in the workspace colum vector
+ct=[];
+for i=1:size(puffTimes2',2); %roller speed
+    spike=vels(puffTimes2(i)-500:1:puffTimes2(i)+500);%cut signal
+    ct(:,i)=spike;
+end
+
+ctAsocPosAll=[]; %firing rate neurons 3D matrix timexUIDxtrial
+for i=1:size(puffTimes2',2);
+    for ii=1:size(AsocPosAll,2);
+    AsocPosAlli=AsocPosAll(:,ii);
+    spike1=AsocPosAlli(puffTimes2(i)-500:1:puffTimes2(i)+500);%cut signal
+    ctAsocPosAll(:,ii,i)=spike1;
+    sprintf("cycle1 %d\n",ii)
+    end
+    sprintf("cycle2 %d\n",i)
+end
+cutAllclusPuff=mean(ctAsocPosAll,3); %mean per trial
+
+delPufAsocPosAll=AsocPosAll;
+for i=1:size(puffTimes2',2)
+    tobedeletT=(puffTimes2(i)-500:1:puffTimes2(i)+500)
+    tobedeleted(:,i)=tobedeletT;
+end
+iDdel=round(tobedeleted(:)) %Id positions of the array to be deleted
+delPufAsocPosAll(iDdel,:)=[]; 
+
+a=deeplabcut.position.x;%whisking in x
+awp=a; 
+awp(iDdel)=[];%whisking in x without -0.5 to 0.5 airpuff period.
+b=deeplabcut.position.y; %whisking in y
+bwp=b;
+bwp(iDdel)=[]; %whisking in y without -0.5 to 0.5 airpuff period.
+
+%Evoked whsiking in y 
+EvokedB=[];
+for i=1:size(puffTimes2',2); %roller speed vs y-whisking
+    EvokedT=b(puffTimes2(i)-500:1:puffTimes2(i)+500);%cut signal
+    EvokedB(:,i)=EvokedT;
+end
+
+EvokedA=[];
+for i=1:size(puffTimes2',2); %roller speed vs x-whiksing
+    EvokedTA=a(puffTimes2(i)-500:1:puffTimes2(i)+500);%cut signal
+    EvokedA(:,i)=EvokedTA;
+end
+
+evokedN=[] %nose 
+for i=1:size(puffTimes2',2); %roller speed
+    EvokedTN=rw(puffTimes2(i)-500:1:puffTimes2(i)+500);%cut signal
+    EvokedN(:,i)=EvokedTN;
+end
+
+%Laser Control without puff
+LaserTimesC=Conditions(4).Triggers;
+LaserTimes1C=LaserTimes./fs;
+LaserTimes2C=LaserTimes1C.*cfs
+
+ctAsocPosAllLas=[]; %firing rate neurons 3D matrix timexUIDxtrial
+for i=1:size(LaserTimes2C',2);
+    for ii=1:size(AsocPosAll,2);
+    AsocPosAllLi=AsocPosAll(:,ii);
+    spike2=AsocPosAllLi(LaserTimes2C(i)-500:1:LaserTimes2C(i)+500);%cut signal
+    ctAsocPosAllLas(:,ii,i)=spike2;
+    sprintf("cycle1 %d\n",ii)
+    end
+    sprintf("cycle2 %d\n",i)
+end
+cutAllclusLas=mean(ctAsocPosAllLas,3); %mean per trial
+%only laser
+EvokedBLC=[];
+for i=1:size(LaserTimes2C',2); %only laser pulses
+    EvokedTLC=b(LaserTimes2C(i)-500:1:LaserTimes2C(i)+500);%cut signal
+    EvokedBLC(:,i)=EvokedTLC;
+end
+
+
+
+EvokedALC=[];
+for i=1:size(LaserTimes2C',2); %only laser pulses
+    EvokedTALC=a(LaserTimes2C(i)-500:1:LaserTimes2C(i)+500);%cut signal
+    EvokedALC(:,i)=EvokedTALC;
+end
+
+%only puff
+
+PuffTimesonlyC=Conditions(5).Triggers;
+PuffTimesonly1C=PuffTimesonlyC./fs;
+PuffTimesonly2C=PuffTimesonly1C.*cfs
+
+ctAsocPosAllPonly=[]; %firing rate neurons 3D matrix timexUIDxtrial 
+for i=1:size(PuffTimesonly2C',2);
+    for ii=1:size(PuffTimesonly2C,2);
+    AsocPosAllPi=AsocPosAll(:,ii);
+    spike3=AsocPosAllPi(PuffTimesonly2C(i)-500:1:PuffTimesonly2C(i)+500);%cut signal
+    ctAsocPosAllPonly(:,ii,i)=spike3;
+    sprintf("cycle1 %d\n",ii)
+    end
+    sprintf("cycle2 %d\n",i)
+end
+cutAllclusPonly=mean(ctAsocPosAllPonly,3); %mean per trial
+EvokedBPC=[];
+for i=1:size(LaserTimes2C',2); %only puff
+    EvokedTPC=b(LaserTimes2C(i)-500:1:LaserTimes2C(i)+500);%cut signal
+    EvokedBPC(:,i)=EvokedTPC;
+end
+
+EvokedALC=[];
+for i=1:size(LaserTimes2C',2); %only puff
+    EvokedTAPC=a(LaserTimes2C(i)-500:1:LaserTimes2C(i)+500);%cut signal
+    EvokedAPC(:,i)=EvokedTAPC;
+end
+
+
+%%
+figure
+hs=surf(xx,yy,zz,'EdgeColor','interp','FaceColor','interp')
+caxis([0 200])
+colormap(jet(64))
+view(3)
+caxis([0 100])
+figure
+hs=surf(yy,yy,zz,'EdgeColor','interp','FaceColor','interp')
+caxis([0 200])
+colormap(jet(64))
+view(2)
+caxis([0 100])
+figure
+hs=surf(xx,xx,zz,'EdgeColor','interp','FaceColor','interp')
+caxis([0 200])
+colormap(jet(64))
+view(3)
+caxis([0 100])
\ No newline at end of file
diff --git a/Melina_scripts/MelinaRHDminiPipeline.m b/Melina_scripts/MelinaRHDminiPipeline.m
new file mode 100644
index 0000000..e372ea0
--- /dev/null
+++ b/Melina_scripts/MelinaRHDminiPipeline.m
@@ -0,0 +1,79 @@
+read_Intan_RHD2000_file
+fs = frequency_parameters.amplifier_sample_rate;
+filteredSignals = iir50NotchFilter(amplifier_data',fs);
+filteredSignals = iirSpikeFilter(filteredSignals,fs)';
+[Nch, Ns] = size(filteredSignals);
+clearvars -except filteredSignals fs baseName path Nch Ns
+%% 
+spkSrt = UMSDataLoader(filteredSignals',fs); % Spike sort
+spkSrt.UMS2kPipeline
+spkStr = spkSrt.SpikeUMSStruct; % Spike structure from UMS2k
+%% 
+st = cell(1,sum(spkStr.labels(:,2) < 4));
+ccl = 1;
+ccl2 = ccl;
+while ccl <= length(st)
+    if spkStr.labels(ccl2,2) < 4
+        st(ccl) = {spkStr.spiketimes(spkStr.assigns == spkStr.labels(ccl2,1))};
+        ccl = ccl + 1;
+    end
+    ccl2 = ccl2 + 1;
+end
+%% Plot
+labels = cell(Nch,1);
+for cs = 1:Nch
+    labels(cs) = {num2str(cs)};
+end
+
+%%
+nch = 1:Nch;
+%%
+pltDur = 2;
+sclFact = 5*numel(nch)*std(filteredSignals(:));
+iSub = randi(Ns-fs,1);
+fSub = iSub + (pltDur * 3e4);
+plotEEGchannels(filteredSignals(nch,iSub:fSub),labels(nch),pltDur,fs,0.5);
+fprintf('Showing from %.3f seconds\n',iSub/fs)
+
+Npn = length(st);
+hold on;
+cmap = jet(numel(st));
+for cpn = 1:Npn
+    shwnSpk = iSub/fs <= st{cpn} & fSub/fs >= st{cpn};
+    Nsk = sum(shwnSpk);
+    plot(repmat(st{cpn}(shwnSpk),2,1)-(iSub/fs),...
+        [sclFact*ones(1,Nsk,'single');zeros(1,Nsk,'single')],...
+        'Color',cmap(cpn,:),'LineStyle','--','LineWidth',0.1)
+    plot(st{cpn}(shwnSpk)-(iSub/fs),cpn*ones(1,Nsk,'single'),...
+        'LineStyle','none','Marker','.','Color',cmap(cpn,:),...
+        'DisplayName',sprintf('P. neuron %d',cpn));
+end
+
+%% Unit overlay
+
+ccl2 = 1;
+Nts = size(spkStr.waveforms,2);
+tx = (0:Nts-1)*(1/fs);
+f = gobjects(size(spkStr.labels,1),1);
+for ccl = 1:size(spkStr.labels,1)
+    if spkStr.labels(ccl,2) < 4
+        spSub = spkStr.labels(ccl,1);
+        spIdx = spkStr.assigns == spSub;
+        swf_allChannels = spkStr.waveforms(spIdx,:,:);
+        avSpkWvf = reshape(mean(swf_allChannels,1),Nts,Nch);
+        [~, pch] = max(sum(abs(avSpkWvf)));
+        pWvf = swf_allChannels(:,:,pch);
+        f(ccl2) = figure('Name',sprintf('Cluster %d, channel %d',spSub,pch),...
+            'Color',[1,1,1]);
+        p = plot(tx,pWvf','LineWidth',0.1,'Color',[0.8,0.8,0.8]);box off;
+        hold on;ap = plot(tx,avSpkWvf(:,pch),'LineWidth',2,'Color',[0,0,0]);
+        legend([p(end),ap],{'Raw traces','Average trace'});
+        title(sprintf('Cluster %d, channel %d',spSub,pch))
+%         f(ccl2).PaperOrientation = 'landscape';
+%         print(f(ccl2),fullfile(path,...
+%             [baseName,sprintf('_cluster_%d.pdf',spSub)]),'-dpdf',...
+%             '-bestfit')
+%         close(f(ccl2));
+        ccl2 = ccl2 + 1;
+    end
+end
\ No newline at end of file
diff --git a/Melina_scripts/msmrx2bin.m b/Melina_scripts/msmrx2bin.m
deleted file mode 100644
index edaef92..0000000
--- a/Melina_scripts/msmrx2bin.m
+++ /dev/null
@@ -1,190 +0,0 @@
-function iOk = msmrx2bin(dataDir, outBaseName)
-iOk = -1;
-impStr = 'Rhd';
-
-smrxFiles = dir(fullfile(dataDir,'*.smrx'));
-if isempty(smrxFiles)
-    smrxFiles = dir(fullfile(dataDir,'*\*.smrx'));
-elseif isempty(smrxFiles)
-    fprintf(1,'The given directory contains no .smrx files. Please ')
-    fprintf(1,'try again with another folder which do contain .smrx files.\n')
-    return
-end
-
-cellSmrxFiles = {smrxFiles.name};
-Nf = size(smrxFiles,1);
-
-% Selecting files
-[incFiles, iok] = listdlg('ListString',cellSmrxFiles(1,:),...
-    'SelectionMode','multiple',...
-    'PromptString','Select the files to join:',...
-    'InitialValue',1:Nf);
-if iok
-    smrxFiles = smrxFiles(incFiles);
-    cellSmrxFiles = {smrxFiles.name};
-    Nf = size(smrxFiles,1);
-else
-    fprintf(1,'Cancelling...\n')
-    return
-end
-
-% Merging order
-fileOrder = (1:Nf)';
-defInput = num2cell(num2str(fileOrder));
-answr = inputdlg(cellSmrxFiles,'File order',[1, 60],defInput);
-nFileOrder = str2double(answr);
-nSmrxFiles = smrxFiles;
-if ~isempty(answr) && sum(abs(fileOrder - nFileOrder)) ~= 0
-    fprintf(1,'Changing file order...\n')
-    nSmrxFiles(nFileOrder) = smrxFiles(fileOrder);
-    smrxFiles = nSmrxFiles;
-else
-    fprintf('File order not altered\n')
-end
-clearvars nSmrxFiles nFileOrder
-% Creating a .bin file
-if ~exist('outBaseName','var') || isempty(outBaseName) ||...
-        ~ischar(outBaseName)
-    fprintf(1,'No outname given. Computing a name...\n')
-    pathPieces = strsplit(dataDir,filesep);
-    outBaseName = [pathPieces{end},'.bin'];
-    fprintf(1,'File name: %s.bin\n',pathPieces{end})
-end
-
-outFullName = fullfile(dataDir,outBaseName);
-if exist(outFullName,'file')
-    ovwtAns = questdlg(...
-        sprintf('Warning! File %s exists. Overwrite?',outFullName),...
-        'Overwrite?','Yes','No','No');
-    if strcmpi(ovwtAns,'no')
-        fprintf('No file written.\n')
-        return
-    end
-end
-fID = fopen(outFullName,'w');
-m = (2^32)/100;
-for cf = 1:Nf
-    cfName = fullfile(smrxFiles(cf).folder,smrxFiles(cf).name);
-    FileInfo = SONXFileHeader(cfName);
-    fhand = CEDS64Open(cfName);
-    if fhand < 0
-        fprintf(1,'The file might be opened in Spike2. Please close it and')        
-        fprintf(1,' try again.\n')
-        fclose(fID);
-        return
-    end
-    totalTime = CEDS64TicksToSecs(fhand,FileInfo.maxFTime);
-    
-    if fhand > 0
-        % Import the data.
-        mxChans = CEDS64MaxChan(fhand);
-        chanList = 1:mxChans;
-        chTypes = zeros(mxChans,1);
-        try
-            heads = SONXChannelInfo(fhand,1,1);
-            fch = 2;
-            ch1 = 2;
-            chTypes(1) = 1;
-        catch
-            heads = SONXChannelInfo(fhand,2,2);
-            fch = 3;
-            ch1 = 3;
-            chTypes(2) = 1;
-        end
-        heads = repmat(heads,mxChans,1);
-        for ch = ch1:mxChans
-            chTypes(ch) = CEDS64ChanType(fhand,ch);
-            if chTypes(ch) == 1
-                fch = fch + 1;
-                heads(ch) = SONXChannelInfo(fhand,ch,fch);
-            end
-        end
-        heads = heads(chTypes == 1);
-        chanList = chanList(chTypes == 1);
-        chead = numel(heads);
-        while chead >= 1
-            if ~xor(isnan(str2double(heads(chead).title)),...
-                    ~contains(heads(chead).title,impStr))
-                heads(chead) = [];
-                chanList(chead) = [];
-            end
-            chead = chead - 1;
-        end
-        multiplexerFactor = heads(1).ChanDiv;
-        fs = 1 / (FileInfo.usPerTime * multiplexerFactor);
-        FileInfo.SamplingFrequency = fs;
-        [~, baseName, ~] = fileparts(smrxFiles(cf).name);
-        save(fullfile(dataDir,...
-            [baseName, '_sampling_frequency.mat']),'fs')
-        display(FileInfo)
-        % Determining the necessary array size to occupy approximately the
-        % 75% of the available memory given that the array is int16
-        memStruct = memory;
-        BuffSize = 3 * memStruct.MemAvailableAllArrays / 8;
-        dataPointsExp = (BuffSize / (numel(chanList) * 2));
-        if heads(1).npoints < dataPointsExp
-            dataPointsExp = heads(1).npoints;
-        end
-        wwidth = double(dataPointsExp)/fs;
-        % dataPointsExp = ceil(log10(fs)+2);
-        % wwidth = 10^ceil(log10(fs)+2)/fs;
-        is = 1/fs;
-        cw = 0;
-        if abs(totalTime-(heads(1).stop - heads(1).start))
-            oldTotalTime = totalTime;
-            totalTime = heads(1).stop - heads(1).start;
-            fprintf(1,'The length of the signals in the file seem to ')
-            fprintf(1,'differ (%.3f s \\delta (%.3f ms)).\nConsidering %.3f seconds\n',...
-                oldTotalTime, 1e3*(oldTotalTime - totalTime), totalTime)
-        end
-        while cw < totalTime
-            %         if exist('Npts','var')
-            %             fID = fopen(outfilename,'a');
-            %         end
-            % dataBuff = zeros(numel(chanList),10^dataPointsExp,'int16');
-            dataBuff = zeros(numel(chanList),dataPointsExp,'int16');
-            if cw <= totalTime - wwidth
-                timeSegment = [cw, cw + wwidth];
-            else
-                timeSegment = [cw, totalTime];
-                cw = totalTime * 2;
-                dataBuff = zeros(numel(chanList),int32(diff(timeSegment)*fs),...
-                    'int16');
-            end
-            shortFlag = false;
-            fprintf(1,'Reading... ')
-            for ch = 1:numel(chanList)
-                [Npts, chanAux, ~] =...
-                    SONXGetWaveformChannelSegment(fhand, chanList(ch), timeSegment,...
-                    heads(ch)); %#ok<ASGLU>
-                dat = int16(chanAux * m);
-                try
-                    dataBuff(ch,:) = dat;
-                catch
-                    dataBuff(ch,1:length(dat)) = dat;
-                    shortFlag = true;
-                end
-            end
-            
-            fprintf(1,'done!\n')
-            cw = cw + wwidth + is;
-            fprintf(1,'Writting... ')
-            if shortFlag
-                dataBuff(:,length(dat)+1:dataPointsExp) = [];
-            end
-            fwrite(fID,dataBuff,'int16');
-            fprintf(1,' done!\n')
-            %         ftell(fID)
-            %         fclose(fID);
-        end
-    end
-    CEDS64Close(fhand);
-end
-fclose(fID);
-fprintf('Successfully imported files!\n')
-fprintf('The files merged are the following:\n')
-for cf = 1:numel(smrxFiles)
-    fprintf('%s\n',smrxFiles(cf).name)
-end
-iOk = CEDS64Close(fhand);
-end
\ No newline at end of file
diff --git a/Ross/AllWaveforms.m b/Ross/AllWaveforms.m
new file mode 100644
index 0000000..788b474
--- /dev/null
+++ b/Ross/AllWaveforms.m
@@ -0,0 +1,16 @@
+function fig = AllWaveforms(clWaveforms, ID, fs)
+fig = figure('color', 'white');
+hold on
+for a = 1:length(ID)
+    ind = find(ismember(clWaveforms(:,1), ID(a)));
+    plot(mean(clWaveforms{ind,2}'));
+end
+fig = gcf;
+ax = fig(1).Children;
+ind = size(clWaveforms{1,2}(:,1));
+ind = ind(1);
+ax.XTickLabel = [1:ind]/fs*1000;
+title('m379 All Units')
+xlabel(ax,'Time_(_m_s_)')
+ax.FontSize = 30;
+end
\ No newline at end of file
diff --git a/Ross/AutomateRasters.m b/Ross/AutomateRasters.m
new file mode 100644
index 0000000..cc1dcb1
--- /dev/null
+++ b/Ross/AutomateRasters.m
@@ -0,0 +1,80 @@
+% DE_Jittering needs to be unfiltered for significance for this to work!
+
+
+rasterDir = fullfile(figureDir,'Rasters\');
+if ~mkdir(rasterDir)
+    fprintf(1,'There was an issue with the figure folder...\n');
+end
+for pwr = [5, 10, 15]
+MchTblInd = ['Mech_Control_', num2str(pwr), 'mW_MR'];
+LasTblInd = ['Laser_Control_', num2str(pwr), 'mW_LR'];
+MchCondControl = ['Mech_Control_', num2str(pwr), 'mW'];
+LasCondControl = ['Laser_Control_', num2str(pwr), 'mW'];
+MchLasCond = ['Mech_Laser_', num2str(pwr), 'mW'];
+EffectTblInd = ['Mech_Control_', num2str(pwr), 'mW_vs_Mech_Laser_', num2str(pwr), 'mW_Evoked_Response'];
+TblInd = find(clInfo.(MchTblInd)); % ATM this only makes rasters that show sig control mech response
+clIDind = clInfo.id(TblInd);
+lngth = length(clIDind);
+for a = 1:lngth
+    cl = clIDind(a);
+    clSel = find(ismember(pclID, cl));
+    if chCond == 1
+        rasCondSel = find(ismember(consCondNames, MchCondControl) | ismember(consCondNames, MchLasCond));
+        label = 'Mech';
+    else
+        rasCondSel = find(ismember(consCondNames, LasCondControl) | ismember(consCondNames, MchLasCond));
+        label = 'Laser';
+    end
+    rasCond = consideredConditions(rasCondSel);
+    rasCondNames = consCondNames(rasCondSel);
+    Nrcl = numel(clSel);
+    % Reorganize the rasters in the required order.
+    clSub = find(ismember(gclID, pclID(clSel)))+1;
+    [rasIdx, rasOrd] = ismember(pclID(ordSubs), pclID(clSel));
+    clSub = clSub(rasOrd(rasIdx));
+    clSel = clSel(rasOrd(rasOrd ~= 0));
+    Nma = min(Na(rasCondSel));
+    rasFig = figure;
+    Nrcond = length(rasCond);
+    ax = gobjects(Nrcond*Nrcl,1);
+    for cc = 1:length(rasCond)
+        % Equalize trial number
+        trigSubset = sort(randsample(Na(rasCondSel(cc)),Nma));
+        tLoc = find(delayFlags(:,rasCondSel(cc)));
+        tSubs = tLoc(trigSubset);
+        % Trigger subset for stimulation shading
+        trigAlSubs = Conditions(rasCond(cc)).Triggers(trigSubset,:);
+        timeDur = round(diff(trigAlSubs, 1, 2)/fs, 3);
+        trigChange = find(diff(timeDur) ~= 0);
+        for ccl = 1:Nrcl
+            lidx = ccl + (cc - 1) * Nrcl;
+            ax(lidx) = subplot(Nrcond, Nrcl, lidx);
+            title(ax(lidx),sprintf('%s cl:%s',rasCondNames{cc},pclID{clSel(ccl)}))
+            plotRasterFromStack(discStack([1,clSub(ccl)],:,tSubs),...
+                timeLapse, fs,'',ax(lidx));
+            ax(lidx).YAxisLocation = 'origin';ax(lidx).YAxis.TickValues = Nma;
+            ax(lidx).YAxis.Label.String = Nma;
+            ax(lidx).YAxis.Label.Position =...
+                [timeLapse(1)-timeLapse(1)*0.65, Nma,0];
+            ax(lidx).XAxis.TickLabels =...
+                cellfun(@(x) str2num(x)*1e3, ax(lidx).XAxis.TickLabels,...
+                'UniformOutput', 0);
+            xlabel(ax(lidx), 'Time [ms]')
+            initSub = 0;
+            optsRect = {'EdgeColor','none','FaceColor','none'};
+            for ctr = 1:numel(trigChange)
+                rectangle('Position',[0, initSub,...
+                    timeDur(trigChange(ctr)), trigChange(ctr)],optsRect{:})
+                initSub = trigChange(ctr);
+            end
+            rectangle('Position', [0, initSub, timeDur(Nma),...
+                Nma - initSub],optsRect{:})
+        end
+    end
+    linkaxes(ax,'x')
+    rasFigName = ['Unit_', cell2mat(cl), '_', label, '_', num2str(pwr), 'mW_Raster']; 
+    configureFigureToPDF (rasFig);
+    savefig(rasFig,fullfile(rasterDir, [rasFigName, '.fig']));
+end
+end
+close all
\ No newline at end of file
diff --git a/Ross/BaselineVsEvokedISIs.m b/Ross/BaselineVsEvokedISIs.m
new file mode 100644
index 0000000..675a543
--- /dev/null
+++ b/Ross/BaselineVsEvokedISIs.m
@@ -0,0 +1,125 @@
+function fig = BaselineVsEvokedISIs(SalISIhist, CfaISIhist)
+%% Saline & CFA Spont vs Evoked (Mech Control)
+for model = 1:2
+    if model == 1
+        Hist = SalISIhist;
+    else
+        Hist = CfaISIhist;
+    end
+    evInd =[];
+    for e = 1:length(Hist)
+        if contains(Hist(e).name, 'Mech_Control', 'IgnoreCase', true) == true
+            evInd = [evInd; e];
+        end
+    end
+    IsiR = length(Hist(evInd(1)).Vals(1).CumISI);
+    for a = 2:length(evInd)
+        IsiR = [IsiR, length(Hist(evInd(a)).Vals(2).CumISI)];
+    end
+    r = sum(IsiR);
+    SpontIsiStack = zeros(r, length(Hist(evInd(1)).Vals(1).ISI{1}));
+    SpontcumIsiStack = zeros(r, length(Hist(evInd(1)).Vals(1).CumISI{1}));
+    EvokedIsiStack = zeros(r, length(Hist(evInd(1)).Vals(2).ISI{1}));
+    EvokedcumIsiStack = zeros(r, length(Hist(evInd(1)).Vals(2).CumISI{1}));
+    c = 1;
+    for a = 1: length(evInd)
+        for b = 1:length(Hist(evInd(a)).Vals(2).CumISI)
+            SpontcumIsiStack(c,:) = Hist(evInd(a)).Vals(1).CumISI{b};
+            EvokedcumIsiStack(c,:) = Hist(evInd(a)).Vals(2).CumISI{b};
+            SpontIsiStack(c,:) = Hist(evInd(a)).Vals(1).ISI{b};
+            EvokedIsiStack(c,:) = Hist(evInd(a)).Vals(2).ISI{b};
+            c = c + 1;
+        end
+    end
+    % Getting rid of NaNs
+    SpontcumIsiStack(length(SpontcumIsiStack(:,1)) + 1,:) = NaN;
+    SpontIsiStack(length(SpontIsiStack(:,1)) + 1,:) = NaN;
+    EvokedcumIsiStack(length(EvokedcumIsiStack(:,1)) + 1,:) = NaN;
+    EvokedIsiStack(length(EvokedIsiStack(:,1)) + 1,:) = NaN;
+    
+    SpontIndNaN = length(SpontIsiStack(:,1));
+    EvokedIndNaN = length(EvokedIsiStack(:,1));
+    
+    
+    for nInd = 1:length(SpontIsiStack(:,1))-1
+        if isnan(SpontIsiStack(nInd,:)) == true
+            SpontIndNaN = [SpontIndNaN; nInd];
+        end
+    end
+    
+    for nInd = 1:length(EvokedIsiStack(:,1))-1
+        if isnan(EvokedIsiStack(nInd,:)) == true
+            EvokedIndNaN = [EvokedIndNaN; nInd];
+        end
+    end
+    SpontIndNaN = sort(SpontIndNaN, 'descend');
+    SpontIsiStack(SpontIndNaN,:) =[];
+    SpontcumIsiStack(SpontIndNaN,:) = [];
+    EvokedIndNaN = sort(EvokedIndNaN, 'descend');
+    EvokedIsiStack(EvokedIndNaN,:) =[];
+    EvokedcumIsiStack(EvokedIndNaN,:) = [];
+    if model == 1
+        cumSpontSalIsi = sum(SpontcumIsiStack)/length(SpontcumIsiStack(:,1));
+        cumEvokedSalIsi = sum(EvokedcumIsiStack)/length(EvokedcumIsiStack(:,1));
+        sumSpontSalISI = sum(SpontIsiStack)/length(SpontIsiStack(:,1));
+        sumEvokedSalISI = sum(EvokedIsiStack)/length(EvokedIsiStack(:,1));
+    else
+        cumSpontCfaIsi = sum(SpontcumIsiStack)/length(SpontcumIsiStack(:,1));
+        cumEvokedCfaIsi = sum(EvokedcumIsiStack)/length(EvokedcumIsiStack(:,1));
+        sumSpontCfaISI = sum(SpontIsiStack)/length(SpontIsiStack(:,1));
+        sumEvokedCfaISI = sum(EvokedIsiStack)/length(EvokedIsiStack(:,1));
+    end
+end
+
+figure('Color',[1,1,1], 'Name', 'Saline & CFA Spontaneous vs Evoked Cumulative Fraction');
+subplot(2,1,1)
+for model = 1:2
+    subplot(2,1,model)
+    if model == 1
+        Hist = SalISIhist;
+        spont = cumSpontSalIsi;
+        evoked = cumEvokedSalIsi;
+        SpontISI = sumSpontSalISI;
+        EvokedISI = sumEvokedSalISI;
+    else
+        Hist = CfaISIhist;
+        spont = cumSpontCfaIsi;
+        evoked = cumEvokedCfaIsi;
+        SpontISI = sumSpontCfaISI;
+        EvokedISI = sumEvokedCfaISI;
+    end
+    % Only if the bin widths are constant!!!
+    plot(Hist(1).Vals(1).bns{1}, spont);
+    hold on
+    plot(Hist(1).Vals(2).bns{1}, evoked);
+    ylabel('Cumulative Fraction');
+    xlabel('ISI (msecs)');
+    xlim([-3, 2]);
+    xticks([-3:2]);
+    ylim([0, 1]);
+    legend('Spontaneous', 'Evoked');
+    fig = gcf;
+    ax = gca;
+    ax.FontSize = 20;
+    ax.XTickLabel = 10.^cellfun(@str2double,ax.XTickLabel) * 1e3;
+    % ax.XTickLabelRotation = -45;
+    if model == 1
+        title('Saline');
+    else
+        title('CFA');
+    end
+    %% More Stats
+    [txt, star] = findKSsignificance(SpontISI, EvokedISI);
+    annotation(figure(gcf),'textbox',...
+        [0.21428125, 0.438809261300992*(1/model) 0.0568125 0.029768467475193],'String',star,...
+        'FontSize',20,...
+        'FitBoxToText','off',...
+        'EdgeColor','none');
+    annotation(figure(gcf),'textbox',...
+        [0.673958333333333, 0.112328008579419 *(1/model) 0.203645833333333 0.232874455900804],...
+        'String',{txt},...
+        'FontSize',15,...
+        'FitBoxToText','off',...
+        'EdgeColor','none');
+end
+end
\ No newline at end of file
diff --git a/Ross/Bursty.m b/Ross/Bursty.m
new file mode 100644
index 0000000..205d272
--- /dev/null
+++ b/Ross/Bursty.m
@@ -0,0 +1,23 @@
+function [BurstStruct, popFreq, totalBursts, totalSpikes] = Bursty(SpikeTrainArray, fs)
+for a = 1:length(SpikeTrainArray)
+    [burstSpkFreq, burstCF, nBursts, nSpikes] = getBurstingMeasures(SpikeTrainArray{a, 1}, fs, 4, 100);
+    BurstStruct(a).Freq = burstSpkFreq;
+    BurstStruct(a).Coeff = burstCF;
+    BurstStruct(a).nBursts = nBursts;
+    BurstStruct(a).nSpikes = nSpikes;
+end
+
+freq = cat(2, BurstStruct(:).Freq);
+popFreq = sum(freq')';
+bursts = cat(2, BurstStruct(:).nBursts);
+totalBursts = sum(bursts')';
+relFreq = popFreq/totalBursts;
+spikes = cat(2, BurstStruct(:).nSpikes);
+totalSpikes = sum(spikes')';
+
+
+
+
+
+
+end
\ No newline at end of file
diff --git a/Ross/CondISIs.m b/Ross/CondISIs.m
new file mode 100644
index 0000000..3e93fed
--- /dev/null
+++ b/Ross/CondISIs.m
@@ -0,0 +1,106 @@
+function [fig, ksResults] = CondISIs(SalISIhist, CfaISIhist)
+fig = gobjects(4);
+%% CumISI Comparing Conditions
+r = 1;
+cf = 1;
+for model = 1:2
+    if model == 1
+        Histy = SalISIhist;
+        modName = 'Saline';
+    else
+        Histy = CfaISIhist;
+        modName = 'CFA';
+    end
+    for wIndex = 1:2
+        if wIndex == 1
+            wName = 'Spontaneous';
+        else
+            wName = 'Evoked';
+        end
+        
+        fig(cf) = figure('Color',[1,1,1], 'Name', [modName, ' ', wName, ' Cumulative Fraction']);
+        cf = cf + 1;
+        
+        for a = 3%:3
+            pwr = a*5;
+            if a == 1
+                chCond = [7 8 9];
+            elseif a == 2
+                chCond = [1 2 3];
+            elseif a == 3
+                chCond = [4 5 6];
+            end
+            % subplot(3,1,a)
+            hold on
+            for chFig = chCond
+                IsiStack = zeros(length(Histy(chFig).Vals(wIndex).ISI), length(Histy(chFig).Vals(wIndex).ISI{1}));
+                cumIsiStack = zeros(length(Histy(chFig).Vals(wIndex).CumISI), length(Histy(chFig).Vals(wIndex).CumISI{1}));
+                for cInd = 1:length(Histy(chFig).Vals(wIndex).CumISI)
+                    IsiStack(cInd,:) =  Histy(chFig).Vals(wIndex).ISI{cInd};
+                    cumIsiStack(cInd,:) =  Histy(chFig).Vals(wIndex).CumISI{cInd};
+                end
+                % Getting rid of NaNs
+                cumIsiStack(length(Histy(chFig).Vals(wIndex).CumISI) + 1,:) = NaN;
+                IsiStack(length(Histy(chFig).Vals(wIndex).ISI) + 1,:) = NaN;
+                cumIndNaN = (length(Histy(chFig).Vals(wIndex).CumISI) + 1);
+                for nInd = 1:(length(Histy(chFig).Vals(wIndex).CumISI))
+                    if isnan(cumIsiStack(nInd,:)) == true
+                        cumIndNaN = [cumIndNaN; nInd];
+                    end
+                end
+                cumIndNaN = sort(cumIndNaN, 'descend');
+                cumIsiStack(cumIndNaN,:) =[];
+                IsiStack(cumIndNaN,:) = [];
+                ISIcum = sum(cumIsiStack)/length(Histy(chFig).Vals(wIndex).CumISI);
+                % Only if the bin widths are constant!!!
+                plot(CfaISIhist(1).Vals(1).bns{1}, ISIcum)
+                if model == 1
+                    SalISIhist(chFig).Vals(wIndex).cumsum = ISIcum;
+                    SalISIhist(chFig).Vals(wIndex).ISIsum = IsiStack/length(Histy(chFig).Vals(wIndex).ISI);
+                    % SalISIhist(chFig).Vals(wIndex).sumISI = sum(Isi);
+                    Histy = SalISIhist;
+                elseif model == 2
+                    CfaISIhist(chFig).Vals(wIndex).cumsum = ISIcum;
+                    CfaISIhist(chFig).Vals(wIndex).ISIsum = IsiStack/length(Histy(chFig).Vals(wIndex).ISI);
+                    % CfaISIhist(chFig).Vals(wIndex).sumISI = sum(Isi);
+                    Histy = CfaISIhist;
+                end
+            end
+            % Results(c).name = kstest2(CumISI(chCond(1)).Condition(wIndex).Vals;
+            ylabel('Cumulative Fraction');
+            xlabel('ISI (msecs)');
+            xlim([-3, 1]);
+            xticks([-3:1])
+            ylim([0, 1]);
+            legend(Histy(chCond(1)).name, Histy(chCond(2)).name, Histy(chCond(3)).name);
+            fig = gcf;
+            ax = gca;
+            ax.FontSize = 20;
+            ax.XTickLabel = 10.^cellfun(@str2double,ax.XTickLabel) * 1e3;
+
+        end
+        c = 0;
+%         for a = 1:3
+%             pwr = a*5;
+%             if a == 1
+%                 chCond = [7 8 9];
+%             elseif a == 2
+%                 chCond = [1 2 3];
+%             elseif a == 3
+%                 chCond = [4 5 6];
+%             end
+%             for d = 1:length(chCond)-1
+%                 for b  = d+1: length(chCond)
+%                     ksResults(r).name = [modName, ' ', Histy(chCond(d) + c).name, ' vs ', Histy(chCond(b) + c).name, ' ', wName];
+%                     ksResults(r).kstest2 = findKSsignificance(sum(Histy(chCond(d) + c).Vals(wIndex).ISIsum), sum(Histy(chCond(b) + c).Vals(wIndex).ISIsum));
+%                     r = r + 1;
+%                 end
+%             end
+          
+        end
+    end
+end
+%%
+% for a = 1:length(ksResults)
+%     fprintf(1, [ksResults(a).name,' Kolgorov-Smirnov Test ', num2str(ksResults(a).kstest2), ' \n \n'])
+% end
\ No newline at end of file
diff --git a/Ross/ConditionISIs.m b/Ross/ConditionISIs.m
new file mode 100644
index 0000000..9e1fbd4
--- /dev/null
+++ b/Ross/ConditionISIs.m
@@ -0,0 +1,224 @@
+%% 
+
+
+
+
+%% ISIs
+ind = 1;
+for model = 1:2
+    if model == 1
+        Histy = SalIIShist;
+        modName = 'Saline';
+    else
+        Histy = CfaISIhist;
+        modName = 'CFA';
+    end
+    for wIndex = 1:2
+        if wIndex == 1
+            wName = 'Spontaneous';
+        else
+            wName = 'Evoked';
+        end
+        
+        figure('Color',[1,1,1], 'Name', [modName, ' ', wName, ' ISIs']);
+        for a = 1:3
+            pwr = a*5;
+            if a == 1
+                chCond = [7 8 9];
+            elseif a == 2
+                chCond = [1 2 3];
+            elseif a == 3
+                chCond = [4 5 6];
+            end
+            
+            subplot(3,1,a)
+            plot(Histy(chCond(1)).Vals(wIndex).bns, Histy(chCond(1)).Vals(wIndex).cts./sum(Histy(chCond(1)).Vals(wIndex).cts),'LineWidth',1);
+            hold on
+            plot(Histy(chCond(2)).Vals(wIndex).bns, Histy(chCond(2)).Vals(wIndex).cts./sum(Histy(chCond(2)).Vals(wIndex).cts),'LineWidth',1);
+            plot(Histy(chCond(3)).Vals(wIndex).bns, Histy(chCond(3)).Vals(wIndex).cts./sum(Histy(chCond(3)).Vals(wIndex).cts),'LineWidth',1);
+            ylabel('ISI Probability');
+            xlabel('ISI (msecs)');
+            % title([num2str(pwr), ' mW']);
+            legend(Histy(chCond(1)).name, Histy(chCond(2)).name, Histy(chCond(3)).name);
+            ylim([0, 10^(-2)]);
+            xlim([log(0.001), 4.5]);
+            fig = gcf;
+            ax = gca;
+            ax.FontSize = 20;
+            ax.XTickLabels = round(exp(cellfun(@str2double,ax.XTickLabel))* 1e3); % This goes weird when image is not full size
+            
+            ISIvals(ind).name = [modName, ' ', wName, ' ', Histy(chCond(1)).name];
+            ISIvals(ind).Vals = Histy(chCond(1)).Vals(wIndex).cts./sum(Histy(chCond(1)).Vals(wIndex).cts);
+            ind = ind + 1;
+            ISIvals(ind).name = [modName, ' ', wName, ' ', Histy(chCond(2)).name];
+            ISIvals(ind).Vals = Histy(chCond(2)).Vals(wIndex).cts./sum(Histy(chCond(2)).Vals(wIndex).cts);
+            ind = ind + 1;
+            ISIvals(ind).name = [modName, ' ', wName, ' ', Histy(chCond(3)).name];
+            ISIvals(ind).Vals = Histy(chCond(3)).Vals(wIndex).cts./sum(Histy(chCond(3)).Vals(wIndex).cts);
+            ind = ind + 1;
+        end
+    end
+end
+%% kstest2
+ind = 1;
+BonfAlpha = 0.05/length(ISIvals);
+c = 0;
+for comparisons = 1:3:length(ISIvals)
+    for a = 1:2
+        for b = a+1:3
+    Results(ind).name = [ISIvals(c + a).name, ' vs ', ISIvals(c + b).name,];
+    Results(ind).kstest = kstest2(ISIvals(c + a).Vals, ISIvals(c + b).Vals,'Alpha',BonfAlpha);
+    ind = ind + 1;
+        end
+    end
+    c = c + 3;
+end
+for a = 1:36
+fprintf(1, [Results(a).name,' Kolgorov-Smirnov Test = ', num2str(Results(a).kstest), ' \n \n'])
+end
+save(fullfile('Z:\Ross\Experiments\VPL', 'Laser_Results'), 'Results', '-v7.3');
+%% Cumulative Fraction
+for model = 1:2
+    if model == 1
+        Histy = SalIsi;
+        modName = 'Saline';
+    else
+        Histy = CFAisi;
+        modName = 'CFA';
+    end
+    for wIndex = 1:2
+        if wIndex == 1
+            wName = 'Spontaneous';
+        else
+            wName = 'Evoked';
+        end
+        
+        figure('Color',[1,1,1], 'Name', [modName, ' ', wName, ' Cumulative Fraction']);
+        for a = 1:3
+            pwr = a*5;
+            if a == 1
+                chCond = [7 8 9];
+            elseif a == 2
+                chCond = [1 2 3];
+            elseif a == 3
+                chCond = [4 5 6];
+            end
+            
+            subplot(3,1,a)
+            Ncts = Histy(chCond(1)).Vals(wIndex).cts/sum(Histy(chCond(1)).Vals(wIndex).cts);
+            plot(Histy(chCond(1)).Vals(wIndex).bns,cumsum(Ncts),'LineStyle','-')
+            hold on
+            Ncts = Histy(chCond(2)).Vals(wIndex).cts/sum(Histy(chCond(2)).Vals(wIndex).cts);
+            plot(Histy(chCond(2)).Vals(wIndex).bns,cumsum(Ncts),'LineStyle','-')
+            Ncts = Histy(chCond(3)).Vals(wIndex).cts/sum(Histy(chCond(3)).Vals(wIndex).cts);
+            plot(Histy(chCond(3)).Vals(wIndex).bns,cumsum(Ncts),'LineStyle','-')
+            ylabel('Cumulative Fraction');
+            xlabel('ISI (msecs)');
+            xlim([log(0.001), 4.5]);
+            ylim([0, 1]);
+            
+            % title([num2str(pwr), ' mW']);
+            legend(Histy(chCond(1)).name, Histy(chCond(2)).name, Histy(chCond(3)).name);
+            %             ylim([0, 1]);
+            %             xlim([log(0.001), 4.5]);
+            ax = gca;
+            ax.FontSize = 20;
+            grid(ax,'on')
+            ax.XTickLabels = round(exp(cellfun(@str2double,ax.XTickLabel))* 1e3);
+        end
+    end
+end
+%% Saline vs CFA of Mechanically Responsive Units
+
+Sal.SpontCts = SalIsi(1).Vals(1).cts;
+for a = 2:length(SalIsi)
+    Sal.SpontCts = Sal.SpontCts + SalIsi(a).Vals(1).cts;
+end
+Sal.EvokedCts = SalIsi(1).Vals(2).cts;
+for a = [4, 7]
+    Sal.EvokedCts = Sal.EvokedCts + SalIsi(a).Vals(2).cts;
+end
+Sal.bns = SalIsi(1).Vals(2).bns;
+
+CFA.SpontCts = CFAisi(1).Vals(1).cts;
+for a = 2:length(CFAisi)
+    CFA.SpontCts = CFA.SpontCts + CFAisi(a).Vals(1).cts;
+end
+CFA.EvokedCts = CFAisi(1).Vals(2).cts;
+for a = [4, 7]
+    CFA.EvokedCts = CFA.EvokedCts + CFAisi(a).Vals(2).cts;
+end
+CFA.bns = CFAisi(1).Vals(2).bns;
+
+figure('Color',[1,1,1], 'Name', 'Saline vs CFA ISIs');
+subplot(2,1,1)
+plot(CFA.bns, CFA.SpontCts./sum(CFA.SpontCts),'LineWidth',1);
+hold on
+plot(Sal.bns, Sal.SpontCts./sum(Sal.SpontCts),'LineWidth',1);
+
+title('Spontaneous');
+ylabel('ISI Probability');
+xlabel('ISI (msecs)');
+legend('CFA', 'Saline');
+ylim([0, 10^(-2)]);
+xlim([log(0.001), 4.5]);
+ax = gca;
+ax.FontSize = 20;
+ax.XTickLabels = round(exp(cellfun(@str2double,ax.XTickLabel))* 1e3);
+
+subplot(2,1,2)
+plot(CFA.bns, CFA.EvokedCts./sum(CFA.EvokedCts),'LineWidth',1);
+hold on
+plot(Sal.bns, Sal.EvokedCts./sum(Sal.EvokedCts),'LineWidth',1);
+
+title('Evoked');
+ylabel('ISI Probability');
+xlabel('ISI (msecs)');
+legend('CFA', 'Saline');
+ylim([0, 10^(-2)]);
+xlim([log(0.001), 4.5]);
+ax = gca;
+ax.FontSize = 20;
+ax.XTickLabels = round(exp(cellfun(@str2double,ax.XTickLabel))* 1e3);
+figure('Color',[1,1,1], 'Name', 'Saline vs CFA Cumulative Fraction');
+subplot(2,1,1)
+Ncts = CFA.SpontCts/sum(CFA.SpontCts);
+plot(CFA.bns,cumsum(Ncts),'LineStyle','-')
+hold on
+Ncts = Sal.SpontCts/sum(Sal.SpontCts);
+plot(Sal.bns,cumsum(Ncts),'LineStyle','-')
+title('Spontaneous');
+ylabel('Cumulative Fraction');
+xlabel('ISI (msecs)');
+xlim([log(0.001), 4.5]);
+ylim([0, 1]);
+legend('CFA', 'Saline');
+ax = gca;
+ax.XTickLabels = round(exp(cellfun(@str2double,ax.XTickLabel))* 1e3);ax.FontSize = 20;
+grid(ax,'on')
+subplot(2,1,2)
+Ncts = CFA.EvokedCts/sum(CFA.EvokedCts);
+plot(CFA.bns,cumsum(Ncts),'LineStyle','-')
+hold on
+Ncts = Sal.EvokedCts/sum(Sal.EvokedCts);
+plot(Sal.bns,cumsum(Ncts),'LineStyle','-')
+title('Evoked');
+ylabel('Cumulative Fraction');
+xlabel('ISI (msecs)');
+xlim([log(0.001), 4.5]);
+ylim([0, 1]);
+legend('CFA', 'Saline');
+ax = gca;
+ax.FontSize = 20;
+ax.XTickLabels = round(exp(cellfun(@str2double,ax.XTickLabel))* 1e3);
+grid(ax,'on')
+%% Results 
+if kstest2(CFA.SpontCts./sum(CFA.SpontCts),Sal.SpontCts./sum(Sal.SpontCts))
+    fprintf(1,'Spontaneous activity between Saline and CFA is significantly different (kstest2) \n');
+else
+    fprintf(1,'Spontaneous activity between Saline and CFA is NOT significantly different (kstest2) \n');
+end
+%% Laser Differences in Saline vs CFA (Needs to be normalise somehow)
+
+
+
diff --git a/Ross/CumISI.m b/Ross/CumISI.m
new file mode 100644
index 0000000..af84d23
--- /dev/null
+++ b/Ross/CumISI.m
@@ -0,0 +1,305 @@
+
+
+%% Saline vs CFA Spontaneous
+for model = 1:2
+    if model == 1
+        Hist = SalISIhist;
+    else
+        Hist = CfaISIhist;
+    end
+    
+    IsiR = length(Hist(1).Vals(1).CumISI);
+    for a = 2: length(Hist)
+        IsiR = [IsiR, length(Hist(a).Vals(1).CumISI)];
+    end
+    r = sum(IsiR);
+    cumIsiStack = zeros(r, length(Hist(1).Vals(1).CumISI{1}));
+    IsiStack = zeros(r, length(Hist(1).Vals(1).ISI{1}));
+    c = 1;
+    for a = 1:length(Hist)
+        for b = 1:length(Hist(a).Vals(1).CumISI)
+            cumIsiStack(c,:) = Hist(a).Vals(1).CumISI{b};
+            IsiStack(c,:) = Hist(a).Vals(1).ISI{b};
+            c = c +1;
+        end
+    end
+    % Getting rid of NaNs
+    cumIsiStack(length(cumIsiStack(:,1)) + 1,:) = NaN;
+    IsiStack(length(IsiStack(:,1)) + 1,:) = NaN;
+    cumIndNaN = length(cumIsiStack(:,1));
+    IndNaN = length(IsiStack(:,1));
+    for nInd = 1:length(cumIsiStack(:,1))
+        if isnan(cumIsiStack(nInd,:)) == true
+            cumIndNaN = [cumIndNaN; nInd];
+        end
+        if isnan(IsiStack(nInd,:)) == true
+            IndNaN = [IndNaN; nInd];
+        end
+    end
+    cumIndNaN = sort(cumIndNaN, 'descend');
+    cumIsiStack(cumIndNaN,:) =[];
+    IndNaN = sort(IndNaN, 'descend');
+    IsiStack(IndNaN,:) =[];
+    if model == 1
+        sumSalIsi = sum(IsiStack)/length(IsiStack(:,1));
+        cumSalspont = sum(cumIsiStack)/length(cumIsiStack(:,1));
+        
+    else
+        sumCfaIsi = sum(IsiStack)/length(IsiStack(:,1));
+        cumCFAspont = sum(cumIsiStack)/length(cumIsiStack(:,1));
+    end
+end
+figure('Color',[1,1,1], 'Name', 'Saline vs CFA Spontaneous Cumulative Fraction');
+% Only if the bin widths are constant!!!
+plot(SalISIhist(1).Vals(1).bns{1}, cumSalspont);
+hold on
+plot(CfaISIhist(1).Vals(1).bns{1}, cumCFAspont);
+ylabel('Cumulative Fraction');
+xlabel('ISI (msecs)');
+xlim([log(0.001), 4.5]);
+ylim([0, 1]);
+legend('Saline', 'CFA');
+title('Spontaneous Activity Cumulative Fractions');
+fig = gcf;
+ax = gca;
+ax.FontSize = 20;
+
+ax.XTickLabels = round(exp(-6:4)* 1e3);
+%% Stats Test and p-Values on Figure
+[txt, star] = findKSsignificance(sumSalIsi, sumCfaIsi);
+
+annotation(figure(gcf),'textbox',...
+    [0.21428125 0.438809261300992 0.0568125 0.029768467475193],'String',star,...
+    'FontSize',20,...
+    'FitBoxToText','off',...
+    'EdgeColor','none');
+annotation(figure(gcf),'textbox',...
+    [0.673958333333333 0.112328008579419 0.203645833333333 0.232874455900804],...
+    'String',{txt},...
+    'FontSize',15,...
+    'FitBoxToText','off',...
+    'EdgeColor','none');
+%% Saline & CFA Spont vs Evoked (Mech Control)
+for model = 1:2
+    if model == 1
+        Hist = SalISIhist;
+    else
+        Hist = CfaISIhist;
+    end
+    evInd =[];
+    for e = 1:length(Hist)
+        if contains(Hist(e).name, 'Mech_Control', 'IgnoreCase', true) == true
+            evInd = [evInd; e];
+        end
+    end
+    IsiR = length(Hist(evInd(1)).Vals(1).CumISI);
+    for a = 2:length(evInd)
+        IsiR = [IsiR, length(Hist(evInd(a)).Vals(2).CumISI)];
+    end
+    r = sum(IsiR);
+    SpontIsiStack = zeros(r, length(Hist(evInd(1)).Vals(1).ISI{1}));
+    SpontcumIsiStack = zeros(r, length(Hist(evInd(1)).Vals(1).CumISI{1}));
+    EvokedIsiStack = zeros(r, length(Hist(evInd(1)).Vals(2).ISI{1}));
+    EvokedcumIsiStack = zeros(r, length(Hist(evInd(1)).Vals(2).CumISI{1}));
+    c = 1;
+    for a = 1: length(evInd)
+        for b = 1:length(Hist(evInd(a)).Vals(2).CumISI)
+            SpontcumIsiStack(c,:) = Hist(evInd(a)).Vals(1).CumISI{b};
+            EvokedcumIsiStack(c,:) = Hist(evInd(a)).Vals(2).CumISI{b};
+            SpontIsiStack(c,:) = Hist(evInd(a)).Vals(1).ISI{b};
+            EvokedIsiStack(c,:) = Hist(evInd(a)).Vals(2).ISI{b};
+            c = c + 1;
+        end
+    end
+    % Getting rid of NaNs
+    SpontcumIsiStack(length(SpontcumIsiStack(:,1)) + 1,:) = NaN;
+    SpontIsiStack(length(SpontIsiStack(:,1)) + 1,:) = NaN;
+    EvokedcumIsiStack(length(EvokedcumIsiStack(:,1)) + 1,:) = NaN;
+    EvokedIsiStack(length(EvokedIsiStack(:,1)) + 1,:) = NaN;
+    
+    SpontIndNaN = length(SpontIsiStack(:,1));
+    EvokedIndNaN = length(EvokedIsiStack(:,1));
+    
+    
+    for nInd = 1:length(SpontIsiStack(:,1))-1
+        if isnan(SpontIsiStack(nInd,:)) == true
+            SpontIndNaN = [SpontIndNaN; nInd];
+        end
+    end
+    
+    for nInd = 1:length(EvokedIsiStack(:,1))-1
+        if isnan(EvokedIsiStack(nInd,:)) == true
+            EvokedIndNaN = [EvokedIndNaN; nInd];
+        end
+    end
+    SpontIndNaN = sort(SpontIndNaN, 'descend');
+    SpontIsiStack(SpontIndNaN,:) =[];
+    SpontcumIsiStack(SpontIndNaN,:) = [];
+    EvokedIndNaN = sort(EvokedIndNaN, 'descend');
+    EvokedIsiStack(EvokedIndNaN,:) =[];
+    EvokedcumIsiStack(EvokedIndNaN,:) = [];
+    if model == 1
+        cumSpontSalIsi = sum(SpontcumIsiStack)/length(SpontcumIsiStack(:,1));
+        cumEvokedSalIsi = sum(EvokedcumIsiStack)/length(EvokedcumIsiStack(:,1));
+        sumSpontSalISI = sum(SpontIsiStack)/length(SpontIsiStack(:,1));
+        sumEvokedSalISI = sum(EvokedIsiStack)/length(EvokedIsiStack(:,1));
+    else
+        cumSpontCfaIsi = sum(SpontcumIsiStack)/length(SpontcumIsiStack(:,1));
+        cumEvokedCfaIsi = sum(EvokedcumIsiStack)/length(EvokedcumIsiStack(:,1));
+        sumSpontCfaISI = sum(SpontIsiStack)/length(SpontIsiStack(:,1));
+        sumEvokedCfaISI = sum(EvokedIsiStack)/length(EvokedIsiStack(:,1));
+    end
+end
+
+figure('Color',[1,1,1], 'Name', 'Saline & CFA Spontaneous vs Evoked Cumulative Fraction');
+subplot(2,1,1)
+for model = 1:2
+    subplot(2,1,model)
+    if model == 1
+        Hist = SalISIhist;
+        spont = cumSpontSalIsi;
+        evoked = cumEvokedSalIsi;
+        SpontISI = sumSpontSalISI;
+        EvokedISI = sumEvokedSalISI;
+    else
+        Hist = CfaISIhist;
+        spont = cumSpontCfaIsi;
+        evoked = cumEvokedCfaIsi;
+        SpontISI = sumSpontCfaISI;
+        EvokedISI = sumEvokedCfaISI;
+    end
+    % Only if the bin widths are constant!!!
+    plot(Hist(1).Vals(1).bns{1}, spont);
+    hold on
+    plot(Hist(1).Vals(2).bns{1}, evoked);
+    ylabel('Cumulative Fraction');
+    xlabel('ISI (msecs)');
+    xlim([log(0.001), 4.5]);
+    ylim([0, 1]);
+    legend('Spontaneous', 'Evoked');
+    fig = gcf;
+    ax = gca;
+    ax.FontSize = 20;
+    if model == 1
+        title('Saline');
+    else
+        title('CFA');
+    end
+    ax.XTickLabels = round(exp(-6:4)* 1e3);
+    %% More Stats
+    [txt, star] = findKSsignificance(SpontISI, EvokedISI);
+    annotation(figure(gcf),'textbox',...
+        [0.21428125, 0.438809261300992*(1/model) 0.0568125 0.029768467475193],'String',star,...
+        'FontSize',20,...
+        'FitBoxToText','off',...
+        'EdgeColor','none');
+    annotation(figure(gcf),'textbox',...
+        [0.673958333333333, 0.112328008579419 *(1/model) 0.203645833333333 0.232874455900804],...
+        'String',{txt},...
+        'FontSize',15,...
+        'FitBoxToText','off',...
+        'EdgeColor','none');
+end
+
+%% CumISI Comparing Conditions
+r = 1;
+for model = 1:2
+    if model == 1
+        Histy = SalISIhist;
+        modName = 'Saline';
+    else
+        Histy = CfaISIhist;
+        modName = 'CFA';
+    end
+    for wIndex = 1:2
+        if wIndex == 1
+            wName = 'Spontaneous';
+        else
+            wName = 'Evoked';
+        end
+        
+        figure('Color',[1,1,1], 'Name', [modName, ' ', wName, ' Cumulative Fraction']);
+        
+        
+        for a = 1:3
+            pwr = a*5;
+            if a == 1
+                chCond = [7 8 9];
+            elseif a == 2
+                chCond = [1 2 3];
+            elseif a == 3
+                chCond = [4 5 6];
+            end
+            subplot(3,1,a)
+            hold on
+            for chFig = chCond
+                IsiStack = zeros(length(Histy(chFig).Vals(wIndex).ISI), length(Histy(chFig).Vals(wIndex).ISI{1}));
+                cumIsiStack = zeros(length(Histy(chFig).Vals(wIndex).CumISI), length(Histy(chFig).Vals(wIndex).CumISI{1}));
+                for cInd = 1:length(Histy(chFig).Vals(wIndex).CumISI)
+                    IsiStack(cInd,:) =  Histy(chFig).Vals(wIndex).ISI{cInd};
+                    cumIsiStack(cInd,:) =  Histy(chFig).Vals(wIndex).CumISI{cInd};
+                end
+                % Getting rid of NaNs
+                cumIsiStack(length(Histy(chFig).Vals(wIndex).CumISI) + 1,:) = NaN;
+                IsiStack(length(Histy(chFig).Vals(wIndex).ISI) + 1,:) = NaN;
+                cumIndNaN = (length(Histy(chFig).Vals(wIndex).CumISI) + 1);
+                for nInd = 1:(length(Histy(chFig).Vals(wIndex).CumISI))
+                    if isnan(cumIsiStack(nInd,:)) == true
+                        cumIndNaN = [cumIndNaN; nInd];
+                    end
+                end
+                cumIndNaN = sort(cumIndNaN, 'descend');
+                cumIsiStack(cumIndNaN,:) =[];
+                IsiStack(cumIndNaN,:) = [];
+                ISIcum = sum(cumIsiStack)/length(Histy(chFig).Vals(wIndex).CumISI);
+                % Only if the bin widths are constant!!!
+                plot(CfaISIhist(1).Vals(1).bns{1}, ISIcum)
+                if model == 1
+                    SalISIhist(chFig).Vals(wIndex).cumsum = ISIcum;
+                    SalISIhist(chFig).Vals(wIndex).ISIsum = IsiStack/length(Histy(chFig).Vals(wIndex).ISI);
+                    % SalISIhist(chFig).Vals(wIndex).sumISI = sum(Isi);
+                    Histy = SalISIhist;
+                elseif model == 2
+                    CfaISIhist(chFig).Vals(wIndex).cumsum = ISIcum;
+                    CfaISIhist(chFig).Vals(wIndex).ISIsum = IsiStack/length(Histy(chFig).Vals(wIndex).ISI);
+                    % CfaISIhist(chFig).Vals(wIndex).sumISI = sum(Isi);
+                    Histy = CfaISIhist;
+                end
+            end
+            % Results(c).name = kstest2(CumISI(chCond(1)).Condition(wIndex).Vals;
+            ylabel('Cumulative Fraction');
+            xlabel('ISI (msecs)');
+            xlim([log(0.001), 4.5]);
+            ylim([0, 1]);
+            legend(Histy(chCond(1)).name, Histy(chCond(2)).name, Histy(chCond(3)).name);
+            fig = gcf;
+            ax = gca;
+            ax.FontSize = 20;
+            ax.XTickLabels = round(exp(-6:4)* 1e3);
+
+        end
+        c = 0;
+        for a = 1:3
+            pwr = a*5;
+            if a == 1
+                chCond = [7 8 9];
+            elseif a == 2
+                chCond = [1 2 3];
+            elseif a == 3
+                chCond = [4 5 6];
+            end
+            for d = 1:length(chCond)-1
+                for b  = d+1: length(chCond)
+                    ksResults(r).name = [modName, ' ', Histy(chCond(d) + c).name, ' vs ', Histy(chCond(b) + c).name, ' ', wName];
+                    ksResults(r).kstest2 = findKSsignificance(sum(Histy(chCond(d) + c).Vals(wIndex).ISIsum), sum(Histy(chCond(b) + c).Vals(wIndex).ISIsum));
+                    r = r + 1;
+                end
+            end
+          
+        end
+    end
+end
+%%
+for a = 1:length(ksResults)
+    fprintf(1, [ksResults(a).name,' Kolgorov-Smirnov Test ', num2str(ksResults(a).kstest2), ' \n \n'])
+end
\ No newline at end of file
diff --git a/Ross/DE_Jittering.m b/Ross/DE_Jittering.m
new file mode 100644
index 0000000..681f256
--- /dev/null
+++ b/Ross/DE_Jittering.m
@@ -0,0 +1,577 @@
+% 30.08.19 Jittering analysis by using the Data Explorer. 
+clearvars
+%% Load the data
+% Choosing the working directory
+dataDir = uigetdir('E:\Data\VPM\Jittering\Silicon Probes\',...
+    'Choose a working directory');
+if dataDir == 0
+    return
+end
+% Creating the figure directory
+figureDir = fullfile(dataDir,'Figures\');
+if ~mkdir(figureDir)
+    fprintf(1,'There was an issue with the figure folder...\n');
+end
+% Loading the necessary files
+if ~loadTriggerData(dataDir)
+    fprintf(1,'Not possible to load all the necessary variables\n')
+    return
+end
+
+%% Constructing the helper 'global' variables
+% Number of total samples
+Ns = min(structfun(@numel,Triggers));
+% Total duration of the recording
+Nt = Ns/fs;
+% Useless clusters (labeled as noise or they have very low firing rate)
+badsIdx = cellfun(@(x) x==3,sortedData(:,3));
+bads = find(badsIdx);
+totSpkCount = cellfun(@numel,sortedData(:,2));
+clusterSpikeRate = totSpkCount/Nt;
+silentUnits = clusterSpikeRate < 0.1;
+bads = union(bads,find(silentUnits));
+goods = setdiff(1:size(sortedData,1),bads);
+badsIdx = badsIdx | silentUnits;
+if ~any(ismember(clInfo.Properties.VariableNames,'ActiveUnit'))
+    clInfo = addvars(clInfo,~badsIdx,'After','id',...
+        'NewVariableNames','ActiveUnit');
+end
+gclID = sortedData(goods,1);
+badsIdx = StepWaveform.subs2idx(bads,size(sortedData,1));
+% Logical spike trace for the first good cluster
+spkLog = StepWaveform.subs2idx(round(sortedData{goods(1),2}*fs),Ns);
+% Subscript column vectors for the rest good clusters
+spkSubs = cellfun(@(x) round(x.*fs),sortedData(goods(2:end),2),...
+    'UniformOutput',false);
+% Number of good clusters 
+Ncl = numel(goods);
+% Redefining the stimulus signals from the low amplitude to logical values
+whStim = {'piezo','whisker','mech','audio'};
+cxStim = {'laser','light'};
+lfpRec = {'lfp','s1','cortex','s1lfp'};
+trigNames = fieldnames(Triggers);
+numTrigNames = numel(trigNames);
+ctn = 1;
+continuousSignals = cell(numTrigNames,1);
+continuousNameSub = zeros(size(trigNames));
+while ctn <= numTrigNames
+    if contains(trigNames{ctn},whStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},cxStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},lfpRec,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    ctn = ctn + 1;
+end
+continuousSignals(continuousNameSub == 0) = [];
+continuousNameSub(continuousNameSub == 0) = [];
+trigNames = trigNames(continuousNameSub);
+%% Inter-spike intervals
+isiFile = fullfile(dataDir,[expName,'_ISIvars.mat']);
+if ~exist(isiFile,'file')
+    spkSubs2 = cellfun(@(x) round(x.*fs), sortedData(goods,2),...
+        'UniformOutput', false);
+    ISIVals = cellfun(@(x) [x(1)/fs; diff(x)/fs], spkSubs2,...
+        'UniformOutput', 0);
+    NnzvPcl = cellfun(@numel,ISIVals);
+    Nnzv = sum(NnzvPcl);
+    rows = cell2mat(arrayfun(@(x,y) repmat(x,y,1), (1:Ncl)', NnzvPcl,...
+        'UniformOutput', 0));
+    cols = cell2mat(spkSubs2);
+    vals = cell2mat(ISIVals);
+    ISIspar = sparse(rows, cols, vals);
+else
+    load(isiFile,'ISIspar')
+end
+% ISIsignal = zeros(Ncl,Ns,'single');
+% for ccl = 1:Ncl
+%     ISIsignal(ccl,spkSubs2{ccl}) = ISIVals{ccl};
+% end
+%% User controlling variables
+% Time lapse, bin size, and spontaneous and response windows
+promptStrings = {'Viewing window (time lapse) [s]:','Response window [s]',...
+    'Bin size [s]:'};
+defInputs = {'-0.1, 0.1', '0.002, 0.05', '0.001'};
+answ = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
+if isempty(answ)
+    fprintf(1,'Cancelling...\n')
+    return
+else
+    timeLapse = str2num(answ{1}); %#ok<*ST2NM>
+    if numel(timeLapse) ~= 2
+        timeLapse = str2num(inputdlg('Please provide the time window [s]:',...
+            'Time window',[1, 30], '-0.1, 0.1'));
+        if isnan(timeLapse) || isempty(timeLapse)
+            fprintf(1,'Cancelling...')
+            return
+        end
+    end
+    responseWindow = str2num(answ{2});
+    binSz = str2double(answ(3));
+end
+fprintf(1,'Time window: %.2f - %.2f ms\n',timeLapse(1)*1e3, timeLapse(2)*1e3)
+fprintf(1,'Response window: %.2f - %.2f ms\n',responseWindow(1)*1e3, responseWindow(2)*1e3)
+fprintf(1,'Bin size: %.3f ms\n', binSz*1e3)
+sponAns = questdlg('Mirror the spontaneous window?','Spontaneous window',...
+    'Yes','No','Yes');
+spontaneousWindow = -flip(responseWindow);
+if strcmpi(sponAns,'No')
+    spontPrompt = "Time before the trigger in [s] (e.g. -0.8, -0.6 s)";
+    sponDef = string(sprintf('%.3f, %.3f',spontaneousWindow(1),...
+        spontaneousWindow(2)));
+    sponStr = inputdlg(spontPrompt, 'Inputs',[1,30],sponDef);
+    if ~isempty(sponStr)
+        spontAux = str2num(sponStr{1});
+        if length(spontAux) ~= 2 || spontAux(1) > spontAux(2) || ...
+                spontAux(1) < timeLapse(1)
+            fprintf(1, 'The given input was not valid.\n')
+            fprintf(1, 'Keeping the mirror version!\n')
+        else
+            spontaneousWindow = spontAux;
+        end
+    end
+end
+fprintf(1,'Spontaneous window: %.2f to %.2f ms before the trigger\n',...
+    spontaneousWindow(1)*1e3, spontaneousWindow(2)*1e3)
+%% Condition triggered stacks
+condNames = arrayfun(@(x) x.name,Conditions,'UniformOutput',false);
+condGuess = contains(condNames, 'whiskerall', 'IgnoreCase', true);
+% Choose the conditions to create the stack upon
+[chCond, iOk] = listdlg('ListString',condNames,'SelectionMode','single',...
+    'PromptString',...
+    'Choose the condition which has all whisker triggers: (one condition)',...
+    'InitialValue', find(condGuess), 'ListSize', [350, numel(condNames)*16]);
+if ~iOk
+    fprintf(1,'Cancelling...\n')
+    return
+end
+
+% Select the onset or the offset of a trigger
+fprintf(1,'Condition ''%s''\n', Conditions(chCond).name)
+onOffStr = questdlg('Trigger on the onset or on the offset?','Onset/Offset',...
+    'on','off','Cancel','on');
+if strcmpi(onOffStr,'Cancel')
+    fprintf(1,'Cancelling...\n')
+    return
+end
+
+%% Constructing the stack out of the user's choice
+% discStack - dicrete stack has a logical nature
+% cst - continuous stack has a numerical nature
+% Both of these stacks have the same number of time samples and trigger
+% points. They differ only in the number of considered events.
+[discStack, cst] = getStacks(spkLog,Conditions(chCond).Triggers,onOffStr,...
+    timeLapse,fs,fs,spkSubs,continuousSignals);
+% ISI stack
+try
+    [~, isiStack] = getStacks(spkLog,Conditions(chCond).Triggers, onOffStr,...
+        timeLapse,fs,fs,[],ISIspar);
+catch
+    fprintf(1, 'Perhaps there''s not enough memory to cope with this ISIs\n');
+    % General ISI
+    
+end
+%[dst, cst] = getStacks(spkLog, allWhiskersPlusLaserControl,...
+%    'on',timeLapse,fs,fs,[spkSubs;{Conditions(allLaserStimulus).Triggers}],...
+%    continuousSignals);
+if ~exist(isiFile,'file')
+    fprintf(1,'Saving the inter-spike intervals for each cluster... ');
+    save(isiFile,'ISIspar','isiStack','-v7.3')
+    fprintf(1,'Done!\n')
+end
+% Number of clusters + the piezo as the first event + the laser as the last
+% event, number of time samples in between the time window, and number of
+% total triggers.
+[Ne, Nt, NTa] = size(discStack);
+% Computing the time axis for the stack
+tx = (0:Nt - 1)/fs + timeLapse(1);
+%% Considered conditions selection
+% Choose the conditions to look at
+auxSubs = setdiff(1:numel(condNames), chCond);
+ccondNames = condNames(auxSubs);
+[cchCond, iOk] = listdlg('ListString',ccondNames,'SelectionMode','multiple',...
+    'PromptString',...
+    'Choose the condition(s) to look at (including whiskers):',...
+    'ListSize', [350, numel(condNames)*16]);
+if ~iOk
+    fprintf(1,'Cancelling...\n')
+    return
+end
+
+% Select the onset or the offset of a trigger
+fprintf(1,'Condition(s):\n')
+fprintf('- ''%s''\n', Conditions(auxSubs(cchCond)).name)
+
+
+% Subscript to indicate the conditions with all whisker stimulations,
+% whisker control, laser control, and the combination whisker and laser.
+allWhiskerStimulus = chCond;
+% allLaserStimulus = 2;
+% whiskerControl = 9;
+% laserControl = 8;
+consideredConditions = auxSubs(cchCond);
+
+Nccond = length(consideredConditions);
+
+% Adding all the triggers from the piezo and the laser in one array
+% allWhiskersPlusLaserControl = ...
+%     union(Conditions(allWhiskerStimulus).Triggers,...
+%     Conditions(laserControl).Triggers,'rows');
+%% Boolean flags 
+delayFlags = false(NTa,Nccond);
+counter2 = 1;
+for ccond = consideredConditions
+    delayFlags(:,counter2) = ismember(Conditions(chCond).Triggers(:,1),...
+        Conditions(ccond).Triggers(:,1));
+    counter2 = counter2 + 1;
+end
+Na = sum(delayFlags,1);
+%% Computing which units/clusters/putative neurons respond to the stimulus
+% Logical indices for fetching the stack values
+sponActStackIdx = tx >= spontaneousWindow(1) & tx <= spontaneousWindow(2);
+respActStackIdx = tx >= responseWindow(1) & tx <= responseWindow(2);
+% The spontaneous activity of all the clusters, which are allocated from
+% the second until one before the last row, during the defined spontaneous
+% time window, and the whisker control condition. 
+
+timeFlags = [sponActStackIdx;respActStackIdx];
+% Time window
+delta_t = diff(responseWindow);
+% Statistical tests
+[Results, Counts] = statTests(discStack, delayFlags, timeFlags);
+
+indCondSubs = cumsum(Nccond:-1:1);
+consCondNames = condNames(consideredConditions);
+% Plotting statistical tests
+[Figs, Results] = scatterSignificance(Results, Counts,...
+    consCondNames, delta_t, sortedData(goods,1));
+configureFigureToPDF(Figs);
+stFigBasename = fullfile(figureDir,[expName,' ']);
+stFigSubfix = sprintf(' Stat RW%.1f-%.1fms SW%.1f-%.1fms',...
+    responseWindow(1)*1e3, responseWindow(2)*1e3, spontaneousWindow(1)*1e3,...
+    spontaneousWindow(2)*1e3);
+ccn = 1;
+%for cc = indCondSubs
+for cc = 1:numel(Figs)
+    if ~ismember(cc, indCondSubs)
+        altCondNames = strsplit(Figs(cc).Children(2).Title.String,': ');
+        altCondNames = altCondNames{2};
+    else
+        altCondNames = consCondNames{ccn};
+        ccn = ccn + 1;
+    end
+    stFigName = [stFigBasename, altCondNames, stFigSubfix];
+    %     if ~exist([stFigName,'.pdf'],'file') || ~exist([stFigName,'.emf'],'file')
+    %         print(Figs(cc),[stFigName,'.pdf'],'-dpdf','-fillpage')
+    %         print(Figs(cc),[stFigName,'.emf'],'-dmeta')
+    %     end
+    savefig(Figs(cc),fullfile(figureDir, [altCondNames, '.fig']));
+end
+H = cell2mat(cellfun(@(x) x.Pvalues,...
+    arrayfun(@(x) x.Activity, Results(indCondSubs), 'UniformOutput', 0),...
+    'UniformOutput', 0)) < 0.05;
+
+Htc = sum(H,2);
+CtrlCond = contains(consCondNames,'control','IgnoreCase',true);
+if ~nnz(CtrlCond)
+    CtrlCond = true(size(H,2),1);
+end
+wruIdx = any(H(:,CtrlCond),2);
+Nwru = nnz(wruIdx);
+
+fprintf('%d whisker responding clusters:\n', Nwru);
+fprintf('- %s\n',gclID{wruIdx})
+%% Get significantly different clusters
+gcans = questdlg(['Do you want to get the waveforms from the',...
+    ' ''responding'' clusters?'], 'Waveforms', 'Yes', 'No', 'No');
+if strcmp(gcans, 'Yes')
+    clWaveforms = getClusterWaveform(gclID(wruIdx), dataDir);
+end
+
+%% Addition mean signals to the Conditions variable
+if ~isfield(Conditions,'Stimulus') ||...
+        any(arrayfun(@(x) isempty(x.Stimulus), Conditions(consideredConditions)))
+    fprintf(1,'Writting the stimulus raw signal into Conditions variable:\n')
+    whFlag = contains(trigNames, whStim, 'IgnoreCase', 1);
+    lrFlag = contains(trigNames, cxStim, 'IgnoreCase', 1);
+    cdel = 1;
+    for cc = consideredConditions
+        fprintf(1,'- %s\n', Conditions(cc).name)
+        Conditions(cc).Stimulus = struct(...
+            'Mechanical',reshape(mean(cst(whFlag,:,delayFlags(:,cdel)),3),...
+            1,Nt),'Laser',reshape(mean(cst(lrFlag,:,delayFlags(:,cdel)),3),...
+            1,Nt),'TimeAxis',(0:Nt-1)/fs + timeLapse(1));
+        cdel = cdel + 1;
+    end
+    save(fullfile(dataDir,[expName,'analysis.mat']),'Conditions','-append')
+end
+
+
+%% Configuration structure
+configStructure = struct('Experiment', fullfile(dataDir,expName),...
+    'Viewing_window_s', timeLapse, 'Response_window_s', responseWindow,...
+    'BinSize_s', binSz, 'Trigger', struct('Name', condNames{chCond},...
+    'Edge',onOffStr), 'ConsideredConditions',{consCondNames});
+
+%% Filter question
+filterIdx = true(Ne,1);
+ansFilt = questdlg('Would you like to filter for significance?','Filter',...
+    'Yes','No','Yes');
+filtStr = 'unfiltered';
+if strcmp(ansFilt,'Yes')
+    filterIdx = [true; wruIdx];
+    filtStr = 'filtered';
+end
+
+%% Getting the relative spike times for the whisker responsive units (wru)
+% For each condition, the first spike of each wru will be used to compute
+% the standard deviation of it.
+cellLogicalIndexing = @(x,idx) x(idx);
+isWithinResponsiveWindow =...
+    @(x) x > responseWindow(1) & x < responseWindow(2);
+
+firstSpike = zeros(Nwru,Nccond);
+M = 16;
+binAx = responseWindow(1):binSz:responseWindow(2);
+condHist = zeros(size(binAx,2)-1, Nccond);
+firstOrdStats = zeros(2,Nccond);
+condParams = zeros(M,3,Nccond);
+txpdf = responseWindow(1):1/fs:responseWindow(2);
+condPDF = zeros(numel(txpdf),Nccond);
+csvBase = fullfile(dataDir, expName);
+csvSubfx = sprintf(' VW%.1f-%.1f ms.csv', timeLapse(1)*1e3, timeLapse(2)*1e3);
+existFlag = false;
+condRelativeSpkTms = cell(Nccond,1);
+relativeSpkTmsStruct = struct('name',{},'SpikeTimes',{});
+spkDir = fullfile(dataDir, 'SpikeTimes');
+for ccond = 1:size(delayFlags,2)
+    csvFileName = [csvBase,' ',consCondNames{ccond}, csvSubfx];
+    relativeSpikeTimes = getRasterFromStack(discStack,~delayFlags(:,ccond),...
+        filterIdx(3:end), timeLapse, fs, true, false);
+    relativeSpikeTimes(:,~delayFlags(:,ccond)) = [];
+    relativeSpikeTimes(~filterIdx(2),:) = [];
+    condRelativeSpkTms{ccond} = relativeSpikeTimes;
+%     respIdx = cellfun(isWithinResponsiveWindow, relativeSpikeTimes,...
+%         'UniformOutput',false);
+    clSpkTms = cell(size(relativeSpikeTimes,1),1);
+    if exist(csvFileName, 'file') && ccond == 1
+        existFlag = true;
+        ansOW = questdlg(['The exported .csv files exist! ',...
+            'Would you like to overwrite them?'],'Overwrite?','Yes','No','No');
+        if strcmp(ansOW,'Yes')
+            existFlag = false;
+            fprintf(1,'Overwriting... ');
+        end
+    end
+    fID = 1;
+    if ~existFlag
+        fID = fopen(csvFileName,'w');
+        fprintf(fID,'%s, %s\n','Cluster ID','Relative spike times [ms]');
+    end
+    for cr = 1:size(relativeSpikeTimes, 1)
+        clSpkTms(cr) = {sort(cell2mat(relativeSpikeTimes(cr,:)))};
+        if fID > 2
+            fprintf(fID,'%s,',gclID{cr});
+            fprintf(fID,'%f,',clSpkTms{cr});fprintf(fID,'\n');
+        end
+    end
+    if fID > 2
+        fclose(fID);
+    end
+    relativeSpkTmsStruct(ccond).name = consCondNames{ccond};
+    relativeSpkTmsStruct(ccond).SpikeTimes = condRelativeSpkTms{ccond};
+    %{
+    spikeTimesINRespWin = cellfun(cellLogicalIndexing,...
+        relativeSpikeTimes, respIdx, 'UniformOutput',false);
+    allSpikeTimes = cell2mat(spikeTimesINRespWin(:)');
+    condParams(:,:,ccond) = emforgmm(allSpikeTimes, M, 1e-6, 0);
+    condPDF(:,ccond) = genP_x(condParams(:,:,ccond), txpdf);
+    firstOrdStats(:,ccond) = [mean(allSpikeTimes), std(allSpikeTimes)];
+    hfig = figure('Visible', 'off'); h = histogram(allSpikeTimes, binAx,...
+        'Normalization', 'probability');
+    condHist(:,ccond) = h.Values;
+    close(hfig)
+    for ccl = 1:Nwru
+        frstSpikeFlag = ~cellfun(@isempty,spikeTimesINRespWin(ccl,:));
+        firstSpike(ccl,ccond) = std(...
+            cell2mat(spikeTimesINRespWin(ccl,frstSpikeFlag)));    
+    end
+    %}
+end
+save(fullfile(dataDir,[expName,'_exportSpkTms.mat']),...
+    'relativeSpkTmsStruct','configStructure')
+%% Ordering PSTH
+
+orderedStr = 'ID ordered';
+dans = questdlg('Do you want to order the PSTH other than by IDs?',...
+    'Order', 'Yes', 'No', 'No');
+ordSubs = 1:nnz(filterIdx(2:Ncl+1));
+pclID = gclID(filterIdx(2:Ncl+1));
+if strcmp(dans, 'Yes')
+    if ~exist('clInfo','var')
+        clInfo = getClusterInfo(fullfile(dataDir,'cluster_info.tsv'));
+    end
+    % varClass = varfun(@class,clInfo,'OutputFormat','cell');
+    [ordSel, iOk] = listdlg('ListString', clInfo.Properties.VariableNames,...
+        'SelectionMode', 'multiple');
+    orderedStr = [];
+    ordVar = clInfo.Properties.VariableNames(ordSel);
+    for cvar = 1:numel(ordVar)
+        orderedStr = [orderedStr, sprintf('%s ',ordVar{cvar})]; %#ok<AGROW>
+    end
+    orderedStr = [orderedStr, 'ordered'];
+    
+    if ~strcmp(ordVar,'id')
+        [~,ordSubs] = sortrows(clInfo(pclID,:),ordVar);
+    end
+end
+
+%% Plot PSTH
+goodsIdx = logical(clInfo.ActiveUnit);
+csNames = fieldnames(Triggers);
+Nbn = diff(timeLapse)/binSz;
+if (Nbn - round(Nbn)) ~= 0
+    Nbn = ceil(Nbn);
+end
+PSTH = zeros(nnz(filterIdx) - 1, Nbn, Nccond);
+psthFigs = gobjects(Nccond,1);
+for ccond = 1:Nccond
+    figFileName = sprintf('%s %s VW%.1f-%.1f ms B%.1f ms RW%.1f-%.1f ms SW%.1f-%.1f ms %sset %s (%s)',...
+        expName, Conditions(consideredConditions(ccond)).name, timeLapse*1e3,...
+        binSz*1e3, responseWindow*1e3, spontaneousWindow*1e3, onOffStr,...
+        orderedStr, filtStr);
+    [PSTH(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx,:,:),timeLapse,...
+        ~delayFlags(:,ccond),binSz,fs);
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    psthFigs(ccond) = plotClusterReactivity(PSTH(ordSubs,:,ccond),trig,sweeps,timeLapse,binSz,...
+        [{Conditions(consideredConditions(ccond)).name};... 
+        pclID(ordSubs)],...
+        strrep(expName,'_','\_'),...
+        stims, csNames);
+    configureFigureToPDF(psthFigs(ccond));
+    psthFigs(ccond).Children(end).YLabel.String =...
+        [psthFigs(ccond).Children(end).YLabel.String,...
+        sprintf('^{%s}',orderedStr)];
+    if ~exist([figFileName,'.pdf'], 'file')
+        print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.pdf']),...
+            '-dpdf','-fillpage')
+    end
+    if ~exist([figFileName,'.emf'], 'file')
+        print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.emf']),...
+            '-dmeta')
+    end
+    
+end
+for a = 1:length(consideredConditions)
+    savefig(figure(a), fullfile(figureDir, [consCondNames{a}, '_filtered_PSTH.fig']));
+end
+%% Rasters from interesting clusters
+rasAns = questdlg('Plot rasters?','Raster plot','Yes','No','Yes');
+if strcmpi(rasAns,'Yes')
+    [clSel, iOk] = listdlg('ListString',pclID,...
+        'Name', 'Selection of clusters',...
+        'CancelString', 'None',...
+        'PromptString', 'Select clusters',...
+        'SelectionMode', 'multiple');
+    if ~iOk
+        return
+    end
+    % Color of the rectangle
+    cmap = [{[0.6, 0.6, 0.6]};... gray
+        {[1, 0.6, 0]};... orange
+        {[0.5, 0.6, 0.5]};... greenish gray (poo)
+        {[0, 0.6, 1]};... baby blue
+        {[0.6, 0.6, 1]};... lila
+        {[1, 0.6, 1]}]; % pink
+    clrNames = {'Gray','Orange','Poo','Baby Blue','Lila','Pink'}';
+    clrmap = containers.Map(clrNames,cmap);
+    if contains(Conditions(chCond).name, whStim,'IgnoreCase', 1)
+        rectColor = clrmap('Orange');
+    elseif contains(Conditions(chCond).name, cxStim, 'IgnoreCase', 1)
+        rectColor = clrmap('Baby Blue');
+    else
+        rectColor = clrmap('Gray');
+    end
+    % Choose the conditions to be plotted
+    resCondNames = arrayfun(@(x) x.name, Conditions(consideredConditions),...
+        'UniformOutput', 0);
+    [rasCondSel, iOk] = listdlg('ListString', resCondNames,...
+        'PromptString', 'Which conditions to plot?',...
+        'InitialValue', 1:length(consideredConditions),...
+        'CancelString', 'None',...
+        'Name', 'Conditions for raster',...
+        'SelectionMode', 'multiple');
+    if ~iOk
+        return
+    end
+    rasCond = consideredConditions(rasCondSel);
+    rasCondNames = consCondNames(rasCondSel);
+    Nrcl = numel(clSel);
+    % Reorganize the rasters in the required order.
+    clSub = find(ismember(gclID, pclID(clSel)))+1;
+    [rasIdx, rasOrd] = ismember(pclID(ordSubs), pclID(clSel));
+    clSub = clSub(rasOrd(rasIdx));
+    clSel = clSel(rasOrd(rasOrd ~= 0));
+    Nma = min(Na(rasCondSel));
+    rasFig = figure;
+    Nrcond = length(rasCond);
+    ax = gobjects(Nrcond*Nrcl,1);
+    for cc = 1:length(rasCond)
+        % Equalize trial number
+        trigSubset = sort(randsample(Na(rasCondSel(cc)),Nma));
+        tLoc = find(delayFlags(:,rasCondSel(cc)));
+        tSubs = tLoc(trigSubset);
+        % Trigger subset for stimulation shading
+        trigAlSubs = Conditions(rasCond(cc)).Triggers(trigSubset,:);
+        timeDur = round(diff(trigAlSubs, 1, 2)/fs, 3);
+        trigChange = find(diff(timeDur) ~= 0);
+        for ccl = 1:Nrcl
+            lidx = ccl + (cc - 1) * Nrcl;
+            ax(lidx) = subplot(Nrcond, Nrcl, lidx);
+            title(ax(lidx),sprintf('%s cl:%s',rasCondNames{cc},pclID{clSel(ccl)}))
+            plotRasterFromStack(discStack([1,clSub(ccl)],:,tSubs),...
+                timeLapse, fs,'',ax(lidx));
+            ax(lidx).YAxisLocation = 'origin';ax(lidx).YAxis.TickValues = Nma;
+            ax(lidx).YAxis.Label.String = Nma;
+            ax(lidx).YAxis.Label.Position =...
+                [timeLapse(1)-timeLapse(1)*0.65, Nma,0];
+            ax(lidx).XAxis.TickLabels =...
+                cellfun(@(x) str2num(x)*1e3, ax(lidx).XAxis.TickLabels,...
+                'UniformOutput', 0);
+            xlabel(ax(lidx), 'Time [ms]')
+            initSub = 0;
+            optsRect = {'EdgeColor',rectColor,'FaceColor','none'};
+            for ctr = 1:numel(trigChange)
+                rectangle('Position',[0, initSub,...
+                    timeDur(trigChange(ctr)), trigChange(ctr)],optsRect{:})
+                initSub = trigChange(ctr);
+            end
+            rectangle('Position', [0, initSub, timeDur(Nma),...
+                Nma - initSub],optsRect{:})
+        end
+    end
+    linkaxes(ax,'x')
+    rasFigName = sprintf('%s R-%scl_%sVW%.1f-%.1f ms', expName,...
+        sprintf('%s ', rasCondNames{:}), sprintf('%s ', pclID{clSel}),...
+        timeLapse*1e3);
+    configureFigureToPDF (rasFig);
+    if ~exist([rasFigName,'.pdf'], 'file') || ~exist([rasFigName,'.emf'], 'file')
+        print(rasFig,fullfile(figureDir,[rasFigName, '.pdf']),'-dpdf','-fillpage')
+        print(rasFig,fullfile(figureDir,[rasFigName, '.emf']),'-dmeta')
+    end
+end
\ No newline at end of file
diff --git a/Ross/DepthFrModulation.m b/Ross/DepthFrModulation.m
new file mode 100644
index 0000000..f37fb36
--- /dev/null
+++ b/Ross/DepthFrModulation.m
@@ -0,0 +1,56 @@
+%function [increased, decreased, fig] = DepthFrModulation(clInfo, consideredConditions, consCondNames, Counts, IDs, gclID)
+clInd = ismember(clInfo.id, nonTagged);
+depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+depth = depths.Var2;
+jitter = randi(20,size(depth));
+depth = depth + jitter; % adding small jitter for visualisation
+depth = -1*depth;
+for chc = 15
+    spontCounts = Counts{chc,1};
+    evCounts = Counts{chc,2};
+    c = size(spontCounts);
+    c = c(2);
+    ordSpontCounts = zeros(length(ID), c);
+    ordEvCounts = zeros(length(ID), c);
+    for cl = 1:length(ID)
+        ind = find(ismember(gclID, ID(cl)));
+        ordSpontCounts(cl,:) = spontCounts(ind,:);
+        ordEvCounts(cl,:) = evCounts(ind,:);
+    end
+    spWindow = spontaneousWindow(2)-spontaneousWindow(1);
+    evWindow = responseWindow(2)-responseWindow(1);
+    medSpontRate = median(ordSpontCounts,2)/spWindow;
+    medEvokedRate = median(ordEvCounts,2)/evWindow;
+    deltaRate = zeros(length(depth), 2);
+    deltaRate(:,2) = medEvokedRate - medSpontRate;
+    increased{chc} = ID(deltaRate(:,2)>0);
+    decreased{chc} = ID(deltaRate(:,2)<0);
+    fig = figure('Name', 'Depth vs Modulation', 'Color', 'White');
+    ax = gca;
+    hold on
+    for cl = 1:length(ID)
+        dr = deltaRate(cl,:);
+        dpth = [depth(cl), depth(cl)];
+        plot(dr, dpth, 'LineStyle', '-', 'Marker', 'none', 'Color', [0, 0.5, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01,  'MarkerFaceColor',[0.5,0.5,0.5]);
+    end
+    
+    
+    
+    %plot(deltaRate(:,2), depth, 'LineStyle', '-', 'Marker', 'none', 'Color', [0.5, 1, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01,  'MarkerFaceColor',[0.5,0.5,0.5])
+    title(['Depth vs Change in Firing Rate: ', consCondNames{chc}], 'Interpreter', 'none')
+    ylabel( 'Depth_{(\mum)}', 'Interpreter', 'tex');
+    xlabel('\Delta Firing Rate_{ Hz}', 'Interpreter', 'tex');
+    ax.XLim = [-1.1*max(deltaRate(:,2)), 1.1*max(deltaRate(:,2))];
+    % ax.YLim = [ax.YLim(1), 0];
+    
+    hold on
+    plot(deltaRate(:,1), linspace(ax.YLim(1),ax.YLim(2), length(deltaRate)), 'LineStyle', '-', 'Color', 'k');
+    ax.FontSize = 20;
+% end
+
+
+
+
+end
diff --git a/Ross/DepthMod.m b/Ross/DepthMod.m
new file mode 100644
index 0000000..5c79044
--- /dev/null
+++ b/Ross/DepthMod.m
@@ -0,0 +1,53 @@
+%DepthModIndex
+
+%% Depth vs Modulation Plots
+clInd = find(clInfo.Mech_Control_R);
+id_depth_mod = table(clInfo.id(clInd), clInfo.abs_depth(clInd), clInfo.modIndex(clInd));
+id_depth_mod = sortrows(id_depth_mod,'Var2','ascend');
+ID = id_depth_mod{:,1};
+depth = id_depth_mod.Var2;
+jitter = randi(20,size(depth));
+depth = depth + jitter; % adding small jitter for visualisation
+depth = -1*depth;
+mod = id_depth_mod.Var3;
+modinc = zeros(length(mod),1);
+inc = mod>0;
+modinc(inc) = mod(inc);
+
+moddec = zeros(length(mod),1);
+dec = mod<0;
+moddec(dec) = mod(dec);
+for chc = 1
+    
+    fig = figure('Name', 'Depth vs Modulation', 'Color', 'White');
+    ax = gca;
+    hold on
+    for cl = 1:length(ID)
+        clMod = mod(cl);
+        dpth = depth(cl);
+        plot([0, clMod], [dpth, dpth], 'LineStyle', '-', 'Marker', 'none', 'Color', [0, 0, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01,  'MarkerFaceColor',[0.5,0.5,0.5]);
+        
+    end
+    
+%     f = fit(depth, modinc, 'smoothingspline');
+%     plot(f,depth, modinc)
+    
+    
+    
+    %     legend on
+    %plot(deltaRate(:,2), depth, 'LineStyle', '-', 'Marker', 'none', 'Color', [0.5, 1, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01,  'MarkerFaceColor',[0.5,0.5,0.5])
+    title('Depth vs Modulation of Mechanical Responses', 'Interpreter', 'none')
+    ylabel( 'Depth [\mum]', 'Interpreter', 'tex');
+    xlabel('Modulation Index', 'Interpreter', 'tex');
+    %ax.XLim = [-1.1*max(deltaRate(:,2)), 1.1*max(deltaRate(:,2))];
+    ax.XLim = [-1, 1];
+    
+    hold on
+    plot(zeros(length(mod)), linspace(ax.YLim(1),ax.YLim(2), length(mod)), 'LineStyle', '-', 'Color', 'k');
+    ax.FontSize = 25;
+    ax.FontName = 'Arial';
+    %     ax.Legend.String = {'Late Responders'};
+    %     savefig(fig, fullfile('Z:\Ross\Experiments\smrxFiles\16.12.20\12.6.21\Figures\', [consCondNames{chc}, '_LateResponders_Depth_vs_Modulation.fig']));
+end
+
+    
\ No newline at end of file
diff --git a/Ross/DepthRate.m b/Ross/DepthRate.m
new file mode 100644
index 0000000..8bdac79
--- /dev/null
+++ b/Ross/DepthRate.m
@@ -0,0 +1,88 @@
+%% Prep Variables
+mrControl = clInfo.Mech_Control_4mW_Rate_Evoked-clInfo.Mech_Control_4mW_Rate_Spont;
+mrLaser = clInfo.Mech_Laser_5sec_4mW_Rate_Evoked-clInfo.Mech_Laser_5sec_4mW_Rate_Spont;
+data = table(clInfo.id, clInfo.abs_depth, mrControl, mrLaser);
+mrInd = ismember(data.Var1, clInfo.id(clInfo.Mech_Control_4mW_R==true));
+data = data(find(mrInd),:);
+data = sortrows(data,'Var2','ascend');
+ID = data.Var1;
+depths = data.Var2;
+c = data.Var3;
+l = data.Var4;
+jitter = randi(20,size(depths));
+depths = -1*(depths + jitter);
+
+plottedData = [{'Mech'}, {[zeros(length(c),1), c]};...
+    {'Mech + L6'}, {[zeros(length(l),1), l]};...
+    {'L6 Modulation of Mechanical Responses'}, {[zeros(length(l),1), l-c]}];
+
+
+%% Plotting
+
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+
+figure('Color', 'White');
+firstLater = find(ismember(ID,Later), 1, 'first');
+firstLatest = find(ismember(ID,Latest), 1, 'first');
+firstL6 = find(ismember(ID,L6), 1, 'first');
+for fg = 1:3
+    subplot(2,2,fg);
+    if fg == 3
+        hold on
+        subplot(2,2,3:4)
+    end
+    hold on
+    
+    % Plotting the first of each group for the legend
+    dr = plottedData{fg,2}(firstLater,:);
+    dpth = [depths(firstLater), depths(firstLater)];
+    plot(dr, dpth, 'LineStyle', '-', 'Color', [red, 0.5], 'LineWidth', 10);
+    
+    dr = plottedData{fg,2}(firstLatest,:);
+    dpth = [depths(firstLatest), depths(firstLatest)];
+    plot(dr, dpth, 'LineStyle', '-', 'Color', [green, 0.5], 'LineWidth', 10);
+    
+    dr = plottedData{fg,2}(firstL6,:);
+    dpth = [depths(firstL6), depths(firstL6)];
+    plot(dr, dpth, 'LineStyle', '-', 'Color', [blue, 0.5], 'LineWidth', 10);
+    if fg == 3
+        leg = legend;
+        leg.String = [{'Group 1'}, {'Group 2'}, {'L6'}];
+    end
+    
+    
+    
+    
+    
+    
+    for unit = 1:length(ID)
+        dr = plottedData{fg,2}(unit,:);
+        dpth = [depths(unit), depths(unit)];
+        
+        if ismember(ID{unit}, Later) & unit ~= firstLater
+            plot(dr, dpth, 'LineStyle', '-', 'Color', [red, 0.5], 'LineWidth', 10);
+        elseif ismember(ID{unit}, Latest) & unit ~= firstLatest
+            plot(dr, dpth, 'LineStyle', '-', 'Color',[green, 0.5], 'LineWidth', 10);
+        elseif ismember(ID{unit}, L6) & unit ~= firstL6
+            plot(dr, dpth, 'LineStyle', '-', 'Color', [blue 0.5], 'LineWidth', 10);
+        end
+    end
+    ax = gca;
+    ax.Title.String = plottedData{fg,1};
+    ax.YLabel.String = 'Depth [\mum]';
+    ax.XLabel.String = '\DeltaRate [Hz]';
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    ax.YLim = [-1600, 0];
+    % ax.XLim = [-50, 50];
+    % ax.XTick = [-50:10:50];
+    plot(zeros(length(ID)), linspace(ax.YLim(1),ax.YLim(2), length(ID)), 'LineStyle', '-', 'Color', 'k');
+    if fg == 3
+        leg.String(4:end) = [];
+        leg.String(4:end) = [];
+        leg.Box = 'off';
+        legend('Location', 'southeastoutside');
+    end
+end
\ No newline at end of file
diff --git a/Ross/DepthReorder.m b/Ross/DepthReorder.m
new file mode 100644
index 0000000..f784331
--- /dev/null
+++ b/Ross/DepthReorder.m
@@ -0,0 +1,9 @@
+% Unit Depth Re-ordering besed on corrected channel maps.
+load('Z:\Emilio\Cambridge_NeuroTech_H3.mat')
+load('Z:\Ross\ProbeFiles\Adaptor-Amplifier_Mapping.mat')
+depths = [0:20:1275]';
+for ch = 1:length(chanMap0ind)
+    chNo = chanMap0ind(ch);
+    ind = find(rhdInput == chNo);
+    clInfo.depth(clInfo.ch == chNo) = depths(ind);
+end
\ No newline at end of file
diff --git a/Ross/DepthvsRate.m b/Ross/DepthvsRate.m
new file mode 100644
index 0000000..f6748f4
--- /dev/null
+++ b/Ross/DepthvsRate.m
@@ -0,0 +1,122 @@
+%% Prep Variables
+
+mrControl = clInfo.Mech_Control_4mW_Mech_Rate_Evoked-clInfo.Mech_Control_4mW_preMech_Rate_Evoked;
+mrLaser = clInfo.Mech_Laser_5sec_4mW_Rate_Evoked-clInfo.Mech_Laser_5sec_4mW_preMech_Rate_Evoked;
+data = table(clInfo.id, clInfo.abs_depth, mrControl, mrLaser);
+mrInd = ismember(data.Var1, clInfo.id(clInfo.Mech_Control_4mW_R==true));
+data = data(find(mrInd),:);
+data = sortrows(data,'Var2','ascend');
+ID = data.Var1;
+depths = data.Var2;
+c = data.Var3;
+l = data.Var4;
+rng('default');
+jitter = randi(20,size(depths));
+depths = -1*(depths + jitter);
+
+
+%% Depth vs Evoked Rate (Control)
+
+
+deltaRate = zeros(length(depths), 2);
+deltaRate(:,2) = c;
+
+figure('Color', 'White', 'Name', 'Changes in FR with Mechanical Stimulation');
+hold on
+for unit = 1:length(ID)
+dr = deltaRate(unit,:);
+dpth = [depths(unit), depths(unit)];
+if ismember(ID{unit},L6)
+plot(dr, dpth, 'LineStyle', '-', 'Color', [0, 0.5, 1, 0.5], 'LineWidth', 10);
+elseif ismember(ID{unit}, Later)
+plot(dr, dpth, 'LineStyle', '-', 'Color', [1, 0, 0, 0.5], 'LineWidth', 10);
+elseif ismember(ID{unit}, Latest)
+plot(dr, dpth, 'LineStyle', '-', 'Color', [0, 1, 0, 0.5], 'LineWidth', 10);
+end
+end
+ax = gca;
+ax.Title.String = 'Changes in FR with Mechanical Stimulation';
+ax.YLabel.String = 'Depth [\mum]';
+ax.XLabel.String = '\DeltaRate [Hz]';
+ax.FontName = 'Arial';
+ax.FontSize = 30;
+ax.YLim = [-1600, 0];
+% ax.XLim = [-50, 50];
+% ax.XTick = [-50:10:50];
+plot(zeros(length(ID)), linspace(ax.YLim(1),ax.YLim(2), length(ID)), 'LineStyle', '-', 'Color', 'k');
+
+
+
+
+
+%% Depth vs Evoked Rate (Laser)
+
+
+deltaRate = zeros(length(depths), 2);
+deltaRate(:,2) = l;
+
+figure('Color', 'White', 'Name', 'Changes in FR with Mechanical + L6 Stimulation');
+hold on
+for unit = 1:length(ID)
+dr = deltaRate(unit,:);
+dpth = [depths(unit), depths(unit)];
+if ismember(ID{unit},L6)
+plot(dr, dpth, 'LineStyle', '-', 'Color', [0, 0.5, 1, 0.5], 'LineWidth', 10);
+elseif ismember(ID{unit}, Later)
+plot(dr, dpth, 'LineStyle', '-', 'Color', [1, 0, 0, 0.5], 'LineWidth', 10);
+elseif ismember(ID{unit}, Latest)
+plot(dr, dpth, 'LineStyle', '-', 'Color', [0, 1, 0, 0.5], 'LineWidth', 10);
+end
+end
+ax = gca;
+ax.Title.String = 'Changes in FR with Mechanical + L6 Stimulation';
+ax.YLabel.String = 'Depth [\mum]';
+ax.XLabel.String = '\DeltaRate [Hz]';
+ax.FontName = 'Arial';
+ax.FontSize = 30;
+ax.YLim = [-1600, 0];
+% ax.XLim = [-50, 50];
+% ax.XTick = [-50:10:50];
+plot(zeros(length(ID)), linspace(ax.YLim(1),ax.YLim(2), length(ID)), 'LineStyle', '-', 'Color', 'k');
+
+
+
+
+
+
+
+
+%%
+% Depth vs Delta Rate 8.10.21
+
+deltaRate = zeros(length(depths), 2);
+deltaRate(:,2) = l - c;
+
+
+
+
+figure('Color', 'White', 'Name', 'Laser Modulation of Mechanical Responses');
+
+hold on
+for unit = 1:length(ID)
+dr = deltaRate(unit,:);
+dpth = [depths(unit), depths(unit)];
+if ismember(ID{unit},L6)
+plot(dr, dpth, 'LineStyle', '-', 'Color', [0, 0.5, 1, 0.5], 'LineWidth', 10);
+elseif ismember(ID{unit}, Later)
+plot(dr, dpth, 'LineStyle', '-', 'Color', [1, 0, 0, 0.5], 'LineWidth', 10);
+elseif ismember(ID{unit}, Latest)
+plot(dr, dpth, 'LineStyle', '-', 'Color', [0, 1, 0, 0.5], 'LineWidth', 10);
+end
+end
+ax = gca;
+ax.Title.String = 'Laser Modulation of Mechanical Responses';
+ax.YLabel.String = 'Depth [\mum]';
+ax.XLabel.String = '\DeltaRate [Hz]';
+ax.FontName = 'Arial';
+ax.FontSize = 30;
+ax.YLim = [-1600, 0];
+% ax.XLim = [-50, 50];
+% ax.XTick = [-50:10:50];
+plot(zeros(length(ID)), linspace(ax.YLim(1),ax.YLim(2), length(ID)), 'LineStyle', '-', 'Color', 'k');
+ 
\ No newline at end of file
diff --git a/Ross/DifMechRasters.m b/Ross/DifMechRasters.m
new file mode 100644
index 0000000..ff5b729
--- /dev/null
+++ b/Ross/DifMechRasters.m
@@ -0,0 +1,259 @@
+%% Rasters
+% DE_Jittering needs to be unfiltered for significance for this to work!
+csNames = fieldnames(Triggers);
+% csNames = csNames(2:end);
+IDs = csNames;
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+
+rasterDir = fullfile(figureDir,'Rasters\');
+if ~mkdir(rasterDir)
+    fprintf(1,'There was an issue with the figure folder...\n');
+end
+
+
+Power = NaN(length(consCondNames),1);
+for cc = 1:length(consCondNames)
+    
+    mWfind = strfind(consCondNames{cc}, 'mW');
+    
+    pwr = consCondNames{cc}(mWfind-2:mWfind+1);
+    if isnan(pwr)
+        pwrMissing = true;
+    elseif contains(pwr, '.')
+        pwr = consCondNames{cc}(mWfind-3:mWfind+1);
+    elseif contains(pwr, '_') || contains(pwr, ' ')
+        pwr = pwr(2:end);
+    end
+    pwr = str2double(pwr(1:end-2));
+    Power(cc) = pwr;
+end
+pwrs = unique(Power);
+
+med = 0.2;
+        low = 0.4;
+        high = 0;
+colours = ones(1,3);
+colours(1:4,:) = med; colours(5:8,:) = low; colours(9:10,:) = high;
+
+for a = 1%:length(pwrs)
+    pwr = pwrs(a);
+    % MchTblInd = ['Mech_Control_', num2str(pwr), 'mW_MR'];
+    % LasTblInd =  [20,21,22];%['Laser_Control_', num2str(pwr), 'mW_LR'];
+    % MchCondControl = ['Mech_Control_', num2str(pwr), 'mW'];
+    % LasCondControl = ['Laser_Control_', num2str(pwr), 'mW'];
+    % MchLasCond = ['Mech_Laser_', num2str(pwr), 'mW'];
+    % EffectTblInd = ['Mech_Control_', num2str(pwr), 'mW_vs_Mech_Laser_', num2str(pwr), 'mW_Evoked_Response'];
+    % TblInd = find(clInfo.ActiveUnit); % ATM this only makes rasters that show sig control mech response
+    % clIDind = clInfo.id(TblInd);
+    pwrInd = Power == pwr;
+    clIDind =  ind;
+    lngth = length(clIDind);
+    for a = 1:lngth
+        rng('default');
+        cl = clIDind(a);
+        clSel = find(ismember(pclID, cl));
+        %     if chCond == 1
+        %         rasCondSel = find(ismember(consCondNames, MchCondControl) | ismember(consCondNames, MchLasCond));
+        %         label = 'Mech';
+        %     else
+        %         rasCondSel = find(ismember(consCondNames, LasCondControl) | ismember(consCondNames, MchLasCond));
+        %         label = 'Laser';
+        %     end
+        rasCondSel = [1 2 3];
+        rasCond = consideredConditions(rasCondSel);
+        rasCondNames = consCondNames(rasCondSel);
+        Nrcl = numel(clSel);
+        % Reorganize the rasters in the required order.
+        clSub = find(ismember(gclID, pclID(clSel)))+1;
+        [rasIdx, rasOrd] = ismember(pclID(ordSubs), pclID(clSel));
+        clSub = clSub(rasOrd(rasIdx));
+        clSel = clSel(rasOrd(rasOrd ~= 0));
+        Nma = min(Na(rasCondSel));
+        rasFig = figure;
+        columns = length(pwrs);
+        Nrcond = length(rasCond);
+        ax = gobjects(4*Nrcond*Nrcl,1);
+        lidx = 1;
+        for cc = 1:length(rasCond)
+            % Equalize trial number
+            trigSubset = sort(randsample(Na(rasCondSel(cc)),Nma));
+            tLoc = find(delayFlags(:,rasCondSel(cc)));
+            tSubs = tLoc(trigSubset);
+            % Trigger subset for stimulation shading
+            trigAlSubs = Conditions(rasCond(cc)).Triggers(trigSubset,:);
+            timeDur = round(diff(trigAlSubs, 1, 2)/fs, 3);
+            trigChange = find(diff(timeDur) ~= 0);
+            for ccl = 1:Nrcl
+                
+                stims = mean(cst(:,:,delayFlags(:,rasCondSel(cc))),3);
+                %                 stims = stims([2,3],:);
+                
+                stims = stims - median(stims,2);
+                
+                
+                
+                for cs = 2 %for cs = 1:size(stims,1)
+                    if abs(log10(var(stims(cs,:),[],2))) < 13
+                        [m,b] = lineariz(stims(cs,:),1,0);
+                        stims(cs,:) = m*stims(cs,:) + b;
+                    else
+                        stims(cs,:) = zeros(1,Nt);
+                    end
+                end
+                
+                [r,c] = size(stims);
+                
+                if r < c
+                    stims = stims';
+                    stmClr = zeros(r, 3);
+                    
+                end
+                
+                
+                
+                
+                for cs = 2 %for cs = 1:size(stims,1)
+                    if stims(1,cs) > 0.5
+                        stim = ones(size(stims(:,cs)))-stims(:,cs);
+                    else
+                        stim = stims(:,cs);
+                    end
+%                     dP=[0; diff(stim)];
+                    stim = smooth(stim,10);
+                    ax(lidx) = subplot(4*Nrcond, Nrcl, lidx);
+                    if exist('IDs','var')
+                        plot(trigTX,stim, 'LineStyle','-','LineWidth', 1,...
+                            'DisplayName', IDs{cs}, 'Color', stmClr(cs,:))
+%                         P = stim'; %ax(lidx).Children.YData;
+%                         dP = [0 diff(P)];
+%                         dP = smooth(dP,100);
+%                         dP = dP-mean(dP(1:100));dP=dP/max(dP);
+%                         
+%                         yyaxis right
+%                         plot(trigTX, dP, 'LineStyle','-','LineWidth', 1,...
+%                             'DisplayName', IDs{cs}, 'Color', stmClr(cs,:))
+                    else
+                        plot(trigTX,stim,'LineStyle','-','LineWidth',1, 'Color', stmClr(cs,:))
+                        
+%                         P = ax(lidx).Children.YData;
+%                         dP = [0 diff(P)];
+%                         dP = smooth(dP,100);
+%                         dP = dP-mean(dP(1:100));dP=dP/max(dP);
+%                         yyaxis right
+%                         plot(trigTX, dP, 'LineStyle','-','LineWidth', 1,...
+%                             'DisplayName', IDs{cs}, 'Color', stmClr(cs,:))
+                    end
+                    ax(lidx).Visible = 'off';
+                    
+                    
+                    %                                        ax2.Children(1).Color = defineColorForStimuli(IDs(cs));
+                    
+                    if cs == 1
+                        ax2.NextPlot = 'add';
+                    end
+                    
+                end
+                %                 ax = gca;
+                %
+                %
+                % %                 ax.YAxis(2).Limits = [0.015, 1];
+                % %                 ax.YAxis(2).Visible = 'off';
+                %                 ax.FontName ='Arial';
+                %                 ax.FontSize = 12;
+                
+                %                 f=get(gca,'Children');
+                %                 legend(f)
+                %
+                lidx = lidx + 1;
+                
+                
+                %                 lidx = ccl + (cc - 1) * Nrcl;
+                ax(lidx) = subplot(4*Nrcond, Nrcl, lidx:lidx+2);       %  subplot( Nrcl, Nrcond, lidx); % to plot the other way around
+                title(ax(lidx),sprintf(rasCondNames{cc}), 'Interpreter', 'none') % ,pclID{clSel(ccl)}
+                plotRasterFromStack(discStack([1,clSub(ccl)],:,tSubs),...
+                    timeLapse, fs,'',colours(lidx,:),ax(lidx));
+                ax(lidx).YAxisLocation = 'origin';ax(lidx).YAxis.TickValues = Nma;
+                ax(lidx).YAxis.Label.String = 'Trials';
+                %                 ax(lidx).YAxis.Label.Position =...
+                %                     [timeLapse(1)-timeLapse(1)*0.65, Nma,0];
+                %             ax(lidx).XAxis.TickLabels =...
+                %                 cellfun(@(x) (x)*1e3, ax(lidx).XAxis.TickValues,...
+                %                 'UniformOutput', 0);
+                xlabel(ax(lidx), 'Time [s]')
+                initSub = 0;
+                optsRect = {'EdgeColor','none','FaceColor','none'};
+                for ctr = 1:numel(trigChange)
+                    rectangle('Position',[0, initSub,...
+                        timeDur(trigChange(ctr)), trigChange(ctr)],optsRect{:})
+                    initSub = trigChange(ctr);
+                end
+                rectangle('Position', [0, initSub, timeDur(Nma),...
+                    Nma - initSub],optsRect{:})
+                
+                ax(lidx).XAxis.Visible = 'off';
+                ax(lidx).YAxis.Visible = 'off';
+                stims = mean(cst(:,:,delayFlags(:,rasCondSel(cc))),3);
+                %                 stims = stims([2,3],:);
+                
+                stims = stims - median(stims,2);
+                
+                
+                
+                for cs = 2 %for cs = 1:size(stims,1)
+                    if abs(log10(var(stims(cs,:),[],2))) < 13
+                        [m,b] = lineariz(stims(cs,:),1,0);
+                        stims(cs,:) = m*stims(cs,:) + b;
+                    else
+                        stims(cs,:) = zeros(1,Nt);
+                    end
+                end
+                
+                [r,c] = size(stims);
+                
+                if r < c
+                    stims = stims';
+                    stmClr = zeros(r, 3);
+                    
+                end
+                
+                %                 stmClr =[ 1 0 0 0.25; 0 1 1 0.25];
+                
+                
+                
+                lidx = lidx + 3;
+                
+                
+            end
+        end
+        
+        
+        
+        
+        
+        rasConds = rasCondNames{1};
+        if length(rasCondNames) > 1
+            for r = 2:length(rasCondNames)
+                rasConds = [rasConds, '+', rasCondNames{r}];
+            end
+        end
+        
+        
+        ax(2).Title.Color = colours(2,:);
+        ax(6).Title.Color = colours(6,:);
+        ax(10).Title.Color = colours(10,:);
+        ax(1).Children.Color = colours(1,:);
+        ax(5).Children.Color = colours(5,:);
+        ax(9).Children.Color = colours(9,:);
+        
+        
+        linkaxes(ax,'x')
+        rasFigName = ['Unit_', cell2mat(cl), '_', ];
+        rasFig.Name = [rasFigName, '_', num2str(pwr), 'mW'];
+        configureFigureToPDF (rasFig);
+        set(rasFig, 'Position', get(0, 'ScreenSize')/2);
+        saveas(rasFig,fullfile(rasterDir, [rasFigName,'_',rasConds,'_', num2str(timeLapse(1)), '_to_', num2str(timeLapse(2)),'.emf']));
+        %savefig(rasFig,fullfile(rasterDir, [rasFigName, ' ', num2str(pwr), 'mW.fig']));
+        savefig(rasFig,fullfile(rasterDir, [rasFigName,'_',rasConds, '.fig']));
+    end
+end
+
diff --git a/Ross/FR_Mod.m b/Ross/FR_Mod.m
new file mode 100644
index 0000000..12f5e4c
--- /dev/null
+++ b/Ross/FR_Mod.m
@@ -0,0 +1,60 @@
+%FR_Modulation
+
+%% FR Modulation Plots
+clInd = find(clInfo.Mech_Control_R);
+
+id_depth_mod = table(clInfo.id(clInd), clInfo.abs_depth(clInd), clInfo.Mech_Control_Rate(clInd),...
+    clInfo.Mech_Control_Rate_Baseline(clInd), clInfo.Mech_Laser_Rate(clInd), clInfo.Mech_Laser_Rate_Baseline(clInd));
+id_depth_mod = sortrows(id_depth_mod,'Var2','ascend');
+
+ID = id_depth_mod{:,1};
+
+mc = id_depth_mod{:,3};
+mcb = id_depth_mod{:,4};
+ml = id_depth_mod{:,5};
+mlb = id_depth_mod{:,6};
+
+deltaRate = [mc-mcb, ml-mlb];
+
+
+
+depth = id_depth_mod.Var2;
+jitter = randi(20,size(depth));
+depth = depth + jitter; % adding small jitter for visualisation
+depth = -1*depth;
+
+
+
+for chc = 1:2
+    
+    fig = figure('Name', 'Depth vs Modulation', 'Color', 'White');
+    ax = gca;
+    hold on
+    for cl = 1:length(ID)
+        rt = deltaRate(cl,chc);
+        dpth = depth(cl);
+        plot([0, rt], [dpth, dpth], 'LineStyle', '-', 'Marker', 'none', 'Color', [0, 0, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01,  'MarkerFaceColor',[0.5,0.5,0.5]);
+        
+    end
+    
+    %     f = fit(depth, modinc, 'smoothingspline');
+    %     plot(f,depth, modinc)
+    
+end
+
+%     legend on
+%plot(deltaRate(:,2), depth, 'LineStyle', '-', 'Marker', 'none', 'Color', [0.5, 1, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01,  'MarkerFaceColor',[0.5,0.5,0.5])
+title('Depth vs Modulation of Mechanical Responses', 'Interpreter', 'none')
+ylabel( 'Depth [\mum]', 'Interpreter', 'tex');
+xlabel('Modulation Index', 'Interpreter', 'tex');
+%ax.XLim = [-1.1*max(deltaRate(:,2)), 1.1*max(deltaRate(:,2))];
+ax.XLim = [-1, 1];
+
+hold on
+plot(zeros(length(mod)), linspace(ax.YLim(1),ax.YLim(2), length(mod)), 'LineStyle', '-', 'Color', 'k');
+ax.FontSize = 25;
+ax.FontName = 'Arial';
+%     ax.Legend.String = {'Late Responders'};
+%     savefig(fig, fullfile('Z:\Ross\Experiments\smrxFiles\16.12.20\12.6.21\Figures\', [consCondNames{chc}, '_LateResponders_Depth_vs_Modulation.fig']));
+
+
diff --git a/Ross/Gq Baseline Rates.emf b/Ross/Gq Baseline Rates.emf
new file mode 100644
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diff --git a/Ross/Gq Rate.emf b/Ross/Gq Rate.emf
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diff --git a/Ross/Gq Rates.emf b/Ross/Gq Rates.emf
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diff --git a/Ross/Gq Spont Rate.emf b/Ross/Gq Spont Rate.emf
new file mode 100644
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diff --git a/Ross/GqSpontRates.emf b/Ross/GqSpontRates.emf
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diff --git a/Ross/HBIGS_EPHYS.m b/Ross/HBIGS_EPHYS.m
new file mode 100644
index 0000000..3d5dcdf
--- /dev/null
+++ b/Ross/HBIGS_EPHYS.m
@@ -0,0 +1,1757 @@
+% HBIGs 2022 in vivo electrophysiology analysis tutorial
+
+% Welcome to the HBIGS tutorial. In this tutorial will be be covering the
+% basics of the kinds of analysis we do in the Groh Lab, specifically
+% multi-unit extracellular electrophysiology.
+
+% Whilst the script should run in full, we recommend (especially for those
+% unfamiliar with MATLAB or programming) to run the script section by
+% section to really get a feel for how and why each step is necessary for answering the questions that we're interested in.
+% You can do this run each section by either clicking th 'Run Section' icon in the
+% Editor section of the taskbar, or by pressing Strg + Enter.
+% To run a section and then automatically advance to the next section in
+% the script there is also a 'Run and Advance' button, or alternatively
+% Strg + Shift + Enter will do this.
+
+
+
+%% Firstly, we need a data directory to work in:
+
+dataDir = 'Z:\HBIGS';
+
+% We can see what files are in the current directory with the ls functino:
+
+ls(dataDir)
+
+%% Concatenating and converting smrx files to bin file.
+
+% The .smrx files contain the data that was collected during the experiment.
+% Therefore we need to access both the voltage traces from the probes, and
+% therefore the traces of any non-neural paramters we may be interested in
+% (e.g. TTL traces, respiration rate, etc.)
+
+
+% To take votlage traces from multiple electrodes and and assign the
+% spikes from these into respective neurons, we need to put these traces
+% through a 'Spike-sorter'; an algorithm that clusters similar spikes as
+% belonging to these putative neurons (referred to as units). But first,
+% we need to concatenate the separate smrx files together and convertthem into a single binary file to be read by the
+% spike-sorting software.
+
+
+msmrx2bin('Z:\HBIGS','HBIGS_Tutorial')
+
+% The chronological order of the recording are denoted by 'P', where 'P1_'
+% denotes the first recording of the experiment.
+
+
+
+%% Now that we have the bin file, we can run our spike-sorter.
+
+
+cd C:\Users\NeuroNetz\Documents\GitHub\Kilosort2_5
+
+kilosort
+
+% probe file = 'Z:\Ross\ProbeFiles\' - Corrected_H3_ChanMap.mat
+fs = 3.003003003003003e+04;
+
+
+
+
+%% Once sorted and curated we can import our units and their spikes into MATLAB.
+
+cd C:\Users\NeuroNetz\Documents\GitHub\Scripts\Ross
+
+% Experiment Name
+expName = 'I_hope_this_works_please!';
+
+% Spike-sorted units and their spike times
+sortedData = importPhyFiles('Z:\HBIGS\Pre-sorted', expName);
+
+%Unit/Cluster (same thing) information in a table.
+clInfo = getClusterInfo([dataDir, '\cluster_info.tsv']);
+
+
+%% Now we need to organise the TTL data to know when we are stimulating the brain.
+
+% Calling a function to give us the Conditions and the Trigger times.
+
+% We will need the MechTTL, MechStim, and Laser channels
+[Conditions, Triggers] = getTriggers(expName, dataDir, fs);
+
+
+
+%% If any problems occur, we can also jut load the spikes and triggers that have been pre-sorted and orgainised earlier
+
+load('Z:\PainData\Corrected_Channel_Map\L6\Cortex\20.8.21\KS2\m6_newChanMap_all_channels.mat');
+load('Z:\PainData\Corrected_Channel_Map\L6\Cortex\20.8.21\KS2\m6_analysis.mat');
+clInfo = getClusterInfo('Z:\PainData\Corrected_Channel_Map\L6\Cortex\20.8.21\KS2\cluster_info.tsv');
+% expName = 'Replace_this_text_with_your_experiment_name';
+%% Creating a directory to put our figures in to.
+
+
+% Creating the figure directory
+figureDir = fullfile(dataDir,'Figures\');
+if ~mkdir(figureDir)
+    fprintf(1,'There was an issue with the figure folder...\n');
+end
+
+
+%% Constructing the helper 'global' variables
+
+Triggers.MechStim = Triggers.MechStim * -1;
+
+% Number of total samples
+Ns = min(structfun(@numel,Triggers));
+
+% Total duration of the recording in seconds
+Nt = Ns/fs;
+
+% Useless clusters (labeled as noise or they have very low firing rate)
+badsIdx = cellfun(@(x) x==3,sortedData(:,3));
+bads = find(badsIdx);
+totSpkCount = cellfun(@numel,sortedData(:,2));
+clusterSpikeRate = totSpkCount/Nt;
+silentUnits = clusterSpikeRate < 0.1;
+bads = union(bads,find(silentUnits));
+goods = setdiff(1:size(sortedData,1),bads);
+badsIdx = badsIdx | silentUnits;
+
+% Indicating which units will be analysed in the clInfo table
+% (ActiveUnits!)
+if ~any(ismember(clInfo.Properties.VariableNames,'ActiveUnit'))
+    clInfo = addvars(clInfo,~badsIdx','After','id',...
+        'NewVariableNames','ActiveUnit');
+end
+
+% Get the IDs of the axctive units
+gclID = sortedData(goods,1);
+badsIdx = StepWaveform.subs2idx(bads,size(sortedData,1));
+
+% Logical spike trace for the first good cluster
+spkLog = StepWaveform.subs2idx(round(sortedData{goods(1),2}*fs),Ns);
+
+
+% Subscript column vectors for the rest good clusters
+spkSubs = cellfun(@(x) round(x.*fs),sortedData(goods(2:end),2),...
+    'UniformOutput',false);
+
+% Number of good clusters
+Ncl = numel(goods);
+
+% Redefining the stimulus signals from the low amplitude to logical values
+whStim = {'piezo','whisker','mech','audio'};
+cxStim = {'laser','light'};
+lfpRec = {'lfp','s1','cortex','s1lfp'};
+trigNames = fieldnames(Triggers);
+numTrigNames = numel(trigNames);
+ctn = 1;
+continuousSignals = cell(numTrigNames,1);
+continuousNameSub = zeros(size(trigNames));
+while ctn <= numTrigNames
+    if contains(trigNames{ctn},whStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},cxStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},lfpRec,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    ctn = ctn + 1;
+end
+continuousSignals(continuousNameSub == 0) = [];
+continuousNameSub(continuousNameSub == 0) = [];
+trigNames = trigNames(continuousNameSub);
+
+
+
+
+%% Now we have identified the units we want to analyse, and the different manipulations we've induced in thenm (Conditions).
+
+% With multi-unit extracellular recordngs, the information we reliably have
+% access to and can answer question about, are unit firing (spike) rates
+% and the inter-spike intervals.
+
+% Lets calculate the interspike intervals for later
+
+isiFile = fullfile(dataDir,[expName,'_ISIvars.mat']);
+if ~exist(isiFile,'file')
+    spkSubs2 = cellfun(@(x) round(x.*fs), sortedData(goods,2),...
+        'UniformOutput', false);
+    ISIVals = cellfun(@(x) [x(1)/fs; diff(x)/fs], spkSubs2,...
+        'UniformOutput', 0);
+    NnzvPcl = cellfun(@numel,ISIVals);
+    Nnzv = sum(NnzvPcl);
+    rows = cell2mat(arrayfun(@(x,y) repmat(x,y,1), (1:Ncl)', NnzvPcl,...
+        'UniformOutput', 0));
+    cols = cell2mat(spkSubs2);
+    vals = cell2mat(ISIVals);
+    ISIspar = sparse(rows, cols, vals);
+else
+    load(isiFile,'ISIspar')
+end
+
+
+
+%% We can now decide how to porceed with respect to the time around each
+% manipulation that we want to consider.
+
+
+
+% Time lapse, bin size, and spontaneous and response windows
+
+% Viewing window denotes the timespan around the TTL trigger shown for the
+% Peri-Stimulus-Time-Histograms (PSTHs - something we'll get on to later)
+
+% Response window is the timespan after the TTL trigger to be
+% considered for the statistical analysis.
+
+% Bin size is also a PSTH measure that determines how many spikes are bunched into a given bin.
+
+% Feel free to play around with these parameters once after first
+% running with the defaults.
+
+
+promptStrings = {'Viewing window (time lapse) [s]:','Response window [s]',...
+    'Bin size [s]:'};
+defInputs = {'-2, 6', '0.5, 2', '0.01'};
+answ = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
+if isempty(answ)
+    fprintf(1,'Cancelling...\n');
+    return
+else
+    timeLapse = str2num(answ{1}); %#ok<*ST2NM>
+    if numel(timeLapse) ~= 2
+        timeLapse = str2num(inputdlg('Please provide the time window [s]:',...
+            'Time window',[1, 30], '-0.1, 0.1'));
+        if isnan(timeLapse) || isempty(timeLapse)
+            fprintf(1,'Cancelling...')
+            return
+        end
+    end
+    responseWindow = str2num(answ{2});
+    binSz = str2double(answ(3));
+end
+fprintf(1,'Time window: %.2f - %.2f ms\n',timeLapse(1)*1e3, timeLapse(2)*1e3)
+fprintf(1,'Response window: %.2f - %.2f ms\n',responseWindow(1)*1e3, responseWindow(2)*1e3)
+fprintf(1,'Bin size: %.3f ms\n', binSz*1e3)
+
+
+% In most scenarios it makes sense to take the same time-window before each
+% TTL trigger to compare activity statistically
+
+sponAns = questdlg('Mirror the spontaneous window?','Spontaneous window',...
+    'Yes','No','Yes');
+spontaneousWindow = -flip(responseWindow);
+if strcmpi(sponAns,'No')
+    spontPrompt = "Time before the trigger in [s] (e.g. -0.8, -0.6 s)";
+    sponDef = string(sprintf('%.3f, %.3f',spontaneousWindow(1),...
+        spontaneousWindow(2)));
+    sponStr = inputdlg(spontPrompt, 'Inputs',[1,30],sponDef);
+    if ~isempty(sponStr)
+        spontAux = str2num(sponStr{1});
+        if length(spontAux) ~= 2 || spontAux(1) > spontAux(2) || ...
+                spontAux(1) < timeLapse(1)
+            fprintf(1, 'The given input was not valid.\n')
+            fprintf(1, 'Keeping the mirror version!\n')
+        else
+            spontaneousWindow = spontAux;
+        end
+    end
+end
+fprintf(1,'Spontaneous window: %.2f to %.2f ms before the trigger\n',...
+    spontaneousWindow(1)*1e3, spontaneousWindow(2)*1e3)
+
+
+%% We now need to consider one stack of triggers that we will later split up into their respective conditions.
+
+
+% Some conditions are duplicated as either '_AllTriggers', or 'Block'. The
+% Block triggers are 5 seconds time durations of the 'All_Triggers'
+% condition.
+
+% e.g. 10Hz_All_Triggers will contain trigger times for each TTL pulse,
+% which can be a little as 5ms. The Block variety of this condition
+% considers the duration of the pulse train (usually 5 seconds), to compare
+% with other longer manipulations.
+
+% We suggest going for a 'Mech_All_Block' conditions initally.
+
+condNames = arrayfun(@(x) x.name,Conditions,'UniformOutput',false);
+condGuess = contains(condNames, 'whiskerall', 'IgnoreCase', true);
+
+
+% Choose the conditions to create the stack upon
+
+[chCond, iOk] = listdlg('ListString',condNames,'SelectionMode','single',...
+    'PromptString',...
+    'Choose the condition which has all triggers: (one condition)',...
+    'InitialValue', find(condGuess), 'ListSize', [350, numel(condNames)*16]);
+if ~iOk
+    fprintf(1,'Cancelling...\n')
+    return
+end
+% Select the onset or the offset of a trigger
+
+fprintf(1,'Condition ''%s''\n', Conditions(chCond).name)
+onOffStr = questdlg('Trigger on the onset or on the offset?','Onset/Offset',...
+    'on','off','Cancel','on');
+if strcmpi(onOffStr,'Cancel')
+    fprintf(1,'Cancelling...\n')
+    return
+end
+
+%% We'll now create 3-D stacks of the chosen data that we can access in alter analysis.
+
+
+% discStack - dicrete stack has a logical nature
+% cst - continuous stack has a numerical nature
+% Both of these stacks have the same number of time samples and trigger
+% points. They differ only in the number of considered events.
+
+[discStack, cst] = getStacks(spkLog,Conditions(chCond).Triggers,onOffStr,...
+    timeLapse,fs,fs,spkSubs,continuousSignals);
+
+
+
+
+
+
+% Ne = Number of units + the Mech as the first event + the Laser as the last
+% event,
+
+% Nt = Number of time samples in between the time window,
+
+% Nta = number of total triggers.
+
+[Ne, Nt, NTa] = size(discStack);
+
+
+
+
+% Computing the time axis for the stack
+
+tx = (0:Nt - 1)/fs + timeLapse(1);
+
+
+%% Now we can choose the conditions we wish to analyse within our 'All' condition.
+
+% Choose the conditions to look at
+auxSubs = setdiff(1:numel(condNames), chCond);
+ccondNames = condNames(auxSubs);
+[cchCond, iOk] = listdlg('ListString',ccondNames,'SelectionMode','multiple',...
+    'PromptString',...
+    'Choose the condition(s) to look at (should be in the a subset of ALL condition):',...
+    'ListSize', [350, numel(condNames)*16]);
+if ~iOk
+    fprintf(1,'Cancelling...\n')
+    return
+end
+
+cchCond = flip(cchCond); % Flip the conditions to get Control on x-axis later
+
+% Select the onset or the offset of a trigger
+fprintf(1,'Condition(s):\n')
+fprintf('- ''%s''\n', Conditions(auxSubs(cchCond)).name)
+
+
+% Subscript to indicate the conditions with all whisker stimulations,
+% whisker control, laser control, and the combination whisker and laser.
+allWhiskerStimulus = chCond;
+% allLaserStimulus = 2;
+% whiskerControl = 9;
+% laserControl = 8;
+consideredConditions = auxSubs(cchCond);
+
+Nccond = length(consideredConditions);
+
+% Adding all the triggers from the piezo and the laser in one array
+% allWhiskersPlusLaserControl = ...
+%     union(Conditions(allWhiskerStimulus).Triggers,...
+%     Conditions(laserControl).Triggers,'rows');
+
+
+%% We'll create logical Boolean flags to index the subset of conditinos into the larger stack
+delayFlags = false(NTa,Nccond);
+counter2 = 1;
+for ccond = consideredConditions
+    delayFlags(:,counter2) = ismember(Conditions(chCond).Triggers(:,1),...
+        Conditions(ccond).Triggers(:,1));
+    counter2 = counter2 + 1;
+end
+Na = sum(delayFlags,1);
+
+
+
+%% Computing which units/clusters/putative neurons respond to the stimulus
+
+
+% Logical indices for fetching the stack values
+sponActStackIdx = tx >= spontaneousWindow(1) & tx <= spontaneousWindow(2);
+respActStackIdx = tx >= responseWindow(1) & tx <= responseWindow(2);
+% The spontaneous activity of all the clusters, which are allocated from
+% the second until one before the last row, during the defined spontaneous
+% time window, and the whisker control condition.
+
+timeFlags = [sponActStackIdx;respActStackIdx];
+% Time window
+delta_t = diff(responseWindow);
+% Statistical tests
+[Results, Counts] = statTests(discStack, delayFlags, timeFlags);
+
+indCondSubs = cumsum(Nccond:-1:1);
+consCondNames = condNames(consideredConditions);
+% Plotting statistical tests
+[Figs, Results] = scatterSignificance(Results, Counts,...
+    consCondNames, delta_t, sortedData(goods,1));
+configureFigureToPDF(Figs);
+stFigBasename = fullfile(figureDir,[expName,' ']);
+stFigSubfix = sprintf(' Stat RW%.1f-%.1fms SW%.1f-%.1fms',...
+    responseWindow(1)*1e3, responseWindow(2)*1e3, spontaneousWindow(1)*1e3,...
+    spontaneousWindow(2)*1e3);
+ccn = 1;
+%for cc = indCondSubs
+for cc = 1:numel(Figs)
+    if ~ismember(cc, indCondSubs)
+        altCondNames = strsplit(Figs(cc).Children(2).Title.String,': ');
+        altCondNames = altCondNames{2};
+    else
+        altCondNames = consCondNames{ccn};
+        ccn = ccn + 1;
+    end
+    stFigName = [stFigBasename, altCondNames, stFigSubfix];
+    %     if ~exist([stFigName,'.pdf'],'file') || ~exist([stFigName,'.emf'],'file')
+    %         print(Figs(cc),[stFigName,'.pdf'],'-dpdf','-fillpage')
+    %         print(Figs(cc),[stFigName,'.emf'],'-dmeta')
+    %     end
+    savefig(Figs(cc),fullfile(figureDir, [altCondNames, '.fig']));
+end
+
+H = cell2mat(cellfun(@(x) x.Pvalues,...
+    arrayfun(@(x) x.Activity, Results(indCondSubs), 'UniformOutput', 0),...
+    'UniformOutput', 0)) < 0.05;
+
+Htc = sum(H,2);
+CtrlCond = contains(consCondNames,'control','IgnoreCase',true);
+if ~nnz(CtrlCond)
+    CtrlCond = true(size(H,2),1);
+end
+wruIdx = any(H(:,CtrlCond),2);
+Nwru = nnz(wruIdx);
+
+fprintf('%d responding units:\n', Nwru);
+fprintf('- %s\n',gclID{wruIdx})
+
+
+
+%% Adding our newly calculated results to the clInfo table.
+
+
+window = diff(responseWindow);
+
+for a = 1: length(consCondNames)
+    clInfo{clInfo.ActiveUnit == true,[consCondNames{1,a}, '_Rate_Spont']} = mean(Counts{a,1}')'/window;
+    clInfo{clInfo.ActiveUnit == true,[consCondNames{1,a}, '_Rate_Evoked']} = mean(Counts{a,2}')'/window;
+end
+
+
+% Significant mechanical responses per condition
+b = length(consCondNames);
+for a = 1 : length(consCondNames)
+    clInfo{clInfo.ActiveUnit == true,[consCondNames{1,a}, '_R']} = Results(b).Activity(1).Pvalues < 0.05;
+    b = b + length(consCondNames) - a;
+end
+
+
+sZ = size(Counts);
+d = length(consCondNames);
+e = 1;
+f = length(consCondNames);
+for a = 1:length(consCondNames) - 1
+    for b = (a + 1): length(consCondNames)
+        
+        for c = 1: sZ(1,2)
+            clInfo{clInfo.ActiveUnit == true,[consCondNames{1,a},'_vs_',consCondNames{1,b}, '_', Results(e).Activity(c).Type, '_Response']} = Results(e).Activity(c).Pvalues < 0.05;
+            
+        end
+        
+        e = e + 1;
+        
+        if e == f
+            e = e + 1;
+        end
+    end
+    d = d - 1;
+    f = f + d;
+end
+
+%% Adding the absolute depth of each unit to the clInfo table.
+
+dpth = 1500;
+
+abs_depth = dpth - clInfo.depth;
+
+clInfo = addvars(clInfo,abs_depth,'After','depth',...
+    'NewVariableNames','abs_depth');
+
+
+%% Opto-tagging
+
+% Now that we have the absolute depths of our units, we can look at the
+% spike latencies of each unit in response to the laser laser triggers, to
+% determine the temporal sequence of spike activation (e.g. which
+% population is expressing the channel-rhodopsin protein).
+
+[TaggedIDs, fig] = Optotag([2,12], [0.2,6], clInfo, gclID, Conditions(6).name, Conditions(6).Triggers, sortedData, fs);
+
+% idxTagged = ismember(clInfo.id, TaggedIDs);
+% if ~any(ismember(clInfo.Properties.VariableNames,'Tagged'))
+%     clInfo = addvars(clInfo,idxTagged,'After','ActiveUnit',...
+%         'NewVariableNames','Tagged');
+% end
+
+%% Saving the ammended clInfo table
+
+writeClusterInfo(clInfo, fullfile(dataDir,'cluster_info.tsv'));
+
+
+%% Adding the mean trace signals to the Conditions variable
+if ~isfield(Conditions,'Stimulus') ||...
+        any(arrayfun(@(x) isempty(x.Stimulus), Conditions(consideredConditions)))
+    fprintf(1,'Writting the stimulus raw signal into Conditions variable:\n')
+    whFlag = contains(trigNames, whStim, 'IgnoreCase', 1);
+    lrFlag = contains(trigNames, cxStim, 'IgnoreCase', 1);
+    cdel = 1;
+    for cc = consideredConditions
+        fprintf(1,'- %s\n', Conditions(cc).name)
+        Conditions(cc).Stimulus = struct(...
+            'Mechanical',reshape(mean(cst((1),:,delayFlags(:,cdel)),3),...
+            1,Nt),...
+            'MechPressure',reshape(mean(cst((2),:,delayFlags(:,cdel)),3),...
+            1,Nt),...
+            'Laser',reshape(mean(cst(lrFlag,:,delayFlags(:,cdel)),3),...
+            1,Nt),'TimeAxis',(0:Nt-1)/fs + timeLapse(1));
+        cdel = cdel + 1;
+    end
+end
+
+
+%% Creating a configuration structure to keep track of all the
+configStructure = struct('Experiment', fullfile(dataDir,expName),...
+    'Viewing_window_s', timeLapse, 'Response_window_s', responseWindow,...
+    'BinSize_s', binSz, 'Trigger', struct('Name', condNames{chCond},...
+    'Edge',onOffStr), 'ConsideredConditions',{consCondNames});
+
+
+%% Filter question
+filterIdx = true(Ne,1);
+ansFilt = questdlg('Would you like to filter for significance?','Filter',...
+    'Yes','No','Yes');
+filtStr = 'unfiltered';
+if strcmp(ansFilt,'Yes')
+    filterIdx = [true; wruIdx];
+    filtStr = 'Filtered';
+end
+%ruIdx = wruIdx;
+
+
+%% Getting the relative spike times for the responsive units (ru)
+% For each condition, the first spike of each ru will be used to compute
+% the standard deviation of it.
+cellLogicalIndexing = @(x,idx) x(idx);
+isWithinResponsiveWindow =...
+    @(x) x > responseWindow(1) & x < responseWindow(2);
+
+firstSpike = zeros(Nwru,Nccond);
+M = 16;
+binAx = responseWindow(1):binSz:responseWindow(2);
+condHist = zeros(size(binAx,2)-1, Nccond);
+firstOrdStats = zeros(2,Nccond);
+condParams = zeros(M,3,Nccond);
+txpdf = responseWindow(1):1/fs:responseWindow(2);
+condPDF = zeros(numel(txpdf),Nccond);
+csvBase = fullfile(dataDir, expName);
+csvSubfx = sprintf(' VW%.1f-%.1f ms.csv', timeLapse(1)*1e3, timeLapse(2)*1e3);
+existFlag = false;
+condRelativeSpkTms = cell(Nccond,1);
+relativeSpkTmsStruct = struct('name',{},'SpikeTimes',{});
+spkDir = fullfile(dataDir, 'SpikeTimes');
+for ccond = 1:size(delayFlags,2)
+    csvFileName = [csvBase,' ',consCondNames{ccond}, csvSubfx];
+    relativeSpikeTimes = getRasterFromStack(discStack,~delayFlags(:,ccond),...
+        filterIdx(3:end), timeLapse, fs, true, false);
+    relativeSpikeTimes(:,~delayFlags(:,ccond)) = [];
+    relativeSpikeTimes(~filterIdx(2),:) = [];
+    condRelativeSpkTms{ccond} = relativeSpikeTimes;
+    
+    clSpkTms = cell(size(relativeSpikeTimes,1),1);
+    if exist(csvFileName, 'file') && ccond == 1
+        existFlag = true;
+        ansOW = questdlg(['The exported .csv files exist! ',...
+            'Would you like to overwrite them?'],'Overwrite?','Yes','No','No');
+        if strcmp(ansOW,'Yes')
+            existFlag = false;
+            fprintf(1,'Overwriting... ');
+        end
+    end
+    fID = 1;
+    
+    for cr = 1:size(relativeSpikeTimes, 1)
+        clSpkTms(cr) = {sort(cell2mat(relativeSpikeTimes(cr,:)))};
+        if fID > 2
+            fprintf(fID,'%s,',gclID{cr});
+            fprintf(fID,'%f,',clSpkTms{cr});fprintf(fID,'\n');
+        end
+    end
+    if fID > 2
+        fclose(fID);
+    end
+    relativeSpkTmsStruct(ccond).name = consCondNames{ccond};
+    relativeSpkTmsStruct(ccond).SpikeTimes = condRelativeSpkTms{ccond};
+    
+end
+save(fullfile(dataDir,[expName,'_exportSpkTms.mat']),...
+    'relativeSpkTmsStruct','configStructure')
+
+
+%% Ordering PSTH
+
+orderedStr = 'ID ordered';
+dans = questdlg('Do you want to order the PSTH other than by IDs?',...
+    'Order', 'Yes', 'No', 'No');
+ordSubs = 1:nnz(filterIdx(2:Ncl+1));
+pclID = gclID(filterIdx(2:end));
+if strcmp(dans, 'Yes')
+    if ~exist('clInfo','var')
+        clInfo = getClusterInfo(fullfile(dataDir,'cluster_info.tsv'));
+    end
+    % varClass = varfun(@class,clInfo,'OutputFormat','cell');
+    [ordSel, iOk] = listdlg('ListString', clInfo.Properties.VariableNames,...
+        'SelectionMode', 'multiple');
+    orderedStr = [];
+    ordVar = clInfo.Properties.VariableNames(ordSel);
+    for cvar = 1:numel(ordVar)
+        orderedStr = [orderedStr, sprintf('%s ',ordVar{cvar})]; %#ok<AGROW>
+    end
+    orderedStr = [orderedStr, 'ordered'];
+    
+    if ~strcmp(ordVar,'id')
+        [~,ordSubs] = sortrows(clInfo(pclID,:),ordVar, 'ascend');
+    end
+end
+
+%% Plot PSTH
+% goodsIdx = logical(clInfo.ActiveUnit);
+csNames = fieldnames(Triggers);
+Nbn = diff(timeLapse)/binSz;
+if (Nbn - round(Nbn)) ~= 0
+    Nbn = ceil(Nbn);
+end
+PSTH = zeros(nnz(filterIdx) - 1, Nbn, Nccond);
+psthFigs = gobjects(Nccond,1);
+for ccond = 1:Nccond
+    figFileName = sprintf('%s %s VW%.1f-%.1f ms B%.1f ms RW%.1f-%.1f ms SW%.1f-%.1f ms %sset %s (%s)',...
+        expName, Conditions(consideredConditions(ccond)).name, timeLapse*1e3,...
+        binSz*1e3, responseWindow*1e3, spontaneousWindow*1e3, onOffStr,...
+        orderedStr, filtStr);
+    [PSTH(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx,:,:),timeLapse,...
+        ~delayFlags(:,ccond),binSz,fs);
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    psthFigs(ccond) = plotClusterReactivity(PSTH(ordSubs,:,ccond),trig,sweeps,timeLapse,binSz,...
+        [{Conditions(consideredConditions(ccond)).name};...
+        pclID(ordSubs)],...
+        strrep(expName,'_','\_'),...
+        stims, csNames);
+    configureFigureToPDF(psthFigs(ccond));
+    psthFigs(ccond).Children(end).YLabel.String =...
+        [psthFigs(ccond).Children(end).YLabel.String,...
+        sprintf('^{%s}',orderedStr)];
+    
+    
+end
+% for a = 1:length(consideredConditions)
+%     savefig(figure(a), fullfile(figureDir, [consCondNames{a}, '_filtered_PSTH_0.001binSz.fig']));
+% end
+
+
+%% Plot depthPSTH
+
+csNames = fieldnames(Triggers);
+pclTblInd = ismember(clInfo.id, pclID(ordSubs));
+depthOrd = sort(clInfo.abs_depth(pclTblInd), 'descend');
+depthVals = [4200:-200:0];
+depthInds = zeros(length(depthVals), 1);
+for a = 1:length(depthInds)
+    selDepths = depthOrd < depthVals(a);
+    if sum(selDepths)> 0
+        depthInd = find(selDepths);
+        depthInds(a) = depthInd(1);
+    end
+end
+topDepth = find(depthInds == 0);
+topDepth = topDepth(1);
+depthInds(topDepth) = length(pclID);
+depthInds = depthInds(depthInds > 0);
+selClIDs = cell(length(pclID),1);
+depthVals = depthVals(1:length(depthInds))';
+for a = 1:length(depthInds)
+    selClIDs{depthInds(a)} = num2str(depthVals(a));
+end
+goodsIdx = logical(clInfo.ActiveUnit);
+%csNames = csNames(2:end);
+Nbn = diff(timeLapse)/binSz;
+if (Nbn - round(Nbn)) ~= 0
+    Nbn = ceil(Nbn);
+end
+PSTH = zeros(nnz(filterIdx) - 1, Nbn, Nccond);
+psthFigs = gobjects(Nccond,1);
+for ccond = 1:Nccond
+    figFileName = sprintf('%s %s VW%.1f-%.1f ms B%.1f ms RW%.1f-%.1f ms SW%.1f-%.1f ms %sset %s (%s)',...
+        expName, Conditions(consideredConditions(ccond)).name, timeLapse*1e3,...
+        binSz*1e3, responseWindow*1e3, spontaneousWindow*1e3, onOffStr,...
+        orderedStr, filtStr);
+    [PSTH(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx,:,:),timeLapse,...
+        ~delayFlags(:,ccond),binSz,fs);
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    %stims = stims([2,3],:);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    psthFigs(ccond) = plotClusterReactivityRoss(PSTH(ordSubs,:,ccond),trig,sweeps,timeLapse,binSz,...
+        [{Conditions(consideredConditions(ccond)).name};...
+        selClIDs],...
+        strrep(expName,'_','\_'),...
+        stims, csNames);
+    configureFigureToPDF(psthFigs(ccond));
+    psthFigs(ccond).Children(end).Title.String = consCondNames{ccond};
+    
+end
+% for a = 1:length(consideredConditions)
+%     savefig(figure(a), fullfile(figureDir, [consCondNames{a}, '_filtered_PSTH_0.001binSz.fig']));
+% end
+
+
+
+%% We can now use k means clustering analysis for a less biased splitting of the population based on the units' depths, latencies and jitter.
+[GroupIDs, fig] = findSubPopulations(3, clInfo, gclID, Conditions(14).name, Conditions(14).Triggers, sortedData, fs);
+
+
+Group1 = GroupIDs{1,2};
+Group2 = GroupIDs{2,2};
+Group3 = GroupIDs{3,2};
+
+idxGroup1 = ismember(gclID, Group1);
+idxGroup2 = ismember(gclID, Group2);
+idxGroup3 = ismember(gclID, Group3);
+
+% Order the groups by depth
+
+ruIdx = [true, true, true; idxGroup3, idxGroup1, idxGroup2];
+%% We can plot the Depth vs change in FR by the groups we've just assigned
+
+
+% Prep Variables
+mrControl = clInfo.Mech_Control_4mW_Mech_Rate_Evoked-clInfo.Mech_Control_4mW_Mech_Rate_Spont;
+mrLaser = clInfo.Mech_Laser_5sec_4mW_Rate_Evoked-clInfo.Mech_Laser_5sec_4mW_Mech_Rate_Spont;
+data = table(clInfo.id, clInfo.abs_depth, mrControl, mrLaser);
+mrInd = ismember(data.Var1, clInfo.id(clInfo.Mech_Control_4mW_R==true));
+data = data(find(mrInd),:);
+data = sortrows(data,'Var2','ascend');
+ID = data.Var1;
+depths = data.Var2;
+c = data.Var3;
+l = data.Var4;
+rng('default');
+jitter = randi(20,size(depths));
+depths = -1*(depths + jitter);
+
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+purple = [0.5,0,0.5];
+grey = [0.5, 0.5, 0.5];
+colour = [green; red; blue];
+
+% Depth vs Evoked Rate (Control): MR Evoked - MR Baseline
+
+
+deltaRate = zeros(length(depths), 2);
+deltaRate(:,2) = c;
+
+figure('Color', 'White', 'Name', 'Changes in FR with Mechanical Stimulation');
+hold on
+for unit = 1:length(ID)
+    dr = deltaRate(unit,:);
+    dpth = [depths(unit), depths(unit)];
+    if ismember(ID{unit}, Group3)
+        plot(dr, dpth, 'LineStyle', '-', 'Color', [green, 0.5], 'LineWidth', 10);
+    elseif ismember(ID{unit}, Group2)
+        plot(dr, dpth, 'LineStyle', '-', 'Color', [red, 0.5], 'LineWidth', 10);
+    elseif ismember(ID{unit}, Group1)
+        plot(dr, dpth, 'LineStyle', '-', 'Color', [blue, 0.5], 'LineWidth', 10);
+    end
+end
+ax = gca;
+ax.Title.String = 'Changes in FR with Mechanical Stimulation';
+ax.YLabel.String = 'Depth [\mum]';
+ax.XLabel.String = '\DeltaRate [Hz]';
+ax.FontName = 'Arial';
+ax.FontSize = 30;
+ax.YLim = [-1600, 0];
+% ax.XLim = [-50, 50];
+% ax.XTick = [-50:10:50];
+plot(zeros(length(ID)), linspace(ax.YLim(1),ax.YLim(2), length(ID)), 'LineStyle', '-', 'Color', 'k');
+
+
+% Mech vs Mech Laser: MR Laser - MR Evoked
+
+
+deltaRate = zeros(length(depths), 2);
+deltaRate(:,2) = l-c;
+
+figure('Color', 'White', 'Name', 'Laser Modulation of Mechanical Responses');
+hold on
+for unit = 1:length(ID)
+    dr = deltaRate(unit,:);
+    dpth = [depths(unit), depths(unit)];
+    if ismember(ID{unit}, Group3)
+        plot(dr, dpth, 'LineStyle', '-', 'Color', [green, 0.5], 'LineWidth', 10);
+    elseif ismember(ID{unit}, Group2)
+        plot(dr, dpth, 'LineStyle', '-', 'Color', [red, 0.5], 'LineWidth', 10);
+    elseif ismember(ID{unit}, Group1)
+        plot(dr, dpth, 'LineStyle', '-', 'Color', [blue, 0.5], 'LineWidth', 10);
+    end
+end
+ax = gca;
+ax.Title.String = 'Laser Modulation of Mechanical Responses';
+ax.YLabel.String = 'Depth [\mum]';
+ax.XLabel.String = '\DeltaRate [Hz]';
+ax.FontName = 'Arial';
+ax.FontSize = 30;
+ax.YLim = [-1600, 0];
+% ax.XLim = [-50, 50];
+% ax.XTick = [-50:10:50];
+plot(zeros(length(ID)), linspace(ax.YLim(1),ax.YLim(2), length(ID)), 'LineStyle', '-', 'Color', 'k');
+
+
+
+
+%% Violin Plots
+
+mechResponse = All_Units.Mech_Control_R;
+ruNames =  [{'L4'}, {'L5'}, {'L6'}];
+
+
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+purple = [0.5,0,0.5];
+colours = [green; red; blue];
+% colours = [0,0,0];
+
+idxGroup1Tbl = ismember(All_Units.id, Group3);
+idxGroup2Tbl = ismember(All_Units.id, Group1);
+idxL6Tbl = ismember(All_Units.id, Group2);
+
+ansFilt = questdlg('Would you like to filter for Mech Response?','Filter',...
+    'Yes','No','Yes');
+if strcmp(ansFilt,'Yes')
+    idxMat = [idxGroup1Tbl, idxGroup2Tbl, idxL6Tbl]  & mechResponse;
+else
+    idxMat = [idxGroup1Tbl, idxGroup2Tbl, idxL6Tbl] ;
+end
+
+% idxMat = mechResponse; % & clInfo.Mech_Laser_1Hz_15mW_Rate_Evoked < 60;
+matDims = size(idxMat);
+nGroups = matDims(2);
+
+% yMax = [max(clInfo.Laser_5sec_pulse_15mW_Block_Rate_Spont), max(clInfo.Laser_5sec_pulse_15mW_Block_Rate_Evoked)];
+
+yMin = 0;
+
+% Spontaneous vs Evoked
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup)==true;
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = All_Units.Mech_Control_Rate_Spont(unitIds);
+    rts(:,2) = All_Units.Mech_Control_Rate_Evoked(unitIds);
+    [p, sig] = ranksum(rts(:,1), rts(:,2));
+    fprintf([ruNames{unitGroup}, ' baseline vs evoked p value: ', num2str(p), '\n']);
+    figure('Color', 'White', 'Name', [ruNames{unitGroup}, '_Baseline_vs_Evoked_Rates_ViolinPlot']);
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.5);
+    
+    
+    
+    %     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+    %         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+    %
+    %     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+    %         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+    
+    
+    %     leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+    %     leg.Box = 'off';
+    %     leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    ax.XAxis.Visible = 'off';
+    xscale = max(abs(ax.XAxis.Limits));
+    yMax = ax.YAxis.Limits(2);
+    yMax = round(max(yMax)+5, -1);
+    
+    
+    plot([-xscale/5,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/5], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    
+    %leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    ax.YAxis.Limits = [yMin, yMax];
+    ax.YLabel.String = 'Firing Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+
+% Mech Control vs Mech Laser
+
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup)==true;
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = All_Units.Mech_Control_Rate_Evoked(unitIds);
+    rts(:,2) = All_Units.Mech_Laser_Rate_Evoked(unitIds);
+    [p, sig] = ranksum(rts(:,1), rts(:,2));
+    fprintf([ruNames{unitGroup}, ' Mech Control vs Mech Laser p value: ', num2str(p), '\n']);
+    figure('Color', 'White', 'Name', [ruNames{unitGroup}, '_Evoked_Rates_ViolinPlot']);
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.5);
+    
+    
+    
+    %     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+    %         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+    %
+    %     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+    %         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+    
+    
+    %     leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+    %     leg.Box = 'off';
+    %     leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.XAxis.Visible = 'off';
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    xscale = max(abs(ax.XAxis.Limits));
+    yMax = ax.YAxis.Limits(2);
+    yMax = round(max(yMax)+5, -1);
+    
+    
+    plot([-xscale/5,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/5], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    
+    %leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    ax.YAxis.Limits = [yMin, yMax];
+    ax.YLabel.String = 'Firing Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+% Firing Rates Violin Plots - One Plot
+
+
+% Baseline vs Evoked Rates
+
+% yMax = [max(All_Units.Mech_Control_Rate_Spont), max(All_Units.Mech_Control_Rate_Evoked)];
+% yMin = 0;
+figure('Color', 'White', 'Name','Baseline_vs_Evoked_Rates_ViolinPlot');
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup)==true;
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = All_Units.Mech_Control_Rate_Spont(unitIds);
+    rts(:,2) = All_Units.Mech_Control_Rate_Evoked(unitIds);
+    
+    subplot(nGroups,1,unitGroup)
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.5);
+    
+    
+    
+    %     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+    %         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+    %
+    %     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+    %         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+    
+    
+    leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+    leg.Box = 'off';
+    leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    xscale = max(abs(ax.XAxis.Limits));
+    ax.XAxis.Visible = 'off';
+    
+    
+    plot([-xscale/10,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/10], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', [0,0,1]);
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    
+    leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    %ax.YAxis.Limits = [yMin, yMax];
+    ax.YAxis.Limits(1) = 0;
+    ax.YLabel.String = 'Firing Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+
+
+
+
+
+
+
+
+% Mech Control vs Mech Laser Rates - One Plot
+
+
+% yMax = [max(All_Units.Mech_Control_Rate_Spont), max(All_Units.Mech_Control_Rate_Evoked)];
+% yMin = 0;
+figure('Color', 'White', 'Name','Mech_Control_vs_Mech+Laser_Rates_ViolinPlot');
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup)==true;
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = All_Units.Mech_Control_Rate_Evoked(unitIds);
+    rts(:,2) = All_Units.Mech_Laser_Rate_Evoked(unitIds);
+    
+    subplot(nGroups,1,unitGroup)
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    
+    
+    %     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+    %         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+    %
+    %     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+    %         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+    
+    
+    leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+    leg.Box = 'off';
+    leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    xscale = max(abs(ax.XAxis.Limits));
+    ax.XAxis.Visible = 'off';
+    
+    
+    plot([-xscale/10,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/10], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', [0,0,1]);
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    
+    leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    %ax.YAxis.Limits = [yMin, yMax];
+    ax.YAxis.Limits(1) = 0;
+    ax.YLabel.String = 'Firing Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+% Relative Rates Violin Plots
+
+figure('Color', 'White', 'Name','Relative_Rates_ViolinPlot');
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup);
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = All_Units.Mech_Control_Rate_Evoked(unitIds)- All_Units.Mech_Control_Rate_Spont(unitIds);
+    rts(:,2) = All_Units.Mech_Laser_Rate_Evoked(unitIds) - All_Units.Mech_Laser_Rate_Spont(unitIds);
+    
+    
+    subplot(nGroups,1,unitGroup)
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    
+    
+    %     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+    %         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+    %
+    %     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+    %         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+    
+    
+    leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+    leg.Box = 'off';
+    leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    xscale = max(abs(ax.XAxis.Limits));
+    ax.XAxis.Visible = 'off';
+    
+    
+    plot([-xscale/10,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/10], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', [0,0,1]);
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    
+    leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    %ax.YAxis.Limits = [yMin, yMax];
+    %     ax.YAxis.Limits(1) = 0;
+    ax.YLabel.String = 'Relative Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+% SNR Violin Plots
+
+figure('Color', 'White', 'Name','Signal_to_Noise_Ratio_ViolinPlot');
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup);
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = All_Units.Mech_Control_Rate_Evoked(unitIds)./All_Units.Mech_Control_Rate_Spont(unitIds);
+    rts(:,2) = All_Units.Mech_Laser_Rate_Evoked(unitIds)./All_Units.Mech_Laser_Rate_Spont(unitIds);
+    
+    
+    subplot(nGroups,1,unitGroup)
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    
+    
+    %     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+    %         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+    %
+    %     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+    %         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+    
+    
+    leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+    leg.Box = 'off';
+    leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    xscale = max(abs(ax.XAxis.Limits));
+    ax.XAxis.Visible = 'off';
+    
+    
+    plot([-xscale/10,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/10], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', [0,0,1]);
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    
+    leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    %ax.YAxis.Limits = [yMin, yMax];
+    %     ax.YAxis.Limits(1) = 0;
+    ax.YLabel.String = 'Relative Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+%% We can also plot the popPSTHs according to these groups
+
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+purple = [0.5,0,0.5];
+grey = [0.5, 0.5, 0.5];
+csNames = fieldnames(Triggers);
+colour = [green; red; blue];
+% ruIdx = filterIdx;
+axLabel = 'Firing Rate [Hz]';
+for ccond = 1: length(consideredConditions)
+    ruIdxDim = size(ruIdx);
+    nFilters = ruIdxDim(2);
+    
+    fig = figure('Name',[expName,'_', consCondNames{ccond}],'Color',[1,1,1]);
+    fthAxFlag = false;
+    if ~exist('stims','var')
+        totlX = nFilters;
+        
+    elseif ~isempty(stims)
+        fthAxFlag = true;
+        totlX = nFilters + 1;
+    end
+    
+    
+    clrDivider = nFilters-1;
+    if nFilters <= 1
+        clrDivider = nFilters;
+    end
+    
+    datclr = [green; red; blue];
+    
+    for a = 1:nFilters
+        ax(a) = subplot(totlX,1,a,'Parent',fig);
+        [PSTHarray{a}(:,:,ccond), trig, sweeps] = getPSTH(discStack(ruIdx(:,a),:,:),timeLapse,...
+            ~delayFlags(:,ccond),binSz,fs);
+        
+        PSTH = PSTHarray{a}(:,:,ccond);
+        [Ncl, Npt] = size(PSTH);
+        PSTHn = PSTH./max(PSTH,[],2);
+        
+        
+        psthTX = linspace(timeLapse(1),timeLapse(2),Npt);
+        trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+        popPSTH = sum(PSTH,1,'omitnan')/(Ncl * sweeps * binSz);
+        plot(psthTX,popPSTH,'Color', colour(a,:))
+        ax(a).XLabel.String = sprintf('Time_{%.2f ms} [s]',binSz*1e3);
+        ax(a).XLim = [timeLapse(1), timeLapse(2)];
+        
+        ax(a).Box = 'off';
+        ax(a).ClippingStyle = 'rectangle';
+        legend(ax(a),'show','Location','northeast')
+        ruNames = [{'Group 3'}, {'Group 2'}, {'Group 1'}];
+        ax(a).Legend.String = ruNames{a};
+        ax(a).YAxis(1).Label.String = axLabel;
+        
+    end
+    ax(1).Title.String = consCondNames(ccond);
+    
+    ax2 = subplot(totlX,1,nFilters + 1,'Parent',fig);
+    
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    
+    [r,c] = size(stims);
+    
+    if r < c
+        stims = stims';
+        stmClr = zeros(r, 3);
+        
+    end
+    
+    
+    stmClr([1,5,9]) = 1;
+    stmClr(stmClr == 0) = 0.25;
+    
+    
+    
+    for cs = 1:min(r,c)
+        if exist('IDs','var')
+            plot(ax2,trigTX,stims(:,cs),'LineStyle','-.','LineWidth',0.5,...
+                'DisplayName', csNames{cs}, 'Color', stmClr(cs,:))
+        else
+            plot(ax2,trigTX,stims(:,cs),'LineStyle','-.','LineWidth',0.5,  'Color', stmClr(cs,:))
+        end
+        
+        
+        if cs == 1
+            ax2.NextPlot = 'add';
+        end
+    end
+    legend(ax2,'show','Location','best')
+    
+    ax2.Box = 'off';
+    ax2.XLim = [timeLapse(1), timeLapse(2)];
+    ax2.XAxis.Visible = 'off';
+    ax2.YAxis.Visible = 'off';
+    linkaxes([ax, ax2], 'x')
+    %end
+    
+    
+    
+    %
+    % Formatting the population PSTH plot
+    
+    ax2.YAxis(1).Limits = [0,1.01];
+    ax2.Legend.String = csNames;
+    %
+    %
+    
+    %
+    %
+    clear PSTH
+    clear PSTHarray
+    clear ax
+    
+end
+% end
+
+clear ax
+%% We can now look at individual units and their spiking responses to each stimulus over n trials in a Spike Raster plot
+
+csNames = fieldnames(Triggers);
+% csNames = csNames(2:end);
+IDs = csNames;
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+
+rasterDir = fullfile(figureDir,'Rasters\');
+if ~mkdir(rasterDir)
+    fprintf(1,'There was an issue with the figure folder...\n');
+end
+
+
+Power = NaN(length(consCondNames),1);
+for cc = 1:length(consCondNames)
+    
+    mWfind = strfind(consCondNames{cc}, 'mW');
+    
+    pwr = consCondNames{cc}(mWfind-2:mWfind+1);
+    if isnan(pwr)
+        pwrMissing = true;
+    elseif contains(pwr, '.')
+        pwr = consCondNames{cc}(mWfind-3:mWfind+1);
+    elseif contains(pwr, '_') || contains(pwr, ' ')
+        pwr = pwr(2:end);
+    end
+    pwr = str2double(pwr(1:end-2));
+    Power(cc) = pwr;
+end
+pwrs = unique(Power);
+
+
+
+for b = 1:length(pwrs)
+    pwr = pwrs(b);
+    
+    pwrInd = Power == pwr;
+    clIDind =  pclID; % {'365'}; % Change this to e.g. L6 or Group 1 to generate only these rasters
+    lngth = length(clIDind);
+    for a = 1:lngth
+        rng('default');
+        cl = clIDind(a);
+        clSel = find(ismember(pclID, cl));
+        
+        rasCondSel = find(pwrInd);
+        rasCond = consideredConditions(rasCondSel);
+        rasCondNames = consCondNames(rasCondSel);
+        Nrcl = numel(clSel);
+        % Reorganize the rasters in the required order.
+        clSub = find(ismember(gclID, pclID(clSel)))+1;
+        [rasIdx, rasOrd] = ismember(pclID(ordSubs), pclID(clSel));
+        clSub = clSub(rasOrd(rasIdx));
+        clSel = clSel(rasOrd(rasOrd ~= 0));
+        Nma = min(Na(rasCondSel));
+        rasFig = figure;
+        nPwrs = length(pwrs);
+        Nrcond = length(rasCond);
+        ax = gobjects(Nrcond*Nrcl,1);
+        lidx = 1;
+        cf = 1;
+        for cc = 1:length(rasCond)
+            % Equalize trial number
+            trigSubset = sort(randsample(Na(rasCondSel(cc)),Nma));
+            tLoc = find(delayFlags(:,rasCondSel(cc)));
+            tSubs = tLoc(trigSubset);
+            % Trigger subset for stimulation shading
+            trigAlSubs = Conditions(rasCond(cc)).Triggers(trigSubset,:);
+            timeDur = round(diff(trigAlSubs, 1, 2)/fs, 3);
+            trigChange = find(diff(timeDur) ~= 0);
+           
+            for ccl = 1:Nrcl
+%                 lidx = ccl + (cc - 1) * Nrcl;
+                ax(cf) = subplot(Nrcond*3,Nrcl, lidx:lidx+1);
+%                 ax(lidx) = subplot(Nrcond, Nrcl, lidx);       %  subplot( Nrcl, Nrcond, lidx); % to plot the other way around
+                title(ax(cf),sprintf(rasCondNames{cc}), 'Interpreter', 'none') % ,pclID{clSel(ccl)}
+                plotRasterFromStack(discStack([1,clSub(ccl)],:,tSubs),...
+                    timeLapse, fs,'',ax(cf));
+                ax(cf).YAxisLocation = 'origin';ax(cf).YAxis.TickValues = Nma;
+                ax(cf).YAxis.Label.String = 'Trials';
+                
+                xlabel(ax(cf), 'Time [s]')
+                initSub = 0;
+                optsRect = {'EdgeColor','none','FaceColor','none'};
+                for ctr = 1:numel(trigChange)
+                    rectangle('Position',[0, initSub,...
+                        timeDur(trigChange(ctr)), trigChange(ctr)],optsRect{:})
+                    initSub = trigChange(ctr);
+                end
+                rectangle('Position', [0, initSub, timeDur(Nma),...
+                    Nma - initSub],optsRect{:})
+                
+                
+                stims = mean(cst(:,:,delayFlags(:,rasCondSel(cc))),3);
+                %                 stims = stims([2,3],:);
+                
+                stims = stims - median(stims,2);
+                
+                
+                
+                ax(cf).Title.String = rasCondNames(cc);
+                %ax1.Title.String = consCondNames(ccond);
+                % %if fthAxFlag
+                % ax2 = subplot(totlX,1,nFilters + 1,'Parent',fig);
+                cf = cf + 1;
+                ax(cf) = subplot(Nrcond*3, Nrcl, lidx+2);
+                lidx = lidx+3;
+%                 stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+%                 stims = stims - median(stims,2);
+                for cs = 1:size(stims,1)
+                    if abs(log10(var(stims(cs,:),[],2))) < 13
+                        [m,b] = lineariz(stims(cs,:),1,0);
+                        stims(cs,:) = m*stims(cs,:) + b;
+                    else
+                        stims(cs,:) = zeros(1,Nt);
+                    end
+                end
+                
+                [r,c] = size(stims);
+                
+                if r < c
+                    stims = stims';
+                    stmClr = zeros(r, 3);
+                    
+                end
+                
+                
+                stmClr([1,5,9]) = 1;
+                stmClr(stmClr == 0) = 0.25;
+                
+                
+                
+                for cs = 1:min(r,c)
+                    if exist('IDs','var')
+                        plot(ax(cf),trigTX,stims(:,cs),'LineStyle','-','LineWidth',0.5,...
+                            'DisplayName', csNames{cs}, 'Color', stmClr(cs,:))
+                    else
+                        plot(ax(cf),trigTX,stims(:,cs),'LineStyle','-','LineWidth',0.5,  'Color', stmClr(cs,:))
+                    end
+                    
+                    
+                    if cs == 1
+                        ax(cf).NextPlot = 'add';
+                    end
+                end
+                legend(ax(cf),'show','Location','best')
+                
+                ax(cf).Box = 'off';
+                ax(cf).XLim = [timeLapse(1), timeLapse(2)];
+                ax(cf).XAxis.Visible = 'off';
+                ax(cf).YAxis.Visible = 'off';
+%                 linkaxes([ax, ax2], 'x')
+                
+                
+                
+                
+                
+                
+                
+                ax(cf).YAxis(1).Limits = [0,1.01];
+                ax(cf).Legend.String = csNames;
+                
+                
+                
+                
+                
+                rasConds = rasCondNames{1};
+                if length(rasCondNames) > 1
+                    for r = 2:length(rasCondNames)
+                        rasConds = [rasConds, '+', rasCondNames{r}];
+                    end
+                end
+                
+                linkaxes(ax,'x')
+                rasFigName = ['Unit_', cell2mat(cl), '_', ];
+                rasFig.Name = [rasFigName, '_', num2str(pwr), 'mW'];
+                configureFigureToPDF (rasFig);
+                set(rasFig, 'Position', get(0, 'ScreenSize'));
+                cf = cf+1;
+%                 
+            end
+        end
+        saveas(rasFig,fullfile(rasterDir, [rasFigName,'_',rasConds,'_', num2str(timeLapse(1)), '_to_', num2str(timeLapse(2)),'.emf']));
+%                 %savefig(rasFig,fullfile(rasterDir, [rasFigName, ' ', num2str(pwr), 'mW.fig']));
+%                 savefig(rasFig,fullfile(rasterDir, [rasFigName,'_',rasConds, '.fig']));
+    end
+end
+
+% close all
+
+%% ISI analysis -
+
+
+% Computing the Triggered ISIs
+
+
+% Getting the ActiveUnit ISIs from sortedData
+ind = ismember(gclID,(clInfo.id(clInfo.Mech_Control_7mW_R==true)));
+% gclID = clInfo.id(ind == true);
+% ind = ismember(sortedData(:,1), gclID(wruIdx,1));
+% ind = ismember(sortedData(:,1), gclID(wru));
+Ncl = sum(ind);
+spkSubs = cellfun(@(x) round(x.*fs), sortedData(ind,2),...
+    'UniformOutput', false);
+ISIVals = cellfun(@(x) [x(1)/fs; diff(x)/fs], spkSubs,...
+    'UniformOutput', 0);
+NnzvPcl = cellfun(@numel,ISIVals);
+Nnzv = sum(NnzvPcl);
+rows = cell2mat(arrayfun(@(x,y) repmat(x,y,1), (1:Ncl)', NnzvPcl,...
+    'UniformOutput', 0));
+cols = cell2mat(spkSubs);
+vals = cell2mat(ISIVals);
+ISIspar = sparse(rows, cols, vals);
+
+% Creating the TrigISIs Struct
+
+
+ConsConds = cchCond;
+nCond = length(ConsConds);
+% sortedData = sortedData(:,1);
+for chCond = 1:nCond
+    TrigISIs.name = Conditions(cchCond(chCond)).name;
+    TrigISIs.Vals(1).name = 'Spontaneous';
+    TrigISIs.Vals(2).name = 'Evoked';
+    
+    
+    % Adding ISIs to TrigISIs
+    spontaneousWindow = -flip(responseWindow);
+    
+    
+    
+    
+    % contains will give multiple units when looking for e.g. cl45
+    %     spkLog = StepWaveform.subs2idx(round(sortedData{goods(1),2}*fs),Ns);
+    % spkSubs replaces round(sortedData{goods(1),2}*fs) for the rest of the
+    % clusters
+    % Subscript column vectors for the rest good clusters
+    for wIndex = 1:2
+        if wIndex == 1
+            Window = spontaneousWindow;
+        else
+            Window = responseWindow;
+        end
+        [~, isiStack] = getStacks(false,Conditions(cchCond(chCond)).Triggers, onOffStr,...
+            Window,fs,fs,[],ISIspar);
+        lInda = isiStack > 0;
+        % timelapse becomes spontaneousWindow for pre-trigger, and responseWindow
+        % for post
+        TrigISIs.Vals(wIndex).TriggeredIsI = isiStack;
+        for histInd = 1: Ncl
+            figure('Visible','off');
+            hisi = histogram(log10(isiStack(histInd,:,:)), 'BinEdges', log10(0.0001):0.01:log10(10));
+            TrigISIs.Vals(wIndex).cts{histInd} = hisi.BinCounts;
+            TrigISIs.Vals(wIndex).bns{histInd} = (hisi.BinEdges(1:end-1) + hisi.BinEdges(2:end))/2;
+            
+            close gcf;
+        end
+    end
+    
+    % ISIs and CumISIs
+    
+    for a = 1:length(TrigISIs.Vals(wIndex).cts)
+        TrigISIs.Vals(1).ISI{a} = TrigISIs.Vals(1).cts{a}./sum(TrigISIs.Vals(1).cts{a});
+        TrigISIs.Vals(2).ISI{a} = TrigISIs.Vals(2).cts{a}./sum(TrigISIs.Vals(2).cts{a});
+        TrigISIs.Vals(1).CumISI{a} = cumsum(TrigISIs.Vals(1).ISI{a});
+        TrigISIs.Vals(2).CumISI{a} = cumsum(TrigISIs.Vals(2).ISI{a});
+    end
+    
+    
+    
+    % Plotting the ISIs
+    
+    
+    figure('Color', 'White', 'Name', [TrigISIs.name]);
+    hold on
+    for wIndex = 1:2
+        CondNames = {'Baseline', 'Evoked'};
+        clr = {[0.5, 0, 0], [0, 1, 1]};
+        IsiStack = zeros(length(TrigISIs.Vals(wIndex).ISI), length(TrigISIs.Vals(wIndex).ISI{1}));
+        cumIsiStack = zeros(length(TrigISIs.Vals(wIndex).CumISI), length(TrigISIs.Vals(wIndex).CumISI{1}));
+        for cInd = 1:length(TrigISIs.Vals(wIndex).CumISI)
+            IsiStack(cInd,:) =  TrigISIs.Vals(wIndex).ISI{cInd};
+            cumIsiStack(cInd,:) =  TrigISIs.Vals(wIndex).CumISI{cInd};
+        end
+        % Getting rid of NaNs
+        cumIsiStack(length(TrigISIs.Vals(wIndex).CumISI) + 1,:) = NaN;
+        IsiStack(length(TrigISIs.Vals(wIndex).ISI) + 1,:) = NaN;
+        cumIndNaN = (length(TrigISIs.Vals(wIndex).CumISI) + 1);
+        for nInd = 1:(length(TrigISIs.Vals(wIndex).CumISI))
+            if isnan(cumIsiStack(nInd,:)) == true
+                cumIndNaN = [cumIndNaN; nInd];
+            end
+        end
+        cumIndNaN = sort(cumIndNaN, 'descend');
+        cumIsiStack(cumIndNaN,:) =[];
+        IsiStack(cumIndNaN,:) = [];
+        stckSz = size(cumIsiStack);
+        ISIcum = sum(cumIsiStack)/stckSz(1);
+        % Only if the bin widths are constant!!!
+        plot(TrigISIs(1).Vals(1).bns{1}, ISIcum, 'Color', clr{wIndex})
+    end
+    legend(CondNames)
+    ylabel('Cumulative Fraction');
+    xlabel('ISI (msecs)');
+    xlim([-4, 1]);
+    xticks([-4:1])
+    ylim([0, 1]);
+    fig = gcf;
+    ax = gca;
+    ax.FontSize = 20;
+    ax.XTickLabel = 10.^cellfun(@str2double,ax.XTickLabel) * 1e3;
+end
+%%
+% We've now come to the end of the tutorial script. Please feel free to try
+% uot other conditions, bin sizes, optotagging paramters etc. Just play
+% around with it until you get bored.
diff --git a/Ross/IsiStructs.m b/Ross/IsiStructs.m
new file mode 100644
index 0000000..aab3391
--- /dev/null
+++ b/Ross/IsiStructs.m
@@ -0,0 +1,70 @@
+for a = 1:length(ISIhist)
+    IsiStruct(a).name = ISIhist(a).name;
+    IsiStruct(a).Stacks(1).name = 'Baseline';
+    IsiStruct(a).Stacks(1).ISIs = ISIhist(a).Vals(1).TriggeredIsI;
+    IsiStruct(a).Stacks(2).name = 'Evoked';
+    IsiStruct(a).Stacks(2).ISIs = ISIhist(a).Vals(2).TriggeredIsI;
+   
+    % Unit ReturnMap loop (Baseline)
+    clear new;
+    for cu = 1:length(IsiStruct(a).Stacks(1).ISIs(:,1,1))
+        firstTrialISIs = IsiStruct(a).Stacks(1).ISIs(cu,:,1);
+        ftInd = firstTrialISIs ~= 0;
+        firstTrialISIs = firstTrialISIs(ftInd);
+        current = firstTrialISIs(1:end-1);
+        next = firstTrialISIs(2:end);
+        isiReturnMap = [current', next'];
+        
+        
+        for ct = 2:length(IsiStruct(a).Stacks(1).ISIs(cu,1,:))
+            TrialISIs = IsiStruct(a).Stacks(1).ISIs(cu,:,ct);
+            tInd = TrialISIs ~= 0;
+            TrialISIs = TrialISIs(tInd);
+            current = TrialISIs(1:end-1);
+            next = TrialISIs(2:end);
+            new = [current', next'];
+            isiReturnMap = [isiReturnMap; new];
+        end
+        IsiStruct(a).Stacks(1).ReturnMap(cu).Unit = isiReturnMap;
+    end
+    
+    % Condition ReturnMap loop (Baseline)
+     IsiStruct(a).Stacks(1).ConditionMap =  IsiStruct(a).Stacks(1).ReturnMap(1).Unit;
+     for cu = 2:length(IsiStruct(a).Stacks(1).ReturnMap)
+         IsiStruct(a).Stacks(1).ConditionMap = [IsiStruct(a).Stacks(1).ConditionMap; IsiStruct(a).Stacks(1).ReturnMap(cu).Unit];
+     end
+    
+     
+     
+     
+     % Unit ReturnMap loop (Evoked)
+     clear new;
+     for cu = 1:length(IsiStruct(a).Stacks(2).ISIs(:,1,1))
+        firstTrialISIs = IsiStruct(a).Stacks(2).ISIs(cu,:,1);
+        ftInd = firstTrialISIs ~= 0;
+        firstTrialISIs = firstTrialISIs(ftInd);
+        current = firstTrialISIs(1:end-1);
+        next = firstTrialISIs(2:end);
+        isiReturnMap = [current', next'];
+        
+        
+        for ct = 2:length(IsiStruct(a).Stacks(2).ISIs(cu,1,:))
+            TrialISIs = IsiStruct(a).Stacks(2).ISIs(cu,:,ct);
+            tInd = TrialISIs ~= 0;
+            TrialISIs = TrialISIs(tInd);
+            current = TrialISIs(1:end-1);
+            next = TrialISIs(2:end);
+            new = [current', next'];
+            isiReturnMap = [isiReturnMap; new];
+        end
+        IsiStruct(a).Stacks(2).ReturnMap(cu).Unit = isiReturnMap;
+    end
+    
+    % Condition ReturnMap loop (Evoked)
+     IsiStruct(a).Stacks(2).ConditionMap =  IsiStruct(a).Stacks(2).ReturnMap(1).Unit;
+     for cu = 2:length(IsiStruct(a).Stacks(2).ReturnMap)
+         IsiStruct(a).Stacks(2).ConditionMap = [IsiStruct(a).Stacks(2).ConditionMap;IsiStruct(a).Stacks(2).ReturnMap(cu).Unit];
+     end
+        
+end
+save(fullfile(dataDir,[expName,'_ISI_Struct.mat']), 'IsiStruct', '-v7.3');
diff --git a/Ross/JoinCts.m b/Ross/JoinCts.m
new file mode 100644
index 0000000..227a057
--- /dev/null
+++ b/Ross/JoinCts.m
@@ -0,0 +1,10 @@
+CFA.SpontCts = CFAisi(1).Vals(1).cts;
+for a = 2:length(CFAisi)
+CFA.SpontCts = CFA.SpontCts + CFAisi(a).Vals(1).cts;
+end
+CFA.EvokedCts = CFAisi(1).Vals(2).cts;
+for a = [4, 7]
+CFA.EvokedCts = CFA.EvokedCts + CFAisi(a).Vals(2).cts;
+end
+CFA.bns = CFAisi(1).Vals(2).bns;
+save(fullfile('Z:\Ross\Experiments\VPL\VPL_CFA','CFA_Spont&Evoked.mat'), 'CFA', '-v7.3');
\ No newline at end of file
diff --git a/Ross/KobayashiPrep.m b/Ross/KobayashiPrep.m
new file mode 100644
index 0000000..4bc0841
--- /dev/null
+++ b/Ross/KobayashiPrep.m
@@ -0,0 +1,44 @@
+function  iOK = KobayashiPrep(dataDir, sortedData, Conditions, Triggers, fs)
+iOK = false;
+
+
+% Creating the Kobayashi directory
+KobaDir = fullfile(dataDir,'Kobayashi\');
+if ~mkdir(KobaDir)
+    fprintf(1,'There was an issue with the figure folder...\n');
+end
+
+%% Finding goods
+
+% Number of total samples
+Ns = min(structfun(@numel,Triggers));
+% Total duration of the recording
+Nt = Ns/fs;
+% Useless clusters (labeled as noise or they have very low firing rate)
+badsIdx = cellfun(@(x) x==3,sortedData(:,3));
+bads = find(badsIdx);
+totSpkCount = cellfun(@numel,sortedData(:,2));
+clusterSpikeRate = totSpkCount/Nt;
+silentUnits = clusterSpikeRate < 0.1;
+bads = union(bads,find(silentUnits));
+goods = setdiff(1:size(sortedData,1),bads);
+
+%% Finding Spontaneous activity of good clusters
+spkSubs = cellfun(@(x) round(x.*fs), sortedData(goods,2),...
+    'UniformOutput', false);
+[FR, ~, sponSpks, ~] = getSpontFireFreq(spkSubs, Conditions(1).Triggers, [0, Nt], fs, 2);
+%% Saving Spikes in Kobayashi format
+sponSpks = cellfun(@(x) (x/fs)*1e3, sponSpks,...
+    'UniformOutput', false);
+formatSpec = '%f \n';
+ind = FR > 0.5; % Take only units with spont rate over a certain threshold (GLM complains if 0.1 or under)
+
+sponSpks = sponSpks(find(ind));
+for a = 1:length(sponSpks)
+    fileID = fopen([KobaDir, ['cell', num2str(a-1)], '.txt'], 'w');
+    fprintf(fileID, formatSpec, sponSpks{a});
+    fclose(fileID);
+end
+
+iOK = true;
+end
diff --git a/Ross/M6_Population_Separation_22.2.22 b/Ross/M6_Population_Separation_22.2.22
new file mode 100644
index 0000000..32647fe
Binary files /dev/null and b/Ross/M6_Population_Separation_22.2.22 differ
diff --git a/Ross/MRpie.m b/Ross/MRpie.m
new file mode 100644
index 0000000..7ab5f58
--- /dev/null
+++ b/Ross/MRpie.m
@@ -0,0 +1,83 @@
+%% MR Pie Charts
+
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+
+ruNames = {'VPL'}; %[{'Group 1'}, {'Group 2'}, {'L6'}];
+
+% LatertblInd = ismember(clInfo.id, Later);
+% LatesttblInd = ismember(clInfo.id, Latest);
+% L6tblInd = ismember(clInfo.id, L6);
+mrControl = clInfo.Mech_Control_15mW_MR;
+mrLaser = clInfo.Mech_Laser_15mW_MR;
+mCinc = clInfo.Mech_Control_15mW_Counts_Evoked > clInfo.Mech_Control_15mW_Counts_Spont; mCinc = mCinc/diff(responseWindow);
+mLinc = clInfo.Mech_Laser_15mW_Counts_Evoked > clInfo.Mech_Laser_15mW_Counts_Spont; mLinc = mLinc/diff(responseWindow);
+
+inds = clInfo.ActiveUnit; % [LatertblInd, LatesttblInd, L6tblInd];
+colours = [red; green; blue];
+purple = [0.5,0,0.5];
+ruIdxDim = size(ruIdx);
+nFilters = ruIdxDim(2);
+
+for p = 1:nFilters
+    nCl = sum(inds(:,p));
+    nMRcontrol = sum(inds(:,p) & mrControl & mCinc);
+    nMRlaser = sum(inds(:,p) & mrLaser & mLinc);
+    
+    figure('Color', 'White', 'Name', [ruNames{p}, '_MR_PieCharts']);
+    
+    subplot(2,1,1)
+    dataControl = [nCl-nMRcontrol, nMRcontrol];
+    explode = [1,1];
+    pie(dataControl, explode)
+    
+    ax = gca;
+    axSz = size(ax.Children,1);
+    if axSz > 2
+        ax.Children(2).EdgeColor = [1,1,1];
+        ax.Children(2).FaceColor = purple;
+        ax.Children(4).EdgeColor = [1,1,1];
+        ax.Children(4).FaceColor = 0.5 * ones(1,3);
+        
+    else
+        ax.Children(2).EdgeColor = [1,1,1];
+        ax.Children(2).FaceColor = 0.5 * ones(1,3);
+    end
+    
+    leg = legend({'Non-Responsive', 'Increased Firing Rate [Hz]'});
+    leg.FontSize = 10;
+    leg.Location = 'eastoutside';
+    leg.Box = 'off';
+    ax.FontName = 'Arial';
+    ax.FontSize = 15;
+    ax.Title.String = 'Mech Control';
+    
+    
+    subplot(2,1,2)
+    dataLaser = [nCl-nMRlaser, nMRlaser];
+    explode = [1,0];
+    pie(dataLaser, explode)
+    
+    ax = gca;
+    axSz = size(ax.Children,1);
+    if axSz > 2
+        ax.Children(2).EdgeColor = [1,1,1];
+        ax.Children(2).FaceColor = purple;
+        ax.Children(4).EdgeColor = [1,1,1];
+        ax.Children(4).FaceColor = 0.5 * ones(1,3);
+        
+    else
+        ax.Children(2).EdgeColor = [1,1,1];
+        ax.Children(2).FaceColor = 0.5 * ones(1,3);
+    end
+    
+    
+    ax.Title.String = 'Mech + Laser';
+    leg = legend({'Non-Responsive', 'Increased Firing Rate [Hz]'});
+    leg.Location = 'eastoutside';
+    leg.Box = 'off';
+    leg.FontSize = 10;
+    ax.FontName = 'Arial';
+    ax.FontSize = 15;
+end
\ No newline at end of file
diff --git a/Ross/Optotag.m b/Ross/Optotag.m
new file mode 100644
index 0000000..a1840ea
--- /dev/null
+++ b/Ross/Optotag.m
@@ -0,0 +1,225 @@
+function [TaggedIDs, fig] = Optotag(latencyCutoffs, sdCutoffs, clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+depth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Optotagging: ', name];
+tm = 5e-2;
+[Latencies, Fidelities] = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, tm);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+rng('default');
+jitter = randi(20,size(depth));
+depth = depth + jitter; % adding small jitter for visualisation
+depth = -1*depth;
+
+% Removing and highlighting dodgy units from plot
+lowestLat = 0.5; %latencyCutoffs(1);
+lowestSD = 0; %sdCutoffs(1);
+dodgyMean = ID(find(mn<lowestLat));
+dodgySD = ID(find(sd<lowestSD));
+fprintf(['\n The following units have mean latenices lower than ', num2str(lowestLat), 'ms '...
+    '\n and have been removed from the plot: \n']);
+for a = 1:length(dodgyMean)
+    fprintf([num2str(dodgyMean{a}), '\n']);
+end
+fprintf(['\n The following units have standard devations lower than ', num2str(lowestSD), 'ms '...
+    '\n and have been removed from the plot: \n']);
+for a = 1:length(dodgySD)
+    fprintf([num2str(dodgySD{a}), '\n']);
+end
+
+mn(mn<lowestLat) = NaN;
+sd(sd<lowestSD) = NaN;
+nan = isnan(mn) | isnan(sd);
+fd = cell2mat(Fidelities);
+
+latencyCutoffs = sort(latencyCutoffs, 'ascend');
+sdCutoffs = sort(sdCutoffs, 'ascend');
+
+tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2);
+%tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2) & depth > -500 & depth < -300;
+taggedInd = spkInd(tagged);
+TaggedIDs = sortedData(taggedInd,1);
+nontagged = ~tagged & ~nan;
+
+minDepth = depth(min(find(tagged)));
+maxDepth = depth(max(find(tagged)));
+
+fig = figure('Name', name, 'Color', 'White');
+
+subplot(3,2,2)
+x = [sum(nontagged), sum(tagged)];
+explode = [0, 1];
+% labels = {['Tagged Fraction = ',num2str(tg), '%'], ' '};
+pie(x, explode)
+ax = gca;
+ax.FontName = 'Arial';
+if sum(tagged) > 0
+    ax.Children(2).FaceColor = [0, 0.5, 1];
+    ax.Children(4).FaceColor = [0.5 0.5 0.5];
+else
+    ax.Children(2).FaceColor = [0.5 0.5 0.5];
+end
+ax.FontSize = 15;
+% ax.FontName = 'Times New Roman';
+
+% Formatting (text is in weird place if there are no tagged cells)
+
+if sum(tagged) == 0
+    lgd = legend;
+    lgd.String{1} = ['Untagged'];
+    text(-5,1.0,['Selection Criteria:'],'FontSize', 15 );
+    text(-5,0.75,['Mean Latencies between ' num2str(latencyCutoffs(1)), ' and ',num2str(latencyCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(-5,0.50,['Standard Deviations between ' num2str(sdCutoffs(1)), ' and ',num2str(sdCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(-5,-0.25,'Opto-tagged Units Displayed:', 'FontSize', 15);
+    text(-5,-0.5,['Depths between ' num2str(minDepth), ' and ',num2str(maxDepth), '\mum'], 'Interpreter', 'tex', 'FontSize', 10);
+    lgd.String{2} = ['Opto-tagged'];
+    lgd.Location = 'northoutside';
+    %lgd.Box = 'off';
+    
+else
+    lgd = legend;
+    lgd.String{1} = ['Untagged'];
+    text(-6,1.5,['Selection Criteria:'],'FontSize', 15 );
+    text(-6,1,['Mean Latencies between ' num2str(latencyCutoffs(1)), ' and ',num2str(latencyCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(-6,0.50,['Standard Deviations between ' num2str(sdCutoffs(1)), ' and ',num2str(sdCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(-6,-0.5,'Opto-tagged Units Displayed:', 'FontSize', 15);
+    text(-6,-1,['Depths between ' num2str(minDepth), ' and ',num2str(maxDepth), '\mum'], 'Interpreter', 'tex', 'FontSize', 10);
+    lgd.String{2} = ['Opto-tagged'];
+    lgd.Location = 'northoutside';
+    %lgd.Box = 'off';
+end
+subplot(3,2,4)
+
+scatter(mn(~tagged),sd(~tagged), 1+4*fd(~tagged), [0.5, 0.5, 0.5], '*')
+hold on
+scatter(mn(tagged),sd(tagged),1+4*fd(tagged), [0, 0.5, 1], '*')
+hold off
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([0,round(round(max(sd))+5,-1)]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+xlabel('First-Spike Latency [ms]');
+ylabel('StdDev [ms]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], (ax.YLim(2))*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontName = 'Arial';
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = ['Units (n=', num2str(sum(nontagged)), ')'];
+lgd.String{2} = ['Opto-tagged Units (n=', num2str(sum(tagged)), ')'];
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 8;
+
+
+subplot(1,2,1)
+
+errorbar(mn(~tagged),depth(~tagged),sd(~tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color', [0.5, 0.5, 0.5], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 0, 'MarkerFaceColor',[0.5,0.5,0.5]);
+hold on
+errorbar(mn(tagged),depth(tagged),sd(tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color',[0, 0.5, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 0, 'MarkerFaceColor',[0,0.5,1]);
+hold off
+
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([round(round(min(depth),-2)/2,-2)*2-200,0]);
+yticks([round(round(min(depth),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+xlabel('First-Spike Latency [ms]');
+ylabel('Unit Depth [\mum]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontName = 'Arial';
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+% lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = (['Unit Mean +/- SD (n=', num2str(sum(nontagged)), ')']);
+lgd.String{2} = (['Opto-tagged Units (n=', num2str(sum(tagged)), ')']);
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 8;
+
+subplot(3,2,6)
+
+h = histogram(round(mn(~tagged)));
+h.FaceColor = [0.5, 0.5, 0.5];
+hold on
+j = histogram(round(mn(tagged)));
+j.FaceColor = [0, 0.5, 1];
+hold off
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+% ylim([0,sum(mode(round(mn)+5))]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+yMax = max([max(h.BinCounts), max(j.BinCounts)]);
+ylim([0, round(yMax + 5, -1)]);
+xlabel('First-Spike Latency [ms]');
+ylabel('Frequency [no. of units]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+ax.FontName = 'Arial';
+laserLngth = linspace(0, pulseWidth + 0.5);
+hold on
+laser = plot(laserLngth, (ax.YLim(2))*ones(length(laserLngth),1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth + 0.5, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+
+lgd = legend;
+lgd.String{1} = ['Units (n=', num2str(sum(nontagged)), ')'];
+lgd.String{2} = ['Opto-tagged Units (n=', num2str(sum(tagged)), ')'];
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+lgd.FontSize = 8;
+
+idxTagged = ismember(clInfo.id, TaggedIDs);
+if ~any(ismember(clInfo.Properties.VariableNames,'Tagged'))
+    clInfo = addvars(clInfo,idxTagged,'After','ActiveUnit',...
+        'NewVariableNames','Tagged');
+end
+
+end
+
+
diff --git a/Ross/OptotagMUA.m b/Ross/OptotagMUA.m
new file mode 100644
index 0000000..e5e96dc
--- /dev/null
+++ b/Ross/OptotagMUA.m
@@ -0,0 +1,259 @@
+function [TaggedIDs, fig] = OptotagMUA(figureDir, latencyCutoffs, sdCutoffs, clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+
+
+
+layer = 'L5';
+% expNames = {'M5', 'M6', 'M7'};
+
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+depth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+% name(strfind(name, '_')) = ' ';
+name = ['Optotagging_', name];
+tm = 2.5e-2;
+[Latencies, Fidelities] = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, tm);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+rng('default');
+jitter = randi(20,size(depth));
+depth = depth + jitter; % adding small jitter for visualisation
+depth = -1*depth;
+
+% Removing and highlighting dodgy units from plot
+lowestLat = latencyCutoffs(1);
+lowestSD = sdCutoffs(1);
+dodgyMean = ID(find(mn<lowestLat));
+dodgySD = ID(find(sd<lowestSD));
+fprintf(['\n The following units have mean latenices lower than ', num2str(lowestLat), 'ms '...
+    '\n and have been removed from the plot: \n']);
+for a = 1:length(dodgyMean)
+    fprintf([num2str(dodgyMean{a}), '\n']);
+end
+fprintf(['\n The following units have standard devations lower than ', num2str(lowestSD), 'ms '...
+    '\n and have been removed from the plot: \n']);
+for a = 1:length(dodgySD)
+    fprintf([num2str(dodgySD{a}), '\n']);
+end
+
+mn(mn<lowestLat) = NaN;
+sd(sd<lowestSD) = NaN;
+nan = isnan(mn) | isnan(sd);
+fd = cell2mat(Fidelities);
+
+latencyCutoffs = sort(latencyCutoffs, 'ascend');
+sdCutoffs = sort(sdCutoffs, 'ascend');
+
+tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2);
+%tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2) & depth > -500 & depth < -300;
+taggedInd = spkInd(tagged);
+TaggedIDs = sortedData(taggedInd,1);
+nontagged = ~tagged & ~nan;
+
+minDepth = depth(min(find(tagged)));
+maxDepth = depth(max(find(tagged)));
+
+fig = figure('Name', [name, '_pie'], 'Color', 'White');
+
+% subplot(2,2,1)
+% subplot(3,2,2)
+
+x = [sum(nontagged), sum(tagged)];
+explode = [0, 1];
+% labels = {['Tagged Fraction = ',num2str(tg), '%'], ' '};
+pie(x, explode)
+ax = gca;
+ax.FontName = 'Arial';
+if sum(tagged) > 0
+    ax.Children(2).FaceColor = [0, 0.5, 1];
+    ax.Children(4).FaceColor = [0.5 0.5 0.5];
+else
+    ax.Children(2).FaceColor = [0.5 0.5 0.5];
+end
+ax.FontSize = 10;
+% ax.FontName = 'Times New Roman';
+set(fig, 'Position', [1.6810, 0.2794, 0.5, 0.5]*1.0e+03);
+
+% Formatting (text is in weird place if there are no tagged cells)
+xAx = ax.XLim(1) - diff(ax.XLim)/6;
+yAx = ax.YLim(1) + diff(ax.YLim)/1.75;
+if sum(tagged) == 0
+    lgd = legend;
+    lgd.String{1} = ['Untagged'];
+    text(ax,xAx,yAx+1.0,['Selection Criteria:'],'FontSize', 10 );
+    text(ax,xAx,yAx+0.75,['Mean Latencies between ' num2str(latencyCutoffs(1)), ' and ',num2str(latencyCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(ax,xAx,yAx+0.50,['Standard Deviations between ' num2str(sdCutoffs(1)), ' and ',num2str(sdCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(ax,xAx,yAx-0.25,'Opto-tagged Units Displayed:', 'FontSize', 10);
+    text(ax,xAx,yAx-0.5,['Depths between ' num2str(minDepth), ' and ',num2str(maxDepth), '\mum'], 'Interpreter', 'tex', 'FontSize', 10);
+    lgd.String{2} = ['Opto-tagged'];
+    lgd.Location = 'northoutside';
+    %lgd.Box = 'off';
+    
+else
+    lgd = legend;
+    lgd.String{1} = ['Untagged'];
+    text(ax,xAx,yAx+1.25,['Selection Criteria:'],'FontSize', 10 );
+    text(ax,xAx,yAx+1,['Mean Latencies between ' num2str(latencyCutoffs(1)), ' and ',num2str(latencyCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(ax,xAx,yAx+0.75,['Standard Deviations between ' num2str(sdCutoffs(1)), ' and ',num2str(sdCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(ax,xAx,yAx,'Opto-tagged Units Displayed:', 'FontSize', 10);
+    text(ax,xAx,yAx-0.25,['Depths between ' num2str(minDepth), ' and ',num2str(maxDepth), '\mum'], 'Interpreter', 'tex', 'FontSize', 10);
+    lgd.String{2} = ['Opto-tagged'];
+    lgd.Location = 'northoutside';
+    %lgd.Box = 'off';
+end
+set(fig, 'Position', [1.6810, 0.2794, 0.5, 0.5]*1.0e+03);
+exportgraphics(fig, fullfile(figureDir, [layer, '_', fig.Name, '.pdf']),'ContentType','vector');
+exportgraphics(fig, fullfile(figureDir, [layer, '_', fig.Name, '.emf']),'ContentType','vector');
+
+fig = figure('Name', [name, '_scatter'], 'Color', 'White');
+
+% subplot(2,2,2)
+% subplot(3,2,4)
+
+scatter(mn(~tagged),sd(~tagged),12,depth(~tagged),'filled'); %  1+4*fd(~tagged),  scatter(mn(~tagged),sd(~tagged),12, [0.5, 0.5, 0.5], '*')
+hold on
+scatter(mn(tagged),sd(tagged),12, depth(tagged),'filled'); % 1+4*fd(tagged), 
+hold off
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([0,10]); %ylim([0,round(round(max(sd))+5,-1)]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+xlabel('First-Spike Latency [ms]');
+ylabel('StdDev [ms]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], (ax.YLim(2))*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontName = 'Arial';
+ax.FontSize = 10;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = ['Non-tagged Units (n=', num2str(sum(nontagged)), ')'];
+lgd.String{2} = ['Opto-tagged Units (n=', num2str(sum(tagged)), ')'];
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 10;
+set(fig, 'Position', [1.6810, 0.2794, 0.5, 0.5]*1.0e+03);
+exportgraphics(fig, fullfile(figureDir, [layer, '_', fig.Name, '.pdf']),'ContentType','vector');
+exportgraphics(fig, fullfile(figureDir, [layer, '_', fig.Name, '.emf']),'ContentType','vector');
+
+
+fig = figure('Name', [name, '_depthlatency'], 'Color', 'White');
+
+% subplot(2,2,3)
+% subplot(1,2,1)
+
+% errorbar(mn(~tagged),depth(~tagged),sd(~tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color', [0.5, 0.5, 0.5], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 0, 'MarkerFaceColor',[0.5,0.5,0.5]);
+% hold on
+errorbar(mn(tagged),depth(tagged),sd(tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color',[0, 0.5, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 0, 'MarkerFaceColor',[0,0.5,1]);
+hold off
+
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([-1400, 0]); % ylim([round(round(min(depth),-2)/2,-2)*2-200,0]);
+yticks([round(round(min(depth),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+xlabel('First-Spike Latency [ms]');
+ylabel('Unit Depth [\mum]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontName = 'Arial';
+ax.FontSize = 10;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+% lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+% lgd.String{1} = (['Unit Mean +/- SD (n=', num2str(sum(nontagged)), ')']);
+lgd.String{1} = (['Opto-tagged Units (n=', num2str(sum(tagged)), ')']);
+lgd.String{2} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 10;
+set(fig, 'Position', [1.6810, 0.2794, 0.4, 0.5]*1.0e+03);
+exportgraphics(fig, fullfile(figureDir, [layer, '_', fig.Name, '.pdf']),'ContentType','vector');
+exportgraphics(fig, fullfile(figureDir, [layer, '_', fig.Name, '.emf']),'ContentType','vector');
+
+
+fig = figure('Name', [name, '_bar'], 'Color', 'White');
+% subplot(2,2,4)
+% subplot(3,2,6)
+
+h = histogram(round(mn(~tagged)));
+h.FaceColor = [0.5, 0.5, 0.5];
+hold on
+j = histogram(round(mn(tagged)));
+j.FaceColor = [0, 0.5, 1];
+hold off
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+% ylim([0,sum(mode(round(mn)+5))]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+yMax = max([max(h.BinCounts), max(j.BinCounts)]);
+ylim([0, round(yMax + 5, -1)]);
+xlabel('First-Spike Latency [ms]');
+ylabel('Frequency [no. of units]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+ax.FontName = 'Arial';
+laserLngth = linspace(0, pulseWidth + 0.5);
+hold on
+laser = plot(laserLngth, (ax.YLim(2))*ones(length(laserLngth),1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax.FontSize = 10;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth + 0.5, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+
+lgd = legend;
+lgd.String{1} = ['Non-tagged Units (n=', num2str(sum(nontagged)), ')'];
+lgd.String{2} = ['Opto-tagged Units (n=', num2str(sum(tagged)), ')'];
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+lgd.FontSize = 10;
+
+set(fig, 'Position', [1.6810, 0.2794, 0.5, 0.5]*1.0e+03);
+
+idxTagged = ismember(clInfo.id, TaggedIDs);
+% if ~any(ismember(clInfo.Properties.VariableNames,'Tagged'))
+%     clInfo = addvars(clInfo,idxTagged,'After','ActiveUnit',...
+%         'NewVariableNames','Tagged');
+% end
+
+
+exportgraphics(fig, fullfile(figureDir, [layer, '_', fig.Name, '.pdf']),'ContentType','vector');
+exportgraphics(fig, fullfile(figureDir, [layer, '_', fig.Name, '.emf']),'ContentType','vector');
+end
+
+
diff --git a/Ross/Optotag_MUA.m b/Ross/Optotag_MUA.m
new file mode 100644
index 0000000..a1840ea
--- /dev/null
+++ b/Ross/Optotag_MUA.m
@@ -0,0 +1,225 @@
+function [TaggedIDs, fig] = Optotag(latencyCutoffs, sdCutoffs, clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+depth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Optotagging: ', name];
+tm = 5e-2;
+[Latencies, Fidelities] = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, tm);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+rng('default');
+jitter = randi(20,size(depth));
+depth = depth + jitter; % adding small jitter for visualisation
+depth = -1*depth;
+
+% Removing and highlighting dodgy units from plot
+lowestLat = 0.5; %latencyCutoffs(1);
+lowestSD = 0; %sdCutoffs(1);
+dodgyMean = ID(find(mn<lowestLat));
+dodgySD = ID(find(sd<lowestSD));
+fprintf(['\n The following units have mean latenices lower than ', num2str(lowestLat), 'ms '...
+    '\n and have been removed from the plot: \n']);
+for a = 1:length(dodgyMean)
+    fprintf([num2str(dodgyMean{a}), '\n']);
+end
+fprintf(['\n The following units have standard devations lower than ', num2str(lowestSD), 'ms '...
+    '\n and have been removed from the plot: \n']);
+for a = 1:length(dodgySD)
+    fprintf([num2str(dodgySD{a}), '\n']);
+end
+
+mn(mn<lowestLat) = NaN;
+sd(sd<lowestSD) = NaN;
+nan = isnan(mn) | isnan(sd);
+fd = cell2mat(Fidelities);
+
+latencyCutoffs = sort(latencyCutoffs, 'ascend');
+sdCutoffs = sort(sdCutoffs, 'ascend');
+
+tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2);
+%tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2) & depth > -500 & depth < -300;
+taggedInd = spkInd(tagged);
+TaggedIDs = sortedData(taggedInd,1);
+nontagged = ~tagged & ~nan;
+
+minDepth = depth(min(find(tagged)));
+maxDepth = depth(max(find(tagged)));
+
+fig = figure('Name', name, 'Color', 'White');
+
+subplot(3,2,2)
+x = [sum(nontagged), sum(tagged)];
+explode = [0, 1];
+% labels = {['Tagged Fraction = ',num2str(tg), '%'], ' '};
+pie(x, explode)
+ax = gca;
+ax.FontName = 'Arial';
+if sum(tagged) > 0
+    ax.Children(2).FaceColor = [0, 0.5, 1];
+    ax.Children(4).FaceColor = [0.5 0.5 0.5];
+else
+    ax.Children(2).FaceColor = [0.5 0.5 0.5];
+end
+ax.FontSize = 15;
+% ax.FontName = 'Times New Roman';
+
+% Formatting (text is in weird place if there are no tagged cells)
+
+if sum(tagged) == 0
+    lgd = legend;
+    lgd.String{1} = ['Untagged'];
+    text(-5,1.0,['Selection Criteria:'],'FontSize', 15 );
+    text(-5,0.75,['Mean Latencies between ' num2str(latencyCutoffs(1)), ' and ',num2str(latencyCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(-5,0.50,['Standard Deviations between ' num2str(sdCutoffs(1)), ' and ',num2str(sdCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(-5,-0.25,'Opto-tagged Units Displayed:', 'FontSize', 15);
+    text(-5,-0.5,['Depths between ' num2str(minDepth), ' and ',num2str(maxDepth), '\mum'], 'Interpreter', 'tex', 'FontSize', 10);
+    lgd.String{2} = ['Opto-tagged'];
+    lgd.Location = 'northoutside';
+    %lgd.Box = 'off';
+    
+else
+    lgd = legend;
+    lgd.String{1} = ['Untagged'];
+    text(-6,1.5,['Selection Criteria:'],'FontSize', 15 );
+    text(-6,1,['Mean Latencies between ' num2str(latencyCutoffs(1)), ' and ',num2str(latencyCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(-6,0.50,['Standard Deviations between ' num2str(sdCutoffs(1)), ' and ',num2str(sdCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(-6,-0.5,'Opto-tagged Units Displayed:', 'FontSize', 15);
+    text(-6,-1,['Depths between ' num2str(minDepth), ' and ',num2str(maxDepth), '\mum'], 'Interpreter', 'tex', 'FontSize', 10);
+    lgd.String{2} = ['Opto-tagged'];
+    lgd.Location = 'northoutside';
+    %lgd.Box = 'off';
+end
+subplot(3,2,4)
+
+scatter(mn(~tagged),sd(~tagged), 1+4*fd(~tagged), [0.5, 0.5, 0.5], '*')
+hold on
+scatter(mn(tagged),sd(tagged),1+4*fd(tagged), [0, 0.5, 1], '*')
+hold off
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([0,round(round(max(sd))+5,-1)]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+xlabel('First-Spike Latency [ms]');
+ylabel('StdDev [ms]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], (ax.YLim(2))*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontName = 'Arial';
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = ['Units (n=', num2str(sum(nontagged)), ')'];
+lgd.String{2} = ['Opto-tagged Units (n=', num2str(sum(tagged)), ')'];
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 8;
+
+
+subplot(1,2,1)
+
+errorbar(mn(~tagged),depth(~tagged),sd(~tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color', [0.5, 0.5, 0.5], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 0, 'MarkerFaceColor',[0.5,0.5,0.5]);
+hold on
+errorbar(mn(tagged),depth(tagged),sd(tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color',[0, 0.5, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 0, 'MarkerFaceColor',[0,0.5,1]);
+hold off
+
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([round(round(min(depth),-2)/2,-2)*2-200,0]);
+yticks([round(round(min(depth),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+xlabel('First-Spike Latency [ms]');
+ylabel('Unit Depth [\mum]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontName = 'Arial';
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+% lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = (['Unit Mean +/- SD (n=', num2str(sum(nontagged)), ')']);
+lgd.String{2} = (['Opto-tagged Units (n=', num2str(sum(tagged)), ')']);
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 8;
+
+subplot(3,2,6)
+
+h = histogram(round(mn(~tagged)));
+h.FaceColor = [0.5, 0.5, 0.5];
+hold on
+j = histogram(round(mn(tagged)));
+j.FaceColor = [0, 0.5, 1];
+hold off
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+% ylim([0,sum(mode(round(mn)+5))]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+yMax = max([max(h.BinCounts), max(j.BinCounts)]);
+ylim([0, round(yMax + 5, -1)]);
+xlabel('First-Spike Latency [ms]');
+ylabel('Frequency [no. of units]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+ax.FontName = 'Arial';
+laserLngth = linspace(0, pulseWidth + 0.5);
+hold on
+laser = plot(laserLngth, (ax.YLim(2))*ones(length(laserLngth),1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth + 0.5, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+
+lgd = legend;
+lgd.String{1} = ['Units (n=', num2str(sum(nontagged)), ')'];
+lgd.String{2} = ['Opto-tagged Units (n=', num2str(sum(tagged)), ')'];
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+lgd.FontSize = 8;
+
+idxTagged = ismember(clInfo.id, TaggedIDs);
+if ~any(ismember(clInfo.Properties.VariableNames,'Tagged'))
+    clInfo = addvars(clInfo,idxTagged,'After','ActiveUnit',...
+        'NewVariableNames','Tagged');
+end
+
+end
+
+
diff --git a/Ross/Optotagging.emf b/Ross/Optotagging.emf
new file mode 100644
index 0000000..1af10ec
Binary files /dev/null and b/Ross/Optotagging.emf differ
diff --git a/Ross/PAIN.m b/Ross/PAIN.m
new file mode 100644
index 0000000..336429c
--- /dev/null
+++ b/Ross/PAIN.m
@@ -0,0 +1,1224 @@
+% PAIN
+% 30.08.19 Jittering analysis by using the Data Explorer.
+%clearvars
+%% Load the data
+% Choosing the working directory
+dataDir = uigetdir('E:\Data\VPM\Jittering\Silicon Probes\',...
+    'Choose a working directory');
+if dataDir == 0
+    return
+end
+% Creating the figure directory
+figureDir = fullfile(dataDir,'Figures\');
+if ~mkdir(figureDir)
+    fprintf(1,'There was an issue with the figure folder...\n');
+end
+% Loading the necessary files
+if ~loadTriggerData(dataDir)
+    fprintf(1,'Not possible to load all the necessary variables\n')
+    return
+end
+
+%% Constructing the helper 'global' variables
+
+Triggers.MechStim = Triggers.MechStim * -1;
+
+% Number of total samples
+Ns = min(structfun(@numel,Triggers));
+% Total duration of the recording
+Nt = Ns/fs;
+% Useless clusters (labeled as noise or they have very low firing rate)
+badsIdx = cellfun(@(x) x==3,sortedData(:,3));
+bads = find(badsIdx);
+totSpkCount = cellfun(@numel,sortedData(:,2));
+clusterSpikeRate = totSpkCount/Nt;
+silentUnits = clusterSpikeRate < 0.1;
+bads = union(bads,find(silentUnits));
+goods = setdiff(1:size(sortedData,1),bads);
+badsIdx = badsIdx | silentUnits;
+% clInfo = getClusterInfo([dataDir, '\cluster_info.tsv']);
+if ~any(ismember(clInfo.Properties.VariableNames,'ActiveUnit'))
+    clInfo = addvars(clInfo,~badsIdx,'After','id',...
+        'NewVariableNames','ActiveUnit');
+end
+gclID = sortedData(goods,1);
+badsIdx = StepWaveform.subs2idx(bads,size(sortedData,1));
+% Logical spike trace for the first good cluster
+spkLog = StepWaveform.subs2idx(round(sortedData{goods(1),2}*fs),Ns);
+% Subscript column vectors for the rest good clusters
+spkSubs = cellfun(@(x) round(x.*fs),sortedData(goods(2:end),2),...
+    'UniformOutput',false);
+% Number of good clusters
+Ncl = numel(goods);
+% Redefining the stimulus signals from the low amplitude to logical values
+whStim = {'piezo','whisker','mech','audio'};
+cxStim = {'laser','light'};
+lfpRec = {'lfp','s1','cortex','s1lfp'};
+trigNames = fieldnames(Triggers);
+numTrigNames = numel(trigNames);
+ctn = 1;
+continuousSignals = cell(numTrigNames,1);
+continuousNameSub = zeros(size(trigNames));
+while ctn <= numTrigNames
+    if contains(trigNames{ctn},whStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},cxStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},lfpRec,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    ctn = ctn + 1;
+end
+continuousSignals(continuousNameSub == 0) = [];
+continuousNameSub(continuousNameSub == 0) = [];
+trigNames = trigNames(continuousNameSub);
+%% Inter-spike intervals
+isiFile = fullfile(dataDir,[expName,'_ISIvars.mat']);
+if ~exist(isiFile,'file')
+    spkSubs2 = cellfun(@(x) round(x.*fs), sortedData(goods,2),...
+        'UniformOutput', false);
+    ISIVals = cellfun(@(x) [x(1)/fs; diff(x)/fs], spkSubs2,...
+        'UniformOutput', 0);
+    NnzvPcl = cellfun(@numel,ISIVals);
+    Nnzv = sum(NnzvPcl);
+    rows = cell2mat(arrayfun(@(x,y) repmat(x,y,1), (1:Ncl)', NnzvPcl,...
+        'UniformOutput', 0));
+    cols = cell2mat(spkSubs2);
+    vals = cell2mat(ISIVals);
+    ISIspar = sparse(rows, cols, vals);
+else
+    load(isiFile,'ISIspar')
+end
+% ISIsignal = zeros(Ncl,Ns,'single');
+% for ccl = 1:Ncl
+%     ISIsignal(ccl,spkSubs2{ccl}) = ISIVals{ccl};
+% end
+%% User controlling variables
+% Time lapse, bin size, and spontaneous and response windows
+promptStrings = {'Viewing window (time lapse) [s]:','Response window [s]',...
+    'Bin size [s]:'};
+defInputs = {'-2, 6', '0.1, 1.5', '0.01'};
+answ = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
+if isempty(answ)
+    fprintf(1,'Cancelling...\n');
+    return
+else
+    timeLapse = str2num(answ{1}); %#ok<*ST2NM>
+    if numel(timeLapse) ~= 2
+        timeLapse = str2num(inputdlg('Please provide the time window [s]:',...
+            'Time window',[1, 30], '-0.1, 0.1'));
+        if isnan(timeLapse) || isempty(timeLapse)
+            fprintf(1,'Cancelling...')
+            return
+        end
+    end
+    responseWindow = str2num(answ{2});
+    binSz = str2double(answ(3));
+end
+fprintf(1,'Time window: %.2f - %.2f ms\n',timeLapse(1)*1e3, timeLapse(2)*1e3)
+fprintf(1,'Response window: %.2f - %.2f ms\n',responseWindow(1)*1e3, responseWindow(2)*1e3)
+fprintf(1,'Bin size: %.3f ms\n', binSz*1e3)
+sponAns = questdlg('Mirror the spontaneous window?','Spontaneous window',...
+    'Yes','No','Yes');
+spontaneousWindow = -flip(responseWindow);
+if strcmpi(sponAns,'No')
+    spontPrompt = "Time before the trigger in [s] (e.g. -0.8, -0.6 s)";
+    sponDef = string(sprintf('%.3f, %.3f',spontaneousWindow(1),...
+        spontaneousWindow(2)));
+    sponStr = inputdlg(spontPrompt, 'Inputs',[1,30],sponDef);
+    if ~isempty(sponStr)
+        spontAux = str2num(sponStr{1});
+        if length(spontAux) ~= 2 || spontAux(1) > spontAux(2) || ...
+                spontAux(1) < timeLapse(1)
+            fprintf(1, 'The given input was not valid.\n')
+            fprintf(1, 'Keeping the mirror version!\n')
+        else
+            spontaneousWindow = spontAux;
+        end
+    end
+end
+fprintf(1,'Spontaneous window: %.2f to %.2f ms before the trigger\n',...
+    spontaneousWindow(1)*1e3, spontaneousWindow(2)*1e3)
+%% Condition triggered stacks
+condNames = arrayfun(@(x) x.name,Conditions,'UniformOutput',false);
+condGuess = contains(condNames, 'whiskerall', 'IgnoreCase', true);
+% Choose the conditions to create the stack upon
+[chCond, iOk] = listdlg('ListString',condNames,'SelectionMode','single',...
+    'PromptString',...
+    'Choose the condition which has all whisker triggers: (one condition)',...
+    'InitialValue', find(condGuess), 'ListSize', [350, numel(condNames)*16]);
+if ~iOk
+    fprintf(1,'Cancelling...\n')
+    return
+end
+
+% Select the onset or the offset of a trigger
+fprintf(1,'Condition ''%s''\n', Conditions(chCond).name)
+onOffStr = questdlg('Trigger on the onset or on the offset?','Onset/Offset',...
+    'on','off','Cancel','on');
+if strcmpi(onOffStr,'Cancel')
+    fprintf(1,'Cancelling...\n')
+    return
+end
+
+%% Constructing the stack out of the user's choice
+% discStack - dicrete stack has a logical nature
+% cst - continuous stack has a numerical nature
+% Both of these stacks have the same number of time samples and trigger
+% points. They differ only in the number of considered events.
+[discStack, cst] = getStacks(spkLog,Conditions(chCond).Triggers,onOffStr,...
+    timeLapse,fs,fs,spkSubs,continuousSignals);
+% ISI stack
+% try
+%     [~, isiStack] = getStacks(spkLog,Conditions(chCond).Triggers, onOffStr,...
+%         timeLapse,fs,fs,[],ISIspar);
+% catch
+%     fprintf(1, 'Perhaps there''s not enough memory to cope with this ISIs\n');
+%     % General ISI
+%
+% end
+% %[dst, cst] = getStacks(spkLog, allWhiskersPlusLaserControl,...
+% %    'on',timeLapse,fs,fs,[spkSubs;{Conditions(allLaserStimulus).Triggers}],...
+% %    continuousSignals);
+% if ~exist(isiFile,'file')
+%     fprintf(1,'Saving the inter-spike intervals for each cluster... ');
+%     save(isiFile,'ISIspar','isiStack','-v7.3')
+%     fprintf(1,'Done!\n')
+% end
+% Number of clusters + the piezo as the first event + the laser as the last
+% event, number of time samples in between the time window, and number of
+% total triggers.
+[Ne, Nt, NTa] = size(discStack);
+% Computing the time axis for the stack
+tx = (0:Nt - 1)/fs + timeLapse(1);
+%% Considered conditions selection
+% Choose the conditions to look at
+auxSubs = setdiff(1:numel(condNames), chCond);
+ccondNames = condNames(auxSubs);
+[cchCond, iOk] = listdlg('ListString',ccondNames,'SelectionMode','multiple',...
+    'PromptString',...
+    'Choose the condition(s) to look at (including whiskers):',...
+    'ListSize', [350, numel(condNames)*16]);
+if ~iOk
+    fprintf(1,'Cancelling...\n')
+    return
+end
+
+% Select the onset or the offset of a trigger
+fprintf(1,'Condition(s):\n')
+fprintf('- ''%s''\n', Conditions(auxSubs(cchCond)).name)
+
+
+% Subscript to indicate the conditions with all whisker stimulations,
+% whisker control, laser control, and the combination whisker and laser.
+allWhiskerStimulus = chCond;
+% allLaserStimulus = 2;
+% whiskerControl = 9;
+% laserControl = 8;
+consideredConditions = auxSubs(cchCond);
+
+Nccond = length(consideredConditions);
+
+% Adding all the triggers from the piezo and the laser in one array
+% allWhiskersPlusLaserControl = ...
+%     union(Conditions(allWhiskerStimulus).Triggers,...
+%     Conditions(laserControl).Triggers,'rows');
+%% Boolean flags
+delayFlags = false(NTa,Nccond);
+counter2 = 1;
+for ccond = consideredConditions
+    delayFlags(:,counter2) = ismember(Conditions(chCond).Triggers(:,1),...
+        Conditions(ccond).Triggers(:,1));
+    counter2 = counter2 + 1;
+end
+Na = sum(delayFlags,1);
+%% Computing which units/clusters/putative neurons respond to the stimulus
+% Logical indices for fetching the stack values
+sponActStackIdx = tx >= spontaneousWindow(1) & tx <= spontaneousWindow(2);
+respActStackIdx = tx >= responseWindow(1) & tx <= responseWindow(2);
+% The spontaneous activity of all the clusters, which are allocated from
+% the second until one before the last row, during the defined spontaneous
+% time window, and the whisker control condition.
+
+timeFlags = [sponActStackIdx;respActStackIdx];
+% Time window
+delta_t = diff(responseWindow);
+% Statistical tests
+[Results, Counts] = statTests(discStack, delayFlags, timeFlags);
+
+indCondSubs = cumsum(Nccond:-1:1);
+consCondNames = condNames(consideredConditions);
+% Plotting statistical tests
+[Figs, Results] = scatterSignificance(Results, Counts,...
+    consCondNames, delta_t, sortedData(goods,1));
+configureFigureToPDF(Figs);
+stFigBasename = fullfile(figureDir,[expName,' ']);
+stFigSubfix = sprintf(' Stat RW%.1f-%.1fms SW%.1f-%.1fms',...
+    responseWindow(1)*1e3, responseWindow(2)*1e3, spontaneousWindow(1)*1e3,...
+    spontaneousWindow(2)*1e3);
+ccn = 1;
+%for cc = indCondSubs
+for cc = 1:numel(Figs)
+    if ~ismember(cc, indCondSubs)
+        altCondNames = strsplit(Figs(cc).Children(2).Title.String,': ');
+        altCondNames = altCondNames{2};
+    else
+        altCondNames = consCondNames{ccn};
+        ccn = ccn + 1;
+    end
+    stFigName = [stFigBasename, altCondNames, stFigSubfix];
+    %     if ~exist([stFigName,'.pdf'],'file') || ~exist([stFigName,'.emf'],'file')
+    %         print(Figs(cc),[stFigName,'.pdf'],'-dpdf','-fillpage')
+    %         print(Figs(cc),[stFigName,'.emf'],'-dmeta')
+    %     end
+    savefig(Figs(cc),fullfile(figureDir, [altCondNames, stFigSubfix '.fig']));
+end
+
+H = cell2mat(cellfun(@(x) x.Pvalues,...
+    arrayfun(@(x) x.Activity, Results(indCondSubs), 'UniformOutput', 0),...
+    'UniformOutput', 0)) < 0.05;
+
+Htc = sum(H,2);
+CtrlCond = contains(consCondNames,'control','IgnoreCase',true);
+if ~nnz(CtrlCond)
+    CtrlCond = true(size(H,2),1);
+end
+wruIdx = any(H(:,CtrlCond),2);
+Nwru = nnz(wruIdx);
+
+fprintf('%d responding clusters:\n', Nwru);
+fprintf('- %s\n',gclID{wruIdx})
+%% Getting cluster info and adding variables to table
+% clInfo = getClusterInfo(fullfile(dataDir,'cluster_info.tsv'));
+% chanMap = readNPY(fullfile(dataDir,'channel_map.npy'));
+% chanPos = readNPY(fullfile(dataDir,'channel_positions.npy'));
+% [m,b] = lineariz(chanPos(:,1), 6, 1);
+% shank = m*chanPos(:,1) + b;
+% shank = round(shank);
+% shMap = containers.Map(chanMap, shank);
+% setShank = @(x) shMap(x);
+% clInfo.shank = arrayfun(setShank, clInfo.channel);
+% tb = size(clInfo);
+% sz = tb(1);
+% ActiveUnit = false(sz,1);
+% clInfo = addvars(clInfo,ActiveUnit,'NewVariableNames','ActiveUnit','After','id');
+% clInfo{gclID, 'ActiveUnit'} = true;
+
+window = diff(responseWindow);
+
+for a = 1: length(consCondNames)
+    clInfo{clInfo.ActiveUnit == true,[consCondNames{1,a}, '_Rate_Spont']} = mean(Counts{a,1}')'/window;
+    clInfo{clInfo.ActiveUnit == true,[consCondNames{1,a}, '_Rate_Evoked']} = mean(Counts{a,2}')'/window;
+end
+
+
+% Significant mechanical responses per condition
+b = length(consCondNames);
+for a = 1 : length(consCondNames)
+    clInfo{clInfo.ActiveUnit == true,[consCondNames{1,a}, '_R']} = Results(b).Activity(1).Pvalues < 0.05;
+    b = b + length(consCondNames) - a;
+end
+
+% Comparing Across Conditions (i.e. manipulation effect on spontaneous and evoked activity)
+% RAM: comment to explain what you are doing
+sZ = size(Counts);
+d = length(consCondNames);
+e = 1;
+f = length(consCondNames);
+for a = 1:length(consCondNames) - 1
+    for b = (a + 1): length(consCondNames)
+
+        for c = 1: sZ(1,2)
+            clInfo{clInfo.ActiveUnit == true,[consCondNames{1,a},'_vs_',consCondNames{1,b}, '_', Results(e).Activity(c).Type, '_Response']} = Results(e).Activity(c).Pvalues < 0.05;
+            %RAM example
+            %myString = [consCondNames{1,a},'_vs_',consCondNames{1,b}, '_', Results(e).Activity(c).Type, '_Response'];
+            %clInfo{clInfo.ActiveUnit == true,myString} = Results(e).Activity(c).Pvalues < 0.05;
+
+        end
+
+        e = e + 1;
+
+        if e == f
+            e = e + 1;
+        end
+    end
+    d = d - 1;
+    f = f + d;
+end
+writeClusterInfo(clInfo, fullfile(dataDir,'cluster_info.tsv'));
+%% Add modulation index
+
+ml = clInfo.Mech_Laser_5mW_Rate_Evoked;
+mc = clInfo.Mech_Control_5mW_Rate_Evoked;
+modInd = (ml - mc)./(ml + mc);
+
+if ~any(ismember(clInfo.Properties.VariableNames,'modIndex'))
+    clInfo = addvars(clInfo,modInd,'After','shank',...
+        'NewVariableNames','modIndex');
+end
+% writeClusterInfo(clInfo, fullfile(dataDir,'cluster_info.tsv'));
+%% adding abs_depth to table
+
+promptStrings = {'How deep was your probe? (um)'};
+defInputs = {'1400'};
+dpth = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
+
+dpth = str2double(dpth{1});
+
+
+abs_depth = dpth - clInfo.depth;
+% dif = abs(dpth) - 1275;
+% abs_depth = clInfo.depth + dif;
+
+
+
+
+clInfo = addvars(clInfo,abs_depth,'After','depth',...
+    'NewVariableNames','abs_depth');
+
+writeClusterInfo(clInfo, fullfile(dataDir,'cluster_info.tsv'));
+
+%% Depth vs Modulation Plots
+clInd = ismember(clInfo.id, gclID);
+depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+depth = depths.Var2;
+jitter = randi(20,size(depth));
+depth = depth + jitter; % adding small jitter for visualisation
+depth = -1*depth;
+for chc = 1:length(consideredConditions)
+    spontCounts = Counts{chc,1};
+    evCounts = Counts{chc,2};
+    c = size(spontCounts);
+    c = c(2);
+    ordSpontCounts = zeros(length(ID), c);
+    ordEvCounts = zeros(length(ID), c);
+    for cl = 1:length(ID)
+        ind = find(ismember(gclID, ID(cl)));
+        ordSpontCounts(cl,:) = spontCounts(ind,:);
+        ordEvCounts(cl,:) = evCounts(ind,:);
+    end
+    spWindow = spontaneousWindow(2)-spontaneousWindow(1);
+    evWindow = responseWindow(2)-responseWindow(1);
+    medSpontRate = median(ordSpontCounts,2)/spWindow;
+    medEvokedRate = median(ordEvCounts,2)/evWindow;
+    deltaRate = zeros(length(depth), 2);
+    deltaRate(:,2) = medEvokedRate - medSpontRate;
+    normDeltaRate = zeros(length(depth), 2);
+    f = (medEvokedRate + medSpontRate);
+    normDeltaRate(:,2) = (medEvokedRate - medSpontRate)./f;
+    increased{chc} = ID(deltaRate(:,2)>0);
+    decreased{chc} = ID(deltaRate(:,2)<0);
+    fig = figure('Name', 'Depth vs Modulation', 'Color', 'White');
+    ax = gca;
+    hold on
+    for cl = 1:length(ID)
+        dr = deltaRate(cl,:);
+        dpth = [depth(cl), depth(cl)];
+        plot(dr, dpth, 'LineStyle', '-', 'Marker', 'none', 'Color', [0, 0, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01,  'MarkerFaceColor',[0.5,0.5,0.5]);
+        
+    end
+    
+    
+    %     legend on
+    %plot(deltaRate(:,2), depth, 'LineStyle', '-', 'Marker', 'none', 'Color', [0.5, 1, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01,  'MarkerFaceColor',[0.5,0.5,0.5])
+    title(['Depth vs Change in Firing Rate: ', consCondNames{chc}], 'Interpreter', 'none')
+    ylabel( 'Depth_{(\mum)}', 'Interpreter', 'tex');
+    xlabel('\Delta Firing Rate_{ Hz}', 'Interpreter', 'tex');
+    %ax.XLim = [-1.1*max(deltaRate(:,2)), 1.1*max(deltaRate(:,2))];
+    ax.XLim = [-50, 50];
+    
+    hold on
+    plot(deltaRate(:,1), linspace(ax.YLim(1),ax.YLim(2), length(deltaRate)), 'LineStyle', '-', 'Color', 'k');
+    ax.FontSize = 20;
+    %     ax.Legend.String = {'Late Responders'};
+    %     savefig(fig, fullfile('Z:\Ross\Experiments\smrxFiles\16.12.20\12.6.21\Figures\', [consCondNames{chc}, '_LateResponders_Depth_vs_Modulation.fig']));
+end
+
+%% Get significantly different clusters
+gcans = questdlg(['Do you want to get the waveforms of the good clusters?'], 'Waveforms', 'Yes', 'No', 'No');
+if strcmp(gcans, 'Yes')
+    clWaveforms = getClusterWaveform(gclID, dataDir);
+end
+%% Addition mean signals to the Conditions variable
+if ~isfield(Conditions,'Stimulus') ||...
+        any(arrayfun(@(x) isempty(x.Stimulus), Conditions(consideredConditions)))
+    fprintf(1,'Writting the stimulus raw signal into Conditions variable:\n')
+    whFlag = contains(trigNames, whStim, 'IgnoreCase', 1);
+    lrFlag = contains(trigNames, cxStim, 'IgnoreCase', 1);
+    cdel = 1;
+    for cc = consideredConditions
+        fprintf(1,'- %s\n', Conditions(cc).name)
+        Conditions(cc).Stimulus = struct(...
+            'Mechanical',reshape(mean(cst((1),:,delayFlags(:,cdel)),3),...
+            1,Nt),...
+            'MechPressure',reshape(mean(cst((2),:,delayFlags(:,cdel)),3),...
+            1,Nt),...
+            'Laser',reshape(mean(cst(lrFlag,:,delayFlags(:,cdel)),3),...
+            1,Nt),'TimeAxis',(0:Nt-1)/fs + timeLapse(1));
+        cdel = cdel + 1;
+    end
+    %save(fullfile(dataDir,[expName,'_analysis.mat']),'Conditions','-append')
+end
+
+
+%% Configuration structure
+configStructure = struct('Experiment', fullfile(dataDir,expName),...
+    'Viewing_window_s', timeLapse, 'Response_window_s', responseWindow,...
+    'BinSize_s', binSz, 'Trigger', struct('Name', condNames{chCond},...
+    'Edge',onOffStr), 'ConsideredConditions',{consCondNames});
+
+%% Filter question
+filterIdx = true(Ne,1);
+ansFilt = questdlg('Would you like to filter for significance?','Filter',...
+    'Yes','No','Yes');
+filtStr = 'unfiltered';
+if strcmp(ansFilt,'Yes')
+    filterIdx = [true; wruIdx];
+    filtStr = 'Filtered';
+end
+%ruIdx = wruIdx;
+%% Getting the relative spike times for the whisker responsive units (wru)
+% For each condition, the first spike of each wru will be used to compute
+% the standard deviation of it.
+cellLogicalIndexing = @(x,idx) x(idx);
+isWithinResponsiveWindow =...
+    @(x) x > responseWindow(1) & x < responseWindow(2);
+
+firstSpike = zeros(Nwru,Nccond);
+M = 16;
+binAx = responseWindow(1):binSz:responseWindow(2);
+condHist = zeros(size(binAx,2)-1, Nccond);
+firstOrdStats = zeros(2,Nccond);
+condParams = zeros(M,3,Nccond);
+txpdf = responseWindow(1):1/fs:responseWindow(2);
+condPDF = zeros(numel(txpdf),Nccond);
+csvBase = fullfile(dataDir, expName);
+csvSubfx = sprintf(' VW%.1f-%.1f ms.csv', timeLapse(1)*1e3, timeLapse(2)*1e3);
+existFlag = false;
+condRelativeSpkTms = cell(Nccond,1);
+relativeSpkTmsStruct = struct('name',{},'SpikeTimes',{});
+spkDir = fullfile(dataDir, 'SpikeTimes');
+for ccond = 1:size(delayFlags,2)
+    csvFileName = [csvBase,' ',consCondNames{ccond}, csvSubfx];
+    relativeSpikeTimes = getRasterFromStack(discStack,~delayFlags(:,ccond),...
+        filterIdx(3:end), timeLapse, fs, true, false);
+    relativeSpikeTimes(:,~delayFlags(:,ccond)) = [];
+    relativeSpikeTimes(~filterIdx(2),:) = [];
+    condRelativeSpkTms{ccond} = relativeSpikeTimes;
+    %     respIdx = cellfun(isWithinResponsiveWindow, relativeSpikeTimes,...
+    %         'UniformOutput',false);
+    clSpkTms = cell(size(relativeSpikeTimes,1),1);
+    if exist(csvFileName, 'file') && ccond == 1
+        existFlag = true;
+        ansOW = questdlg(['The exported .csv files exist! ',...
+            'Would you like to overwrite them?'],'Overwrite?','Yes','No','No');
+        if strcmp(ansOW,'Yes')
+            existFlag = false;
+            fprintf(1,'Overwriting... ');
+        end
+    end
+    fID = 1;
+    %     if ~existFlag
+    %         fID = fopen(csvFileName,'w');
+    %         fprintf(fID,'%s, %s\n','Cluster ID','Relative spike times [ms]');
+    %     end
+    for cr = 1:size(relativeSpikeTimes, 1)
+        clSpkTms(cr) = {sort(cell2mat(relativeSpikeTimes(cr,:)))};
+        if fID > 2
+            fprintf(fID,'%s,',gclID{cr});
+            fprintf(fID,'%f,',clSpkTms{cr});fprintf(fID,'\n');
+        end
+    end
+    if fID > 2
+        fclose(fID);
+    end
+    relativeSpkTmsStruct(ccond).name = consCondNames{ccond};
+    relativeSpkTmsStruct(ccond).SpikeTimes = condRelativeSpkTms{ccond};
+    %{
+    spikeTimesINRespWin = cellfun(cellLogicalIndexing,...
+        relativeSpikeTimes, respIdx, 'UniformOutput',false);
+    allSpikeTimes = cell2mat(spikeTimesINRespWin(:)');
+    condParams(:,:,ccond) = emforgmm(allSpikeTimes, M, 1e-6, 0);
+    condPDF(:,ccond) = genP_x(condParams(:,:,ccond), txpdf);
+    firstOrdStats(:,ccond) = [mean(allSpikeTimes), std(allSpikeTimes)];
+    hfig = figure('Visible', 'off'); h = histogram(allSpikeTimes, binAx,...
+        'Normalization', 'probability');
+    condHist(:,ccond) = h.Values;
+    close(hfig)
+    for ccl = 1:Nwru
+        frstSpikeFlag = ~cellfun(@isempty,spikeTimesINRespWin(ccl,:));
+        firstSpike(ccl,ccond) = std(...
+            cell2mat(spikeTimesINRespWin(ccl,frstSpikeFlag)));
+    end
+    %}
+end
+save(fullfile(dataDir,[expName,'_exportSpkTms.mat']),...
+    'relativeSpkTmsStruct','configStructure')
+%% Ordering PSTH
+
+orderedStr = 'ID ordered';
+dans = questdlg('Do you want to order the PSTH other than by IDs?',...
+    'Order', 'Yes', 'No', 'No');
+ordSubs = 1:nnz(filterIdx(2:Ncl+1));
+pclID = gclID(filterIdx(2:end));
+if strcmp(dans, 'Yes')
+    if ~exist('clInfo','var')
+        clInfo = getClusterInfo(fullfile(dataDir,'cluster_info.tsv'));
+    end
+    % varClass = varfun(@class,clInfo,'OutputFormat','cell');
+    [ordSel, iOk] = listdlg('ListString', clInfo.Properties.VariableNames,...
+        'SelectionMode', 'multiple');
+    orderedStr = [];
+    ordVar = clInfo.Properties.VariableNames(ordSel);
+    for cvar = 1:numel(ordVar)
+        orderedStr = [orderedStr, sprintf('%s ',ordVar{cvar})]; %#ok<AGROW>
+    end
+    orderedStr = [orderedStr, 'ordered'];
+    
+    if ~strcmp(ordVar,'id')
+        [~,ordSubs] = sortrows(clInfo(pclID,:),ordVar, 'ascend');
+    end
+end
+
+%% Plot PSTH
+goodsIdx = logical(clInfo.ActiveUnit);
+csNames = fieldnames(Triggers);
+Nbn = diff(timeLapse)/binSz;
+if (Nbn - round(Nbn)) ~= 0
+    Nbn = ceil(Nbn);
+end
+PSTH = zeros(nnz(filterIdx) - 1, Nbn, Nccond);
+psthFigs = gobjects(Nccond,1);
+for ccond = 1:Nccond
+    figFileName = sprintf('%s %s VW%.1f-%.1f ms B%.1f ms RW%.1f-%.1f ms SW%.1f-%.1f ms %sset %s (%s)',...
+        expName, Conditions(consideredConditions(ccond)).name, timeLapse*1e3,...
+        binSz*1e3, responseWindow*1e3, spontaneousWindow*1e3, onOffStr,...
+        orderedStr, filtStr);
+    [PSTH(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx,:,:),timeLapse,...
+        ~delayFlags(:,ccond),binSz,fs);
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    psthFigs(ccond) = plotClusterReactivity(PSTH(ordSubs,:,ccond),trig,sweeps,timeLapse,binSz,...
+        [{Conditions(consideredConditions(ccond)).name};...
+        pclID(ordSubs)],...
+        strrep(expName,'_','\_'),...
+        stims, csNames);
+    configureFigureToPDF(psthFigs(ccond));
+    psthFigs(ccond).Children(end).YLabel.String =...
+        [psthFigs(ccond).Children(end).YLabel.String,...
+        sprintf('^{%s}',orderedStr)];
+    %     if ~exist([figFileName,'.pdf'], 'file')
+    %         print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.pdf']),...
+    %             '-dpdf','-fillpage')
+    %     end
+    %     if ~exist([figFileName,'.emf'], 'file')
+    %         print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.emf']),...
+    %             '-dmeta')
+    %     end
+    
+end
+% for a = 1:length(consideredConditions)
+%     savefig(figure(a), fullfile(figureDir, [consCondNames{a}, '_filtered_PSTH_0.001binSz.fig']));
+% end
+
+
+%% depthPSTH
+
+csNames = fieldnames(Triggers);
+pclTblInd = ismember(clInfo.id, pclID(ordSubs));
+depthOrd = sort(clInfo.abs_depth(pclTblInd), 'descend');
+depthVals = [4200:-200:0];
+depthInds = zeros(length(depthVals), 1);
+for a = 1:length(depthInds)
+    selDepths = depthOrd < depthVals(a);
+    if sum(selDepths)> 0
+        depthInd = find(selDepths);
+        depthInds(a) = depthInd(1);
+    end
+end
+topDepth = find(depthInds == 0);
+topDepth = topDepth(1);
+depthInds(topDepth) = length(pclID);
+depthInds = depthInds(depthInds > 0);
+selClIDs = cell(length(pclID),1);
+depthVals = depthVals(1:length(depthInds))';
+for a = 1:length(depthInds)
+    selClIDs{depthInds(a)} = num2str(depthVals(a));
+end
+goodsIdx = logical(clInfo.ActiveUnit);
+csNames = fieldnames(Triggers);
+%csNames = csNames(2:end);
+Nbn = diff(timeLapse)/binSz;
+if (Nbn - round(Nbn)) ~= 0
+    Nbn = ceil(Nbn);
+end
+PSTH = zeros(nnz(filterIdx) - 1, Nbn, Nccond);
+psthFigs = gobjects(Nccond,1);
+for ccond = 1:Nccond
+    figFileName = sprintf('%s %s VW%.1f-%.1f ms B%.1f ms RW%.1f-%.1f ms SW%.1f-%.1f ms %sset %s (%s)',...
+        expName, Conditions(consideredConditions(ccond)).name, timeLapse*1e3,...
+        binSz*1e3, responseWindow*1e3, spontaneousWindow*1e3, onOffStr,...
+        orderedStr, filtStr);
+    [PSTH(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx,:,:),timeLapse,...
+        ~delayFlags(:,ccond),binSz,fs);
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    %stims = stims([2,3],:);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    psthFigs(ccond) = plotClusterReactivityRoss(PSTH(ordSubs,:,ccond),trig,sweeps,timeLapse,binSz,...
+        [{Conditions(consideredConditions(ccond)).name};...
+        selClIDs],...
+        strrep(expName,'_','\_'),...
+        stims, csNames);
+    configureFigureToPDF(psthFigs(ccond));
+    psthFigs(ccond).Children(end).Title.String = consCondNames{ccond};
+    %     psthFigs(ccond).Children(end).YLabel.String =...
+    %         [psthFigs(ccond).Children(end).YLabel.String,...
+    %         sprintf('^{%s}',orderedStr)];
+    %     if ~exist([figFileName,'.pdf'], 'file')
+    %         print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.pdf']),...
+    %             '-dpdf','-fillpage')
+    %     end
+    %     if ~exist([figFileName,'.emf'], 'file')
+    %         print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.emf']),...
+    %             '-dmeta')
+    %     end
+    
+end
+% for a = 1:length(consideredConditions)
+%     savefig(figure(a), fullfile(figureDir, [consCondNames{a}, '_filtered_PSTH_0.001binSz.fig']));
+% end
+
+
+
+%% PopPSTH Comparisons - By Condition
+
+
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+purple = [0.5,0,0.5];
+grey = [0.5, 0.5, 0.5];
+csNames = fieldnames(Triggers);
+colour = [green; red; blue];
+% ruIdx = filterIdx;
+axLabel = 'Firing Rate [Hz]';
+for ccond = 1: length(consideredConditions)
+    ruIdxDim = size(ruIdx);
+    nFilters = ruIdxDim(2);
+    
+    fig = figure('Name',[expName,'_', consCondNames{ccond}],'Color',[1,1,1]);
+    fthAxFlag = false;
+    if ~exist('stims','var')
+        totlX = nFilters;
+        
+    elseif ~isempty(stims)
+        fthAxFlag = true;
+        totlX = nFilters + 1;
+    end
+    %     ax1 = subplot(totlX,1,1:2,'Parent',fig);
+    
+    clrDivider = nFilters-1;
+    if nFilters <= 1
+        clrDivider = nFilters;
+    end
+    %datclr =  [0:0.8/(nFilters-1):0.8]' * ones(1, 3);
+    datclr = [green; red; blue];    %[1,0,0; 0,1,0; 0,0,0; 0,0.5,1];
+    
+    for a = 1:nFilters
+        ax(a) = subplot(totlX,1,a,'Parent',fig);
+        [PSTHarray{a}(:,:,ccond), trig, sweeps] = getPSTH(discStack(ruIdx(:,a),:,:),timeLapse,...
+            ~delayFlags(:,ccond),binSz,fs);
+        
+        PSTH = PSTHarray{a}(:,:,ccond);
+        [Ncl, Npt] = size(PSTH);
+        PSTHn = PSTH./max(PSTH,[],2);
+        
+        
+        psthTX = linspace(timeLapse(1),timeLapse(2),Npt);
+        trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+        popPSTH = sum(PSTH,1,'omitnan')/(Ncl * sweeps * binSz);
+        plot(psthTX,popPSTH,'Color', colour(a,:))
+        ax(a).XLabel.String = sprintf('Time_{%.2f ms} [s]',binSz*1e3);
+        ax(a).XLim = [timeLapse(1), timeLapse(2)];
+        %ax(a).YLim = [0, 50];
+        %ax(a).YLabel.String = 'Firing Rate [Hz]';
+        ax(a).Box = 'off';
+        ax(a).ClippingStyle = 'rectangle';
+        legend(ax(a),'show','Location','northeast')
+        ruNames = [{'L4'}, {'L5'}, {'L6'}];
+        ax(a).Legend.String = ruNames{a};
+        ax(a).YAxis(1).Label.String = axLabel;
+        
+    end
+    ax(1).Title.String = consCondNames(ccond);
+    %ax1.Title.String = consCondNames(ccond);
+    % %if fthAxFlag
+    ax2 = subplot(totlX,1,nFilters + 1,'Parent',fig);
+    
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    
+    [r,c] = size(stims);
+    
+    if r < c
+        stims = stims';
+        stmClr = zeros(r, 3);
+        
+    end
+    
+    
+    stmClr([1,5,9]) = 1;
+    stmClr(stmClr == 0) = 0.25;
+    
+    
+    
+    for cs = 1:min(r,c)
+        if exist('IDs','var')
+            plot(ax2,trigTX,stims(:,cs),'LineStyle','-.','LineWidth',0.5,...
+                'DisplayName', csNames{cs}, 'Color', stmClr(cs,:))
+        else
+            plot(ax2,trigTX,stims(:,cs),'LineStyle','-.','LineWidth',0.5,  'Color', stmClr(cs,:))
+        end
+        
+        %                    ax2.Children(1).Color = defineColorForStimuli(IDs(cs));
+        
+        if cs == 1
+            ax2.NextPlot = 'add';
+        end
+    end
+    legend(ax2,'show','Location','best')
+    
+    ax2.Box = 'off';
+    ax2.XLim = [timeLapse(1), timeLapse(2)];
+    ax2.XAxis.Visible = 'off';
+    ax2.YAxis.Visible = 'off';
+    linkaxes([ax, ax2], 'x')
+    %end
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    %      [Ncl, Npt] = size(PSTH);
+    %
+    %     psthTX = linspace(timeLapse(1),timeLapse(2),Npt);
+    %     trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+    %     % clr = defineColorForStimuli(IDe);
+    %     popPSTH = sum(PSTH,1,'omitnan')/(Ncl * sweeps);
+    %     plot(ax1,psthTX,popPSTH,'DisplayName','Population PSTH')
+    %     axLabel = 'Population activity';
+    %      yyaxis(ax1,'right')
+    %     plot(ax1,trigTX,trig,'LineWidth',1.5,...
+    %         'LineStyle',':')%,'Color',clr,'DisplayName',IDe{1},...
+    %
+    % Formatting the population PSTH plot
+    
+    ax2.YAxis(1).Limits = [0,1.01];
+    ax2.Legend.String = csNames;
+    %
+    %
+    
+    %     title(ax1,[expName,sprintf(' %d trials',sweeps)], 'Interpreter', 'none')
+    %
+    %
+    clear PSTH
+    clear PSTHarray
+    
+    
+end
+% end
+
+
+
+%% PopPSTH By Group
+
+
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+purple = [0.5,0,0.5];
+colour = [red; green; blue; purple];
+
+
+transparency = [1, 0.25]; %1:-1/length(consideredConditions):0.5;
+
+csNames = fieldnames(Triggers);
+% ruIdx = filterIdx;
+axLabel = 'Firing Rate [Hz]';
+ruIdxDim = size(ruIdx);
+nFilters = ruIdxDim(2);
+for grp = 1: nFilters
+
+    
+    fig = figure('Name',[expName,'_', ruNames{grp}],'Color',[1,1,1]);
+
+    hold on
+    fthAxFlag = false;
+    if ~exist('stims','var')
+        totlX = 2;
+        
+    elseif ~isempty(stims)
+        fthAxFlag = true;
+        totlX = 3;
+    end
+    ax1 = subplot(totlX,1,1:2,'Parent',fig);
+    
+%     
+%     datclr =  [0:0.8/(nFilters-1):0.8]' * ones(1, nFilters);
+    
+    for ccond = length(consideredConditions):-1:1
+        [PSTHarray{grp}(:,:,ccond), trig, sweeps] = getPSTH(discStack(ruIdx(:,grp),:,:),timeLapse,...
+            ~delayFlags(:,ccond),binSz,fs);
+        
+        PSTH = PSTHarray{grp}(:,:,ccond);
+        [Ncl, Npt] = size(PSTH);
+        PSTHn = PSTH./max(PSTH,[],2);
+        
+        
+        psthTX = linspace(timeLapse(1),timeLapse(2),Npt);
+        trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+        popPSTH = sum(PSTH,1,'omitnan')/(Ncl * sweeps * binSz);
+        plot(psthTX,popPSTH, 'Color', colour(grp,:))
+        hold on
+        
+    end
+    leg = legend;
+    leg.String = flip(consCondNames);
+    leg.Box = 'off';
+    leg.FontName = 'Arial';
+    leg.FontSize = 10;
+    leg.Location = 'north';
+    
+    ax1.Title.String = ruNames{grp};
+    ax1.YLim = [0, 50];
+    % %if fthAxFlag
+    ax2 = subplot(totlX,1,3,'Parent',fig);
+    
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    
+    [r,c] = size(stims);
+    
+    if r < c
+        stims = stims';
+        stmClr = zeros(r, 3);
+        
+    end
+    
+    
+    stmClr([1,5,9]) = 1;
+    stmClr(stmClr == 0) = 0.25;
+    
+    
+    
+    for cs = 1:min(r,c)
+        if exist('IDs','var')
+            plot(ax2,trigTX,stims(:,cs),'LineStyle','-.','LineWidth',0.5,...
+                'DisplayName', csNames{cs}, 'Color', stmClr(cs,:))
+        else
+            plot(ax2,trigTX,stims(:,cs),'LineStyle','-.','LineWidth',0.5,  'Color', stmClr(cs,:))
+        end
+        
+        %                    ax2.Children(1).Color = defineColorForStimuli(IDs(cs));
+        
+        if cs == 1
+            ax2.NextPlot = 'add';
+        end
+    end
+    legend(ax2,'show','Location','northwest')
+    
+    ax2.Box = 'off';
+    ax2.XLim = [timeLapse(1), timeLapse(2)];
+    ax2.XAxis.Visible = 'off';
+    ax2.YAxis.Visible = 'off';
+    linkaxes([ax1,ax2],'x')
+    %end
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    %      [Ncl, Npt] = size(PSTH);
+    %
+    %     psthTX = linspace(timeLapse(1),timeLapse(2),Npt);
+    %     trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+    %     % clr = defineColorForStimuli(IDe);
+    %     popPSTH = sum(PSTH,1,'omitnan')/(Ncl * sweeps);
+    %     plot(ax1,psthTX,popPSTH,'DisplayName','Population PSTH')
+    %     axLabel = 'Population activity';
+    %      yyaxis(ax1,'right')
+    %     plot(ax1,trigTX,trig,'LineWidth',1.5,...
+    %         'LineStyle',':')%,'Color',clr,'DisplayName',IDe{1},...
+    %
+    % Formatting the population PSTH plot
+    ax1.YAxis(1).Label.String = axLabel;
+    ax2.YAxis(1).Limits = [0,1.01];
+    ax2.Legend.String = csNames;
+    ax = gca;
+    leg = legend;
+    leg.Box = 'off';
+    leg.FontName = 'Arial';
+    leg.FontSize = 10;
+    %
+    %
+    ax1.XLabel.String = sprintf('Time_{%.2f ms} [s]',binSz*1e3);
+    ax1.XLim = [timeLapse(1), timeLapse(2)];
+    ax1.Box = 'off';
+    ax1.ClippingStyle = 'rectangle';
+    %
+    legend(ax1,'show','Location','northeast')
+%     ax1.Legend.String = ruNames;
+    %     title(ax1,[expName,sprintf(' %d trials',sweeps)], 'Interpreter', 'none')
+    %
+    %
+    clear PSTH
+    clear PSTHarray
+    
+    
+end
+% end
+
+%% Rasters
+% DE_Jittering needs to be unfiltered for significance for this to work!
+csNames = fieldnames(Triggers);
+% csNames = csNames(2:end);
+IDs = csNames;
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+
+rasterDir = fullfile(figureDir,'Rasters\');
+if ~mkdir(rasterDir)
+    fprintf(1,'There was an issue with the figure folder...\n');
+end
+
+
+Power = NaN(length(consCondNames),1);
+for cc = 1:length(consCondNames)
+    
+    mWfind = strfind(consCondNames{cc}, 'mW');
+    
+    pwr = consCondNames{cc}(mWfind-2:mWfind+1);
+    if isnan(pwr)
+        pwrMissing = true;
+    elseif contains(pwr, '.')
+        pwr = consCondNames{cc}(mWfind-3:mWfind+1);
+    elseif contains(pwr, '_') || contains(pwr, ' ')
+        pwr = pwr(2:end);
+    end
+    pwr = str2double(pwr(1:end-2));
+    Power(cc) = pwr;
+end
+pwrs = unique(Power);
+
+
+
+for a = 1:length(pwrs)
+    pwr = pwrs(a);
+    % MchTblInd = ['Mech_Control_', num2str(pwr), 'mW_MR'];
+    % LasTblInd =  [20,21,22];%['Laser_Control_', num2str(pwr), 'mW_LR'];
+    % MchCondControl = ['Mech_Control_', num2str(pwr), 'mW'];
+    % LasCondControl = ['Laser_Control_', num2str(pwr), 'mW'];
+    % MchLasCond = ['Mech_Laser_', num2str(pwr), 'mW'];
+    % EffectTblInd = ['Mech_Control_', num2str(pwr), 'mW_vs_Mech_Laser_', num2str(pwr), 'mW_Evoked_Response'];
+    % TblInd = find(clInfo.ActiveUnit); % ATM this only makes rasters that show sig control mech response
+    % clIDind = clInfo.id(TblInd);
+    pwrInd = Power == pwr;
+    clIDind =  pclID;
+    lngth = length(clIDind);
+    for a = 1:lngth
+        rng('default');
+        cl = clIDind(a);
+        clSel = find(ismember(pclID, cl));
+        %     if chCond == 1
+        %         rasCondSel = find(ismember(consCondNames, MchCondControl) | ismember(consCondNames, MchLasCond));
+        %         label = 'Mech';
+        %     else
+        %         rasCondSel = find(ismember(consCondNames, LasCondControl) | ismember(consCondNames, MchLasCond));
+        %         label = 'Laser';
+        %     end
+        rasCondSel = [1 2 3];;
+        rasCond = consideredConditions(rasCondSel);
+        rasCondNames = consCondNames(rasCondSel);
+        Nrcl = numel(clSel);
+        % Reorganize the rasters in the required order.
+        clSub = find(ismember(gclID, pclID(clSel)))+1;
+        [rasIdx, rasOrd] = ismember(pclID(ordSubs), pclID(clSel));
+        clSub = clSub(rasOrd(rasIdx));
+        clSel = clSel(rasOrd(rasOrd ~= 0));
+        Nma = min(Na(rasCondSel));
+        rasFig = figure;
+        columns = length(pwrs);
+        Nrcond = length(rasCond);
+        ax = gobjects(Nrcond*Nrcl,1);
+        for cc = 1:length(rasCond)
+            % Equalize trial number
+            trigSubset = sort(randsample(Na(rasCondSel(cc)),Nma));
+            tLoc = find(delayFlags(:,rasCondSel(cc)));
+            tSubs = tLoc(trigSubset);
+            % Trigger subset for stimulation shading
+            trigAlSubs = Conditions(rasCond(cc)).Triggers(trigSubset,:);
+            timeDur = round(diff(trigAlSubs, 1, 2)/fs, 3);
+            trigChange = find(diff(timeDur) ~= 0);
+            
+            for ccl = 1:Nrcl
+                lidx = ccl + (cc - 1) * Nrcl;
+                ax(lidx) = subplot(Nrcond, Nrcl, lidx);       %  subplot( Nrcl, Nrcond, lidx); % to plot the other way around
+                title(ax(lidx),sprintf(rasCondNames{cc}), 'Interpreter', 'none') % ,pclID{clSel(ccl)}
+                plotRasterFromStack(discStack([1,clSub(ccl)],:,tSubs),...
+                    timeLapse, fs,'',ax(lidx));
+                ax(lidx).YAxisLocation = 'origin';ax(lidx).YAxis.TickValues = Nma;
+                ax(lidx).YAxis.Label.String = 'Trials';
+%                 ax(lidx).YAxis.Label.Position =...
+%                     [timeLapse(1)-timeLapse(1)*0.65, Nma,0];
+                %             ax(lidx).XAxis.TickLabels =...
+                %                 cellfun(@(x) (x)*1e3, ax(lidx).XAxis.TickValues,...
+                %                 'UniformOutput', 0);
+                xlabel(ax(lidx), 'Time [s]')
+                initSub = 0;
+                optsRect = {'EdgeColor','none','FaceColor','none'};
+                for ctr = 1:numel(trigChange)
+                    rectangle('Position',[0, initSub,...
+                        timeDur(trigChange(ctr)), trigChange(ctr)],optsRect{:})
+                    initSub = trigChange(ctr);
+                end
+                rectangle('Position', [0, initSub, timeDur(Nma),...
+                    Nma - initSub],optsRect{:})
+                
+                
+                stims = mean(cst(:,:,delayFlags(:,rasCondSel(cc))),3);
+%                 stims = stims([2,3],:);
+                
+                stims = stims - median(stims,2);
+                
+                
+                
+                for cs = 1:size(stims,1)
+                    if abs(log10(var(stims(cs,:),[],2))) < 13
+                        [m,b] = lineariz(stims(cs,:),1,0);
+                        stims(cs,:) = m*stims(cs,:) + b;
+                    else
+                        stims(cs,:) = zeros(1,Nt);
+                    end
+                end
+                
+                [r,c] = size(stims);
+                
+                if r < c
+                    stims = stims';
+                    stmClr = zeros(r, 3);
+                    
+                end
+                
+%                 stmClr =[ 1 0 0 0.25; 0 1 1 0.25];
+                
+                
+                
+%                 yyaxis('right');
+%                 hold on
+%                 for cs = 1:min(r,c)
+%                     if exist('IDs','var')
+%                         plot(trigTX,stims(:,cs),'LineStyle','-','LineWidth', 1,...
+%                             'DisplayName', IDs{cs}, 'Color', stmClr(cs,:))
+%                     else
+%                         plot(trigTX,stims(:,cs),'LineStyle','-','LineWidth',1, 'Color', stmClr(cs,:))
+%                     end
+                    
+                    
+                    %                    ax2.Children(1).Color = defineColorForStimuli(IDs(cs));
+                    
+%                     if cs == 1
+%                         ax2.NextPlot = 'add';
+%                     end
+
+%                 end
+                hold off
+                ax = gca;
+                
+               
+%                 ax.YAxis(2).Limits = [0.015, 1];
+%                 ax.YAxis(2).Visible = 'off';
+                ax.FontName ='Arial';
+                ax.FontSize = 25;
+                
+%                 f=get(gca,'Children');
+%                 legend(f)
+%                 
+                
+                
+                
+            end
+        end
+        
+        
+        
+        
+        
+        rasConds = rasCondNames{1};
+        if length(rasCondNames) > 1
+            for r = 2:length(rasCondNames)
+                rasConds = [rasConds, '+', rasCondNames{r}];
+            end
+        end
+        
+        linkaxes(ax,'x')
+        rasFigName = ['Unit_', cell2mat(cl), '_', ];
+        rasFig.Name = [rasFigName, '_', num2str(pwr), 'mW'];
+        configureFigureToPDF (rasFig);
+        set(rasFig, 'Position', get(0, 'ScreenSize'));
+        saveas(rasFig,fullfile(rasterDir, [rasFigName,'_',rasConds,'_', num2str(timeLapse(1)), '_to_', num2str(timeLapse(2)),'.emf']));
+        %savefig(rasFig,fullfile(rasterDir, [rasFigName, ' ', num2str(pwr), 'mW.fig']));
+        savefig(rasFig,fullfile(rasterDir, [rasFigName,'_',rasConds, '.fig']));
+    end
+end
+close all
+
+
+
diff --git a/Ross/PainAnalysis.m b/Ross/PainAnalysis.m
index 3973cb1..a49f516 100644
--- a/Ross/PainAnalysis.m
+++ b/Ross/PainAnalysis.m
@@ -20,7 +20,7 @@
 
 %% Constructing the helper 'global' variables
 % Number of total samples
-Ns = min(structfun(@numel,Triggers));
+Ns = max(structfun(@numel,Triggers));
 % Total duration of the recording
 Nt = Ns/fs;
 % Useless clusters (labeled as noise or they have very low firing rate)
@@ -69,7 +69,7 @@
 % Time lapse, bin size, and spontaneous and response windows
 promptStrings = {'Viewing window (time lapse) [s]:','Response window [s]',...
     'Bin size [s]:'};
-defInputs = {'0.1, 0.1', '0.002, 0.05', '0.001'};
+defInputs = {'3, 6', '0.1, 1', '0.01'};
 answ = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
 if isempty(answ)
     fprintf(1,'Cancelling...\n')
@@ -234,36 +234,46 @@
 for cc = indCondSubs
     stFigName = [stFigBasename, consCondNames{ccn}, stFigSubfix];
     ccn = ccn + 1;
-    if ~exist([stFigName,'.*'],'file')
+    if ~exist([stFigName,'.pdf'],'file') || ~exist([stFigName,'.fig'],'file')
         print(figs(cc),[stFigName,'.pdf'],'-dpdf','-fillpage')
-        print(figs(cc),[stFigName,'.emf'],'-dmeta')
+        savefig(figs(cc),[stFigName,'.fig'])
     end
 end
+H = cell2mat(cellfun(@(x) x.Pvalues,...
+    arrayfun(@(x) x.Activity, Results(indCondSubs), 'UniformOutput', 0),...
+    'UniformOutput', 0)) < 0.05;
 
+Htc = sum(H,2);
+CtrlCond = contains(consCondNames,'control','IgnoreCase',true);
+wruIdx = any(H(:,CtrlCond),2);
+Nwru = nnz(wruIdx);
+
+fprintf('%d whisker responding clusters:\n', Nwru);
+fprintf('- %s\n',gclID{wruIdx})
 
 
 
 %% Saving variables
-save(fullfile(dataDir,[expName,'_Variables.mat']),'consCondNames','Counts', 'Results', 'responseWindow','Triggers', '-v7.3');
+save(fullfile(dataDir,[expName,'_MechVariables.mat']),'consCondNames','Counts', 'Results', 'responseWindow','Triggers', '-v7.3');
 
 %RAM: shove all of this previous stuff into functions and then replace
 %with one or more function calls.
 
 %% Getting cluster info and adding variables to table
-clInfo = getClusterInfo(fullfile(dataDir,'cluster_info.tsv'));
-chanMap = readNPY(fullfile(dataDir,'channel_map.npy'));
-chanPos = readNPY(fullfile(dataDir,'channel_positions.npy'));
-[m,b] = lineariz(chanPos(:,1), 6, 1);
-shank = m*chanPos(:,1) + b;
-shank = round(shank);
-shMap = containers.Map(chanMap, shank);
-setShank = @(x) shMap(x);
-clInfo.shank = arrayfun(setShank, clInfo.channel);
-tb = size(clInfo);
-sz = tb(1);
-ActiveUnit = false(sz,1);
-clInfo = addvars(clInfo,ActiveUnit,'NewVariableNames','ActiveUnit','After','id');
-clInfo{gclID, 'ActiveUnit'} = true;
+% clInfo = getClusterInfo(fullfile(dataDir,'cluster_info.tsv'));
+% chanMap = readNPY(fullfile(dataDir,'channel_map.npy'));
+% chanPos = readNPY(fullfile(dataDir,'channel_positions.npy'));
+% [m,b] = lineariz(chanPos(:,1), 6, 1);
+% shank = m*chanPos(:,1) + b;
+% shank = round(shank);
+% shMap = containers.Map(chanMap, shank);
+% setShank = @(x) shMap(x);
+% clInfo.shank = arrayfun(setShank, clInfo.channel);
+% tb = size(clInfo);
+% sz = tb(1);
+% ActiveUnit = false(sz,1);
+% clInfo = addvars(clInfo,ActiveUnit,'NewVariableNames','ActiveUnit','After','id');
+% clInfo{gclID, 'ActiveUnit'} = true;
 
 for a = 1: length(consCondNames)
     clInfo{clInfo.ActiveUnit == true,[consCondNames{1,a}, '_Counts_Spont']} = mean(Counts{a,1}')';
@@ -304,7 +314,7 @@
     d = d - 1;
     f = f + d;
 end
-% writeClusterInfo(clInfo, fullfile(dataDir,'cluster_info.tsv'));
+writeClusterInfo(clInfo, fullfile(dataDir,'cluster_info.tsv'));
 
 %% Determining nShanks
 
@@ -342,15 +352,13 @@
         
         ax = gca;
         ax.FontSize = 14;
-        ax = gca;
-        ax.FontSize = 14;
     end
     
     % configureFigureToPDF(SpontaneousBox);
     
     
     
-    % Getting Wilcoxon rank sums for box plots
+    % Getting Wilcoxon sign ranks for box plots
     
     for a = 1: length(consCondNames) - 1
         for b = (a + 1): length(consCondNames)
@@ -916,8 +924,8 @@
 %% rasters for testing
 
 lastlevel=0;
-thisCondition=4;
-for trialNo = 1:55
+thisCondition=2;
+for trialNo = 20% :55
     figure;
     for n=1:length(relativeSpikeTimes)
         if mod(n,2)==0, col='b';else col='k';end
diff --git a/Ross/PainProtocolGetter.m b/Ross/PainProtocolGetter.m
new file mode 100644
index 0000000..ecf2c87
--- /dev/null
+++ b/Ross/PainProtocolGetter.m
@@ -0,0 +1,97 @@
+%%
+a  = 5;
+Trig(1).name = head69.title;
+Trig(2).name = head71.title;
+% Trig(3).name = head66.title;
+%Trig(4).name = head67.title;
+%Trig(5).name = head68.title;
+Trig(6).name = head70.title;
+Trig(1).info{a} = chan69;
+Trig(1).offset(a) = length(chan69);
+Trig(2).info{a} = chan71;
+Trig(2).offset(a) = length(chan71);
+% Trig(3).info{a} = chan66;
+%Trig(3).offset(a) = length(chan66);
+% Trig(4).info{a} = chan67;
+% Trig(4).offset(a) = length(chan67);
+% Trig(5).info{a} = chan68;
+% Trig(5).offset(a) = length(chan68);
+Trig(6).info{a} = chan70;
+Trig(6).offset(a) = length(chan70);
+%% Getting Trigger data
+for b = 2
+    for a  = 1:length(Trig(b).info)
+        Obj = StepWaveform(Trig(b).info{a}, fs);
+        Trig(b).triggers{a} = Obj.subTriggers;
+    end
+end
+%% Concatenating Triggers
+for b = 2
+    Trig(b).AllTriggers = Trig(b).triggers{1};
+    lngth = length(Trig(b).triggers);
+    offset = Trig(b).offset(1);
+    for a = 2:lngth
+        offInd = a;
+        Trig(b).AllTriggers = [Trig(b).AllTriggers; offset + Trig(b).triggers{a}];
+        offset = offset + Trig(b).offset(offInd);
+    end
+end
+%% Creating Trigger Struct Data
+lngth = length(Trig(1).info);
+Triggers.MechTTL = [Trig(1).info{1}];
+Triggers.Laser = [Trig(2).info{1}];
+% Triggers.CED = [Trig(3).info{1}];
+% Triggers.LFP = [Trig(4).info{1}];
+% Triggers.Resp = [Trig(5).info{1}];
+Triggers.MechStim = [Trig(6).info{1}];
+for a = 2: lngth
+    Triggers.MechTTL = [Triggers.MechTTL; Trig(1).info{a}];
+    Triggers.Laser = [Triggers.Laser; Trig(2).info{a}];
+%     Triggers.CED = [Triggers.CED; Trig(3).info{a}];
+%     Triggers.LFP = [Triggers.LFP; Trig(4).info{a}];
+%     Triggers.Resp = [Triggers.Resp; Trig(5).info{a}];
+    Triggers.MechStim = [Triggers.MechStim; Trig(6).info{a}];
+end
+%% Separating Conditions
+
+Conditions(1).name = 'MechALL'; Conditions(1).Triggers = Trig(1).AllTriggers;
+Conditions(2).name = 'LaserAll'; Conditions(2).Triggers = Trig(2).AllTriggers;
+%save(fullfile(dataDir,[expName,'analysis.mat']),'Conditions','Triggers','-v7.3');
+%% Adding New Conditions
+Conditions(3).name = 'Mech_Control_10mW';
+Conditions(4).name = 'Mech_Laser_10mW';
+Conditions(5).name = 'Laser_Control_10mW';
+Conditions(6).name = 'Mech_Control_15mW';
+Conditions(7).name = 'Mech_Laser_15mW';
+Conditions(8).name = 'Laser_Control_15mW';
+Conditions(9).name = 'Mech_Control_5mW';
+Conditions(10).name = 'Mech_Laser_5mW';
+Conditions(11).name = 'Laser_Control_5mW';
+Conditions(3).name = 'Mech_Control_10mW';
+Conditions(4).name = 'Mech_Laser_10mW';
+Conditions(5).name = 'Laser_Control_10mW';
+Conditions(6).name = 'Mech_Control_15mW';
+Conditions(7).name = 'Mech_Laser_15mW';
+Conditions(8).name = 'Laser_Control_15mW';
+Conditions(9).name = 'Mech_Control_5mW';
+Conditions(10).name = 'Mech_Laser_5mW';
+Conditions(11).name = 'Laser_Control_5mW';
+
+Conditions(3).Triggers = Conditions(1).Triggers;
+Conditions(4).name = Conditions(1).Triggers;
+Conditions(5).Triggers = Conditions(2).Triggers;
+Conditions(6).Triggers = Conditions(1).Triggers;
+Conditions(7).Triggers = Conditions(1).Triggers;
+Conditions(8).Triggers = Conditions(2).Triggers;
+Conditions(9).Triggers = Conditions(1).Triggers;
+Conditions(10).Triggers = Conditions(1).Triggers;
+Conditions(11).Triggers = Conditions(2).Triggers;
+Conditions(3).Triggers = Conditions(1).Triggers;
+Conditions(4).Triggers = Conditions(1).Triggers;
+Conditions(5).Triggers = Conditions(2).Triggers;
+Conditions(6).Triggers = Conditions(1).Triggers;
+Conditions(7).Triggers = Conditions(1).Triggers;
+Conditions(8).Triggers = Conditions(2).Triggers;
+Conditions(9).Triggers = Conditions(1).Triggers;
+Conditions(10).Triggers = Conditions(1).Triggers;
+Conditions(11).Triggers = Conditions(2).Triggers;
\ No newline at end of file
diff --git a/Ross/PeakTrough.m b/Ross/PeakTrough.m
new file mode 100644
index 0000000..f214add
--- /dev/null
+++ b/Ross/PeakTrough.m
@@ -0,0 +1,25 @@
+function [PT, fig] = PeakTrough(clWaveforms, ID, fs)
+PT = zeros(length(ID),1);
+r = 1;
+for a = 1:length(ID)
+    ind = find(ismember(clWaveforms(:,1), ID(a)));
+    avWv{r} = mean(clWaveforms{ind,2}')';
+    minVal = min(avWv{r});
+    minInd = find((avWv{r} == minVal));
+    maxVal = max(avWv{r}(minInd:end,1));
+    maxInd = find((avWv{r} == maxVal));
+    SampleDif = maxInd - minInd;
+    msecDif = SampleDif/fs*1000;
+    PT(r,1) = msecDif;
+    r = r + 1;
+end
+xLow = min(PT);
+xHigh = max(PT);
+scaled = round((xHigh-xLow)*20);
+fig = figure('color', 'white'); histogram(PT,scaled);
+title('Peak-Trough delta-t Distribution');
+xlabel('Time (msec)');
+fig = gcf;
+ax = fig(1).Children;
+ax.FontSize = 20;
+end
\ No newline at end of file
diff --git a/Ross/PlotISIbox.m b/Ross/PlotISIbox.m
new file mode 100644
index 0000000..2c1dbc8
--- /dev/null
+++ b/Ross/PlotISIbox.m
@@ -0,0 +1,31 @@
+%% Considered conditions selection
+% Choose the conditions to look at
+% auxSubs = setdiff(1:numel(CFA_ISI.CondName));
+% ccondNames = CFA_ISI.CondName(auxSubs);
+% [cchCond, iOk] = listdlg('ListString',ccondNames,'SelectionMode','multiple',...
+%     'PromptString',...
+%     'Choose the condition(s) to look at:',...
+%     'ListSize', [350, numel(condNames)*16]);
+% if ~iOk
+%     fprintf(1,'Cancelling...\n')
+%     return
+% end
+
+figure('Color',[1,1,1]);
+for figNo = 1:3
+    subplot(3,1,figNo)
+    plot(CFA_ISI(figNo).Vals(2).bns{1}, CFA_ISI(figNo).Vals(2).cts{1}./sum(CFA_ISI(figNo).Vals(2).cts{1}),'LineWidth',1);
+    % hold on
+    for a = 2: length(CFA_ISI(figNo).Vals(2).cts)
+        plot(CFA_ISI(figNo).Vals(2).bns{a}, CFA_ISI(figNo).Vals(2).cts{a}./sum(CFA_ISI(figNo).Vals(2).cts{a}),'LineWidth',1);
+    end
+    fig = gcf;
+%     ax = fig.Children;
+%     % ax.XTickLabel = round(exp(cellfun(@str2double,ax.XTickLabel)) * 1e3);
+%     %     xlabel(ax,'Time [ms]'); ylabel(ax,'ISI Probability');
+%     grid(ax,'on')
+    title(CFA_ISI(figNo).CondName)
+    
+end
+
+
diff --git a/Ross/PlotTriggeredISI.m b/Ross/PlotTriggeredISI.m
new file mode 100644
index 0000000..14d411a
--- /dev/null
+++ b/Ross/PlotTriggeredISI.m
@@ -0,0 +1,39 @@
+chCond = 1;
+figure('Color', 'White', 'Name', [TrigISIs(chCond).name]);
+hold on
+for wIndex = 1:2
+    CondNames = {'Baseline', 'Evoked'};
+    clr = {[0.5, 0, 0], [0, 1, 1]};
+    IsiStack = zeros(length(TrigISIs(chCond).Vals(wIndex).ISI), length(TrigISIs(chCond).Vals(wIndex).ISI{1}));
+    cumIsiStack = zeros(length(TrigISIs(chCond).Vals(wIndex).CumISI), length(TrigISIs(chCond).Vals(wIndex).CumISI{1}));
+    for cInd = 1:length(TrigISIs(chCond).Vals(wIndex).CumISI)
+        IsiStack(cInd,:) =  TrigISIs(chCond).Vals(wIndex).ISI{cInd};
+        cumIsiStack(cInd,:) =  TrigISIs(chCond).Vals(wIndex).CumISI{cInd};
+    end
+    % Getting rid of NaNs
+    cumIsiStack(length(TrigISIs(chCond).Vals(wIndex).CumISI) + 1,:) = NaN;
+    IsiStack(length(TrigISIs(chCond).Vals(wIndex).ISI) + 1,:) = NaN;
+    cumIndNaN = (length(TrigISIs(chCond).Vals(wIndex).CumISI) + 1);
+    for nInd = 1:(length(TrigISIs(chCond).Vals(wIndex).CumISI))
+        if isnan(cumIsiStack(nInd,:)) == true
+            cumIndNaN = [cumIndNaN; nInd];
+        end
+    end
+    cumIndNaN = sort(cumIndNaN, 'descend');
+    cumIsiStack(cumIndNaN,:) =[];
+    IsiStack(cumIndNaN,:) = [];
+    stckSz = size(cumIsiStack);
+    ISIcum = sum(cumIsiStack)/stckSz(1);
+    % Only if the bin widths are constant!!!
+    plot(TrigISIs(1).Vals(1).bns{1}, ISIcum, 'Color', clr{wIndex})
+end
+legend(CondNames)
+ylabel('Cumulative Fraction');
+xlabel('ISI (msecs)');
+xlim([-4, 1]);
+xticks([-4:1])
+ylim([0, 1]);
+fig = gcf;
+ax = gca;
+ax.FontSize = 20;
+ax.XTickLabel = 10.^cellfun(@str2double,ax.XTickLabel) * 1e3;
\ No newline at end of file
diff --git a/Ross/PoolDifMech.m b/Ross/PoolDifMech.m
new file mode 100644
index 0000000..7cd4456
--- /dev/null
+++ b/Ross/PoolDifMech.m
@@ -0,0 +1,1223 @@
+%% PoolDifMech
+
+clear
+close all
+clc
+%%
+dataDirs = {
+    '\\lsdf02.urz.uni-heidelberg.de\sd19b001\PainData\Corrected_Channel_Map\VPL\1.8.22\KS3__Nblocks2__9_9__0pt9__20\'
+    '\\lsdf02.urz.uni-heidelberg.de\sd19b001\PainData\Corrected_Channel_Map\VPL\4.8.22\KS3__Nblocks2__9_9__0pt9__20\'
+    '\\lsdf02.urz.uni-heidelberg.de\sd19b001\PainData\Corrected_Channel_Map\VPL\8.8.22\DifMech\VPL_E1_KS3__Nblocks2__9_9__0pt9__20\'
+    };
+
+selUnitDirs = {
+    '\\lsdf02.urz.uni-heidelberg.de\sd19b001\PainData\Corrected_Channel_Map\VPL\1.8.22\KS3__Nblocks2__9_9__0pt9__20\m51_ECE_Processing_-10-to-10\PopulationAnalysis\SelectedUnitData.mat'
+    '\\lsdf02.urz.uni-heidelberg.de\sd19b001\PainData\Corrected_Channel_Map\VPL\4.8.22\KS3__Nblocks2__9_9__0pt9__20\m50_ECE_Processing_-10-to-10\PopulationAnalysis\SelectedUnitData.mat'
+    '\\lsdf02.urz.uni-heidelberg.de\sd19b001\PainData\Corrected_Channel_Map\VPL\8.8.22\DifMech\VPL_E1_KS3__Nblocks2__9_9__0pt9__20\m53_VPL_E1_DifMech_ECE_Processing_-10-to-10\PopulationAnalysis\SelectedUnitData.mat'
+    };
+
+figureDir = '\\lsdf02.urz.uni-heidelberg.de\sd19b001\PainData\Corrected_Channel_Map\VPL\DifMechPooled';
+%% variables to be collected
+
+discStacks = false(0);
+csts = [];
+Data = [];
+sortedDatapooled = [];
+goodspooled = [];
+%% collecting trial numbers early
+chCond = 1;
+nExpts = size(dataDirs, 1);
+trialnumbers = [];
+for cexpt = 1:nExpts
+    dataDir = dataDirs{cexpt};
+    Conditions = dir([dataDir, '*analysis*.mat']);
+    [r, ~] = size(Conditions);
+    if r ~= 1
+        fprintf(['multiple or no analysis files in directory...\n' ...
+            'choose one \n'])
+        return
+    end
+    load([dataDir, Conditions.name]);
+    trialnumbers = [trialnumbers, size(Conditions(1).Triggers,chCond)];
+end
+
+constrials = min(trialnumbers);
+%% User controlling variables
+% Time lapse, bin size, and spontaneous and response windows
+promptStrings = {'Viewing window (time lapse) [s]:','Response window [s]',...
+    'Bin size [s]:'};
+defInputs = {'-2, 6', '0.1, 3', '0.05'};
+answ = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
+if isempty(answ)
+    fprintf(1,'Cancelling...\n');
+    return
+else
+    timeLapse = str2num(answ{1}); %#ok<*ST2NM>
+    if numel(timeLapse) ~= 2
+        timeLapse = str2num(inputdlg('Please provide the time window [s]:',...
+            'Time window',[1, 30], '-0.1, 0.1'));
+        if isnan(timeLapse) || isempty(timeLapse)
+            fprintf(1,'Cancelling...')
+            return
+        end
+    end
+    responseWindow = str2num(answ{2});
+    binSz = str2double(answ(3));
+end
+fprintf(1,'Time window: %.2f - %.2f ms\n',timeLapse(1)*1e3, timeLapse(2)*1e3)
+fprintf(1,'Response window: %.2f - %.2f ms\n',responseWindow(1)*1e3, responseWindow(2)*1e3)
+fprintf(1,'Bin size: %.3f ms\n', binSz*1e3)
+sponAns = questdlg('Mirror the spontaneous window?','Spontaneous window',...
+    'Yes','No','Yes');
+spontaneousWindow = -flip(responseWindow);
+if strcmpi(sponAns,'No')
+    spontPrompt = "Time before the trigger in [s] (e.g. -0.8, -0.6 s)";
+    sponDef = string(sprintf('%.3f, %.3f',spontaneousWindow(1),...
+        spontaneousWindow(2)));
+    sponStr = inputdlg(spontPrompt, 'Inputs',[1,30],sponDef);
+    if ~isempty(sponStr)
+        spontAux = str2num(sponStr{1});
+        if length(spontAux) ~= 2 || spontAux(1) > spontAux(2) || ...
+                spontAux(1) < timeLapse(1)
+            fprintf(1, 'The given input was not valid.\n')
+            fprintf(1, 'Keeping the mirror version!\n')
+        else
+            spontaneousWindow = spontAux;
+        end
+    end
+end
+fprintf(1,'Spontaneous window: %.2f to %.2f ms before the trigger\n',...
+    spontaneousWindow(1)*1e3, spontaneousWindow(2)*1e3)
+
+
+
+
+%% loading variables for a given experiment - Starting the for-loop
+
+for cexpt = 1:nExpts
+    dataDir = dataDirs{cexpt};
+    selUnits = selUnitDirs{cexpt};
+
+    Conditions = dir([dataDir, '*analysis*.mat']);
+    [r, ~] = size(Conditions);
+    if r ~= 1
+        fprintf(['multiple or no analysis files in directory...\n' ...
+            'choose one \n'])
+        return
+    end
+    load([dataDir, Conditions.name]);
+
+    % homogenising trial numbers
+    Conditions(chCond).Triggers = Conditions(chCond).Triggers(1:constrials,:);
+
+
+    sortedData = dir([dataDir, '*all_channels*.mat']);
+    [r, ~] = size(sortedData);
+    if r ~= 1
+        fprintf(['multiple or no all_channels files in directory...\n' ...
+            'choose one \n'])
+        return
+    end
+    load([dataDir, sortedData.name]);
+
+    clInfo = getClusterInfo([dataDir filesep 'cluster_info.tsv']);
+
+    if any(ismember(clInfo.Properties.VariableNames,'ActiveUnit'))
+        clInfo = removevars(clInfo, 'ActiveUnit');
+    end
+
+
+    expID =  dir([dataDir, '*expParams*.mat']);
+    [r, ~] = size(expID);
+    if r ~= 1
+        fprintf(['multiple or no expParams files in directory...\n'])
+        return
+    end
+    load([dataDir, expID.name], 'expID');
+
+    load(selUnits, 'unit_ids')
+
+
+    %% renaming units to avoid confusion
+
+
+    for i = 1:length(sortedData)
+        sortedData{i,1} = [expID, '_unit_', sortedData{i,1}];
+    end
+
+    for i = 1:height(clInfo)
+        clInfo.id{i,1} = [expID, '_unit_', clInfo.id{i,1}];
+        clInfo.Properties.RowNames{i,1} = clInfo.id{i,1};
+    end
+
+    for i = 1:length(unit_ids)
+        unit_ids{i} = [expID, '_unit_', unit_ids{i,1}];
+    end
+
+
+
+    %% global variables
+
+    goods = find(ismember(sortedData(:,1), unit_ids));
+
+    Triggers.MechStim = Triggers.MechStim * -1;
+
+    % Number of total samples
+    Ns = min(structfun(@numel,Triggers));
+    % Total duration of the recording
+    Nt = Ns/fs;
+
+    gclID = sortedData(goods,1);
+    % Logical spike trace for the first good cluster
+    spkLog = StepWaveform.subs2idx(round(sortedData{goods(1),2}*fs),Ns);
+    % Subscript column vectors for the rest good clusters
+    spkSubs = cellfun(@(x) round(x.*fs),sortedData(goods,2),...
+        'UniformOutput',false);
+    % Number of good clusters
+    Ncl = numel(goods);
+    % Redefining the stimulus signals from the low amplitude to logical values
+    whStim = {'piezo','whisker','mech','audio'};
+    cxStim = {'laser','light'};
+    lfpRec = {'lfp','s1','cortex','s1lfp'};
+    trigNames = fieldnames(Triggers);
+    numTrigNames = numel(trigNames);
+    ctn = 1;
+    continuousSignals = cell(numTrigNames,1);
+    continuousNameSub = zeros(size(trigNames));
+    while ctn <= numTrigNames
+        if contains(trigNames{ctn},whStim,'IgnoreCase',true)
+            continuousSignals{ctn} = Triggers.(trigNames{ctn});
+            continuousNameSub(ctn) = ctn;
+        end
+        if contains(trigNames{ctn},cxStim,'IgnoreCase',true)
+            continuousSignals{ctn} = Triggers.(trigNames{ctn});
+            continuousNameSub(ctn) = ctn;
+        end
+        if contains(trigNames{ctn},lfpRec,'IgnoreCase',true)
+            continuousSignals{ctn} = Triggers.(trigNames{ctn});
+            continuousNameSub(ctn) = ctn;
+        end
+        ctn = ctn + 1;
+    end
+    continuousSignals(continuousNameSub == 0) = [];
+    continuousNameSub(continuousNameSub == 0) = [];
+    trigNames = trigNames(continuousNameSub);
+
+
+
+    Data = [Data; clInfo(:,1:12)];
+
+    %% Constructing the stack out of the user's choice
+
+
+    onOffStr = 'on';
+
+    % discStack - dicrete stack has a logical nature
+    % cst - continuous stack has a numerical nature
+    % Both of these stacks have the same number of time samples and trigger
+    % points. They differ only in the number of considered events.
+
+    [~, cst] = getStacks(false,Conditions(chCond).Triggers,onOffStr,...
+        timeLapse,fs,fs,spkSubs,continuousSignals);
+    if cexpt == 1
+        nTriggerscst = size(cst, 1);
+    end
+
+
+
+    while size(cst, 1) > nTriggerscst
+        cst(end,:,:) = [];
+    end
+
+
+
+
+    while size(cst, 1) < nTriggerscst
+        csts(end,:,:) = [];
+    end
+
+    discStack = getStacks(false,Conditions(chCond).Triggers,onOffStr,...
+        timeLapse,fs,fs,spkSubs,continuousSignals);
+    if cexpt == 1
+        discStack(2,:,:) = [];
+    else
+        discStack(1:2,:,:) = [];
+    end
+
+    %% concatenating important variables across expts
+
+    tic
+    discStacks = cat(1, discStacks, discStack);
+    toc
+    csts = cat(1, csts, cst);
+
+
+    goodsoffset = size(sortedDatapooled,1);
+    goodspooled = cat(1, goodspooled, goods + goodsoffset);
+
+    sortedDatapooled = cat(1, sortedDatapooled, sortedData);
+
+end
+%%
+discStack = discStacks; clear discStacks
+cst = [mean(csts([1,3,5],:,:)); mean(csts([2,4,6],:,:))]; clear csts
+sortedData = sortedDatapooled; clear sortedDatapooled
+goods = goodspooled; clear goodspooled
+[Ne, Nt, NTa] = size(discStack);
+Ncl = numel(goods);
+% Computing the time axis for the stack
+tx = (0:Nt - 1)/fs + timeLapse(1);
+
+condNames = arrayfun(@(x) x.name,Conditions,'UniformOutput',false);
+consideredConditions = find(~ismember(1:length(Conditions), chCond));
+Nccond = length(consideredConditions);
+%% Boolean flags
+delayFlags = false(NTa,Nccond);
+counter2 = 1;
+for ccond = consideredConditions
+    delayFlags(:,counter2) = ismember(Conditions(chCond).Triggers(:,1),...
+        Conditions(ccond).Triggers(:,1));
+    counter2 = counter2 + 1;
+end
+Na = sum(delayFlags,1);
+
+%% Computing which units/clusters/putative neurons respond to the stimulus
+% Logical indices for fetching the stack values
+gclID = sortedData(goods,1);
+expName = 'pooled';
+sponActStackIdx = tx >= spontaneousWindow(1) & tx <= spontaneousWindow(2);
+respActStackIdx = tx >= responseWindow(1) & tx <= responseWindow(2);
+% The spontaneous activity of all the clusters, which are allocated from
+% the second until one before the last row, during the defined spontaneous
+% time window, and the whisker control condition.
+
+timeFlags = [sponActStackIdx;respActStackIdx];
+% Time window
+delta_t = diff(responseWindow);
+% Statistical tests
+[Results, Counts] = statTests(discStack, delayFlags, timeFlags);
+
+indCondSubs = cumsum(Nccond:-1:1);
+consCondNames = condNames(consideredConditions);
+% Plotting statistical tests
+[Figs, Results] = scatterSignificance(Results, Counts,...
+    consCondNames, delta_t, sortedData(goods,1));
+configureFigureToPDF(Figs);
+stFigBasename = fullfile(figureDir,[expName,' ']);
+stFigSubfix = sprintf(' Stat RW%.1f-%.1fms SW%.1f-%.1fms',...
+    responseWindow(1)*1e3, responseWindow(2)*1e3, spontaneousWindow(1)*1e3,...
+    spontaneousWindow(2)*1e3);
+ccn = 1;
+%for cc = indCondSubs
+for cc = 1:numel(Figs)
+    if ~ismember(cc, indCondSubs)
+        altCondNames = strsplit(Figs(cc).Children(2).Title.String,': ');
+        altCondNames = altCondNames{2};
+    else
+        altCondNames = consCondNames{ccn};
+        ccn = ccn + 1;
+    end
+    stFigName = [stFigBasename, altCondNames, stFigSubfix];
+    %     if ~exist([stFigName,'.pdf'],'file') || ~exist([stFigName,'.emf'],'file')
+    %         print(Figs(cc),[stFigName,'.pdf'],'-dpdf','-fillpage')
+    %         print(Figs(cc),[stFigName,'.emf'],'-dmeta')
+    %     end
+    savefig(Figs(cc),fullfile(figureDir, [altCondNames, stFigSubfix '.fig']));
+end
+
+H = cell2mat(cellfun(@(x) x.Pvalues,...
+    arrayfun(@(x) x.Activity, Results(indCondSubs), 'UniformOutput', 0),...
+    'UniformOutput', 0)) < 0.05;
+
+Htc = sum(H,2);
+CtrlCond = contains(consCondNames,'control','IgnoreCase',true);
+if ~nnz(CtrlCond)
+    CtrlCond = true(size(H,2),1);
+end
+wruIdx = any(H(:,CtrlCond),2);
+Nwru = nnz(wruIdx);
+
+fprintf('%d responding clusters:\n', Nwru);
+fprintf('- %s\n',gclID{wruIdx})
+
+%% Addition mean signals to the Conditions variable
+if ~isfield(Conditions,'Stimulus') ||...
+        any(arrayfun(@(x) isempty(x.Stimulus), Conditions(consideredConditions)))
+    fprintf(1,'Writting the stimulus raw signal into Conditions variable:\n')
+    whFlag = contains(trigNames, whStim, 'IgnoreCase', 1);
+    lrFlag = contains(trigNames, cxStim, 'IgnoreCase', 1);
+    cdel = 1;
+    for cc = consideredConditions
+        fprintf(1,'- %s\n', Conditions(cc).name)
+        Conditions(cc).Stimulus = struct(...
+            'Mechanical',reshape(mean(cst((1),:,delayFlags(:,cdel)),3),...
+            1,Nt),...
+            'MechPressure',reshape(mean(cst((2),:,delayFlags(:,cdel)),3),...
+            1,Nt),'TimeAxis',(0:Nt-1)/fs + timeLapse(1));
+        cdel = cdel + 1;
+    end
+    %save(fullfile(dataDir,[expName,'_analysis.mat']),'Conditions','-append')
+end
+
+
+%% Filter question
+filterIdx = true(Ne,1);
+ansFilt = questdlg('Would you like to filter for significance?','Filter',...
+    'Yes','No','Yes');
+filtStr = 'unfiltered';
+if strcmp(ansFilt,'Yes')
+    filterIdx = [true; wruIdx];
+    filtStr = 'Filtered';
+end
+%ruIdx = wruIdx;
+
+
+%% Ordering PSTH
+
+orderedStr = 'ID ordered';
+dans = questdlg('Do you want to order the PSTH other than by IDs?',...
+    'Order', 'Yes', 'No', 'No');
+ordSubs = 1:nnz(filterIdx(2:Ncl+1));
+pclID = gclID(filterIdx(2:end));
+if strcmp(dans, 'Yes')
+    %     if ~exist('clInfo','var')
+    %         clInfo = getClusterInfo(fullfile(dataDir,'cluster_info.tsv'));
+    %     end
+    % varClass = varfun(@class,clInfo,'OutputFormat','cell');
+    [ordSel, iOk] = listdlg('ListString', Data.Properties.VariableNames,...
+        'SelectionMode', 'multiple');
+    orderedStr = [];
+    ordVar = Data.Properties.VariableNames(ordSel);
+    for cvar = 1:numel(ordVar)
+        orderedStr = [orderedStr, sprintf('%s ',ordVar{cvar})]; %#ok<AGROW>
+    end
+    orderedStr = [orderedStr, 'ordered'];
+
+    if ~strcmp(ordVar,'id')
+        [~,ordSubs] = sortrows(Data(pclID,:),ordVar, 'ascend');
+    end
+end
+%% Plot PSTH
+% goodsIdx = logical(clInfo.ActiveUnit);
+csNames = fieldnames(Triggers);
+while size(csNames,1) > size(cst)
+    csNames(end) = [];
+end
+
+Nbn = diff(timeLapse)/binSz;
+if (Nbn - round(Nbn)) ~= 0
+    Nbn = ceil(Nbn);
+end
+PSTH = zeros(nnz(filterIdx) - 1, Nbn, Nccond);
+psthFigs = gobjects(Nccond,1);
+for ccond = 1:Nccond
+    figFileName = sprintf('%s %s VW%.1f-%.1f ms B%.1f ms RW%.1f-%.1f ms SW%.1f-%.1f ms %sset %s (%s)',...
+        expName, Conditions(consideredConditions(ccond)).name, timeLapse*1e3,...
+        binSz*1e3, responseWindow*1e3, spontaneousWindow*1e3, onOffStr,...
+        orderedStr, filtStr);
+    [PSTH(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx,:,:),timeLapse,...
+        ~delayFlags(:,ccond),binSz,fs);
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 15
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    psthFigs(ccond) = plotClusterReactivity(PSTH(ordSubs,:,ccond),trig,sweeps,timeLapse,binSz,...
+        [{Conditions(consideredConditions(ccond)).name};...
+        pclID(ordSubs)],...
+        strrep(expName,'_','\_'),...
+        stims, csNames);
+    configureFigureToPDF(psthFigs(ccond));
+    psthFigs(ccond).Children(end).YLabel.String =...
+        [psthFigs(ccond).Children(end).YLabel.String,...
+        sprintf('^{%s}',orderedStr)];
+    %     if ~exist([figFileName,'.pdf'], 'file')
+    %         print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.pdf']),...
+    %             '-dpdf','-fillpage')
+    %     end
+    %     if ~exist([figFileName,'.emf'], 'file')
+    %         print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.emf']),...
+    %             '-dmeta')
+    %     end
+
+end
+% for a = 1:length(consideredConditions)
+%     savefig(figure(a), fullfile(figureDir, [consCondNames{a}, '_filtered_PSTH_0.001binSz.fig']));
+% end
+
+
+%% Getting cluster info and adding variables to table
+
+ActiveUnit = false(height(Data),1);
+Data = addvars(Data,ActiveUnit,'NewVariableNames','ActiveUnit','After','id');
+Data{goods, 'ActiveUnit'} = true;
+
+window = diff(responseWindow);
+
+for a = 1: length(consCondNames)
+    Data{Data.ActiveUnit == true,[consCondNames{1,a}, '_Rate_Spont']} = mean(Counts{a,1}')'/window;
+    Data{Data.ActiveUnit == true,[consCondNames{1,a}, '_Rate_Evoked']} = mean(Counts{a,2}')'/window;
+end
+
+
+% Significant mechanical responses per condition
+b = length(consCondNames);
+for a = 1 : length(consCondNames)
+    Data{Data.ActiveUnit == true,[consCondNames{1,a}, '_R']} = Results(b).Activity(1).Pvalues < 0.05;
+    b = b + length(consCondNames) - a;
+end
+
+% Comparing Across Conditions (i.e. manipulation effect on spontaneous and evoked activity)
+% RAM: comment to explain what you are doing
+sZ = size(Counts);
+d = length(consCondNames);
+e = 1;
+f = length(consCondNames);
+for a = 1:length(consCondNames) - 1
+    for b = (a + 1): length(consCondNames)
+
+        for c = 1: sZ(1,2)
+            Data{Data.ActiveUnit == true,[consCondNames{1,a},'_vs_',consCondNames{1,b}, '_', Results(e).Activity(c).Type, '_Response']} = Results(e).Activity(c).Pvalues < 0.05;
+            %RAM example
+            %myString = [consCondNames{1,a},'_vs_',consCondNames{1,b}, '_', Results(e).Activity(c).Type, '_Response'];
+            %clInfo{clInfo.ActiveUnit == true,myString} = Results(e).Activity(c).Pvalues < 0.05;
+
+        end
+
+        e = e + 1;
+
+        if e == f
+            e = e + 1;
+        end
+    end
+    d = d - 1;
+    f = f + d;
+end
+writeClusterInfo(Data, fullfile(figureDir,'cluster_info_TonicResponses.tsv'));
+
+%% Rasters
+% DE_Jittering needs to be unfiltered for significance for this to work!
+csNames = fieldnames(Triggers);
+% csNames = csNames(2:end);
+IDs = csNames;
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+
+rasterDir = fullfile(figureDir,'Rasters\');
+if ~mkdir(rasterDir)
+    fprintf(1,'There was an issue with the figure folder...\n');
+end
+
+
+Power = NaN(length(consCondNames),1);
+for cc = 1:length(consCondNames)
+
+    mWfind = strfind(consCondNames{cc}, 'mW');
+
+    pwr = consCondNames{cc}(mWfind-2:mWfind+1);
+    if isnan(pwr)
+        pwrMissing = true;
+    elseif contains(pwr, '.')
+        pwr = consCondNames{cc}(mWfind-3:mWfind+1);
+    elseif contains(pwr, '_') || contains(pwr, ' ')
+        pwr = pwr(2:end);
+    end
+    pwr = str2double(pwr(1:end-2));
+    Power(cc) = pwr;
+end
+pwrs = unique(Power);
+
+med = 0.2;
+low = 0.4;
+high = 0;
+colours = ones(1,3);
+colours(1:4,:) = med; colours(5:8,:) = low; colours(9:10,:) = high;
+
+for a = 1%:length(pwrs)
+    pwr = pwrs(a);
+    % MchTblInd = ['Mech_Control_', num2str(pwr), 'mW_MR'];
+    % LasTblInd =  [20,21,22];%['Laser_Control_', num2str(pwr), 'mW_LR'];
+    % MchCondControl = ['Mech_Control_', num2str(pwr), 'mW'];
+    % LasCondControl = ['Laser_Control_', num2str(pwr), 'mW'];
+    % MchLasCond = ['Mech_Laser_', num2str(pwr), 'mW'];
+    % EffectTblInd = ['Mech_Control_', num2str(pwr), 'mW_vs_Mech_Laser_', num2str(pwr), 'mW_Evoked_Response'];
+    % TblInd = find(clInfo.ActiveUnit); % ATM this only makes rasters that show sig control mech response
+    % clIDind = clInfo.id(TblInd);
+    %     pwrInd = Power == pwr;
+    clIDind =  Data.id(Data.Mech_Low_R);
+    lngth = length(clIDind);
+    for a = 1:lngth
+        rng('default');
+        cl = clIDind(a);
+        clSel = find(ismember(pclID, cl));
+        %     if chCond == 1
+        %         rasCondSel = find(ismember(consCondNames, MchCondControl) | ismember(consCondNames, MchLasCond));
+        %         label = 'Mech';
+        %     else
+        %         rasCondSel = find(ismember(consCondNames, LasCondControl) | ismember(consCondNames, MchLasCond));
+        %         label = 'Laser';
+        %     end
+        rasCondSel = [1 2 3];
+        rasCond = consideredConditions(rasCondSel);
+        rasCondNames = consCondNames(rasCondSel);
+        Nrcl = numel(clSel);
+        % Reorganize the rasters in the required order.
+        clSub = find(ismember(gclID, pclID(clSel)))+1;
+        [rasIdx, rasOrd] = ismember(pclID(ordSubs), pclID(clSel));
+        clSub = clSub(rasOrd(rasIdx));
+        clSel = clSel(rasOrd(rasOrd ~= 0));
+        Nma = min(Na(rasCondSel));
+        rasFig = figure;
+        columns = length(pwrs);
+        Nrcond = length(rasCond);
+        ax = gobjects(4*Nrcond*Nrcl,1);
+        lidx = 1;
+        for cc = 1:length(rasCond)
+            % Equalize trial number
+            trigSubset = sort(randsample(Na(rasCondSel(cc)),Nma));
+            tLoc = find(delayFlags(:,rasCondSel(cc)));
+            tSubs = tLoc(trigSubset);
+            % Trigger subset for stimulation shading
+            trigAlSubs = Conditions(rasCond(cc)).Triggers(trigSubset,:);
+            timeDur = round(diff(trigAlSubs, 1, 2)/fs, 3);
+            trigChange = find(diff(timeDur) ~= 0);
+            for ccl = 1:Nrcl
+
+                stims = mean(cst(:,:,delayFlags(:,rasCondSel(cc))),3);
+                %                 stims = stims([2,3],:);
+
+                stims = stims - median(stims,2);
+
+
+
+                for cs = 2 %for cs = 1:size(stims,1)
+                    if abs(log10(var(stims(cs,:),[],2))) < 13
+                        [m,b] = lineariz(stims(cs,:),1,0);
+                        stims(cs,:) = m*stims(cs,:) + b;
+                    else
+                        stims(cs,:) = zeros(1,Nt);
+                    end
+                end
+
+                [r,c] = size(stims);
+
+                if r < c
+                    stims = stims';
+                    stmClr = zeros(r, 3);
+
+                end
+
+
+
+
+                for cs = 2 %for cs = 1:size(stims,1)
+                    if stims(1,cs) > 0.5
+                        stim = ones(size(stims(:,cs)))-stims(:,cs);
+                    else
+                        stim = stims(:,cs);
+                    end
+                    %                     dP=[0; diff(stim)];
+                    stim = smooth(stim,10);
+                    ax(lidx) = subplot(4*Nrcond, Nrcl, lidx);
+                    if exist('IDs','var')
+                        plot(trigTX,stim, 'LineStyle','-','LineWidth', 1,...
+                            'DisplayName', IDs{cs}, 'Color', stmClr(cs,:))
+                        %                         P = stim'; %ax(lidx).Children.YData;
+                        %                         dP = [0 diff(P)];
+                        %                         dP = smooth(dP,100);
+                        %                         dP = dP-mean(dP(1:100));dP=dP/max(dP);
+                        %
+                        %                         yyaxis right
+                        %                         plot(trigTX, dP, 'LineStyle','-','LineWidth', 1,...
+                        %                             'DisplayName', IDs{cs}, 'Color', stmClr(cs,:))
+                    else
+                        plot(trigTX,stim,'LineStyle','-','LineWidth',1, 'Color', stmClr(cs,:))
+
+                        %                         P = ax(lidx).Children.YData;
+                        %                         dP = [0 diff(P)];
+                        %                         dP = smooth(dP,100);
+                        %                         dP = dP-mean(dP(1:100));dP=dP/max(dP);
+                        %                         yyaxis right
+                        %                         plot(trigTX, dP, 'LineStyle','-','LineWidth', 1,...
+                        %                             'DisplayName', IDs{cs}, 'Color', stmClr(cs,:))
+                    end
+                    ax(lidx).Visible = 'off';
+
+
+                    %                                        ax2.Children(1).Color = defineColorForStimuli(IDs(cs));
+
+                    if cs == 1
+                        ax2.NextPlot = 'add';
+                    end
+
+                end
+                %                 ax = gca;
+                %
+                %
+                % %                 ax.YAxis(2).Limits = [0.015, 1];
+                % %                 ax.YAxis(2).Visible = 'off';
+                %                 ax.FontName ='Arial';
+                %                 ax.FontSize = 12;
+
+                %                 f=get(gca,'Children');
+                %                 legend(f)
+                %
+                lidx = lidx + 1;
+
+
+                %                 lidx = ccl + (cc - 1) * Nrcl;
+                ax(lidx) = subplot(4*Nrcond, Nrcl, lidx:lidx+2);       %  subplot( Nrcl, Nrcond, lidx); % to plot the other way around
+                title(ax(lidx),sprintf(rasCondNames{cc}), 'Interpreter', 'none') % ,pclID{clSel(ccl)}
+                plotRasterFromStack(discStack([1,clSub(ccl)],:,tSubs),...
+                    timeLapse, fs,'',ax(lidx));
+                %                    plotRasterFromStack(discStack([1,clSub(ccl)],:,tSubs),...
+                %                     timeLapse, fs,'',colours(lidx,:),ax(lidx));
+                ax(lidx).YAxisLocation = 'origin';ax(lidx).YAxis.TickValues = Nma;
+                ax(lidx).YAxis.Label.String = 'Trials';
+                %                 ax(lidx).YAxis.Label.Position =...
+                %                     [timeLapse(1)-timeLapse(1)*0.65, Nma,0];
+                %             ax(lidx).XAxis.TickLabels =...
+                %                 cellfun(@(x) (x)*1e3, ax(lidx).XAxis.TickValues,...
+                %                 'UniformOutput', 0);
+                xlabel(ax(lidx), 'Time [s]')
+                initSub = 0;
+                optsRect = {'EdgeColor','none','FaceColor','none'};
+                for ctr = 1:numel(trigChange)
+                    rectangle('Position',[0, initSub,...
+                        timeDur(trigChange(ctr)), trigChange(ctr)],optsRect{:})
+                    initSub = trigChange(ctr);
+                end
+                rectangle('Position', [0, initSub, timeDur(Nma),...
+                    Nma - initSub],optsRect{:})
+
+                %                 ax(lidx).XAxis.Visible = 'off';
+                ax(lidx).YAxis.Visible = 'off';
+                stims = mean(cst(:,:,delayFlags(:,rasCondSel(cc))),3);
+                %                 stims = stims([2,3],:);
+
+                stims = stims - median(stims,2);
+
+
+
+                for cs = 2 %for cs = 1:size(stims,1)
+                    if abs(log10(var(stims(cs,:),[],2))) < 13
+                        [m,b] = lineariz(stims(cs,:),1,0);
+                        stims(cs,:) = m*stims(cs,:) + b;
+                    else
+                        stims(cs,:) = zeros(1,Nt);
+                    end
+                end
+
+                [r,c] = size(stims);
+
+                if r < c
+                    stims = stims';
+                    stmClr = zeros(r, 3);
+
+                end
+
+                %                 stmClr =[ 1 0 0 0.25; 0 1 1 0.25];
+
+
+
+                lidx = lidx + 3;
+
+
+            end
+        end
+
+
+
+
+
+        rasConds = rasCondNames{1};
+        if length(rasCondNames) > 1
+            for r = 2:length(rasCondNames)
+                rasConds = [rasConds, '+', rasCondNames{r}];
+            end
+        end
+
+
+        ax(2).Title.Color = colours(2,:);
+        ax(6).Title.Color = colours(6,:);
+        ax(10).Title.Color = colours(10,:);
+        ax(1).Children.Color = colours(1,:);
+        ax(5).Children.Color = colours(5,:);
+        ax(9).Children.Color = colours(9,:);
+
+
+        linkaxes(ax,'x')
+        rasFigName = ['Unit_', cell2mat(cl), '_', ];
+        rasFig.Name = [rasFigName, '_', num2str(pwr), 'mW'];
+        configureFigureToPDF (rasFig);
+        set(rasFig, 'Position', get(0, 'ScreenSize')/2);
+        saveas(rasFig,fullfile(rasterDir, [rasFigName,'_',rasConds,'_', num2str(timeLapse(1)), '_to_', num2str(timeLapse(2)),'.emf']));
+        %savefig(rasFig,fullfile(rasterDir, [rasFigName, ' ', num2str(pwr), 'mW.fig']));
+        savefig(rasFig,fullfile(rasterDir, [rasFigName,'_',rasConds, '.fig']));
+    end
+end
+
+
+%% print mech responses to pdf
+targetdir = [figureDir filesep 'difMech']; %put all individual pdfs here, replace blocking with whatever makes sense
+mergedir=print_all_figs(targetdir,'-dpdf');  %print all open figures to pdf
+cd(figureDir)
+merge_PDF_dir(mergedir)  %merge all single figure pdfs to one large pdf, in this directory
+
+
+%% Ordering PSTH
+filterIdx = [true; ismember(gclID, Data.id(Data.Mech_Low_R))];
+orderedStr = 'ID ordered';
+ordSubs = 1:nnz(filterIdx(2:Ncl+1));
+pclID = gclID(filterIdx(2:end));
+
+
+
+
+%% PSTHs for comparisons
+binSz = 0.5;
+% goodsIdx = logical(clInfo.ActiveUnit);
+csNames = fieldnames(Triggers);
+while size(csNames,1) > size(cst)
+    csNames(end) = [];
+end
+
+Nbn = diff(timeLapse)/binSz;
+if (Nbn - round(Nbn)) ~= 0
+    Nbn = ceil(Nbn);
+end
+PSTH = zeros(nnz(filterIdx) - 1, Nbn, Nccond);
+psthFigs = gobjects(Nccond,1);
+for ccond = 1:Nccond
+    figFileName = sprintf('%s %s VW%.1f-%.1f ms B%.1f ms RW%.1f-%.1f ms SW%.1f-%.1f ms %sset %s (%s)',...
+        expName, Conditions(consideredConditions(ccond)).name, timeLapse*1e3,...
+        binSz*1e3, responseWindow*1e3, spontaneousWindow*1e3, onOffStr,...
+        orderedStr, filtStr);
+    [PSTH(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx,:,:),timeLapse,...
+        ~delayFlags(:,ccond),binSz,fs);
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    PSTH = PSTH./binSz/sum(delayFlags(:,1));
+
+end
+
+%%
+for unit = 1:size(PSTH, 1)
+    figure('Name',['unit_', pclID{unit}], 'Color', 'white')
+    hold on
+    for ccond = 1:length(consideredConditions)
+        plot(PSTH(unit,:,ccond));
+    end
+    ax = gca;
+    legend(consCondNames);
+    ax.XTickLabel = ax.XTick*binSz-2;
+
+end
+
+
+%% PopPSTH By Group
+colours = [0,0,0.75; 0, 0.75, 0; 0.75, 0, 0.75];
+figure('Name','DifMech_PopPSTH', 'Color','white'); hold on
+[Ncl, Npt, Nconds] = size(PSTH);
+psthTX = linspace(timeLapse(1),timeLapse(2),Npt);
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+for ccond = 1:length(consideredConditions)
+
+
+    medPSTH = median(sum(PSTH(:,1:40,ccond),1,'omitnan')/(Ncl * sweeps * binSz));
+    popPSTH = sum(PSTH(:,:,ccond),1,'omitnan')/(Ncl * sweeps * binSz);
+    %         popPSTH = popPSTH-medPSTH;
+    popPSTH = smooth(popPSTH, 5);
+    plot(psthTX,popPSTH, 'LineWidth',1.5, 'Color',colours(ccond,:));
+
+
+end
+leg = legend;
+leg.String = consCondNames;
+leg.Box = 'off';
+leg.FontName = 'Arial';
+ax = gca;
+ax.FontSize = 25;
+leg.Location = 'northeast';
+ax.XTickLabel = ax.XTick*binSz-2;
+
+%% Absolute Pressure Difference Comparison
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+colours = [0,0,0.75; 0, 0.75, 0; 0.75, 0, 0.75];
+cs = 2;
+stims = mean(cst,3);
+[m,b] = lineariz(stims(cs,:),1,0);
+stims(cs,:) = m*stims(cs,:) + b;
+% figure('Color','white', 'Name', 'AvPressure');
+% plot(stims(cs,:))
+
+figure('Color','white', 'Name', 'Pressures');
+
+hold on
+
+for ccond = 1:Nccond
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    if abs(log10(var(stims(cs,:),[],2))) < 15
+        stims(cs,:) = m*stims(cs,:) + b;
+        stims(cs,:) = stims(cs,:) - min(stims(cs,:));
+
+        stims(cs,:) = smooth(stims(cs,:),10^4);
+    else
+        stims(cs,:) = zeros(1,Nt);
+    end
+    plot(trigTX, stims(cs,:), 'Color',colours(ccond,:), 'LineWidth',2)
+end
+
+leg = legend;
+leg.String = consCondNames;
+leg.Box = 'off';
+leg.FontName = 'Arial';
+ax = gca;
+ax.FontSize = 25;
+leg.Location = 'northeast';
+
+%% Delta Pressure Difference Comparison
+
+colours = [0,0,0.75; 0, 0.75, 0; 0.75, 0, 0.75];
+cs = 2;
+stims = mean(cst,3);
+[m,b] = lineariz(stims(cs,:),1,0);
+stims(cs,:) = m*stims(cs,:) + b;
+% figure('Color','white', 'Name', 'AvPressure');
+% plot(stims(cs,:))
+
+figure('Color','white', 'Name', '\Delta Pressures');
+
+hold on
+
+for ccond = 1:Nccond
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    if abs(log10(var(stims(cs,:),[],2))) < 15
+        stims(cs,:) = m*stims(cs,:) + b;
+        stims(cs,:) = stims(cs,:) - min(stims(cs,:));
+
+        stims(cs,:) = smooth(stims(cs,:),10^4);
+    else
+        stims(cs,:) = zeros(1,Nt);
+    end
+    stim = diff(stims(cs,:));
+    stim = smooth(stim, 10^4);
+    plot(stim, 'color', colours(ccond,:), 'LineWidth', 1.25);
+end
+fig = gcf;
+ax = gca;
+ax.FontName = 'Arial';
+ax.FontSize = 25;
+
+%% Rasters
+
+csNames = fieldnames(Triggers);
+% csNames = csNames(2:end);
+IDs = csNames;
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+
+
+rasterDir = fullfile(figureDir,'Rasters\');
+if ~mkdir(rasterDir)
+    fprintf(1,'There was an issue with the figure folder...\n');
+end
+
+colours = [0,0,0.75; 0, 0.25, 0; 0.5, 0, 0.5];
+cs = 2;
+
+clIDind =  pclID;
+lngth = length(clIDind);
+for a = 1:lngth
+    rng('default');
+    cl = clIDind(a);
+    clSel = find(ismember(pclID, cl));
+    %     if chCond == 1
+    %         rasCondSel = find(ismember(consCondNames, MchCondControl) | ismember(consCondNames, MchLasCond));
+    %         label = 'Mech';
+    %     else
+    %         rasCondSel = find(ismember(consCondNames, LasCondControl) | ismember(consCondNames, MchLasCond));
+    %         label = 'Laser';
+    %     end
+    rasCondSel = [1 2 3];
+    rasCond = consideredConditions(rasCondSel);
+    rasCondNames = consCondNames(rasCondSel);
+    Nrcl = numel(clSel);
+    % Reorganize the rasters in the required order.
+    clSub = find(ismember(gclID, pclID(clSel)))+1;
+    [rasIdx, rasOrd] = ismember(pclID(ordSubs), pclID(clSel));
+    clSub = clSub(rasOrd(rasIdx));
+    clSel = clSel(rasOrd(rasOrd ~= 0));
+    Nma = min(Na(rasCondSel));
+    rasFig = figure('Color','white');
+    Nrcond = length(rasCond);
+    ax = gobjects(4*Nrcond*Nrcl,1);
+    lidx = 1;
+    for cc = 1:length(rasCond)
+        % Equalize trial number
+        trigSubset = sort(randsample(Na(rasCondSel(cc)),Nma));
+        tLoc = find(delayFlags(:,rasCondSel(cc)));
+        tSubs = tLoc(trigSubset);
+        % Trigger subset for stimulation shading
+        trigAlSubs = Conditions(rasCond(cc)).Triggers(trigSubset,:);
+        timeDur = round(diff(trigAlSubs, 1, 2)/fs, 3);
+        trigChange = find(diff(timeDur) ~= 0);
+
+        for ccl = 1:Nrcl
+            ax(lidx) = subplot(6*Nrcond, Nrcl, lidx:lidx+1);
+            %  subplot( Nrcl, Nrcond, lidx); % to plot the other way around
+            %             title(ax(lidx),sprintf(rasCondNames{cc}), 'Interpreter', 'none') % ,pclID{clSel(ccl)}
+
+            plotRasterFromStack(discStack([1,clSub(ccl)],:,tSubs),...
+                timeLapse, fs,'',ax(lidx));
+            ax(lidx).YAxisLocation = 'origin';ax(lidx).YAxis.TickValues = Nma;
+            ax(lidx).YAxis.Label.String = 'Trials';
+
+            xlabel(ax(lidx), 'Time [s]')
+            initSub = 0;
+            optsRect = {'EdgeColor','none','FaceColor','none'};
+            for ctr = 1:numel(trigChange)
+                rectangle('Position',[0, initSub,...
+                    timeDur(trigChange(ctr)), trigChange(ctr)],optsRect{:})
+                initSub = trigChange(ctr);
+            end
+            rectangle('Position', [0, initSub, timeDur(Nma),...
+                Nma - initSub],optsRect{:})
+
+            ax(lidx).XAxis.Visible = 'off';
+            ax(lidx).YAxis.Visible = 'off';
+
+            lidx = lidx + 2;
+
+
+
+
+            ax(lidx) = subplot(6*Nrcond, Nrcl, lidx:lidx+3);
+            stims = mean(cst(:,:,delayFlags(:,rasCondSel(cc))),3);
+            if abs(log10(var(stims(cs,:),[],2))) < 15
+                stims(cs,:) = m*stims(cs,:) + b;
+                stims(cs,:) = stims(cs,:) - min(stims(cs,:));
+
+                stims(cs,:) = smooth(stims(cs,:),10^4);
+            else
+                stims(cs,:) = zeros(1,Nt);
+            end
+            stim = [0, diff(stims(cs,:))];
+            stim = smooth(stim, 10^4);
+            %             stim = stim - min(stim);
+
+            yyaxis right
+            plot(trigTX,stim, 'Color',colours(rasCondSel(cc),:), 'LineWidth',1.5)
+            ylim([-10^-4, 10^-4]);
+
+
+
+            yyaxis left
+            if exist('IDs','var')
+                area(trigTX,stims(cs,:), 'FaceColor', [0.75,0.75,0.75], 'LineStyle','none')
+
+
+            else
+                area(trigTX,stim(cs,:), 'FaceColor', [0.75,0.75,0.75], 'LineStyle','none')
+
+            end
+            ax(lidx).Visible = 'off';
+            ylim([-1,1]);
+
+
+
+            if cs == 1
+                ax2.NextPlot = 'add';
+            end
+
+        end
+
+
+
+
+
+
+
+
+
+
+
+        lidx = lidx + 4;
+
+
+    end
+
+
+
+
+
+
+    rasConds = rasCondNames{1};
+    if length(rasCondNames) > 1
+        for r = 2:length(rasCondNames)
+            rasConds = [rasConds, '+', rasCondNames{r}];
+        end
+    end
+
+
+
+
+
+    linkaxes(ax,'x')
+    rasFigName = ['Unit_', cell2mat(cl), '_', ];
+    rasFig.Name = rasFigName;
+    configureFigureToPDF (rasFig);
+    saveas(rasFig,fullfile(rasterDir, [rasFigName,'_',rasConds,'_', num2str(timeLapse(1)), '_to_', num2str(timeLapse(2)),'.emf']));
+    %savefig(rasFig,fullfile(rasterDir, [rasFigName, ' ', num2str(pwr), 'mW.fig']));
+    savefig(rasFig,fullfile(rasterDir, [rasFigName,'_',rasConds, '.fig']));
+end
+%% Pressures vs PopPSTHs
+colours = [0,0,0.75; 0, 0.25, 0; 0.5, 0, 0.5];
+[Ncl, Npt, Nconds] = size(PSTH);
+psthTX = linspace(timeLapse(1),timeLapse(2),Npt);
+cs = 2;
+lidx = 1;
+fig = figure('Color','white', 'Name', 'PopPSTHwithPressures');
+for ccond = 1:length(consideredConditions)
+    ax(lidx) = subplot(6*Nccond, 1, lidx:lidx+1);
+    medPSTH = median(sum(PSTH(:,1:40,ccond),1,'omitnan')/(Ncl * sweeps * binSz));
+    popPSTH = sum(PSTH(:,:,ccond),1,'omitnan')/(Ncl * sweeps * binSz);
+    %         popPSTH = popPSTH-medPSTH;
+    popPSTH = smooth(popPSTH, 5);
+    plot(psthTX,popPSTH, 'LineWidth',1.5, 'Color',colours(ccond,:))
+    ylim([ax(lidx).YLim(1), 4]);
+
+    ax(lidx).XAxis.Visible = 'off';
+
+
+
+
+    lidx = lidx + 2;
+
+    ax(lidx) = subplot(6*Nccond, 1, lidx:lidx+3);
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    if abs(log10(var(stims(cs,:),[],2))) < 15
+        stims(cs,:) = m*stims(cs,:) + b;
+        stims(cs,:) = stims(cs,:) - min(stims(cs,:));
+
+        stims(cs,:) = smooth(stims(cs,:),10^4);
+    else
+        stims(cs,:) = zeros(1,Nt);
+    end
+    stim = [0, diff(stims(cs,:))];
+    stim = smooth(stim, 10^4);
+    %             stim = stim - min(stim);
+
+    yyaxis right
+    plot(trigTX,stim, 'Color',[0,0,0], 'LineWidth',1.5)
+    ylim([-10^-4, 10^-4]);
+
+
+
+    yyaxis left
+    if exist('IDs','var')
+        area(trigTX,stims(cs,:), 'FaceColor', [0.75,0.75,0.75], 'LineStyle','none')
+
+
+    else
+        area(trigTX,stim(cs,:), 'FaceColor', [0.75,0.75,0.75], 'LineStyle','none')
+
+    end
+    ax(lidx).Visible = 'off';
+    ylim([-1,1]);
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+    lidx = lidx + 4;
+
+
+end
+
+
+%% Abs pressure vs PopPTH overlay
+
+%% Absolute Pressure Difference Comparison
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+pressurecolours = [0.8,0.8,0.8; 0.7, 0.7, 0.7; 0.9, 0.9, 0.9];
+
+cs = 2;
+stims = mean(cst,3);
+[m,b] = lineariz(stims(cs,:),1,0);
+stims(cs,:) = m*stims(cs,:) + b;
+colours = [0,0,0.75; 0, 0.25, 0; 0.5, 0, 0.5];
+[Ncl, Npt, Nconds] = size(PSTH);
+psthTX = linspace(timeLapse(1),timeLapse(2),Npt);
+
+fig = figure('Color','white', 'Name', 'Pressures');
+
+yyaxis right
+
+hold on
+
+for ccond = [3, 1, 2]
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    if abs(log10(var(stims(cs,:),[],2))) < 15
+        stims(cs,:) = m*stims(cs,:) + b;
+        stims(cs,:) = stims(cs,:) - min(stims(cs,:));
+
+        stims(cs,:) = smooth(stims(cs,:),10^4);
+    else
+        stims(cs,:) = zeros(1,Nt);
+    end
+    area(trigTX,stims(cs,:), 'FaceColor', pressurecolours(ccond,:), 'LineStyle','none')
+end
+
+
+
+yyaxis left
+hold on
+
+for ccond = 1:length(consideredConditions)
+    medPSTH = median(sum(PSTH(:,1:40,ccond),1,'omitnan')/(Ncl * sweeps * binSz));
+    popPSTH = sum(PSTH(:,:,ccond),1,'omitnan')/(Ncl * sweeps * binSz);
+    %         popPSTH = popPSTH-medPSTH;
+    popPSTH = smooth(popPSTH, 5);
+    plot(psthTX,popPSTH, 'LineWidth',2, 'Color',colours(ccond,:), 'LineStyle', '-')
+end
+
+
+leg = legend;
+leg.String = [consCondNames{3}, consCondNames{1}, consCondNames{2}, consCondNames];
+leg.Box = 'off';
+leg.FontName = 'Arial';
+ax = gca;
+ax.XLabel.String = 'Time [secs]';
+ax.YAxis(2).Visible = 'off';
+ax.YAxis(1).Label.String = 'Spike Frequency[Hz]';
+ax.FontSize = 25;
+leg.Location = 'northeast';
+set(gca, 'SortMethod', 'depth');
+
+configureFigureToPDF (fig);
+saveas(fig,fullfile(figureDir, 'MechPressure+PopPSTHs.emf'));
+savefig(fig,fullfile(figureDir, 'MechPressure+PopPSTHs.fig'));
\ No newline at end of file
diff --git a/Ross/PoolPain.m b/Ross/PoolPain.m
new file mode 100644
index 0000000..a9d48f9
--- /dev/null
+++ b/Ross/PoolPain.m
@@ -0,0 +1,2484 @@
+% PoolPain is a script that takes in all the experiments to be analysed
+% together and will then analyse them ala DE_Jittering/PAIN scripts
+
+% It is recommended to analyse eache experiment individually to assess
+% whether each experiment worked and should be included
+
+
+%% Choose a Directory to save info to
+pooledDataDir = uigetdir('Z:\',...
+    'Choose a working directory');
+if pooledDataDir == 0
+    return
+end
+
+% Creating the figure directory
+figureDir = fullfile(pooledDataDir,'Figures\');
+if ~mkdir(figureDir)
+    fprintf(1,'There was an issue with the figure folder...\n');
+end
+%%
+% Select the experiment folders and add to the Analysis struct
+Analysis.Experiments = struct;
+nExpts = str2double(cell2mat(inputdlg('How Many Experiments are you considering?')));
+
+for exp = 1:nExpts
+    Analysis.Experiments(exp).Directory = uigetdir('Z:\',...
+        'Choose a working directory');
+    if Analysis.Experiments(exp).Directory == 0
+        return
+    end
+end
+
+%% Get data from the selected directories
+
+ObjNames = {'bin', 'all_channels', 'analysis', 'cluster_info'};
+for exp = 1:nExpts
+    
+    cDir = Analysis.Experiments(exp).Directory;
+    % fprintf(['Reading the relevant files in ', cDir , '. \n This may take a few mins'])
+    files = {dir(fullfile(cDir, '*.bin')),...
+        dir(fullfile(cDir, '*all_channels.mat')),...
+        dir(fullfile(cDir, '*analysis.mat')),...
+        dir(fullfile(cDir, '*cluster_info.tsv'))};
+    
+    
+    
+    
+    mouseIDfind = strfind(files{2}.name, 'm');
+    mouseIDfind = mouseIDfind(1);
+    find_ = strfind(files{2}.name, '_');
+    find_ = find_(1);
+    mouseID{exp} = files{2}.name(mouseIDfind:find_);
+    
+    
+    for name = 1:length(ObjNames)
+        Analysis.Experiments(exp).(ObjNames{name}) = {};
+    end
+    
+    
+    for ind = 1:length(files)
+        file = files{ind};
+        
+        if length(file) > 1
+            promptStr = {'Select the relevant file: '};
+            input = struct2cell(file);
+            input = (cell(input(1,1:end)))';
+            fileNo = listdlg('PromptString', promptStr, 'ListString', input);
+            file = dir(fullfile(cDir, file(fileNo).name));
+            Analysis.Experiments(exp).(ObjNames{ind}) = file;
+        elseif length(file) < 1
+            if ind == 3
+                fprintf(['There is no ', ObjNames{ind}, ' file in directory ', num2str(exp), ' \n']);
+                ansFilt = questdlg('Would you like to create one with the smrx files?','Filter',...
+                    'Yes','No','Yes');
+                if strcmp(ansFilt,'Yes')
+                    fs = Analysis.Experiments(exp).all_channels.fs; % This won't work, all_channels hasn't been loaded in yet
+                    expName = inputdlg('Please give a name to the analysis file:', 'FileName', [1, 50]);
+                    expName = expName{1};
+                    iOk = getTriggers(expName, cDir, fs);
+                    file = dir(fullfile(cDir, '*analysis.mat'));
+                    % Bring this file back into the analysis and make
+                    % getTriggers an iOK function
+                end
+            end
+            
+            
+            
+            fprintf(['There is no ', ObjNames{ind}, ' file in directory ', num2str(exp), ' \n']);
+            fprintf('Maybe you can find one manually? \n \n');
+        else
+            Analysis.Experiments(exp).(ObjNames{ind}) = file;
+        end
+        
+    end
+    
+    for mat = [2,3]
+        indx = Analysis.Experiments(exp).(ObjNames{mat});
+        Analysis.Experiments(exp).(ObjNames{mat}) = load([indx.folder, '\', indx.name]);
+    end
+    
+    tsv = 4;
+    indx = Analysis.Experiments(exp).(ObjNames{tsv});
+    Analysis.Experiments(exp).(ObjNames{tsv}) = getClusterInfo([indx.folder, '\', indx.name]);
+end
+
+
+%% Combining the tables together & altering unit names for pooled analysis
+for exp = 1:nExpts
+    if sum(contains(Analysis.Experiments(exp).cluster_info.Properties.VariableNames, 'abs_depth')) < 1
+        promptStrings = {'How deep was your probe? (um)'};
+        defInputs = {'1500'};
+        dpth = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
+        
+        dpth = str2double(dpth{1});
+        
+        
+        abs_depth = dpth - Analysis.Experiments(exp).cluster_info.depth;
+        % dif = abs(dpth) - 1275;
+        % abs_depth = clInfo.depth + dif;
+        
+        
+        
+        
+        Analysis.Experiments(exp).cluster_info = addvars(Analysis.Experiments(exp).cluster_info,abs_depth,'After','depth',...
+            'NewVariableNames','abs_depth');
+        
+        
+    end
+    for ind = 1:length(Analysis.Experiments(exp).cluster_info.id)
+        Analysis.Experiments(exp).cluster_info.id{ind} = [mouseID{exp}, Analysis.Experiments(exp).cluster_info.id{ind}];
+        Analysis.Experiments(exp).cluster_info.Properties.RowNames{ind} = Analysis.Experiments(exp).cluster_info.id{ind};
+        Analysis.Experiments(exp).all_channels.sortedData{ind} = Analysis.Experiments(exp).cluster_info.id{ind};
+    end
+end
+
+All_Units = Analysis.Experiments(1).cluster_info(:,[1,3:13]);
+for nClInfo = 2: nExpts
+    
+    
+    All_Units = [All_Units; Analysis.Experiments(nClInfo).cluster_info(:,[1,3:13])];
+end
+
+%% User controlling variables
+% Time lapse, bin size, and spontaneous and response windows
+promptStrings = {'Viewing window (time lapse) [s]:','Response window [s]',...
+    'Bin size [s]:'};
+defInputs = {'-2, 6', '0.5, 2', '0.01'};
+answ = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
+if isempty(answ)
+    fprintf(1,'Cancelling...\n')
+    return
+else
+    timeLapse = str2num(answ{1}); %#ok<*ST2NM>
+    if numel(timeLapse) ~= 2
+        timeLapse = str2num(inputdlg('Please provide the time window [s]:',...
+            'Time window',[1, 30], '-0.1, 0.1'));
+        if isnan(timeLapse) || isempty(timeLapse)
+            fprintf(1,'Cancelling... \n')
+            return
+        end
+    end
+    responseWindow = str2num(answ{2});
+    binSz = str2double(answ(3));
+end
+fprintf(1,'Time window: %.2f - %.2f ms\n',timeLapse(1)*1e3, timeLapse(2)*1e3)
+fprintf(1,'Response window: %.2f - %.2f ms\n',responseWindow(1)*1e3, responseWindow(2)*1e3)
+fprintf(1,'Bin size: %.3f ms\n', binSz*1e3)
+sponAns = questdlg('Mirror the spontaneous window?','Spontaneous window',...
+    'Yes','No','Yes');
+spontaneousWindow = -flip(responseWindow);
+if strcmpi(sponAns,'No')
+    spontPrompt = "Time before the trigger in [s] (e.g. -0.8, -0.6 s)";
+    sponDef = string(sprintf('%.3f, %.3f',spontaneousWindow(1),...
+        spontaneousWindow(2)));
+    sponStr = inputdlg(spontPrompt, 'Inputs',[1,30],sponDef);
+    if ~isempty(sponStr)
+        spontAux = str2num(sponStr{1});
+        if length(spontAux) ~= 2 || spontAux(1) > spontAux(2) || ...
+                spontAux(1) < timeLapse(1)
+            fprintf(1, 'The given input was not valid.\n')
+            fprintf(1, 'Keeping the mirror version!\n')
+        else
+            spontaneousWindow = spontAux;
+        end
+    end
+end
+fprintf(1,'Spontaneous window: %.2f to %.2f ms before the trigger\n',...
+    spontaneousWindow(1)*1e3, spontaneousWindow(2)*1e3)
+statFigFileNameEndings = {'.pdf','.emf'};
+printOpts = {{'-dpdf','-fillpage'},'-dmeta'};
+
+cellLogicalIndexing = @(x,idx) x(idx);
+
+expCo = 1;
+
+
+
+%% Experiment loop
+% For all the chosen experiments, perform the statistical test and save its
+% results, and extract the spike times for all clusters blending in the
+% trial information for a PDF calculation
+relativeSpikeTimes = cell(nExpts);
+activeUnits = [];
+for cExp = 1:nExpts
+    
+    dataDir = Analysis.Experiments(cExp).Directory;
+    sortedData = Analysis.Experiments(cExp).all_channels.sortedData;
+    fs = Analysis.Experiments(cExp).all_channels.fs;
+    Conditions = Analysis.Experiments(cExp).analysis.Conditions;
+    Triggers = Analysis.Experiments(cExp).analysis.Triggers;
+    
+    
+    
+    %% Constructing the helper 'global' variables
+    if (fs - (1/33.3e-6)) > 1
+        fprintf(2, '%.3f kHz different sampling frequency!\n', fs/1e3);
+        [~, cfld] = fileparts(dataDir);
+        fprintf(2, 'Skipping %s\n', cfld);
+        continue
+    end
+    % Number of total samples
+    Ns = structfun(@numel,Triggers);
+    Ns = min(Ns(Ns>1));
+    % Total duration of the recording
+    Nt = Ns/fs;
+    
+    
+    autoCorr = @(x) neuroCorr(x, corrWin, 1, fs);
+    % Useless clusters (labeled as noise or they have very low firing rate)
+    badsIdx = cellfun(@(x) x==3, sortedData(:,3)); bads = find(badsIdx);
+    silentUnits = cellfun(@(x) (numel(x)/Nt) < 0.1, sortedData(:,2));
+    bads = union(bads, find(silentUnits));
+    goods = setdiff(1:size(sortedData,1),bads);
+    badsIdx = badsIdx | silentUnits;
+    
+    activeUnits = [activeUnits; ~badsIdx];
+    
+    gclID = sortedData(goods,1);
+    % Logical spike trace for the first good cluster
+    spkLog = StepWaveform.subs2idx(round(sortedData{goods(1),2}*fs),Ns);
+    % Subscript column vectors for the rest good clusters
+    spkSubs = cellfun(@(x) round(x.*fs),sortedData(goods(2:end),2),...
+        'UniformOutput',false);
+    % Number of good clusters
+    Ncl = numel(goods);
+    % Redefining the stimulus signals from the low amplitude to logical values
+    whStim = {'piezo','whisker','mech','audio'};
+    cxStim = {'laser','light'};
+    lfpRec = {'lfp','s1','cortex','s1lfp'};
+    trigNames = fieldnames(Triggers);
+    numTrigNames = numel(trigNames);
+    continuousSignals = struct2cell(Triggers);
+    % User defined conditions
+    
+    Nt = round(sum(ceil(abs(timeLapse)*fs))+1);
+    % Computing the time axis for the stack
+    tx = (0:Nt - 1)/fs + timeLapse(1);
+    %% Condition triggered stacks
+    condNames = arrayfun(@(x) x.name,Conditions,'UniformOutput',false);
+    condGuess = contains(condNames, 'whiskerall', 'IgnoreCase', true);
+    % Choose the conditions to create the stack upon
+    [chCond, iOk] = listdlg('ListString',condNames,'SelectionMode','single',...
+        'PromptString',...
+        'Choose the condition which has all Mechanical triggers: (one condition)',...
+        'InitialValue', find(condGuess), 'ListSize', [350, numel(condNames)*16]);
+    if ~iOk
+        fprintf(1,'Cancelling...\n')
+        return
+    end
+    
+    % Select the onset or the offset of a trigger
+    fprintf(1,'Condition ''%s''\n', Conditions(chCond).name)
+    onOffStr = questdlg('Trigger on the onset or on the offset?','Onset/Offset',...
+        'on','off','Cancel','on');
+    if strcmpi(onOffStr,'Cancel')
+        fprintf(1,'Cancelling...\n')
+        return
+    end
+    
+    %% Considered conditions selection
+    % Choose the conditions to look at
+    auxSubs = setdiff(1:numel(condNames), chCond);
+    ccondNames = condNames(auxSubs);
+    [cchCond, iOk] = listdlg('ListString',ccondNames,'SelectionMode','multiple',...
+        'PromptString',...
+        'Choose the condition to analyse (Only one intenstiy!):',...
+        'ListSize', [350, numel(condNames)*16]);
+    if ~iOk
+        fprintf(1,'Cancelling...\n')
+        return
+    end
+    
+    cchCond = flip(cchCond); % Flip the conditions to get Control on x-axis later
+    
+    % Select the onset or the offset of a trigger
+    fprintf(1,'Condition(s):\n')
+    fprintf('- ''%s''\n', Conditions(auxSubs(cchCond)).name)
+    
+%     ansFilt = questdlg('Would you like to filter for significance?','Filter',...
+%         'Yes','No','Yes');
+%     filtStr = 'unfiltered';
+%     if strcmp(ansFilt,'Yes')
+%         filtStr = 'filtered';
+%     end
+    % Subscript to indicate the conditions with all whisker stimulations,
+    % whisker control, laser control, and the combination whisker and laser.
+    consideredConditions = cchCond;
+    Nccond = length(consideredConditions);
+    
+    % Select the onset or the offset of a trigger
+    fprintf(1,'Condition(s):\n')
+    fprintf('- ''%s''\n', Conditions(auxSubs(cchCond)).name)
+    % Subscripts and names for the considered conditions
+    consCondNames = condNames(consideredConditions);
+    
+    % Time windows for comparison between conditions and activity
+    sponActStackIdx = tx >= spontaneousWindow(1) & tx <= spontaneousWindow(2);
+    respActStackIdx = tx >= responseWindow(1) & tx <= responseWindow(2);
+    % The spontaneous activity of all the clusters, which are allocated from
+    % the second until one before the last row, during the defined spontaneous
+    % time window, and the whisker control condition.
+    
+    timeFlags = [sponActStackIdx; respActStackIdx];
+    % Time window
+    delta_t = diff(responseWindow);
+    % Spontaneous vs evoked comparison
+    indCondSubs = cumsum(Nccond:-1:1);
+    isWithinResponsiveWindow =...
+        @(x) x > responseWindow(1) & x < responseWindow(2);
+    
+    % Constructing the stack out of the user's choice
+    % discStack - dicrete stack has a logical nature
+    % cst - continuous stack has a numerical nature
+    % Both of these stacks have the same number of time samples and trigger
+    % points. They differ only in the number of considered events.
+    [auxDStack, auxCStack] = getStacks(spkLog, Conditions(chCond).Triggers,...
+        onOffStr, timeLapse, fs, fs, spkSubs, continuousSignals);
+    % Number of clusters + the piezo as the first event + the laser as the last
+    % event, number of time samples in between the time window, and number of
+    % total triggers.
+    [Ne, Nt, NTa] = size(auxDStack);
+    
+    % Computing which alignment points belong to which condition.
+    auxDelayFlags = false(NTa,Nccond);
+    counter2 = 1;
+    for ccond = consideredConditions
+        auxDelayFlags(:,counter2) = ismember(Conditions(chCond).Triggers(:,1),...
+            Conditions(ccond).Triggers(:,1));
+        counter2 = counter2 + 1;
+    end
+    NaNew = sum(auxDelayFlags,1);
+    
+    % All spikes in a cell format
+    spkSubs = cat(1, {round(sortedData{goods(1),2}*fs)}, spkSubs);
+    
+    %     % Autocorrelation for all active units
+    %
+    %     corrFileName = fullfile(dataDir, '*_ccorr.mat');
+    %     corrFiles = dir(corrFileName); corrCorr =...
+    %         arrayfun(@(x) contains(x.name, sprintf('%.2f', corrWin*1e3)),...
+    %         corrFiles);
+    %     if ~isempty(corrFiles) && any(corrCorr)
+    %         load(fullfile(corrFiles(corrCorr).folder,corrFiles(corrCorr).name),...
+    %             'corrs')
+    %         eaCorr = cellfun(@(x) x(1,:), corrs, 'UniformOutput', 0);
+    %     else
+    %         eaCorr = arrayfun(autoCorr, spkSubs, 'UniformOutput', 0);
+    %         eaCorr = cat(1, eaCorr{:});
+    %     end
+    %     eaCorr = cat(1, eaCorr{:});
+    %     eaCorr = sparse(eaCorr);
+    % %     % Computing the lag axis for the auto-correlograms
+    % %     b = -ceil(Ncrs/2)/fs; corrTx = (1:Ncrs)'/fs + b;
+    
+    % Computing the firing rate during the different conditions
+    NaCount = 1;
+    % Experiment firing rate and ISI per considered condition
+    efr = zeros(Ncl, size(consideredConditions,2), 'single');
+    eisi = cellfun(@(x) diff(x), spkSubs, 'UniformOutput', 0);
+    econdIsi = cell(Ncl, size(consideredConditions,2));
+    econdSpks = econdIsi;
+    trainDuration = 1;
+    for ccond = consideredConditions
+        itiSub = mean(diff(Conditions(ccond).Triggers(:,1)));
+        consTime = [Conditions(ccond).Triggers(1,1) - round(itiSub/2),...
+            Conditions(ccond).Triggers(NaNew(NaCount),2) + round(itiSub/2)]...
+            ./fs;
+        [efr(:,NaCount),~, econdSpks(:,NaCount), econdIsi(:,NaCount)] =...
+            getSpontFireFreq(spkSubs, Conditions(ccond).Triggers,...
+            consTime, fs, trainDuration + delta_t + responseWindow(1));
+        NaCount = NaCount + 1;
+    end
+    
+    %     % Getting the clusters' waveforms
+    %     sewf = getClusterWaveform(gclID, dataDir);
+    %     sewf(:,1) = cellfun(@(x) [sprintf('%d_',cexp), x], sewf(:,1),...
+    %         'UniformOutput', 0);
+    %     mswf = cellfun(@(x) mean(x,2), sewf(:,2),'UniformOutput', 0);
+    %     mswf = cat(2, mswf{:});
+    %     cwID = sewf(:,1);
+    %% Building the population stack
+    % Removing not considered conditions
+    if sum(NaNew) ~= NTa
+        emptyRow = find(~sum(auxDelayFlags,2));
+        auxDelayFlags(emptyRow,:) = [];
+        auxDStack(:,:,emptyRow) = [];
+        auxCStack(:,:,emptyRow) = [];
+    end
+    %     clInfo.id = cellfun(@(x) [sprintf('%d_',cexp), x], clInfo.id,...
+    %         'UniformOutput', 0);
+    %     clInfo.Properties.RowNames = clInfo.id;
+    if cExp == 1
+        % First assignment
+        delayFlags = auxDelayFlags;
+        discStack = auxDStack;
+        cStack = auxCStack;
+        %         clInfoTotal = clInfo;
+        NaStack = NaNew;
+        %         popClWf = mswf;
+        % %         pcwID = cwID;
+        pfr = efr;
+        pisi = eisi;
+        %         paCorr = eaCorr;
+        pcondIsi = econdIsi;
+        pcondSpks = econdSpks;
+        pSpkSubs = spkSubs;
+    else
+        pfr = cat(1, pfr, efr);
+        pisi = cat(1, pisi, eisi);
+        %         paCorr = cat(1, paCorr, eaCorr);
+        pcondIsi = cat(1, pcondIsi, econdIsi);
+        pcondSpks = cat(1, pcondSpks, econdSpks);
+        %         popClWf = cat(2, popClWf, mswf);
+        %         pcwID = cat(1, pcwID, cwID);
+        pSpkSubs = cat(1, pSpkSubs, spkSubs);
+        % Homogenizing trial numbers
+        if any(NaNew ~= NaStack)
+            NaMin = min(NaStack, NaNew);
+            NaMax = max(NaStack, NaNew);
+            trigSubset = cell(numel(NaStack),1);
+            for cc = 1:numel(NaStack)
+                trigSubset{cc} = sort(randsample(NaMax(cc),NaMin(cc)));
+                if NaStack(cc) == NaMin(cc)
+                    tLoc = find(auxDelayFlags(:,cc));
+                    try
+                        tSubs = tLoc(trigSubset{cc});
+                    catch
+                        trigSubset{cc} = sort(randsample(numel(tLoc),NaMin(cc)));
+                        tSubs = tLoc(trigSubset{cc});
+                    end
+                    auxDelayFlags(setdiff(tLoc,tSubs),:) = [];
+                    auxDStack(:,:,setdiff(tLoc,tSubs)) = [];
+                    auxCStack(:,:,setdiff(tLoc,tSubs)) = [];
+                else
+                    tLoc = find(delayFlags(:,cc));
+                    tSubs = tLoc(trigSubset{cc});
+                    delayFlags(setdiff(tLoc,tSubs),:) = [];
+                    discStack(:,:,setdiff(tLoc,tSubs)) = [];
+                    cStack(:,:,setdiff(tLoc,tSubs)) = [];
+                    NaStack(cc) = NaNew(cc);
+                end
+            end
+        end
+        
+        % When the stacks have different order for different conditions
+        if nnz(size(auxDelayFlags) - size(delayFlags))
+            [ntrials, nconds] = size(delayFlags);
+            [nctrials, ncconds] = size(auxDelayFlags);
+            fprintf(1,'There are more trials in ')
+            if ntrials > nctrials
+                fprintf(1, 'DelayFlags\n')
+                
+            else
+                fprintf(1, 'AuxDelayFlags\n')
+                emptyADFFlag = ~any(auxDelayFlags,2);
+                if (nctrials - sum(emptyADFFlag)) ~= ntrials
+                    fprintf(1, 'The populated trials are different in ')
+                    fprintf(1, 'each delayFlag matrix!!\n')
+                end
+                auxDelayFlags(emptyADFFlag,:) = [];
+                auxDStack(:,:,emptyADFFlag) = [];
+                auxCStack(:,:,emptyADFFlag) = [];
+            end
+        end
+        if nnz(auxDelayFlags - delayFlags)
+            [stOrd, ~] = find(delayFlags);
+            [astOrd , ~] = find(auxDelayFlags);
+            auxDStack(:,:,stOrd) = auxDStack(:,:,astOrd);
+            cStack(:,:,stOrd) = cStack(:,:,astOrd);
+            auxDelayFlags(stOrd,:) = auxDelayFlags(astOrd,:);
+        end
+        auxDStack(1,:,:) = [];
+        discStack = cat(1, discStack, auxDStack);
+        cStack = cat(1, cStack, auxCStack);
+    end
+end
+
+%% Homogenising the condition names
+
+controlFlag = false(Nccond,1);
+mechFlag = false(Nccond,1);
+lasFlag = false(Nccond,1);
+
+for ccond = 1:Nccond
+    controlFlag(ccond,1) = ~isempty(strfind(consCondNames{1, ccond}, 'Control'));
+    mechFlag(ccond,1) = ~isempty(strfind(consCondNames{1, ccond}, 'Mech'));
+    lasFlag(ccond,1) = ~isempty(strfind(consCondNames{1, ccond}, 'Laser'));
+end
+
+if sum(mechFlag & controlFlag) > 0
+    consCondNames{mechFlag&controlFlag} = 'Mech_Control';
+end
+if sum(mechFlag & lasFlag) > 0
+    consCondNames{mechFlag&lasFlag} = 'Mech_Laser';
+end
+if sum(lasFlag & controlFlag) > 0
+    consCondNames{lasFlag&controlFlag} = 'Laser_Control';
+end
+
+%% Creating the data table (All_Units)
+if ~any(ismember(All_Units.Properties.VariableNames,'ActiveUnit'))
+    try
+        All_Units = addvars(All_Units,activeUnits==1,'After','id',...
+            'NewVariableNames','ActiveUnit');
+    catch
+        All_Units = addvars(All_Units,false(size(All_Units,1),1),'After','id',...
+            'NewVariableNames','ActiveUnit');
+        All_Units{sortedData(activeUnits==1,1),'ActiveUnit'} = true;
+        fprintf(1,'Not all clusters are curated!\n')
+        fprintf(1,'%s\n',dataDir)
+    end
+    try
+        writeClusterInfo(All_Units,fullfile(pooledDataDir,'All_Units.tsv'),true);
+    catch
+        fprintf(1,'Unable to write cluster info for %s\n',pooledDataDir)
+    end
+end
+
+gclID = All_Units{All_Units.ActiveUnit == true,'id'};
+Ncl = numel(gclID);
+Ne = size(discStack, 1);
+
+
+%% Optotagging and Separating Populations
+
+
+
+rng('default');
+
+for cExp = 1:nExpts
+    dataDir = Analysis.Experiments(cExp).Directory;
+    sortedData = Analysis.Experiments(cExp).all_channels.sortedData;
+    fs = Analysis.Experiments(cExp).all_channels.fs;
+    Conditions = Analysis.Experiments(cExp).analysis.Conditions;
+    Triggers = Analysis.Experiments(cExp).analysis.Triggers;
+    clInfo = Analysis.Experiments(cExp).cluster_info;
+    
+    clInd = ismember(clInfo.id, gclID);
+    Depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+    Depths = sortrows(Depths,'Var2','ascend');
+    ID = Depths{:,1};
+    depth = Depths.Var2;
+    spkInd = [];
+    for i = 1:length(ID)
+        spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+    end
+    
+    tm = 5e-2;
+    
+    
+    
+    
+    
+    condNames = arrayfun(@(x) x.name,Conditions,'UniformOutput',false);
+    condGuess = contains(condNames, 'whiskerall', 'IgnoreCase', true);
+    % Choose the conditions to create the stack upon
+    [tCond, iOk] = listdlg('ListString',condNames,'SelectionMode','single',...
+        'PromptString',...
+        'which conditions would you like to use for the opto-tagging?',...
+        'InitialValue', find(condGuess), 'ListSize', [350, numel(condNames)*16]);
+    if ~iOk
+        fprintf(1,'Cancelling...\n')
+        return
+    end
+    
+    TriggerTimes = Conditions(tCond).Triggers;
+    [Latencies, Fidelities] = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, tm);
+    if cExp == 1
+        mn = (cellfun(@mean, Latencies)*1e3);
+        sd = (cellfun(@std, Latencies)*1e3);
+        jitter = randi(20,size(depth));
+        depth = depth + jitter; % adding small jitter for visualisation
+        depths = -1*depth;
+        depthID = ID;
+        spkInds = spkInd;
+        
+    else
+        mn = [mn; (cellfun(@mean, Latencies)*1e3)];
+        sd = [sd; (cellfun(@std, Latencies)*1e3)];
+        jitter = randi(20,size(depth));
+        depthID = [depthID; ID];
+        jitter = randi(20,size(depth));
+        depth = depth + jitter; % adding small jitter for visualisation
+        depths = [depths; -1*depth];
+        offset = length(spkInds);
+        spkInds = [spkInds; spkInd + offset];
+    end
+    
+    
+end
+
+% Optotagging
+
+
+% Time lapse, bin size, and spontaneous and response windows
+promptStrings = {'Tagged Latencies between [s]:','Tagged Standard Devs between [s]'};
+defInputs = {'2, 9', '0.2, 4'};
+answ = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
+if isempty(answ)
+    fprintf(1,'Cancelling...\n')
+    return
+else
+    latencyCutoffs = str2num(answ{1}); %#ok<*ST2NM>
+    if numel(latencyCutoffs) ~= 2
+        timeLapse = str2num(inputdlg('Please provide both the min and the max latency [s]:',...
+            'Time window',[1, 30], '-0.1, 0.1'));
+        if isnan(timeLapse) || isempty(timeLapse)
+            fprintf(1,'Cancelling... \n')
+            return
+        end
+    end
+    sdCutoffs = str2num(answ{2});
+end
+fprintf(1,'Tagged Latencies between: %.2f - %.2f ms\n',timeLapse(1)*1e3, timeLapse(2)*1e3)
+fprintf(1,'Tagged Standard Deviations between: %.2f - %.2f ms\n',responseWindow(1)*1e3, responseWindow(2)*1e3)
+
+
+
+
+% Removing and highlighting dodgy units from plot
+lowestLat = latencyCutoffs(1);
+lowestSD = sdCutoffs(1);
+dodgyMean = depthID(find(mn<lowestLat));
+dodgySD = depthID(find(sd<lowestSD));
+fprintf(['\n The following units have mean latenices lower than ', num2str(lowestLat), 'ms '...
+    '\n and have been removed from the plot: \n']);
+for a = 1:length(dodgyMean)
+    fprintf([num2str(dodgyMean{a}), '\n']);
+end
+fprintf(['\n The following units have standard devations lower than ', num2str(lowestSD), 'ms '...
+    '\n and have been removed from the plot: \n']);
+for a = 1:length(dodgySD)
+    fprintf([num2str(dodgySD{a}), '\n']);
+end
+
+mn(mn<lowestLat) = NaN;
+sd(sd<lowestSD) = NaN;
+nan = isnan(mn) | isnan(sd);
+fd = cell2mat(Fidelities);
+
+latencyCutoffs = sort(latencyCutoffs, 'ascend');
+sdCutoffs = sort(sdCutoffs, 'ascend');
+
+tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2);
+
+TaggedIDs = depthID(tagged);
+taggedInd = spkInds(tagged);
+%     TaggedIDs = sortedData(taggedInd,1);
+nontagged = ~tagged & ~nan;
+
+minDepth = min(depths(tagged));
+maxDepth = max(depths(tagged));
+
+name = 'Pooled Optotagging';
+fig = figure('Name', name, 'Color', 'White');
+
+subplot(3,2,2)
+x = [sum(nontagged), sum(tagged)];
+explode = [0, 1];
+% labels = {['Tagged Fraction = ',num2str(tg), '%'], ' '};
+pie(x, explode)
+ax = gca;
+ax.FontName = 'Arial';
+if sum(tagged) > 0
+    ax.Children(2).FaceColor = [0, 0.5, 1];
+    ax.Children(4).FaceColor = [0.5 0.5 0.5];
+else
+    ax.Children(2).FaceColor = [0.5 0.5 0.5];
+end
+ax.FontSize = 15;
+% ax.FontName = 'Times New Roman';
+
+% Formatting (text is in weird place if there are no tagged cells)
+
+if sum(tagged) == 0
+    lgd = legend;
+    lgd.String{1} = ['Untagged'];
+    text(-5,1.0,['Selection Criteria:'],'FontSize', 15 );
+    text(-5,0.75,['Mean Latencies between ' num2str(latencyCutoffs(1)), ' and ',num2str(latencyCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(-5,0.50,['Standard Deviations between ' num2str(sdCutoffs(1)), ' and ',num2str(sdCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(-5,-0.25,'Opto-tagged Units Displayed:', 'FontSize', 15);
+    text(-5,-0.5,['Depths between ' num2str(minDepth), ' and ',num2str(maxDepth), '\mum'], 'Interpreter', 'tex', 'FontSize', 10);
+    lgd.String{2} = ['Opto-tagged'];
+    lgd.Location = 'northoutside';
+    %lgd.Box = 'off';
+    
+else
+    lgd = legend;
+    lgd.String{1} = ['Untagged'];
+    text(-6,1.5,['Selection Criteria:'],'FontSize', 15 );
+    text(-6,1,['Mean Latencies between ' num2str(latencyCutoffs(1)), ' and ',num2str(latencyCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(-6,0.50,['Standard Deviations between ' num2str(sdCutoffs(1)), ' and ',num2str(sdCutoffs(2)), 'ms'], 'FontSize', 10);
+    text(-6,-0.5,'Opto-tagged Units Displayed:', 'FontSize', 15);
+    text(-6,-1,['Depths between ' num2str(maxDepth), ' and ',num2str(minDepth), '\mum'], 'Interpreter', 'tex', 'FontSize', 10);
+    lgd.String{2} = ['Opto-tagged'];
+    lgd.Location = 'northoutside';
+    %lgd.Box = 'off';
+end
+subplot(3,2,4)
+
+scatter(mn(~tagged),sd(~tagged), 5, [0.5, 0.5, 0.5], '*') % scatter(mn(~tagged),sd(~tagged), 1+4*fd(~tagged), [0.5, 0.5, 0.5], '*')
+hold on
+scatter(mn(tagged),sd(tagged),5, [0, 0.5, 1], '*') % scatter(mn(tagged),sd(tagged),1+4*fd(tagged), [0, 0.5, 1], '*')
+hold off
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([0,round(round(max(sd))+5,-1)]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+xlabel('First-Spike Latency [ms]');
+ylabel('StdDev [ms]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], (ax.YLim(2))*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontName = 'Arial';
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = ['Units (n=', num2str(sum(nontagged)), ')'];
+lgd.String{2} = ['Opto-tagged Units (n=', num2str(sum(tagged)), ')'];
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 8;
+
+
+subplot(1,2,1)
+
+errorbar(mn(~tagged),depths(~tagged),sd(~tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color', [0.5, 0.5, 0.5], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 0, 'MarkerFaceColor',[0.5,0.5,0.5]);
+hold on
+errorbar(mn(tagged),depths(tagged),sd(tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color',[0, 0.5, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 0, 'MarkerFaceColor',[0,0.5,1]);
+hold off
+
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([round(round(min(depths),-2)/2,-2)*2-200,0]);
+yticks([round(round(min(depths),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+xlabel('First-Spike Latency [ms]');
+ylabel('Unit Depth [\mum]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontName = 'Arial';
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+% lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = (['Unit Mean +/- SD (n=', num2str(sum(nontagged)), ')']);
+lgd.String{2} = (['Opto-tagged Units (n=', num2str(sum(tagged)), ')']);
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 8;
+
+subplot(3,2,6)
+
+h = histogram(round(mn(~tagged)));
+h.FaceColor = [0.5, 0.5, 0.5];
+hold on
+j = histogram(round(mn(tagged)));
+j.FaceColor = [0, 0.5, 1];
+hold off
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+% ylim([0,sum(mode(round(mn)+5))]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+yMax = max([max(h.BinCounts), max(j.BinCounts)]);
+ylim([0, round(yMax + 5, -1)]);
+xlabel('First-Spike Latency [ms]');
+ylabel('Frequency [no. of units]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+ax.FontName = 'Arial';
+laserLngth = linspace(0, pulseWidth + 0.5);
+hold on
+laser = plot(laserLngth, (ax.YLim(2))*ones(length(laserLngth),1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth + 0.5, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+
+lgd = legend;
+lgd.String{1} = ['Units (n=', num2str(sum(nontagged)), ')'];
+lgd.String{2} = ['Opto-tagged Units (n=', num2str(sum(tagged)), ')'];
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+lgd.FontSize = 8;
+
+idxTagged = ismember(All_Units.id, TaggedIDs);
+if ~any(ismember(All_Units.Properties.VariableNames,'Tagged'))
+    All_Units = addvars(All_Units,idxTagged,'After','ActiveUnit',...
+        'NewVariableNames','Tagged');
+end
+
+
+
+%% Finding subpopulations with K means (run Optotagging section first)
+nkm = 3;
+rng('default');
+
+name = 'Pooled Subpopulations';
+
+kmat = [mn, sd, depths];
+
+km = kmeans(kmat(~nan,:), nkm, 'Replicates', 50);
+GroupIDs = cell(nkm,1);
+
+colours = [0,0,0; 1,0,0; 0,1,0; 0,0,1; 1,1,0; 1,0,1];
+
+fig = figure('Name', name, 'Color', 'White');
+
+
+for sub = 1:nkm
+    GroupIDs{sub,1} = sub;
+    GroupIDs{sub,2} = depthID(km==sub);
+    errorbar(mn(km == sub),depths(km == sub),sd(km == sub), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color', colours(sub,:), 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 0, 'MarkerFaceColor', colours(sub,:));
+    hold on
+end
+hold off
+
+
+legend
+lgd = legend;
+for sub = 1:nkm
+    lgd.String{sub} = ['Group ', num2str(sub), ' mean latency +/- SD'];
+end
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([round(round(min(depths),-2)/2,-2)*2-200,0]);
+yticks([round(round(min(depths),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+xlabel('First-Spike Latency [ms]');
+ylabel('Unit Depth [\mum]', 'Interpreter', 'tex')
+
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontName = 'Arial';
+ax.FontSize = 20;
+lgd.String{sub+1} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 8;
+
+
+
+
+%% Finding subpopulations with user-defined latencies and jitter (Run optotagging first)
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+purple = [0.5,0,0.5];
+colours = [green; red; blue];
+
+name = 'Population Separations';
+
+
+tagged = mn > 2 & mn <= 9 & sd >=0.2 & sd <= 4; % Could make these a Nby2 matrix 2 assign groups based on latency, jitter, depth
+tagged = tagged & depths >-1500 & depths <-800;
+group1 = mn > 9 & mn <= 18 & sd >=0.5 & sd <= 10;
+group1 = group1 & depths >-650 & depths <-200;
+group2 = mn > 15 & mn <= 50 & sd >=0.2 & sd <= 50;
+group2 = group2 & depths <-700 & depths >-1000;
+
+other = ~tagged & ~group1 & ~group2;
+
+
+nTagged = sum(tagged);
+nGroup1 = sum(group1);
+nGroup2 = sum(group2);
+nOther = sum(other);
+
+% Plotting
+
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+
+
+%Plotting the first data point of each group member for the legend
+firstGroup1 = find(group1, 1, 'first');
+firstGroup2 = find(group2, 1, 'first');
+firstL6 = find(tagged, 1, 'first');
+
+tagged(firstL6) = false;
+group1(firstGroup1) = false;
+group2(firstGroup2) = false;
+
+
+fig = figure('Name', name, 'Color', 'White');
+
+hold on
+
+errorbar(mn(firstGroup1),depths(firstGroup1),sd(firstGroup1), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', green, 'MarkerSize', 2, 'LineWidth', 0.01, 'CapSize', 5, 'MarkerFaceColor', green);
+errorbar(mn(firstGroup2),depths(firstGroup2),sd(firstGroup2), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', red, 'MarkerSize', 2, 'LineWidth', 0.01, 'CapSize', 5, 'MarkerFaceColor', red);
+errorbar(mn(firstL6),depths(firstL6),sd(firstL6), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', blue, 'MarkerSize', 2, 'LineWidth', 0.01, 'CapSize', 5, 'MarkerFaceColor', blue);
+
+leg = legend;
+
+
+
+hold on
+
+errorbar(mn(group1),depths(group1),sd(group1), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', green, 'MarkerSize', 2, 'LineWidth', 0.01, 'CapSize', 5, 'MarkerFaceColor', green);
+%errorbar(mn(laterRS),Dpth(laterRS),sd(laterRS), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', [1, 0, 0], 'MarkerSize', 6, 'LineWidth', 0.01, 'CapSize', 5); %, 'MarkerFaceColor', [1, 0, 0]);
+
+errorbar(mn(group2),depths(group2),sd(group2), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', red, 'MarkerSize', 2, 'LineWidth', 0.01, 'CapSize', 5, 'MarkerFaceColor', red);
+%errorbar(mn(latestRS),Dpth(latestRS),sd(latestRS), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', [0, 1, 0], 'MarkerSize', 6, 'LineWidth', 0.01, 'CapSize', 5); %, 'MarkerFaceColor', [0, 1, 0]);
+
+errorbar(mn(tagged),depths(tagged),sd(tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', blue, 'MarkerSize', 2, 'LineWidth', 0.01, 'CapSize', 5, 'MarkerFaceColor', blue);
+%errorbar(mn(taggedRS),Dpth(taggedRS),sd(taggedRS), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', [0.25, 0.5, 1], 'MarkerSize', 6, 'LineWidth', 0.01, 'CapSize', 5); %, 'MarkerFaceColor', [0.25, 0.5, 1]);
+
+leg.String(4:end) = [];
+leg.String(4:end-1) = [];
+leg.Box = 'off';
+legend('Location', 'southeast');
+
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([round(round(min(depths),-2)/2,-2)*2-200,0]);
+yticks([-2000:500:0]);
+xlim([0 50]);
+xticks(0:10:50);
+xlabel('Latency [ms]');
+ylabel('Depth [\mum]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+leg = legend;
+leg.String = [{'L4 Mean +/- SD'}, {'L5 Mean +/- SD'}, {'L6 Mean +/- SD'},  {['Laser Pulse (',num2str(pulseWidth), 'ms)']}];
+leg.FontSize = 10;
+ax.FontName = 'Arial';
+ax.FontSize = 15;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+% lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+% lgd = legend;
+% lgd.String{1} = (['Unit Mean +/- SD (n=', num2str(sum(nontagged)), ')']);
+% lgd.String{2} = (['Opto-tagged Units (n=', num2str(sum(tagged)), ')']);
+% lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+
+hold off
+
+
+Group1 = depthID(group1);
+Group2 = depthID(group2);
+L6 = depthID(tagged);
+
+
+
+
+
+% Pie Chart
+
+x = [nGroup1, nGroup2, nTagged, nOther];
+explode = ones(1,4);
+labels = [{'L4'}, {'L5'}, {'L6'}, {'Other'}];
+
+figure('Color', 'White');
+pie(x, explode)
+leg = legend;
+leg.String = labels;
+leg.Box = 'Off';
+leg.Location = 'eastoutside';
+leg.FontSize = 8;
+
+
+ax = gca;
+ax.Children(2).FaceColor = [1,1,1];
+ax.Children(4).FaceColor = blue;
+ax.Children(6).FaceColor = red;
+ax.Children(8).FaceColor = green;
+ax.FontName = 'Arial';
+
+for slice = 1:2:2*length(x)
+ax.Children(slice).FontName = 'Arial';
+ax.Children(1).FontSize = 10;
+end
+
+ax.Children(2).FaceColor = [1,1,1];
+ax.Children(4).FaceColor = blue;
+ax.Children(6).FaceColor = red;
+ax.Children(8).FaceColor = green;
+
+for slice = 2:2:2*length(x)
+    ax.Children(slice).EdgeColor = [1,1,1];
+end
+
+
+%% Population analysis
+
+chExps = ['_', mouseID{1}];
+if length(mouseID) > 1
+    
+    for expNo = 2:length(mouseID)
+        chExps = [chExps, mouseID{expNo}, '_'];
+    end
+end
+chExps = chExps(1:end-1);
+[~,expName] = fileparts(pooledDataDir);
+dataDir = pooledDataDir;
+% Statistical tests
+[Results, Counts] = statTests(discStack, delayFlags, timeFlags);
+
+% Plotting statistical tests
+[figs, Results] = scatterSignificance(Results, Counts,...
+    consCondNames, delta_t, gclID);
+arrayfun(@configureFigureToPDF, figs);
+% % Firing rate for all clusters, for all trials
+% % meanfr = cellfun(@(x) mean(x,2)/delta_t,Counts,'UniformOutput',false);
+stFigBasename = fullfile(figureDir,[expName,' ',chExps]);
+stFigSubfix = sprintf(' Stat RW%.1f-%.1fms SW%.1f-%.1fms',...
+    responseWindow(1)*1e3, responseWindow(2)*1e3, spontaneousWindow(1)*1e3,...
+    spontaneousWindow(2)*1e3);
+ccn = 1;
+%for cc = indCondSubs
+for cc = 1:numel(figs)
+    if ~ismember(cc, indCondSubs)
+        altCondNames = strsplit(figs(cc).Children(2).Title.String,': ');
+        altCondNames = altCondNames{2};
+    else
+        altCondNames = consCondNames{ccn};
+        ccn = ccn + 1;
+    end
+    stFigName = [stFigBasename, altCondNames, stFigSubfix];
+    if ~exist([stFigName,'.pdf'],'file') ||...
+            ~exist([stFigName,'.emf'],'file')
+        print(figs(cc),[stFigName,'.pdf'],printOpts{1}{:})
+        print(figs(cc),[stFigName,'.emf'],printOpts{2})
+    end
+end
+
+% Filtering for the whisker responding clusters
+H = cell2mat(cellfun(@(x) x.Pvalues,...
+    arrayfun(@(x) x.Activity, Results(indCondSubs), 'UniformOutput', 0),...
+    'UniformOutput', 0)) < 0.05;
+Htc = sum(H,2);
+% Those clusters responding more than 80% of all whisker stimulating
+% conditions
+CtrlCond = contains(consCondNames,'control','IgnoreCase',true);
+if ~nnz(CtrlCond)
+    CtrlCond = true(size(H,2),1);
+end
+wruIdx = any(H(:,CtrlCond),2);
+Nwru = nnz(wruIdx);
+
+fprintf('%d whisker responding clusters:\n', Nwru);
+fprintf('- %s\n',gclID{wruIdx})
+
+
+%% Getting cluster info and adding variables to table
+% clInfo = getClusterInfo(fullfile(dataDir,'cluster_info.tsv'));
+% chanMap = readNPY(fullfile(dataDir,'channel_map.npy'));
+% chanPos = readNPY(fullfile(dataDir,'channel_positions.npy'));
+% [m,b] = lineariz(chanPos(:,1), 6, 1);
+% shank = m*chanPos(:,1) + b;
+% shank = round(shank);
+% shMap = containers.Map(chanMap, shank);
+% setShank = @(x) shMap(x);
+% clInfo.shank = arrayfun(setShank, clInfo.channel);
+% tb = size(clInfo);
+% sz = tb(1);
+% ActiveUnit = false(sz,1);
+% clInfo = addvars(clInfo,ActiveUnit,'NewVariableNames','ActiveUnit','After','id');
+% clInfo{gclID, 'ActiveUnit'} = true;
+
+window = diff(responseWindow);
+
+for a = 1: length(consCondNames)
+    All_Units{All_Units.ActiveUnit == true,[consCondNames{1,a}, '_Rate_Spont']} = mean(Counts{a,1}')'/window; %  '_', num2str(responseWindow(1)), '_to_', num2str(responseWindow(2)), 's',
+    All_Units{All_Units.ActiveUnit == true,[consCondNames{1,a}, '_Rate_Evoked']} = mean(Counts{a,2}')'/window; %  '_', num2str(responseWindow(1)), '_to_', num2str(responseWindow(2)), 's',
+end
+
+
+% Significant mechanical responses per condition
+b = length(consCondNames);
+for a = 1 : length(consCondNames)
+    All_Units{All_Units.ActiveUnit == true,[consCondNames{1,a}, '_R']} = Results(b).Activity(1).Pvalues < 0.05;
+    b = b + length(consCondNames) - a;
+end
+
+% Comparing Across Conditions (i.e. manipulation effect on spontaneous and evoked activity)
+% RAM: comment to explain what you are doing
+sZ = size(Counts);
+d = length(consCondNames);
+e = 1;
+f = length(consCondNames);
+for a = 1:length(consCondNames) - 1
+    for b = (a + 1): length(consCondNames)
+
+        for c = 1: sZ(1,2)
+            All_Units{All_Units.ActiveUnit == true,[consCondNames{1,a},'_vs_',consCondNames{1,b}, '_', Results(e).Activity(c).Type, '_Response']} = Results(e).Activity(c).Pvalues < 0.05;
+            %RAM example
+            %myString = [consCondNames{1,a},'_vs_',consCondNames{1,b}, '_', Results(e).Activity(c).Type, '_Response'];
+            %clInfo{clInfo.ActiveUnit == true,myString} = Results(e).Activity(c).Pvalues < 0.05;
+
+        end
+
+        e = e + 1;
+
+        if e == f
+            e = e + 1;
+        end
+    end
+    d = d - 1;
+    f = f + d;
+end
+writeClusterInfo(All_Units, fullfile(dataDir,'All_Units.tsv'));
+
+%% Filter question
+
+
+idxGroup1 = ismember(gclID, Group1);
+idxGroup2 = ismember(gclID, Group2);
+idxL6 = ismember(gclID, L6);
+ruIdx = [idxGroup1, idxGroup2, idxL6];
+nGroups = size(ruIdx, 2);
+filterIdx = true(Ne,1);
+ansFilt = questdlg('Would you like to filter for significance?','Filter',...
+    'Yes','No','Yes');
+filtStr = 'unfiltered';
+if strcmp(ansFilt,'Yes')
+    filterIdx = [true(1,nGroups); ruIdx];
+    filtStr = 'Filtered';
+end
+
+
+%% Violin Plots
+
+mechResponse = All_Units.Mech_Control_R;
+ruNames =  [{'L4'}, {'L5'}, {'L6'}];
+
+
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+purple = [0.5,0,0.5];
+colours = [green; red; blue];
+% colours = [0,0,0];
+
+idxGroup1Tbl = ismember(All_Units.id, Group1);
+idxGroup2Tbl = ismember(All_Units.id, Group2);
+idxL6Tbl = ismember(All_Units.id, L6);
+
+ansFilt = questdlg('Would you like to filter for Mech Response?','Filter',...
+    'Yes','No','Yes');
+if strcmp(ansFilt,'Yes')
+   idxMat = [idxGroup1Tbl, idxGroup2Tbl, idxL6Tbl]  & mechResponse;
+else
+    idxMat = [idxGroup1Tbl, idxGroup2Tbl, idxL6Tbl] ;
+end
+
+% idxMat = mechResponse; % & clInfo.Mech_Laser_1Hz_15mW_Rate_Evoked < 60;
+matDims = size(idxMat);
+nGroups = matDims(2);
+
+% yMax = [max(clInfo.Laser_5sec_pulse_15mW_Block_Rate_Spont), max(clInfo.Laser_5sec_pulse_15mW_Block_Rate_Evoked)];
+
+yMin = 0;
+
+% Spontaneous vs Evoked
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup)==true;
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = All_Units.Mech_Control_Rate_Spont(unitIds);
+    rts(:,2) = All_Units.Mech_Control_Rate_Evoked(unitIds);
+    [p, sig] = ranksum(rts(:,1), rts(:,2));
+    fprintf([ruNames{unitGroup}, ' baseline vs evoked p value: ', num2str(p), '\n']);
+    figure('Color', 'White', 'Name', [ruNames{unitGroup}, '_Baseline_vs_Evoked_Rates_ViolinPlot']);
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.5);
+    
+    
+    
+%     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+%         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+%     
+%     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+%         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+       
+    
+%     leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+%     leg.Box = 'off';
+%     leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    ax.XAxis.Visible = 'off';
+    xscale = max(abs(ax.XAxis.Limits));
+    yMax = ax.YAxis.Limits(2);
+    yMax = round(max(yMax)+5, -1);
+    
+    
+    plot([-xscale/5,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/5], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    
+    %leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    ax.YAxis.Limits = [yMin, yMax];
+    ax.YLabel.String = 'Firing Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+
+% Mech Control vs Mech Laser
+
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup)==true;
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = All_Units.Mech_Control_Rate_Evoked(unitIds);
+    rts(:,2) = All_Units.Mech_Laser_Rate_Evoked(unitIds);
+    [p, sig] = ranksum(rts(:,1), rts(:,2));
+    fprintf([ruNames{unitGroup}, ' Mech Control vs Mech Laser p value: ', num2str(p), '\n']);
+    figure('Color', 'White', 'Name', [ruNames{unitGroup}, '_Evoked_Rates_ViolinPlot']);
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.5);
+    
+    
+    
+%     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+%         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+%     
+%     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+%         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+       
+    
+%     leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+%     leg.Box = 'off';
+%     leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.XAxis.Visible = 'off';
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    xscale = max(abs(ax.XAxis.Limits));
+    yMax = ax.YAxis.Limits(2);
+    yMax = round(max(yMax)+5, -1);
+    
+    
+    plot([-xscale/5,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/5], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    
+    %leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    ax.YAxis.Limits = [yMin, yMax];
+    ax.YLabel.String = 'Firing Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+% Firing Rates Violin Plots - One Plot
+
+
+% Baseline vs Evoked Rates
+
+% yMax = [max(All_Units.Mech_Control_Rate_Spont), max(All_Units.Mech_Control_Rate_Evoked)];
+% yMin = 0;
+ figure('Color', 'White', 'Name','Baseline_vs_Evoked_Rates_ViolinPlot');
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup)==true;
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = All_Units.Mech_Control_Rate_Spont(unitIds);
+    rts(:,2) = All_Units.Mech_Control_Rate_Evoked(unitIds);
+    
+    subplot(nGroups,1,unitGroup)
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.5);
+    
+    
+    
+%     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+%         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+%     
+%     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+%         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+       
+    
+    leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+    leg.Box = 'off';
+    leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    xscale = max(abs(ax.XAxis.Limits));
+    ax.XAxis.Visible = 'off';
+    
+    
+    plot([-xscale/10,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/10], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', [0,0,1]);
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    
+    leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    %ax.YAxis.Limits = [yMin, yMax];
+    ax.YAxis.Limits(1) = 0;
+    ax.YLabel.String = 'Firing Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+
+
+
+
+
+
+
+
+% Mech Control vs Mech Laser Rates - One Plot
+
+
+% yMax = [max(All_Units.Mech_Control_Rate_Spont), max(All_Units.Mech_Control_Rate_Evoked)];
+% yMin = 0;
+ figure('Color', 'White', 'Name','Mech_Control_vs_Mech+Laser_Rates_ViolinPlot');
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup)==true;
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = All_Units.Mech_Control_Rate_Evoked(unitIds);
+    rts(:,2) = All_Units.Mech_Laser_Rate_Evoked(unitIds);
+    
+    subplot(nGroups,1,unitGroup)
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    
+    
+%     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+%         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+%     
+%     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+%         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+       
+    
+    leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+    leg.Box = 'off';
+    leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    xscale = max(abs(ax.XAxis.Limits));
+    ax.XAxis.Visible = 'off';
+    
+    
+    plot([-xscale/10,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/10], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', [0,0,1]);
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    
+    leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    %ax.YAxis.Limits = [yMin, yMax];
+    ax.YAxis.Limits(1) = 0;
+    ax.YLabel.String = 'Firing Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+% Relative Rates Violin Plots
+
+figure('Color', 'White', 'Name','Relative_Rates_ViolinPlot');
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup);
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = All_Units.Mech_Control_Rate_Evoked(unitIds)- All_Units.Mech_Control_Rate_Spont(unitIds);
+    rts(:,2) = All_Units.Mech_Laser_Rate_Evoked(unitIds) - All_Units.Mech_Laser_Rate_Spont(unitIds);
+    
+    
+    subplot(nGroups,1,unitGroup)
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    
+    
+%     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+%         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+%     
+%     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+%         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+       
+    
+    leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+    leg.Box = 'off';
+    leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    xscale = max(abs(ax.XAxis.Limits));
+    ax.XAxis.Visible = 'off';
+    
+    
+    plot([-xscale/10,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/10], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', [0,0,1]);
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    
+    leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    %ax.YAxis.Limits = [yMin, yMax];
+%     ax.YAxis.Limits(1) = 0;
+    ax.YLabel.String = 'Relative Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+% SNR Violin Plots
+
+figure('Color', 'White', 'Name','Signal_to_Noise_Ratio_ViolinPlot');
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup);
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = All_Units.Mech_Control_Rate_Evoked(unitIds)./All_Units.Mech_Control_Rate_Spont(unitIds);
+    rts(:,2) = All_Units.Mech_Laser_Rate_Evoked(unitIds)./All_Units.Mech_Laser_Rate_Spont(unitIds);
+    
+    
+    subplot(nGroups,1,unitGroup)
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    
+    
+%     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+%         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+%     
+%     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+%         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+       
+    
+    leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+    leg.Box = 'off';
+    leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    xscale = max(abs(ax.XAxis.Limits));
+    ax.XAxis.Visible = 'off';
+    
+    
+    plot([-xscale/10,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/10], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', [0,0,1]);
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    
+    leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    %ax.YAxis.Limits = [yMin, yMax];
+%     ax.YAxis.Limits(1) = 0;
+    ax.YLabel.String = 'Relative Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+
+%% Spontaneous firing rate with a bigger window
+mltpl = 10;
+sfrMdl = fit_poly(pfr(:,1), pfr(:,2), 1);
+xyLims = ceil(max(pfr,[],1)./mltpl)*mltpl;
+yeqxOpts = {'LineStyle','--','Color',[0.7,0.7,0.7],'DisplayName','y = x'};
+ptOpts = {'LineStyle',':','Color','k',...
+    'DisplayName',sprintf('Population trend (%.1fx%+.2f)',sfrMdl)};
+scatOpts = {'MarkerEdgeColor', 'k', 'Marker', '.'};
+sfrFig = figure('Name','Spontaneous firing rate','Color',[1,1,1]);
+sfrAx = axes('Parent',sfrFig,'NextPlot','add');
+yeqxLine = line(sfrAx, [0;min(xyLims)], [0;min(xyLims)], yeqxOpts{:});
+scPts = scatter(sfrAx, pfr(:,1), pfr(:,2), scatOpts{:});
+text(sfrAx, double(pfr(:,1)), double(pfr(:,2)), gclID, 'FontSize', 9)
+axis(sfrAx,[0,xyLims(1),0,xyLims(2)],'square'); grid(sfrAx,'on');
+grid(sfrAx, 'minor'); ptLine = line(sfrAx,[0;xyLims(1)],...
+    [0;xyLims(1)]*sfrMdl(1) + sfrMdl(2), ptOpts{:});
+legend(sfrAx, [yeqxLine, ptLine]);
+xlabel(consCondNames{1});
+ylabel(consCondNames{2});
+ttlString = sprintf('Spontaneous firing rate %s vs. %s', ...
+    Conditions(cchCond).name); ttlFile = cat(2, ttlString, ...
+    chExps);
+structAns = inputdlg('What structure are you looking at?','Structure');
+if ~isempty(structAns)
+    ttlString = cat(2,ttlString, sprintf(' (%s)', structAns{:}));
+    ttlFile = cat(2, ttlFile, sprintf(' (%s)', structAns{:}));
+    structString = structAns{:};
+end
+title(sfrAx, ttlString);
+savefig(sfrFig, fullfile(figureDir, [ttlFile, '.fig'])); clearvars sfr*;
+%% Spontaneous modulation distribution
+% Proportion or ratio between conditions and number of bins (Nlb)
+psr = double(pfr(:,2)./pfr(:,1)); Nlb = 64;
+% Color map for the areas under the quartiles
+qCMap = [224, 231, 250; 123, 152, 234; 21, 50, 132];
+qCMap = cat(1, qCMap, flip(qCMap(1:2,:),1))./255;
+% Computing logarithmic histogram
+[binCents, binEdges, logData, ts] = prepareLogBinEdges(psr, Nlb);
+binCounts = histcounts(logData, binEdges, 'Normalization', 'probability');
+sdFig = figure('Name','Spontaneous fr proportion','Color',[1,1,1]);
+sdAx = axes('Parent', sdFig, 'NextPlot', 'add');
+sdOpts = {"LineStyle","--","Color",qCMap(2,:),"LineWidth",0.5};
+sdDist = semilogx(sdAx,10.^binCents, binCounts, sdOpts{:});
+sdAx.XAxis.Scale = "log"; xticklabels(sdAx, xticks(sdAx))
+% Computing the quartiles
+grid(sdAx, 'on'); [~, ~, qVals, ~] =...
+    exponentialSpread(binCounts, binCents, binCents([1,end]));
+% Depicting the area under first, second & third, and fourth quartile
+qVals10 = double(10.^[binCents(1), qVals([1,2,5,6]), binCents(Nlb)]);
+binCents10 = double(10.^binCents); binCtsQV = interp1(binCents10,...
+    binCounts, qVals10);
+sdaOpts = {"FaceAlpha", 0.6, "EdgeColor", "none", "FaceColor"};
+for cq = 1:length(qVals10)-1
+    qIdx = binCents10 >= qVals10(cq) & binCents10 <= qVals10(cq+1);
+    area(sdAx, [qVals10(cq), binCents10(qIdx), qVals10(cq+1)],...
+        [binCtsQV(cq), binCounts(qIdx), binCtsQV(cq+1)], sdaOpts{:},...
+        qCMap(cq,:));
+end
+% Median , mean, and mode markers
+[~, mxQSub] = max(binCounts); mLabels = ["Median","Mean","Mode"];
+triM = 10.^[qVals(3), nanmean(logData), binCents(mxQSub)];
+triBCts = interp1(binCents10, binCounts, triM); mCMap = flip(hsv(3),1);
+for cm = 1:length(triM)
+    line(sdAx, repmat(triM(cm),2,1), [0; triBCts(cm)],...
+        "Color", mCMap(cm,:), "DisplayName", mLabels(cm)+" "+triM(cm))
+end
+triMLines = get(sdAx, 'Children');
+ttlString = sprintf('Proportional change distribution %s & %s',...
+    consCondNames{1:2});
+ttlFile = cat(2, ttlString, sprintf(' %d', chExps));
+if exist('structString','var')
+    ttlString = cat(2, ttlString, sprintf(' (%s)', structString));
+    ttlFile = cat(2, ttlFile, sprintf(' (%s)', structString));
+end
+lgnd = legend(sdAx, triMLines(1:length(triM))); title(sdAx, ttlString)
+lgnd.Box = 'off'; lgnd.Location = 'best';
+xlabel(sdAx, sprintf('%s multiplier to get %s fr', consCondNames{1:2}))
+ylabel(sdAx, "Population proportion"); saveFigure(sdFig,...
+    fullfile(figureDir, ttlFile),1)
+%% Modulation index
+frNbin = 32;
+
+evFr = cellfun(@(x) mean(x,2)./diff(responseWindow), Counts(:,2),...
+    'UniformOutput', 0); evFr = cat(2, evFr{:}); SNr = evFr./pfr;
+if ~exist('structString','var')
+    structStruct = [];
+    structAns = inputdlg('What structure are you looking at?','Structure');
+    if ~isempty(structAns)
+        structString = structAns{:};
+    end
+end
+mdOpts = {figureDir, chExps, structString};
+
+[MIh(:,1), ~, ~, MIspon] = modulationDist(pfr, frNbin,...
+    'Spontaneous modulation index', mdOpts{:});
+[MIh(:,2), ~, ~, MIevok] = modulationDist(evFr, frNbin,...
+    'Evoked modulation index', mdOpts{:});
+ttls = "SNR modulation"; ttls(2) = ttls(1) + " responsive";
+ttls(3) = ttls(1) + " non-responsive"; ci = 1; SNR = zeros(frNbin, 3);
+ttls = ttls.cellstr;
+for cr = [true(size(H,1),1), any(H,2), ~any(H,2)]
+    [SNR(:,ci),~,~,MIsnr] = modulationDist(SNr(cr,:), frNbin,...
+        ttls{ci}, mdOpts{:});
+    ci = ci + 1;
+end
+% sfrBPAx = axes('Parent', sfrFig, 'Position', [0.13, 0.8, 0.775, 0.2],...
+%     'Box','off', 'Color', 'none');
+% boxplot(sfrBPAx, MI, 'Orientation', 'horizontal', 'Symbol', '.',...
+%     'Notch', 'on'); sfrBPAx.Visible = 'off';
+% linkaxes([sfrAx, sfrBPAx], 'x');
+%% Add the response to the table
+try
+    All_Units = addvars(All_Units, false(size(All_Units,1),1),...
+        'NewVariableNames', 'Control');
+    All_Units{logical(All_Units.ActiveUnit), 'Control'} = wruIdx;
+catch
+    fprintf('Reran, perhaps?\n')
+end
+%% Response dynamics
+trigTms = cell2mat(arrayfun(@(x) x.Triggers(:,1), Conditions(chCond),...
+    'UniformOutput', 0)')/fs;
+timesum = @(x) squeeze(sum(x,2));
+clsum = @(x) squeeze(sum(x,1));
+matsum = @(x) timesum(clsum(x));
+stackTx = (0:Nt-1)/fs + timeLapse(1) + 2.5e-3;
+
+[~,cnd] = find(delayFlags);
+[~, tmOrdSubs] = sort(trigTms, 'ascend');
+cnd = cnd(tmOrdSubs(1:length(cnd)));
+trialAx = minutes(seconds(trigTms(tmOrdSubs)));
+% Modulation: distance from the y=x line.
+try
+    modFlags = sign(All_Units{All_Units.ActiveUnit &...
+        All_Units.Control, 'Modulation'});
+catch
+    All_Units = addvars(All_Units, zeros(size(All_Units,1),1),...
+        'NewVariableNames', 'Modulation');
+    All_Units{All_Units.ActiveUnit==1,'Modulation'} =... Thalamus
+        Results(1).Activity(2).Direction;
+    %clInfoTotal{clInfoTotal.ActiveUnit==1,'Modulation'} =... Cortex with laser
+    %    Results.Activity(1).Direction;
+    modFlags = sign(All_Units{All_Units.ActiveUnit &...
+        All_Units.Control, 'Modulation'});
+end
+% Group indeces
+modVal = All_Units{All_Units.ActiveUnit == 1, 'Modulation'};
+pruIdx = wruIdx & modVal > 0; % Potentiated responding
+druIdx = wruIdx & modVal <= 0; % Depressed responding
+nruIdx = ~any(H,2); % Non-responding what-so-ever
+nmuIdx = false(size(nruIdx)); % Non-responding nor modulating
+nmuIdx(nruIdx) = abs(zscore(modVal(nruIdx))) < 0.33; % With this criteria
+% Thalamus
+aruIdx = and(xor(H(:,1),H(:,2)),H(:,2)); % Response only A.-I.
+sruIdx = and(xor(H(:,1),H(:,2)),H(:,1)); % Stopped responding after A.-I.
+
+modFlags = modFlags > 0;
+modFlags(:,2) = ~modFlags;
+cmap = lines(Nccond);
+cmap(CtrlCond,:) = ones(1,3)*1/3; cmap(:,:,2) = ones(Nccond,3)*0.7;
+
+signMod = Results(1).Activity(2).Pvalues < 0.05; signMod(~wruIdx) = [];
+potFlag = MIevok > 0; potFlag(~wruIdx) = [];
+
+% modFlags = false(size(modFlags));
+% modVals_rt = clInfoTotal(clInfoTotal.ActiveUnit == 1 & clInfoTotal.Control, 'Modulation');
+% trnFlag = string(clInfoTotal{clInfoTotal.ActiveUnit == 1 & clInfoTotal.Control,'Region'}) == 'TRN';
+% modFlags(trnFlag,:) = [modVals_rt(trnFlag),-modVals_rt(trnFlag)] > 0;
+
+plotOpts = {'LineStyle', 'none', 'Marker', '.', 'Color', 'DisplayName'};
+modLabel = {'Potentiation', 'Depression'};
+clrSat = 0.5;
+ax = gobjects(size(modFlags,2), 1);
+condLey = consCondNames;
+respLey = {'Responsive', 'Non-responsive'};
+% Time steps for the 3D PSTH in ms
+focusStep = 2.5;
+focusPeriods = (-3:focusStep:25)';
+focusPeriods(:,2) = focusPeriods + focusStep; focusPeriods = focusPeriods * 1e-3;
+Nfs = size(focusPeriods,1);
+fws = 1:Nfs;
+auxOr = [false, true];
+trialBin = 1;
+Nas = [0;cumsum(NaStack./trialBin)'];
+spkDomain = 0:15;
+spkBins = spkDomain(1) - 0.5:spkDomain(end) + 0.5;
+
+
+resTotalTrial = mod(sum(NaStack),trialBin);
+resTrialPerCond = mod(NaStack, trialBin);
+
+trialsPerCond = floor(NaStack./trialBin);
+NaCs = [0;cumsum(trialsPerCond(:))];
+% popMeanResp = nan(Nfs, floor(Nas(end)), 4);
+popMeanResp = nan(Nfs, sum(trialsPerCond), 4);
+auxResp = [H(:,1), ~any(H,2)];
+
+for pfp = fws
+    tdFig = figure('Name', 'Temporal dynamics', 'Color', [1,1,1]);
+    for cmod = 1:size(modFlags,2) % Up- and down-modulation
+        tcount = 1;
+        ax(cmod) = subplot(size(modFlags,2),1,cmod,'Parent',tdFig);
+        ax(cmod).NextPlot = 'add';
+        title(ax(cmod), sprintf('%s',modLabel{cmod}));
+        trSubsTotal = zeros(sum(trialsPerCond),1);
+        for ccond = 1:Nccond % Cycling through the conditions (control and after-induction)
+            % muTrSubs = Nas(ccond:ccond+1)+[1;0];
+            % muTrSubs = [ceil(Nas(ccond)+1);floor(Nas(ccond+1))];
+            muTrSubs = NaCs(ccond:ccond+1)+[1;0];
+            % trSubs = tcount:trialBin:sum(NaStack(1:ccond));
+            trSubs = tcount:trialBin:muTrSubs(2)*trialBin;
+            % clMod = modFlags(:,cmod);
+            clMod = signMod & xor(potFlag,cmod-1);
+            for cr = 1:2 % responsive and non-responsive
+                rsSel = [cr,cmod-1]*[1;2];
+                respIdx = auxResp(:,cr);
+                %respIdx = xor(H(:,1), auxOr(cr)); % Negation of H(:,2)
+                %respIdx = xor(any(H,2), auxOr(cr)); % Negation of H(:,2)
+                popErr = nan(Nfs, trialsPerCond(ccond));
+                for cp = 1:Nfs % 'Micro' time windows
+                    % Mean count for selected conditions
+                    focusIdx = stackTx >= focusPeriods(cp,1) &...
+                        stackTx <= focusPeriods(cp,2);
+                    clCounts = timesum( discStack( [false; respIdx],...
+                        focusIdx, delayFlags(:,ccond)));
+                    clCounts_resh = reshape(clCounts(clMod, ...
+                        1:NaStack(ccond)-resTrialPerCond(ccond)),...
+                        sum(clMod), trialBin, trialsPerCond(ccond));
+                    clMean = squeeze(mean(mean(clCounts_resh,2,'omitnan')));
+                    popMeanResp(cp,  muTrSubs(1):muTrSubs(2),...
+                        rsSel) = clMean;
+                    
+                    % Error per mean
+                    if trialBin > 1
+                        sem = squeeze(std(std(clCounts_resh,0,2,'omitnan')))./...
+                            sqrt(sum(respIdx));
+                    else
+                        sem = std(clCounts(clMod,:))./sqrt(sum(respIdx));
+                    end
+                    popErr(cp, muTrSubs(1):muTrSubs(2),rsSel) = sem;
+                end
+                dispName = [condLey{ccond}, ' ', respLey{cr}];
+                errorbar(ax(cmod), trialAx(trSubs),...
+                    popMeanResp(pfp, muTrSubs(1):muTrSubs(2),rsSel)./...
+                    (focusStep * 1e-3), popErr(pfp, muTrSubs(1):...
+                    muTrSubs(2),rsSel)./(focusStep * 1e-3),...
+                    'Color', cmap(ccond,:,cr), 'DisplayName', dispName,...
+                    'LineWidth',0.1, 'LineStyle', ':', 'Marker', '.')
+                clMod = true(sum(auxResp(:,2)),1);
+            end
+            trSubsTotal(muTrSubs(1):muTrSubs(2)) = trSubs;
+            tcount = 1 + sum(NaStack(1:ccond));% + resTrialPerCond(ccond);
+        end
+        ctMu = mean(popMeanResp(pfp, (NaCs(1)+1):NaCs(2), [cmod,1]*[2;-1]));
+        if ~ctMu
+            ctMu = 1;
+        end
+        aiMu = mean(popMeanResp(pfp, (NaCs(2)+1):NaCs(3), [cmod,1]*[2;-1]));
+        if ~aiMu
+            aiMu = 1;
+        end
+        yyaxis(ax(cmod), 'right')
+        % plot(trialAx(1:trialBin:sum(NaStack)),...
+        plot(trialAx(trSubsTotal), popMeanResp(pfp,:,[cmod,1]*[2;-1]),...
+            'LineStyle', 'none', 'Color',[0.7,0.7,0.7]);
+        ax(cmod).YAxis(2).Limits = ax(cmod).YAxis(1).Limits*focusStep*1e-3;
+        tpMlt = floor(ax(cmod).YAxis(2).Limits(2)/ctMu);
+        yticks(ax(cmod),ctMu*(1:tpMlt)'); yticklabels(num2str((1:tpMlt)'))
+        set(get(ax(cmod),'YAxis'),'Color',[0.4,0.4,0.45]);
+        if cmod == 1
+            ylabel(ax(cmod),'Proportional change');
+        end
+        yyaxis(ax(cmod),'left')
+        
+        cmap(ccond,:,1) = brighten(cmap(ccond, :, 1), clrSat);
+        clrSat = -clrSat;
+    end
+    ylabel(ax(cmod), 'Spikes / Time window [Hz]'); xlabel(ax(cmod),...
+        sprintf('(%.1f - %.1f [ms]) Trial_{%d trials} [min]',...
+        focusPeriods(pfp,:)*1e3, trialBin))
+    %     linkaxes(ax,'xy')
+    tdFigName = string(...
+        sprintf('Temporal dynamics exps %sFW%.1f-%.1f ms TB %d trials (f, prop, lines & bars)',...
+        sprintf('%d ', chExps), focusPeriods(pfp,:)*1e3, trialBin));
+    %     if ~isempty(dirNames) && exist('subFoldSel','var')
+    %         tdFigName = tdFigName + " sf-" + dirNames{subFoldSel};
+    %     end
+    tempFigName = fullfile(figureDir, tdFigName);
+    saveFigure(tdFig, tempFigName);
+end
+
+%% 3D Visualization of the spiking dynamics
+redundantFlag = false(size(popMeanResp,3),1);
+lvls = 128;
+redundantFlag(2) = length(redundantFlag)==4;
+popMeanResp(:,:,redundantFlag) = [];
+popMeanFreq = popMeanResp./(focusStep * 1e-3);
+srfOp = {'FaceColor','interp','EdgeColor','none'};
+tpVal = max(popMeanFreq(:));
+NaCum = [0;cumsum(NaStack(:))];
+% Colormap for all modulated neurons
+clrMap = jet(lvls); [m, b] = lineariz([0;tpVal], lvls, 1);
+[Ntw, Nbt, Nmn] = size(popMeanFreq);
+clrSheet = clrMap(round(popMeanFreq*m + b),1:3);
+clrSheet = reshape(clrSheet, Ntw, Nbt, Nmn, 3);
+modLey = ["potentiated";"depressed";"non-responding"];
+for cmod = 1:size(popMeanFreq,3)
+    summFig = figure('Color', [1,1,1], 'Colormap', clrMap);
+    ax = axes('Parent', summFig, 'NextPlot', 'add','Clipping','off',...
+        'View',[-37.5, 30]);
+    caxis([0, tpVal]);
+    tcount = 1;
+    for ccond = 1:Nccond
+        muTrEdges = NaCs(ccond:ccond+1)+[1;0];
+        muTrSubs = muTrEdges(1):muTrEdges(2);
+        trEdges = NaCum(ccond:ccond+1)+[1;0]+[resTrialPerCond(ccond);0];
+        trSubs = trEdges(1):trialBin:trEdges(2);
+        clrSheetSq = squeeze(clrSheet(:,muTrSubs,cmod,:));
+        surf(trialAx(trSubs), 1e3*focusPeriods(:,1), popMeanFreq(:,...
+            muTrSubs, cmod), clrSheetSq, srfOp{:}, 'Parent', ax);
+    end
+    cbOut = colorbar('Parent', summFig); cbOut.Label.String = ...
+        'Response [Hz]';box(ax,'off'); grid(ax,'on');
+    xlim(ax, trialAx([NaCum(1)+1, NaCum(Nccond+1)])); ylim(ax,...
+        focusPeriods([1,end],1)*1e3); xlabel(ax, 'Trial time [min]');
+    ylabel(ax, 'Within-trial time [ms]'); zlabel(ax,...
+        'Spike / within-trial window [Hz]'); title(ax, sprintf(...
+        '%s clusters', capitalizeFirst(modLey(cmod))))
+    sumFigName = fullfile(figureDir,...
+        sprintf('Spike-dynamics 3D %s exp%s FP%.2f - %.2f ms FW%.2f ms TB %d trial(s)',...
+        modLey(cmod), sprintf(' %d', chExps), focusPeriods([1,end])*1e3,...
+        focusStep, trialBin));
+    if numel(chExps) == 1 && ~isempty(dirNames) && exist('subFoldSel','var')
+        sumFigName = cat(2, sumFigName,...
+            sprintf(' sf-%s', dirNames{subFoldSel}));
+    end
+    summFig.PaperType = 'A4';
+    saveFigure(summFig, sumFigName, false);
+end
+
+%% Spontaneous ISIs for different cluster groups
+% Logarithmic spacing for the histogram counts
+lDt = 0.01;
+logSpkHD = [-log10(2e3); 1] + [-1;1]*(lDt/2);
+logSpkEdges = logSpkHD(1):lDt:logSpkHD(2);logSpkDom = logSpkHD +...
+    [1;-1]*(lDt/2); logSpkDom = logSpkDom(1):lDt:logSpkDom(2);
+lgStTmAx = 10.^logSpkDom';
+% Potentiated (2), non-modulated (1), depressed (0) clusters'
+% classification
+modCat = categorical(...
+    sign(All_Units{All_Units.ActiveUnit == 1,'Modulation'}) + 1);
+modLey = ["depressed";"non-modulated";"potentiated"];
+% Conditions for the plot
+condLey = string(consCondNames)';
+respLey = ["responsive";"non-responsive"];
+% Responsive clusters in any condition (control AND after induction)
+respIdx = any(H,2);
+% respIdx = H(:,1); % Control only
+% respIdx = H(:,2); % After-induction only
+% % Responsive and TRN
+% respIdx = any(H,2) &...
+%     string(clInfoTotal{clInfoTotal.ActiveUnit == 1, 'Region'}) == 'TRN';
+
+% Auxiliary variables for the loop
+isiFigs = gobjects(6,1);
+% Combinatorial loop
+for cr = 1:2 % Responsive and non-responsive
+    riveFlag = xor(respIdx, cr-1); % 0 passes, 1 negates
+    for cmod = 0:2 % depressed - non-modulalted - potentiated
+        lc = [cr-1,cmod+1] * [3;1];
+        modFlag = modCat == num2str(cmod);
+        isiFigs(lc) = figure('Color',[1,1,1]);
+        htotal = zeros(length(logSpkDom),Nccond);
+        totalErr = htotal;
+        for ccond = 1:Nccond % Condition numbers
+            hcond = cellfun(@(x) histcounts(log10(x/fs), logSpkEdges),...
+                pcondIsi(riveFlag & modFlag, ccond), 'UniformOutput', 0);
+            hcond = cellfun(@(x) x./sum(x), hcond, 'UniformOutput', 0);
+            hcond = cat(1,hcond{:}); totalErr(:,ccond) =...
+                std(hcond,'omitnan');%./sqrt(sum(~emptFlag));
+            hcond = mean(hcond,1,'omitnan');
+            if isempty(hcond)
+                fprintf(1, 'No spikes!\n')
+                continue
+            end
+            hcond = hcond./sum(hcond); htotal(:,ccond) = hcond;
+        end
+        ax = axes('Parent', isiFigs(lc));
+        semilogx(ax, lgStTmAx, cumsum(htotal)); ylim(ax,[0,1]);
+        ax.NextPlot = 'add'; ax.ColorOrderIndex = 1;
+        semilogx(ax, lgStTmAx, cumsum(htotal) + totalErr,'LineStyle',':')
+        ax.ColorOrderIndex = 1; semilogx(ax, lgStTmAx, cumsum(htotal) -...
+            totalErr,'LineStyle',':')
+        xlim(ax,10.^logSpkHD); box(ax,'off'); grid('on');
+        xticklabels(ax, xticks(ax)*1e3);
+        xlabel(ax,'Inter-spike interval [ms]');
+        ylabel('Cumulative probability');
+        title(ax, "Cumulative ISI: "+respLey(cr)+" & "+modLey(cmod+1))
+        lgnd = legend(ax, condLey); set(lgnd, 'Location','best', 'Box', 'off');
+        ciName = "Cumulative ISI, "+respLey(cr)+" & "+modLey(cmod+1) + ...
+            ", exp"+string(sprintf(' %d', chExps))+ " LB 10^"+string(lDt);
+        ciFilePath = fullfile(figureDir, ciName);
+        if numel(chExps) == 1 && ~isempty(dirNames)
+            ciFilePath = ciFilePath + ' sf-' + dirNames{subFoldSel};
+        end
+        saveFigure(isiFigs(lc),ciFilePath);
+    end
+end
+%% Getting the relative spike times for the whisker responsive units (wru)
+% For each condition, the first spike of each wru will be used to compute
+% the standard deviation of it.
+configStructure = struct('Experiment', fullfile(dataDir,expName),...
+    'Viewing_window_s', timeLapse, 'Response_window_s', responseWindow,...
+    'BinSize_s', binSz, 'Trigger', struct('Name', condNames{chCond},...
+    'Edge',onOffStr), 'ConsideredConditions',{consCondNames});
+cellLogicalIndexing = @(x,idx) x(idx);
+isWithinResponsiveWindow =...
+    @(x) x > responseWindow(1) & x < responseWindow(2);
+
+firstSpike = zeros(Nwru,Nccond);
+M = 16;
+binAx = responseWindow(1):binSz:responseWindow(2);
+condHist = zeros(size(binAx,2)-1, Nccond);
+firstOrdStats = zeros(2,Nccond);
+condParams = zeros(M,3,Nccond);
+txpdf = responseWindow(1):1/fs:responseWindow(2);
+condPDF = zeros(numel(txpdf),Nccond);
+csvSubfx = sprintf(' SW%.1f-%.1f ms RW%.1f-%.1f ms VW%.1f-%.1f ms (%s).csv',...
+    spontaneousWindow*1e3, responseWindow*1e3, timeLapse*1e3, filtStr);
+existFlag = false;
+condRelativeSpkTms = cell(Nccond,1);
+relativeSpkTmsStruct = struct('name',{},'SpikeTimes',{});
+csvDir = fullfile(dataDir, 'SpikeTimes');
+if ~exist(csvDir,'dir')
+    iOk = mkdir(csvDir);
+    if ~iOk
+        fprintf(1, 'The ''Figure'' folder was not created!\n')
+        fprintf(1, 'Please verify your writing permissions!\n')
+    end
+end
+for ccond = 1:size(delayFlags,2)
+    csvFileName = fullfile(csvDir,[expName,' ', sprintf('%d ',chExps),...
+        consCondNames{ccond}, csvSubfx]);
+    relativeSpikeTimes = getRasterFromStack(discStack,~delayFlags(:,ccond),...
+        filterIdx(3:end), timeLapse, fs, true, false);
+    relativeSpikeTimes(:,~delayFlags(:,ccond)) = [];
+    relativeSpikeTimes(~filterIdx(2),:) = [];
+    condRelativeSpkTms{ccond} = relativeSpikeTimes;
+    %     respIdx = cellfun(isWithinResponsiveWindow, relativeSpikeTimes,...
+    %         'UniformOutput',false);
+    clSpkTms = cell(size(relativeSpikeTimes,1),1);
+    if exist(csvFileName, 'file') && ccond == 1
+        existFlag = true;
+        ansOW = questdlg(['The exported .csv files exist! ',...
+            'Would you like to overwrite them?'],'Overwrite?','Yes','No','No');
+        if strcmp(ansOW,'Yes')
+            existFlag = false;
+            fprintf(1,'Overwriting... ');
+        end
+    end
+    fID = 1;
+    if ~existFlag
+        fID = fopen(csvFileName,'w');
+        fprintf(fID,'%s, %s\n','Cluster ID','Relative spike times [ms]');
+    end
+    rsclSub = find(filterIdx(2:end))-1;
+    % If a subcript is zero, don't substract.
+    if any(~rsclSub)
+        rsclSub = rsclSub + 1;
+    end
+    for cr = 1:size(relativeSpikeTimes, 1)
+        clSpkTms(cr) = {sort(cell2mat(relativeSpikeTimes(cr,:)))};
+        if fID > 2
+            fprintf(fID,'%s,',gclID{rsclSub(cr)});
+            fprintf(fID,'%f,',clSpkTms{cr});fprintf(fID,'\n');
+        end
+    end
+    if fID > 2
+        fclose(fID);
+    end
+    relativeSpkTmsStruct(ccond).name = consCondNames{ccond};
+    relativeSpkTmsStruct(ccond).SpikeTimes = condRelativeSpkTms{ccond};
+end
+spkFileName =...
+    sprintf('%s exps%s RW%.2f - %.2f ms SW%.2f - %.2f ms VW%.2f - %.2f ms %s (%s) exportSpkTms.mat',...
+    expName, sprintf(' %d',chExps), responseWindow*1e3, spontaneousWindow*1e3,...
+    timeLapse*1e3, Conditions(chCond).name, filtStr);
+if ~exist(spkFileName,'file')
+    save(fullfile(csvDir, spkFileName), 'relativeSpkTmsStruct',...
+        'configStructure')
+end
+
+%% ISI PDF & CDF
+areaFig = figure('Visible','on', 'Color', [1,1,1],'Name','ISI probability');
+areaAx = gobjects(2,1);
+lDt = 0.01;
+logSpkHD = [-log10(1e3); log10(0.05)] + [-1;1]*(lDt/2); % 2000 = 1/0.0005
+logSpkEdges = logSpkHD(1):lDt:logSpkHD(2);logSpkDom = logSpkHD +...
+    [1;-1]*(lDt/2); logSpkDom = logSpkDom(1):lDt:logSpkDom(2);
+lgStTmAx = 10.^logSpkDom';
+% cmap = [0,0,102;... azul marino
+%     153, 204, 255]/255; % azul cielo
+cmap = lines(Nccond);
+%areaOpts = {'EdgeColor', 'none', 'FaceAlpha', 0.3, 'FaceColor'};
+areaOpts = {'Color','LineStyle','--','LineWidth',1.5};
+ley = ["Potentiated", "Depressed"];
+isiPdf = zeros(length(logSpkDom),2*Nccond);
+for cmod = 1:2 % Potentiated and depressed clusters
+    areaAx(cmod) = subplot(1,2,cmod,'Parent',areaFig);
+    Nccl = sum(modFlags(:,cmod));
+    for ccond = 1:Nccond
+        cnt = [cmod-1,ccond] * [2,1]';
+        ISI = cellfun(@(x) diff(x(x >= 0 & x <= 0.05)), ...
+            relativeSpkTmsStruct(ccond).SpikeTimes(modFlags(:,cmod),:),...
+            'UniformOutput', 0);
+        ISIpc = arrayfun(@(x) cat(2, ISI{x,:}), (1:size(ISI,1))',...
+            'UniformOutput', 0);
+        hisi = cellfun(@(x) histcounts(log10(x), logSpkEdges), ISIpc,...
+            'UniformOutput', 0);
+        hisi = cellfun(@(x) x/sum(x), hisi, 'UniformOutput', 0);
+        hisi = cat(1,hisi{:});
+        hisi = mean(hisi,1,'omitnan'); hisi = hisi./sum(hisi);
+        if ~isempty(hisi)
+            isiPdf(:,cnt) = hisi;
+        end
+        %ISI_merge = [ISI{:}];
+        %lISI = log10(ISI_merge);
+        %hisi = histcounts(lISI, logSpkEdges);
+        %spkPerT_C = hisi./(NaStack(ccond)*Nccl);
+        %isiPdf(:,cnt) = spkPerT_C/sum(spkPerT_C);
+        semilogx(areaAx(cmod), lgStTmAx, isiPdf(:,cnt),...
+            areaOpts{1}, cmap(ccond,:), areaOpts{4:5});
+        if ccond == 1
+            hold(areaAx(cmod), 'on');
+            areaAx(cmod).XAxis.Scale = 'log';
+            areaAx(cmod).XLabel.String = "ISI [ms]";
+            areaAx(cmod).YLabel.String = "ISI probability";
+        end
+        yyaxis(areaAx(cmod) ,'right')
+        
+        semilogx(areaAx(cmod), lgStTmAx, cumsum(isiPdf(:,cnt)),...
+            areaOpts{1}, cmap(ccond,:), areaOpts{2:3})
+        ylim(areaAx(cmod), [0,1]); areaAx(cmod).YAxis(2).Color = [0,0,0];
+        ylabel(areaAx(cmod), 'Cumulative probability');
+        yyaxis(areaAx(cmod) ,'left'); set(areaAx(cmod),'Box','off')
+        xticklabels(xticks*1e3)
+    end
+    title(areaAx(cmod), sprintf('ISI PDF for %s clusters',ley(cmod)));
+    grid(areaAx(cmod),'on')
+end
+legend(areaAx(cmod),consCondNames,'Location','best')
+linkaxes(areaAx,'xy')
+evokIsiFigPath = fullfile(figureDir, "Evoked ISI, potentiated & depressed" +...
+    " clusters, exp"+string(sprintf(' %d',chExps))+" LB 10^"+string(lDt));
+saveFigure(areaFig, evokIsiFigPath)
+
+%% Ordering PSTH
+orderedStr = 'ID ordered';
+dans = questdlg('Do you want to order the PSTH other than by IDs?',...
+    'Order', 'Yes', 'No', 'No');
+ordSubs = 1:nnz(filterIdx(2:Ncl+1));
+pclID = gclID(filterIdx(2:Ncl+1));
+if strcmp(dans, 'Yes')
+    if ~exist('clInfoTotal','var')
+        All_Units = getClusterInfo(fullfile(dataDir,'All_Units.tsv'));
+    end
+    % varClass = varfun(@class,clInfo,'OutputFormat','cell');
+    [ordSel, iOk] = listdlg('ListString', All_Units.Properties.VariableNames,...
+        'SelectionMode', 'multiple');
+    orderedStr = [];
+    ordVar = All_Units.Properties.VariableNames(ordSel);
+    for cvar = 1:numel(ordVar)
+        orderedStr = [orderedStr, sprintf('%s ',ordVar{cvar})]; %#ok<AGROW>
+    end
+    orderedStr = [orderedStr, 'ordered'];
+    
+    if ~strcmp(ordVar,'id')
+        [~,ordSubs] = sortrows(All_Units(pclID,:),ordVar);
+    end
+end
+%% Plot PSTH
+goodsIdx = logical(All_Units.ActiveUnit);
+csNames = fieldnames(Triggers);
+Nbn = diff(timeLapse)/binSz;
+if (Nbn - round(Nbn)) ~= 0
+    Nbn = ceil(Nbn);
+end
+PSTH = zeros(nnz(filterIdx) - 1, Nbn, Nccond);
+for ccond = 1:Nccond
+    figFileName = sprintf('%s %s %sVW%.1f-%.1f ms B%.1f ms RW%.1f-%.1f ms SW%.1f-%.1f ms %sset %s (%s)',...
+        expName, consCondNames{ccond},...
+        sprintf('%d ', chExps), timeLapse*1e3,...
+        binSz*1e3, responseWindow*1e3, spontaneousWindow*1e3, onOffStr,...
+        orderedStr, filtStr);
+    [PSTH(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx,:,:),...
+        timeLapse, ~delayFlags(:,ccond), binSz, fs);
+    stims = mean(discStack(:,:,delayFlags(:,ccond)),3);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    figs = plotClusterReactivity(PSTH(ordSubs,:,ccond), trig, sweeps,...
+        timeLapse, binSz, [consCondNames(ccond);...
+        pclID(ordSubs)], strrep(expName,'_','\_'));
+    configureFigureToPDF(figs);
+    figs.Children(end).YLabel.String = [figs.Children(end).YLabel.String,...
+        sprintf('^{%s}',orderedStr)];
+    if ~exist([figFileName,'.pdf'], 'file') || ~exist([figFileName,'.emf'], 'file')
+        print(figs, fullfile(figureDir,[figFileName, '.pdf']),'-dpdf','-fillpage')
+        print(figs, fullfile(figureDir,[figFileName, '.emf']),'-dmeta')
+    end
+end
+
+%% depthPSTH
+
+csNames = fieldnames(Triggers);
+pclTblInd = ismember(clInfo.id, pclID(ordSubs));
+depthOrd = sort(clInfo.abs_depth(pclTblInd), 'descend');
+depthVals = [4200:-200:0];
+depthInds = zeros(length(depthVals), 1);
+for a = 1:length(depthInds)
+    selDepths = depthOrd < depthVals(a);
+    if sum(selDepths)> 0
+        depthInd = find(selDepths);
+        depthInds(a) = depthInd(1);
+    end
+end
+topDepth = find(depthInds == 0);
+topDepth = topDepth(1);
+depthInds(topDepth) = length(pclID);
+depthInds = depthInds(depthInds > 0);
+selClIDs = cell(length(pclID),1);
+depthVals = depthVals(1:length(depthInds))';
+for a = 1:length(depthInds)
+    selClIDs{depthInds(a)} = num2str(depthVals(a));
+end
+goodsIdx = logical(clInfo.ActiveUnit);
+csNames = fieldnames(Triggers);
+%csNames = csNames(2:end);
+Nbn = diff(timeLapse)/binSz;
+if (Nbn - round(Nbn)) ~= 0
+    Nbn = ceil(Nbn);
+end
+PSTH = zeros(nnz(filterIdx) - 1, Nbn, Nccond);
+psthFigs = gobjects(Nccond,1);
+for ccond = 1:Nccond
+    figFileName = sprintf('%s %s VW%.1f-%.1f ms B%.1f ms RW%.1f-%.1f ms SW%.1f-%.1f ms %sset %s (%s)',...
+        expName, Conditions(consideredConditions(ccond)).name, timeLapse*1e3,...
+        binSz*1e3, responseWindow*1e3, spontaneousWindow*1e3, onOffStr,...
+        orderedStr, filtStr);
+    [PSTH(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx,:,:),timeLapse,...
+        ~delayFlags(:,ccond),binSz,fs);
+    stims = mean(discStack(:,:,delayFlags(:,ccond)),3);
+    %stims = stims([2,3],:);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    psthFigs(ccond) = plotClusterReactivityRoss(PSTH(ordSubs,:,ccond),trig,sweeps,timeLapse,binSz,...
+        [{Conditions(consideredConditions(ccond)).name};...
+        selClIDs],...
+        strrep(expName,'_','\_'),...
+        stims, csNames);
+    configureFigureToPDF(psthFigs(ccond));
+    psthFigs(ccond).Children(end).Title.String = consCondNames{ccond};
+    %     psthFigs(ccond).Children(end).YLabel.String =...
+    %         [psthFigs(ccond).Children(end).YLabel.String,...
+    %         sprintf('^{%s}',orderedStr)];
+    %     if ~exist([figFileName,'.pdf'], 'file')
+    %         print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.pdf']),...
+    %             '-dpdf','-fillpage')
+    %     end
+    %     if ~exist([figFileName,'.emf'], 'file')
+    %         print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.emf']),...
+    %             '-dmeta')
+    %     end
+    
+end
+% for a = 1:length(consideredConditions)
+%     savefig(figure(a), fullfile(figureDir, [consCondNames{a}, '_filtered_PSTH_0.001binSz.fig']));
+% end
+
+
+%% Comparing the PSTHs for all conditions
+
+txpsth = (0:Nbn-1)*binSz + timeLapse(1) + 2.5e-3;
+focusWindow = [-5, 30]*1e-3;
+focusIdx = txpsth >= focusWindow(1) & txpsth <= focusWindow(2);
+txfocus = txpsth(focusIdx);
+modLabels = {'potentiated', 'depressed'};
+%modLabels = {'non-responding','non-modulated'};
+lnClr = lines(Nccond);
+for cmod = 1:2
+    psthFig = figure('Color', [1,1,1], 'Name', 'Condition PSTH comparison',...
+        'Visible', 'off');
+    PSTH_raw = squeeze(sum(PSTH(modFlags(:,cmod),:,:),1));
+    PSTH_trial = PSTH_raw./(NaStack.*sum(modFlags(:,cmod)));
+    PSTH_prob = PSTH_raw./sum(PSTH_raw,1);
+    PSTH_all = cat(3, PSTH_raw, PSTH_trial, PSTH_prob);
+    axp = gobjects(4,1);
+    subpltsTitles = {sprintf('PSTH per condition, %s clusters',modLabels{cmod}),...
+        'Cumulative density function', 'Cumulative sum for normalized spikes'};
+    yaxsLbls = {'Spikes / (Trials * Cluster)', 'Spike probability',...
+        'Spike number'};
+    for cax = 1:3
+        axp(cax) = subplot(2, 2, cax, 'Parent', psthFig, 'NextPlot', 'add');
+        for ccond = 1:Nccond
+            plotOpts = {'DisplayName', consCondNames{ccond},'Color',...
+                lnClr(ccond,:), 'LineStyle','-.'};
+            switch cax
+                case 1 % Plot the trial-normalized PSTH; page #2
+                    plot(axp(cax), txfocus, PSTH_all(focusIdx,ccond,2),...
+                        plotOpts{1:4})
+                case 2 % Plot the cumulative probability function; page 3
+                    PSTH_aux = PSTH_all(focusIdx, ccond, 3);
+                    PSTH_aux = PSTH_aux./sum(PSTH_aux);
+                    plot(axp(cax), txfocus, PSTH_aux, plotOpts{1:4})
+                    yyaxis(axp(cax), 'right'); plot(axp(cax), txfocus,...
+                        cumsum(PSTH_aux), plotOpts{:})
+                    ylim(axp(cax), [0,1]); ylabel(axp(cax),...
+                        'Cumulative probability'); set(axp(cax).YAxis(2),...
+                        'Color',0.2*ones(3,1))
+                    yyaxis(axp(cax), 'left');
+                case 3 % Plot the cumulative sum for the mean spikes; page 2
+                    plot(axp(cax), txfocus, ...
+                        cumsum(PSTH_all(focusIdx, ccond, 2)), plotOpts{1:4})
+            end
+        end
+        title(axp(cax), subpltsTitles{cax})
+        ylabel(axp(cax), yaxsLbls{cax})
+        if cax == 3
+            xlabel(axp(cax), sprintf('Time_{%.2f ms} [s]', binSz*1e3))
+            lgnd = legend(axp(cax), 'show');
+            set(lgnd, 'Location', 'best', 'Box', 'off')
+        end
+    end
+    axp(4) = subplot(2,2,4, 'Parent', psthFig);
+    PSTH_diff = 100 * ((PSTH_prob(:,2)./PSTH_prob(:,1)) - 1);
+    bar(axp(4), txfocus(PSTH_diff(focusIdx) > 0), PSTH_diff(PSTH_diff > 0 & focusIdx'),...
+        'FaceColor', [51, 204, 51]/255, 'DisplayName', 'Potentiation'); hold on
+    bar(axp(4), txfocus(PSTH_diff(focusIdx) <= 0), PSTH_diff(PSTH_diff <= 0 & focusIdx'),...
+        'FaceColor', [204, 51, 0]/255, 'DisplayName', 'Depression');
+    axp(4).Box = 'off'; ylabel(axp(4), '%'); title(axp(4), 'Percentage of change')
+    xticks(axp(4),''); linkaxes(axp, 'x'); lgnd = legend(axp(4),'show');
+    lgnd.Box = 'off'; lgnd.Location = 'best';  psthFig.Visible = 'on';
+    %psthFig = configureFigureToPDF(psthFig);
+    psthFigFileName = sprintf('%s %sPSTH %sRW%.2f-%.2f ms FW%.2f-%.2f ms %s clusters',...
+        expName, sprintf('%d ',chExps), sprintf('%s ',string(consCondNames)),...
+        responseWindow*1e3, focusWindow*1e3, modLabels{cmod});
+    psthFigFileName = fullfile(figureDir,psthFigFileName);
+    arrayfun(@(x) set(x, 'Color', 'none'), axp)
+    if numel(chExps) == 1 && ~isempty(dirNames)
+        psthFigFileName = string(psthFigFileName) + " sf-" + dirNames{subFoldSel};
+    end
+    saveFigure(psthFig, string(psthFigFileName))
+end
+
+
+%% Waveform analysis
+% pltDot = {'LineStyle', 'none', 'Marker', '.', 'MarkerSize', 5};
+% fprintf(1, 'This is the waveform analysis section\n');
+% mg2db = @(x) 20*log10(abs(x)); [Nws, Ncw] = size(popClWf);
+% Np = 2^(nextpow2(Nws)-1) - Nws/2; tx = (0:Nws-1)/fs;
+% pwf_m = popClWf - mean(popClWf); pwf_w = pwf_m .* chebwin(Nws, 150);
+% pwf_p = padarray(padarray(pwf_w, [floor(Np),0], 'pre'),...
+%     [ceil(Np),0], 'post'); pwf_n = pwf_p./max(abs(pwf_p));
+% ltx = ((0:size(pwf_p,1)-1)' - size(pwf_n,1)/2)/fs;
+% ft = fftshift(fft(pwf_n,[],1),1); dw = fs/size(ft,1); mg = mg2db(ft);
+% ph = angle(ft); wx = (0:size(ft,1)-1)'*dw - fs/2;
+% mg = mg(wx>=0,:); ph = ph(wx>=0,:); wx = wx(wx>=0); [~, mxWxSub] = max(mg);
+% wcp = getWaveformCriticalPoints(mg, size(ft,1)/fs);
+% pwc = cellfun(@(x) x(1), wcp(:,1)); mxW = wx(mxWxSub);
+%
+% tcp = getWaveformCriticalPoints(pwf_n, fs);
+% featWf = getWaveformFeatures(pwf_n, fs);
+% params = emforgmm(log(featWf(:,1)), 3, 1e-7, 0);
+% logDomain = (round(min(log(featWf(:,1)))*1.05,1):0.01:...
+%     round(max(log(featWf(:,1)))*0.95,1))';
+% p_x = genP_x(params, logDomain);
+% probCriticPts = getWaveformCriticalPoints(p_x', 100);
+% probCriticPts = cellfun(@(x) x + logDomain(1), probCriticPts,...
+%     'UniformOutput', 0); logThresh = probCriticPts{1,1}(2);
+% time_wf = log(featWf(:,1)) > logThresh;
+%
+% [m, b] = lineariz(pwc, 1, -1); pwc_n = pwc*m + b;
+% params_freq = emforgmm(pwc_n, 3, 1e-7, 0); wDomain = (-1.05:0.01:1.05)';
+% p_wx = genP_x(params_freq, wDomain);
+% probCriticPts_w = getWaveformCriticalPoints(p_wx', 100);
+% probCriticPts_w = cellfun(@(x) x + wDomain(1), probCriticPts_w,...
+%     'UniformOutput', 0); wThresh = probCriticPts_w{1,1}(2);
+% freq_wf = pwc_n < wThresh;
+% tf_groups = [...
+%     ~time_wf & ~freq_wf,...
+%     ~freq_wf & time_wf,...
+%     freq_wf & ~time_wf,...
+%     freq_wf & time_wf];
+% % meanWf = cellfun(@(x) mean(x,2), popClWf(:,2),'UniformOutput', 0);
+% % meanWf = cat(2,meanWf{:}); featWf = getWaveformFeatures(meanWf, fs);
+% % wFeat = whitenPoints(featWf);
+%% Adaptation
+if diff(timeLapse) > 0.5
+    dt = 1/8;
+    onst = (0:7)'*dt;
+    ofst = (0:7)'*dt + 0.05;
+    onrpWins = [onst+5e-3, onst+3e-2];
+    ofrpWins = [ofst+5e-3, ofst+3e-2];
+    onrpIdx = txpsth >= onrpWins(:,1) & txpsth <= onrpWins(:,2);
+    ofrpIdx = txpsth >= ofrpWins(:,1) & txpsth <= ofrpWins(:,2);
+    ptsOn = zeros(size(onrpIdx,1),size(PSTH_prob,2),2); % time, magnitude
+    ptsOf = ptsOn;
+    for ccond = 1:size(PSTH_prob,2)
+        for crw = 1:size(onst,1)
+            [mg, tmSub] = max(PSTH_prob(onrpIdx(crw,:),ccond));
+            tmWinSub = find(onrpIdx(crw,:));
+            ptsOn(crw, ccond, 1) = txpsth(tmWinSub(tmSub));
+            ptsOn(crw, ccond, 2) = mg;
+            [mg, tmSub] = max(PSTH_prob(ofrpIdx(crw,:),ccond));
+            tmWinSub = find(ofrpIdx(crw,:));
+            ptsOf(crw, ccond, 1) = txpsth(tmWinSub(tmSub));
+            ptsOf(crw, ccond, 2) = mg;
+        end
+    end
+    
+else
+    
+end
+
+
+
+
+
diff --git a/Ross/PrepTables.m b/Ross/PrepTables.m
new file mode 100644
index 0000000..4d827c5
--- /dev/null
+++ b/Ross/PrepTables.m
@@ -0,0 +1,18 @@
+% PrepTables
+clInfo = getClusterInfo(fullfile(dataDir,'cluster_info.tsv'));
+sZ = height(clInfo);
+
+for a  = 1:sZ
+clInfo.Properties.RowNames{a,1} = [expName, '_', clInfo.id{a}];
+clInfo.id{a,1} = clInfo.Properties.RowNames{a};
+
+end
+Region = cell(sZ,1);
+Model = cell(sZ,1);
+for a = 1:sZ
+    Region{a} = 'VPL';
+    Model{a} = 'CFA';
+end
+clInfo = addvars(clInfo,Model,'NewVariableNames','Model','After','id');
+clInfo = addvars(clInfo,Region,'NewVariableNames','Region','After','id');
+% writeClusterInfo(clInfo, fullfile(dataDir,[expName, '_Table'], '.tsv'));
diff --git a/Ross/PrintResults.m b/Ross/PrintResults.m
new file mode 100644
index 0000000..414f8cf
--- /dev/null
+++ b/Ross/PrintResults.m
@@ -0,0 +1,3 @@
+for a = 1:length(Results)
+fprintf(1, [Results(a).name,' Kolgorov-Smirnov Test = ', num2str(Results(a).kstest), ' \n \n'])
+end
\ No newline at end of file
diff --git a/Ross/Rate.emf b/Ross/Rate.emf
new file mode 100644
index 0000000..1e91e1d
Binary files /dev/null and b/Ross/Rate.emf differ
diff --git a/Ross/Rates.m b/Ross/Rates.m
new file mode 100644
index 0000000..457173b
--- /dev/null
+++ b/Ross/Rates.m
@@ -0,0 +1,30 @@
+% Rates
+% Spont vs Evoked
+SpontInd = find(contains(Vpl.Properties.VariableNames, 'Counts_Spont'));
+MechControlInd = contains(Vpl.Properties.VariableNames, 'Mech_Control');
+CountsInd = contains(Vpl.Properties.VariableNames, 'Counts_Evoked');
+EvInd = find(CountsInd & MechControlInd);
+figure('Name', 'CFA Spontaneous vs Evoked Rates (MR Units)', 'Color', 'white');
+boxplot([CFA_Spont,  CFA_Evoked], 'Notch', 'on', 'Colors', 'r');
+hold on
+for i = 1:length(CFA_Spont)
+    plot([1.25, 1.75],[CFA_Spont(i,1), CFA_Evoked(i,1)],'-o', 'color', [0.9,0.9,0.9]);
+end
+ylabel('Firing Rate (Hz)');
+labels = [{'Spontaneous'}, {'Evoked'}];
+xticklabels(labels);
+title('CFA');
+[txt, star] = findRSsignificance(CFA_Spont, CFA_Evoked);
+annotation(figure(gcf),'textbox',...
+    [0.21428125 0.438809261300992 0.0568125 0.029768467475193],'String',star,...
+    'FontSize',20,...
+    'FitBoxToText','off',...
+    'EdgeColor','none');
+annotation(figure(gcf),'textbox',...
+    [0.673958333333333 0.112328008579419 0.203645833333333 0.232874455900804],...
+    'String',{txt},...
+    'FontSize',15,...
+    'FitBoxToText','off',...
+    'EdgeColor','none');
+ax = gca;
+ax.FontSize = 25;
\ No newline at end of file
diff --git a/Ross/Responsive_1Hz_1mW.txt b/Ross/Responsive_1Hz_1mW.txt
new file mode 100644
index 0000000..3e027f8
--- /dev/null
+++ b/Ross/Responsive_1Hz_1mW.txt
@@ -0,0 +1,522547 @@
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+;
diff --git a/Ross/ReturnBaselinevsEvoked.m b/Ross/ReturnBaselinevsEvoked.m
new file mode 100644
index 0000000..5d4a8cb
--- /dev/null
+++ b/Ross/ReturnBaselinevsEvoked.m
@@ -0,0 +1,53 @@
+for model = 1:2
+    if model == 1
+        Struct = SalISIstruct;
+        mName = 'Saline';
+    else
+        Struct = CfaISIstruct;
+        mName = 'CFA';
+    end
+    Baseline = Struct(1).Stacks(1).ConditionMap;
+    for a = 2: length(Struct)
+        Baseline = [Baseline;Struct(a).Stacks(1).ConditionMap];
+    end
+    Ind =[];
+    for e = 1:length(Struct)
+        if contains(Struct(e).name, 'Mech_Control', 'IgnoreCase', true) == true
+            Ind = [Ind; e];
+        end
+    end
+   
+    Evoked = Struct(Ind(1)).Stacks(2).ConditionMap;
+    for a  = 2:length(Ind)
+        Evoked = [Evoked; Struct(Ind(a)).Stacks(2).ConditionMap];
+    end
+    Baseline = log10(Baseline);
+    Evoked = log10(Evoked);
+    for figs  = 1:2
+        if figs == 1
+            responseName = 'Baseline';
+            response = Baseline;
+        else
+            responseName = 'Evoked';
+            response = Evoked;
+        end
+        figure('Name', [mName, ' ', responseName, ' ISI Return Map'], 'Color', 'White');
+        Hist = histogram2(response(:,1),response(:,2), 125, 'Normalization', 'probability');
+        title([mName, ' ', responseName, ' ISI Return Map'])
+        xlabel('ISI_n _(_m_s_e_c_s_)');
+        ylabel('ISI_n_+_1 _(_m_s_e_c_s_)')
+        xlim([-3, 0]);
+        ylim([-3, 0]);
+        zlim([0, 0.008])
+        zlabel('Probability')
+        fig = gcf;
+        ax = gca;
+        ax.FontSize = 20;
+        xticks(-3:0)
+        ax.XTickLabel = (10.^cellfun(@str2double,ax.XTickLabel)) * 1e3;
+        ax.XTickLabelRotation = -45;
+        yticks(-3:0);
+        ax.YTickLabel = (10.^cellfun(@str2double,ax.YTickLabel)) * 1e3;
+        ax.YTickLabelRotation = 45;
+    end
+end
diff --git a/Ross/ReturnMaps.m b/Ross/ReturnMaps.m
new file mode 100644
index 0000000..369dbfd
--- /dev/null
+++ b/Ross/ReturnMaps.m
@@ -0,0 +1,25 @@
+pisi =CfaSpontISI;
+currentIsi = cellfun(@(x) x(1:end-1)/fs, pisi, 'UniformOutput', 0);
+nextIsi = cellfun(@(x) x(2:end)/fs, pisi, 'UniformOutput', 0);
+isiReturnMap = {cat(1, currentIsi{:}), cat(1, nextIsi{:})};
+isiReturnMap = cellfun(@log10, isiReturnMap, 'UniformOutput', 0);
+isiReturnMap = cat(2, isiReturnMap{:});
+figure('Color', 'White');
+Hist = histogram2(isiReturnMap(:,1), isiReturnMap(:,2), 125, 'Normalization', 'probability');
+title('ISI Return Map')
+xlabel('ISI_n _(_m_s_e_c_s_)');
+ylabel('ISI_n_+_1 _(_m_s_e_c_s_)')
+legend([{'Saline'}, {'CFA'}], 'Location', 'Northeast')
+xlim([-3, 4]);
+ylim([-3, 4]);
+zlim([0, 0.015])
+zlabel('Probability')
+fig = gcf;
+ax = gca;
+ax.FontSize = 20;
+xticks(-3:1:4)
+ax.XTickLabel = (10.^cellfun(@str2double,ax.XTickLabel)) * 1e3;
+ax.XTickLabelRotation = -45;
+yticks(-3:1:4);
+ax.YTickLabel = (10.^cellfun(@str2double,ax.YTickLabel)) * 1e3;
+ax.YTickLabelRotation = 45;
diff --git a/Ross/SalineVsCFAISI.m b/Ross/SalineVsCFAISI.m
new file mode 100644
index 0000000..203b85b
--- /dev/null
+++ b/Ross/SalineVsCFAISI.m
@@ -0,0 +1,82 @@
+function fig = SalineVsCFAISI(SalISIhist, CfaISIhist)
+%% Saline vs CFA Spontaneous
+for model = 1:2
+    if model == 1
+        Hist = SalISIhist;
+    else
+        Hist = CfaISIhist;
+    end
+    
+    IsiR = length(Hist(1).Vals(1).CumISI);
+    for a = 2: length(Hist)
+        IsiR = [IsiR, length(Hist(a).Vals(1).CumISI)];
+    end
+    r = sum(IsiR);
+    cumIsiStack = zeros(r, length(Hist(1).Vals(1).CumISI{1}));
+    IsiStack = zeros(r, length(Hist(1).Vals(1).ISI{1}));
+    c = 1;
+    for a = 1:length(Hist)
+        for b = 1:length(Hist(a).Vals(1).CumISI)
+            cumIsiStack(c,:) = Hist(a).Vals(1).CumISI{b};
+            IsiStack(c,:) = Hist(a).Vals(1).ISI{b};
+            c = c +1;
+        end
+    end
+    % Getting rid of NaNs
+    cumIsiStack(length(cumIsiStack(:,1)) + 1,:) = NaN;
+    IsiStack(length(IsiStack(:,1)) + 1,:) = NaN;
+    cumIndNaN = length(cumIsiStack(:,1));
+    IndNaN = length(IsiStack(:,1));
+    for nInd = 1:length(cumIsiStack(:,1))
+        if isnan(cumIsiStack(nInd,:)) == true
+            cumIndNaN = [cumIndNaN; nInd];
+        end
+        if isnan(IsiStack(nInd,:)) == true
+            IndNaN = [IndNaN; nInd];
+        end
+    end
+    cumIndNaN = sort(cumIndNaN, 'descend');
+    cumIsiStack(cumIndNaN,:) =[];
+    IndNaN = sort(IndNaN, 'descend');
+    IsiStack(IndNaN,:) =[];
+    if model == 1
+        sumSalIsi = sum(IsiStack)/length(IsiStack(:,1));
+        cumSalspont = sum(cumIsiStack)/length(cumIsiStack(:,1));
+        
+    else
+        sumCfaIsi = sum(IsiStack)/length(IsiStack(:,1));
+        cumCFAspont = sum(cumIsiStack)/length(cumIsiStack(:,1));
+    end
+end
+fig = figure('Color',[1,1,1], 'Name', 'Saline vs CFA Spontaneous Cumulative Fraction');
+% Only if the bin widths are constant!!!
+plot(SalISIhist(1).Vals(1).bns{1}, cumSalspont);
+hold on
+plot(CfaISIhist(1).Vals(1).bns{1}, cumCFAspont);
+ylabel('Cumulative Fraction');
+xlabel('ISI (msecs)');
+xlim([-3, 2]);
+xticks([-3:2]);
+ylim([0, 1]);
+legend('Saline', 'CFA');
+title('Spontaneous Activity Cumulative Fractions');
+fig = gcf;
+ax = gca;
+ax.FontSize = 20;
+ax.XTickLabel = 10.^cellfun(@str2double,ax.XTickLabel) * 1e3;
+ax.XTickLabelRotation = 45;
+%% Stats Test and p-Values on Figure
+[txt, star] = findKSsignificance(sumSalIsi, sumCfaIsi);
+
+annotation(figure(gcf),'textbox',...
+    [0.21428125 0.438809261300992 0.0568125 0.029768467475193],'String',star,...
+    'FontSize',20,...
+    'FitBoxToText','off',...
+    'EdgeColor','none');
+annotation(figure(gcf),'textbox',...
+    [0.673958333333333 0.112328008579419 0.203645833333333 0.232874455900804],...
+    'String',{txt},...
+    'FontSize',15,...
+    'FitBoxToText','off',...
+    'EdgeColor','none');
+end
diff --git a/Ross/SaveWave.m b/Ross/SaveWave.m
new file mode 100644
index 0000000..4bfc3d9
--- /dev/null
+++ b/Ross/SaveWave.m
@@ -0,0 +1,20 @@
+function fig = SaveWave(clWaveforms, ID, fs, figureDir)
+WaveformDir = fullfile(figureDir,'Waveforms\');
+for a = 1:length(ID)
+    fig = figure('color', 'white');
+    ind = find(ismember(clWaveforms(:,1), ID(a)));
+    plot(mean(clWaveforms{ind,2}'));
+    fig = gcf;
+    ax = fig(1).Children;
+    ind = size(clWaveforms{1,2}(:,1));
+    ind = ind(1);
+    ax.XTick = [0:20:77];
+    ax.XTickLabel = [1:ind]/fs*1000;
+    title(['Unit ', num2str(ID{a})])
+    xlabel(ax,'Time_(_m_s_)')
+    ax.FontSize = 30;
+    configureFigureToPDF (fig);
+    figName = ['Unit ', num2str(ID{a}), ' Waveform'];
+    savefig(fig,fullfile(WaveformDir, [figName, '.fig']), 'compact');
+end
+end
\ No newline at end of file
diff --git a/Ross/SeparateLaserFrequencies.m b/Ross/SeparateLaserFrequencies.m
new file mode 100644
index 0000000..4622205
--- /dev/null
+++ b/Ross/SeparateLaserFrequencies.m
@@ -0,0 +1,59 @@
+function Conditions = SeparateLaserFrequencies(Trig, fs)
+offset = 0;
+c = 2;
+promptStrings = {'no. of Intensities','no. of Stimulation Patterns'};
+defInputs = {'1', '3'};
+answ = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
+if isempty(answ)
+    fprintf(1,'Cancelling...\n')
+    return
+else
+    n = str2num(answ{1,1});
+    m = str2num(answ{2,1});
+end
+
+for a = 1:n
+    promptStrings = {'Laser Intensity: mW'};
+    defInputs = {'1'};
+    answ = inputdlg(promptStrings,'Inputs', [1, 30],defInputs);
+    if isempty(answ)
+        fprintf(1,'Cancelling...\n')
+        return
+    else
+        intensityName = [num2str(answ{1}), 'mW'];
+    end
+    for b = 1:m
+        laser = Trig(2).triggers{1,a};
+        if b == 1
+            laserStim = [false, false; diff(laser) > 0.15*fs & diff(laser) < 1.1*fs];
+            patternName = '1Hz';
+        elseif b == 2
+            laserStim = [false, false; diff(laser) < 0.15*fs];
+            patternName = '10Hz';
+        end
+        
+        On = diff(laserStim(:,1)) == 1;
+        On = [On; false];
+        Off = diff(laserStim(:,1)) == -1;
+        Off = [Off; false];
+        if b == 3
+            laserStim = diff(laser') > 3*fs;
+            On = laserStim;
+            Off = On;
+            patternName = 'Continuous_Pulse';
+        end
+        Conditions(c).name = ['Laser_', patternName, '_', intensityName];
+        Conditions(c).Triggers = laser(On,1) + offset;
+        Conditions(c).Triggers(:,2) = laser(Off,2) + offset;
+        c = c + 1;
+    end
+    offset = offset + Trig(2).offset(a);
+end
+Conditions(1).name = 'Laser_All';
+Conditions(1).Triggers = Conditions(2).Triggers;
+for a = 3: length(Conditions)
+    Conditions(1).Triggers = [Conditions(1).Triggers; Conditions(a).Triggers];
+end
+Conditions(1).Triggers = sort(Conditions(1).Triggers, 'ascend');
+end
+
diff --git a/Ross/SeparatePopulations.m b/Ross/SeparatePopulations.m
new file mode 100644
index 0000000..51ec56a
--- /dev/null
+++ b/Ross/SeparatePopulations.m
@@ -0,0 +1,178 @@
+%% Separating the populations by depth, latency, jitter, and waveform
+
+name = 'Population Separations';
+
+triggerTimes = Conditions(14).Triggers;
+clInd = ismember(clInfo.id, gclID);
+depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+% name = ConditionName;
+% name(strfind(name, '_')) = ' ';
+% name = ['Latency vs Depth: ', name];
+Latencies = TriggerLatencies(sortedData(spkInd,2), triggerTimes, fs, 5e-2);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+Dpth = -1*Dpth;
+rng('default');
+jitter = randi(20,size(Dpth));
+Dpth = Dpth + jitter; % adding small random jitter for visualisation
+nan = isnan(mn);
+
+% latencyCutoffs = sort(latencyCutoffs, 'ascend');
+% sdCutoffs = sort(sdCutoffs, 'ascend');
+
+% Sorting by depth, latency, and jitter
+
+L6 = mn > 2 & mn <= 10 & sd >=0.2 & sd <= 4; % Could make these a Nby2 matrix 2 assign groups based on latency, jitter, depth
+L6 = L6 & Dpth <-650;
+L4 = mn > 10 & mn <= 15 & sd >=0.5 & sd <= 10;
+L4 = L4 & Dpth >-700;
+L5 = mn > 15 & mn <= 50 & sd >=0.2 & sd <= 50;
+L5 = L5 & Dpth >-900 & Dpth <-600;
+
+other = ~L6 & ~L4 & ~L5;
+
+nL6 = sum(L6);
+nL4 = sum(L4);
+nL5 = sum(L5);
+nOther = sum(other);
+
+
+
+
+%Sorting by waveform (put. FS or WS)
+
+% taggedFS = tagged & fsFlag;
+% taggedRS = tagged &wsFlag;
+% laterFS = later & fsFlag;
+% laterRS = later & wsFlag;
+% latestFS = latest & fsFlag;
+% latestRS = latest & wsFlag;
+
+%% Plotting
+
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+
+
+%Plotting the first data point of each group member for the legend
+firstL4 = find(L4, 1, 'first');
+firstL5 = find(L5, 1, 'first');
+firstL6 = find(L6, 1, 'first');
+
+L6(firstL6) = false;
+L4(firstL4) = false;
+L5(firstL5) = false;
+
+
+fig = figure('Name', name, 'Color', 'White');
+
+hold on
+
+errorbar(mn(firstL4),Dpth(firstL4),sd(firstL4), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', green, 'MarkerSize', 2, 'LineWidth', 0.01, 'CapSize', 5, 'MarkerFaceColor', green);
+errorbar(mn(firstL5),Dpth(firstL5),sd(firstL5), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', red, 'MarkerSize', 2, 'LineWidth', 0.01, 'CapSize', 5, 'MarkerFaceColor', red);
+errorbar(mn(firstL6),Dpth(firstL6),sd(firstL6), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', blue, 'MarkerSize', 2, 'LineWidth', 0.01, 'CapSize', 5, 'MarkerFaceColor', blue);
+
+leg = legend;
+
+
+
+hold on
+
+errorbar(mn(L4),Dpth(L4),sd(L4), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', green, 'MarkerSize', 2, 'LineWidth', 0.01, 'CapSize', 5, 'MarkerFaceColor', green);
+%errorbar(mn(laterRS),Dpth(laterRS),sd(laterRS), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', [1, 0, 0], 'MarkerSize', 6, 'LineWidth', 0.01, 'CapSize', 5); %, 'MarkerFaceColor', [1, 0, 0]);
+
+errorbar(mn(L5),Dpth(L5),sd(L5), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', red, 'MarkerSize', 2, 'LineWidth', 0.01, 'CapSize', 5, 'MarkerFaceColor', red);
+%errorbar(mn(latestRS),Dpth(latestRS),sd(latestRS), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', [0, 1, 0], 'MarkerSize', 6, 'LineWidth', 0.01, 'CapSize', 5); %, 'MarkerFaceColor', [0, 1, 0]);
+
+errorbar(mn(L6),Dpth(L6),sd(L6), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', blue, 'MarkerSize', 2, 'LineWidth', 0.01, 'CapSize', 5, 'MarkerFaceColor', blue);
+%errorbar(mn(taggedRS),Dpth(taggedRS),sd(taggedRS), 'horizontal', 'LineStyle', 'none', 'Marker', 'o', 'Color', [0.25, 0.5, 1], 'MarkerSize', 6, 'LineWidth', 0.01, 'CapSize', 5); %, 'MarkerFaceColor', [0.25, 0.5, 1]);
+
+leg.String(4:end) = [];
+leg.String(4:end-1) = [];
+leg.Box = 'off';
+legend('Location', 'southeast');
+
+
+pulseWidth = round(median(diff(triggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([round(round(min(Dpth),-2)/2,-2)*2-200,0]);
+yticks([-2000:500:0]);
+xlim([0 50]);
+xticks(0:10:50);
+xlabel('Latency [ms]');
+ylabel('Depth [\mum]', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+leg = legend;
+leg.String = [{'Put L4 Mean +/- SD'}, {'L5 Mean +/- SD'}, {'Put L6 Mean +/- SD'},  {['Laser Pulse (',num2str(pulseWidth), 'ms)']}];
+leg.FontSize = 10;
+ax.FontName = 'Arial';
+ax.FontSize = 15;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+% lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+% lgd = legend;
+% lgd.String{1} = (['Unit Mean +/- SD (n=', num2str(sum(nontagged)), ')']);
+% lgd.String{2} = (['Opto-tagged Units (n=', num2str(sum(tagged)), ')']);
+% lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+
+hold off
+
+
+%% Pie Chart
+
+x = [nL4, nL5, nL6, nOther];
+explode = ones(1,4);
+labels = [{'Put L4'}, {'L5'}, {'Put L6'}, {'Other'}];
+
+figure('Color', 'White');
+pie(x, explode)
+leg = legend;
+leg.String = labels;
+leg.Box = 'Off';
+leg.Location = 'eastoutside';
+leg.FontSize = 8;
+
+
+ax = gca;
+ax.Children(2).FaceColor = [1,1,1];
+ax.Children(4).FaceColor = blue;
+ax.Children(6).FaceColor = red;
+ax.Children(8).FaceColor = green;
+ax.FontName = 'Arial';
+
+for slice = 1:2:2*length(x)
+ax.Children(slice).FontName = 'Arial';
+ax.Children(1).FontSize = 10;
+end
+
+ax.Children(2).FaceColor = [1,1,1];
+ax.Children(4).FaceColor = blue;
+ax.Children(6).FaceColor = red;
+ax.Children(8).FaceColor = green;
+
+for slice = 2:2:2*length(x)
+    ax.Children(slice).EdgeColor = [1,1,1];
+end
+%% GroupIDs
+
+GroupIDs = [{'L4'}, ID(L4); {'L5'}, ID(L5); {'L6'}, ID(L6)];
+% nGrps = length(GroupIDs);
+% for grp = 1:nGrps
+   
\ No newline at end of file
diff --git a/Ross/SingleTrialPSTH.m b/Ross/SingleTrialPSTH.m
new file mode 100644
index 0000000..3b49f92
--- /dev/null
+++ b/Ross/SingleTrialPSTH.m
@@ -0,0 +1,71 @@
+%% SingleTrialPSTH
+
+% To be run after other PSTHs
+
+
+for trial = 1:length(Conditions(32).Triggers)
+    Conditions(38).Triggers = Conditions(32).Triggers(trial, :);
+    consideredConditions = 38;
+    Nccond = length(consideredConditions);
+    
+    
+    delayFlags = false(NTa,Nccond);
+    counter2 = 1;
+    for ccond = consideredConditions
+        delayFlags(:,counter2) = ismember(Conditions(chCond).Triggers(:,1),...
+            Conditions(ccond).Triggers(:,1));
+        counter2 = counter2 + 1;
+    end
+    Na = sum(delayFlags,1);
+    
+    
+    %% Plot PSTH
+    goodsIdx = logical(clInfo.ActiveUnit);
+    csNames = fieldnames(Triggers);
+    Nbn = diff(timeLapse)/binSz;
+    if (Nbn - round(Nbn)) ~= 0
+        Nbn = ceil(Nbn);
+    end
+    PSTH = zeros(nnz(filterIdx) - 1, Nbn, Nccond);
+    psthFigs = gobjects(Nccond,1);
+    for ccond = 1:Nccond
+        figFileName = sprintf('%s %s VW%.1f-%.1f ms B%.1f ms RW%.1f-%.1f ms SW%.1f-%.1f ms %sset %s (%s)',...
+            expName, Conditions(consideredConditions(ccond)).name, timeLapse*1e3,...
+            binSz*1e3, responseWindow*1e3, spontaneousWindow*1e3, onOffStr,...
+            orderedStr, filtStr);
+        [PSTH(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx,:,:),timeLapse,...
+            ~delayFlags(:,ccond),binSz,fs);
+        stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+        stims = stims - median(stims,2);
+        for cs = 1:size(stims,1)
+            if abs(log10(var(stims(cs,:),[],2))) < 13
+                [m,b] = lineariz(stims(cs,:),1,0);
+                stims(cs,:) = m*stims(cs,:) + b;
+            else
+                stims(cs,:) = zeros(1,Nt);
+            end
+        end
+        psthFigs(ccond) = plotClusterReactivity(PSTH(ordSubs,:,ccond),trig,sweeps,timeLapse,binSz,...
+            [{Conditions(consideredConditions(ccond)).name};...
+            pclID(ordSubs)],...
+            strrep(expName,'_','\_'),...
+            stims, csNames);
+        configureFigureToPDF(psthFigs(ccond));
+        psthFigs(ccond).Children(end).YLabel.String =...
+            [psthFigs(ccond).Children(end).YLabel.String,...
+            sprintf('^{%s}',orderedStr)];
+        %     if ~exist([figFileName,'.pdf'], 'file')
+        %         print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.pdf']),...
+        %             '-dpdf','-fillpage')
+        %     end
+        %     if ~exist([figFileName,'.emf'], 'file')
+        %         print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.emf']),...
+        %             '-dmeta')
+        %     end
+        
+    end
+    % for a = 1:length(consideredConditions)
+    %     savefig(figure(a), fullfile(figureDir, [consCondNames{a}, '_filtered_PSTH_0.001binSz.fig']));
+    % end
+    
+end
diff --git a/Ross/TagID.m b/Ross/TagID.m
new file mode 100644
index 0000000..ec80911
--- /dev/null
+++ b/Ross/TagID.m
@@ -0,0 +1,33 @@
+function TaggedIDs = TagID(latencyCutoffs, sdCutoffs, clInfo, clIDs, TriggerTimes, sortedData, samplingFrequency)
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.AbsDepth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+tm = 5e-2;
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, tm);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+
+lowestLat = 3;
+lowestSD = 0.1;
+
+
+mn(mn<lowestLat) = NaN;
+sd(sd<lowestSD) = NaN;
+nan = isnan(mn) | isnan(sd);
+
+
+latencyCutoffs = sort(latencyCutoffs, 'ascend');
+sdCutoffs = sort(sdCutoffs, 'ascend');
+
+tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2);
+taggedInd = spkInd(tagged);
+TaggedIDs = sortedData(taggedInd,1);
+
+end
diff --git a/Ross/ThisAndThat.m b/Ross/ThisAndThat.m
new file mode 100644
index 0000000..0eb5d66
--- /dev/null
+++ b/Ross/ThisAndThat.m
@@ -0,0 +1,254 @@
+%%
+close all
+figure
+idx = ~isnan(HispeedTrials.Base_Ang(92,1).right.whisker1);
+time = HispeedTrials.Timestamps{92,1} - HispeedTrials.Timestamps{92,1}(1);
+time = time./1000;
+plot(time(idx),HispeedTrials.Base_Ang(92,1).right.whisker1(idx))
+xlim([0 inf])
+ylim([30 120])
+axis tight
+xlabel('Time since Beam Break [s]')
+ylabel('Whisker Base Angle [deg]')
+% xlim([0 numel(HispeedTrials.Timestamps{61,1})])
+%%
+close all
+figure
+idx = ~isnan(HispeedTrials.Whisk_Curv(64,1).right.whisker2(:,4));
+time = HispeedTrials.Timestamps{64,1} - HispeedTrials.Timestamps{64,1}(1);
+time = time./1000;
+plot(time(idx),HispeedTrials.Whisk_Curv(64,1).right.whisker2(idx,4))
+xlim([0 inf])
+ylim([30 120])
+axis tight
+xlabel('Time since Beam Break [s]')
+ylabel('Whisker Curvature [1/r]')
+% xlim([0 numel(HispeedTrials.Timestamps{61,1})])
+
+%%
+close all
+count = 1;
+for i = 1:size(HispeedTrials,1)
+    if sum(~isnan(HispeedTrials.Base_Ang(i,1).right.whisker1)) > 80
+        figure, plot(HispeedTrials.Base_Ang(i,1).right.whisker1)
+        fprintf("%d: %s\n",count,HispeedTrials.VideoPath(i))
+        count = count+1;
+    end
+end
+%%
+close all
+count = 1;
+for i = 1:size(HispeedTrials,1)
+    if sum(~isnan(HispeedTrials.Whisk_Curv(i,1).right.whisker1(:,4))) > 100
+        figure, plot(HispeedTrials.Whisk_Curv(i,1).right.whisker1(:,4))
+        fprintf("%d: %s\n",count,HispeedTrials.VideoPath(i))
+        count = count+1;
+    end
+end
+
+%% Check Excel Sheet for unique cells
+
+excel_sheet = "Z:\Filippo\Animals\Cohort10_23-26\#24\2021-05-03_P3.5_Ruleswitch_EventList.xlsx";
+
+[~,events,RAW]=xlsread(excel_sheet);
+RAW(:,4) = cellfun(@(x) strtrim(x),RAW(:,4),'UniformOutput',false);
+aa = unique(RAW(:,4));
+
+new_file = "Z:\Filippo\Animals\Cohort10_23-26\#24\2021-05-03_P3.5_Ruleswitch_EventList_Corrected.xlsx";
+xlswrite(new_file,RAW)
+
+timestamps = cell2mat(RAW(:,2));
+smaller = [];
+for i = 2:numel(timestamps)
+    if timestamps(i) < timestamps(i-1)
+        smaller = [smaller, i];
+    end
+end
+
+%% Plot mean waveforms
+% You need the clWaveforms from the DE_Salience script for that
+
+% figure
+% hold on
+% for i = 1:size(clWaveforms,1)
+for i = 1:20
+    figure
+    mean_wave = mean(clWaveforms{i,2},2);
+    plot(zscore(mean_wave))
+end
+% hold off
+
+%% Extract mean waveforms and plot the spike width distribution
+% You need the clWaveforms from the DE_Salience script for that
+
+widths = nan(1,size(clWaveforms,1));
+peak2troughs_amp = nan(1,size(clWaveforms,1));
+troughs_loc = nan(1,size(clWaveforms,1));
+peak2troughs_dur = nan(1,size(clWaveforms,1));
+for unit = 1:size(clWaveforms,1)
+    mean_wave = mean(clWaveforms{unit,2},2);
+    [~,troughs_loc(unit),widths(unit),peak2troughs_amp(unit)] = findpeaks(-mean_wave,'SortStr','descend','NPeaks',1);
+    [~,peak_loc,~,~] = findpeaks(mean_wave);
+    if ~isempty(find(peak_loc > troughs_loc(unit),1))
+        peak_loc = peak_loc(find(peak_loc > troughs_loc(unit),1));
+        peak2troughs_dur(unit) = abs(diff([peak_loc,troughs_loc(unit)]));
+    else
+        try
+            peak_loc = peak_loc(find(peak_loc < troughs_loc(unit),1,'last'));
+            peak2troughs_dur(unit) = abs(diff([peak_loc,troughs_loc(unit)]));
+        catch
+            peak2troughs_dur(unit) = nan;
+        end
+    end
+end
+
+% Widths are given in data points. Calculate in usecs
+framerate = fs; % in Hz
+widths_usec = (widths/framerate)*1000000;
+peak2troughs_usec = (peak2troughs_dur/framerate)*1000000;
+figure
+hold on
+% h(1) is the handle to the histogram, and h(2) is the handle to the density curve
+h = histfit(widths_usec,50,'kernel');
+localmin = h(2).XData(islocalmin(h(2).YData));
+localmin = localmin(1);
+ylims = ylim;
+plot([localmin, localmin], [ylims(1),ylims(2)], 'r:', 'LineWidth', 3)
+text(localmin, 0.9*ylims(2),sprintf('%.2f µm  ',localmin),'HorizontalAlignment','right')
+set(gca, 'XLimSpec', 'Tight')
+xlabel('Full Width at Half Maximum [µs]')
+ylabel('Cell count')
+title('Distribution of waveform widths across all units')
+hold off
+
+% Gives the total amount of units with a mean waveform smaller than the
+% local min (i.e., putative interneurons)
+put_in = sum(h(1).YEndPoints(1:find(h(1).XData < localmin,1,'last')));
+% Gives the total amount of units with a mean waveform greater than the
+% local min (i.e., excitatory interneurons)
+put_ex = sum(h(1).YEndPoints(find(h(1).XData < localmin,1,'last')+1:end));
+
+figure
+pie([put_in,put_ex],'%.1f%%')
+
+figure
+s_1 = scatterhist(widths_usec,peak2troughs_usec,'NBins',30,'Kernel','overlay');
+axis padded
+
+% Calculate principal component
+coeff = pca([widths_usec',peak2troughs_usec']);
+
+ylims = ylim;
+xvals = linspace(coeff(1)+coeff(2)*ylims(1),coeff(1)+coeff(2)*ylims(2));
+hold on, plot(xvals,coeff(1)+coeff(2)*xvals)
+
+xlabel('Full Width at Half Maximum [µs]')
+ylabel('Trough to Second Peak [µs]')
+title('Scatter of Waveform Characterstics')
+
+% Rotate along the first principal component
+theta = atan(coeff(2));
+theta_deg = (theta/pi)*180;
+R = [cos(theta) -sin(theta); sin(theta) cos(theta)];
+
+v = [widths_usec' peak2troughs_usec'];
+vr = v*R;
+x = vr(:,1);
+y = vr(:,2);
+
+% figure
+% s_2 = scatterhist(x,y,'NBins',30);
+
+% % Plot PC line as reference
+% v_pc = [linspace(0,800)' (coeff(1)+coeff(2)*linspace(0,800))'];
+% vr_pc = v_pc*R;
+% x_pc = vr_pc(:,1);
+% y_pc = vr_pc(:,2);
+% hold on, plot(x_pc,y_pc), hold off
+
+%%
+figure
+
+subplot(2,1,1)
+h2 = histfit(x,30,'kernel');
+
+localmin = h2(2).XData(islocalmin(h2(2).YData));
+ylims = ylim;
+try 
+    hold on, plot([localmin, localmin], [ylims(1),ylims(2)], 'r:', 'LineWidth', 3)
+catch
+end
+
+xticklabels({})
+ylabel('Cell Count')
+axis tight
+title('Cell Distribution along the PC1')
+
+subplot(2,1,2)
+s_3 = scatter(widths_usec,peak2troughs_usec);
+axis padded
+ylims = ylim;
+xvals = linspace(coeff(1)+coeff(2)*ylims(1),coeff(1)+coeff(2)*ylims(2));
+hold on, plot(xvals,coeff(1)+coeff(2)*xvals)
+
+title('Scatter of Waveform Characterstics with the PC1')
+xlabel('Full Width at Half Maximum [µs]')
+ylabel('Trough to Second Peak [µs]')
+
+%%
+figure
+s_3 = scatter(widths_usec,peak2troughs_usec);
+
+a1 = gca;
+
+a3 = axes('position',get(a1,'position'));
+set(a3,'color','none','ycolor','none','xcolor','none');
+% a3.Visible = 'off';
+title('Scatter of Waveform Characterstics rotated along PC1')
+
+a2 = axes('position',get(a1,'position'));
+h2 = histogram(flip(x),'NumBins',30);
+pos1 = get(a1,'Position');
+posfig = get(gcf,'Position');
+
+rlim=[min([x(:);y(:)]),max([x(:);y(:)])];rlim(2)=rlim(2)+rlim(2)-rlim(1);
+
+% tmp = min(pos1([3,4]).*posfig([3,4]));
+% pos1(3) = tmp/posfig(3);
+% pos1(4) = tmp/posfig(4);
+% pos1(3:4) = [0.7 0.7];
+pos1 = [0.23 0.11 0.6 0.4];
+pos2 = [0.23 0.11 0.6 0.2];
+% pos2 = [pos1(1)+(pos1(3))/2-pos1(3)/6, pos1(2)+(pos1(4))/2-pos1(4)/6, 0.6, 0.4];
+
+set(a1,'ActivePositionProperty','position','Position',pos1,'xlim',rlim,...
+    'ylim',rlim,'color','none');
+set(a2,'ActivePositionProperty','position','Position',pos2,'color','none');
+set(a2,'CameraViewAngle',0,'View',[theta_deg-45,90],'box','off','ycolor','none',...
+    'xtick',[],'Nextplot','add');
+set(gcf,'CurrentAxes',a1)
+
+xlabel('Full Width at Half Maximum [µs]')
+ylabel('Peak to Trough [µs]')
+
+% title('Scatter of Waveform Characterstics rotated along PC1')
+axis padded
+
+%%
+modelfun = @(b,x) b(1) + b(2) * x + b(3) * exp(-(x(:, 1) - b(4)).^2/b(5)) + b(6) * exp(-(x(:, 1) - b(7)).^2/b(8));  
+beta0 = [6, 0.1, 35, 10, 3, 25, 50, 9]; % Guess values to start with.  Just make your best guess.
+% Now the next line is where the actual model computation is done.
+mdl = fitnlm(tbl, modelfun, beta0);
+% Now the model creation is done and the coefficients have been determined.
+% YAY!!!!
+% Extract the coefficient values from the the model object.
+% The actual coefficients are in the "Estimate" column of the "Coefficients" table that's part of the mode.
+coefficients = mdl.Coefficients{:, 'Estimate'};
+% Let's do a fit, but let's get more points on the fit, beyond just the widely spaced training points,
+% so that we'll get a much smoother curve.
+X = linspace(min(X), max(X), 1920); % Let's use 1920 points, which will fit across an HDTV screen about one sample per pixel.
+% Create smoothed/regressed data using the model:
+yFitted = coefficients(1) + coefficients(2) * X + coefficients(3) * exp(-(X - coefficients(4)).^2 / coefficients(5)) + coefficients(6) * exp(-(X - coefficients(7)).^2 / coefficients(8));
+
+
+
diff --git a/Ross/TriggerLatencies.m b/Ross/TriggerLatencies.m
new file mode 100644
index 0000000..0a4152d
--- /dev/null
+++ b/Ross/TriggerLatencies.m
@@ -0,0 +1,34 @@
+function [Latencies, Fidelities] = TriggerLatencies(Array, TriggerTimes, samplingFrequency, timeBin)
+
+% TriggerLatencies
+% Feed in Unit spike times (1 cell per unit e.g. sortedData(goods,2) and trigger times (e.g. Conditions(2).Triggers)...
+%...get Latencies in ms
+
+Latencies = cell(length(Array),1);
+Fidelities = cell(length(Array),1);
+triggers = TriggerTimes/samplingFrequency;
+
+for ind = 1:length(Array)
+    Train = Array{ind};
+    firstSpks = zeros(1,length(triggers));
+    responses = 0;
+    for TrigNo = 1:length(triggers)
+        
+        spks = find(Train > triggers(TrigNo,1) & Train < triggers(TrigNo,1) + timeBin);
+        
+        if isempty(spks)
+            firstSpks(TrigNo) = 0;
+        else
+            responses = responses + 1;
+            frstVal = spks(1);
+            latency = Train(frstVal) - triggers(TrigNo, 1);
+            firstSpks(TrigNo) = latency;
+        end
+    end
+    firstSpks(firstSpks == false) = [];
+    Latencies{ind} = firstSpks;
+    Fidelities{ind} = (responses/length(triggers))*100;
+end
+end
+
+
diff --git a/Ross/TriggeredISIhists.m b/Ross/TriggeredISIhists.m
new file mode 100644
index 0000000..0a308a2
--- /dev/null
+++ b/Ross/TriggeredISIhists.m
@@ -0,0 +1,74 @@
+% function = TriggeredISIs(clInfo,sortedData,Conditions,responseWindow,fs,ISIspar,onOffStr)
+
+
+%% Getting the ActiveUnit ISIs from sortedData 
+ind = clInfo.ActiveUnit;
+Ncl = sum(ind);
+gclID = clInfo.id(ind == true);
+ind = ismember(sortedData(:,1), gclID);
+spkSubs = cellfun(@(x) round(x.*fs), sortedData(ind,2),...
+    'UniformOutput', false);
+ISIVals = cellfun(@(x) [x(1)/fs; diff(x)/fs], spkSubs,...
+    'UniformOutput', 0);
+NnzvPcl = cellfun(@numel,ISIVals);
+Nnzv = sum(NnzvPcl);
+rows = cell2mat(arrayfun(@(x,y) repmat(x,y,1), (1:Ncl)', NnzvPcl,...
+    'UniformOutput', 0));
+cols = cell2mat(spkSubs);
+vals = cell2mat(ISIVals);
+ISIspar = sparse(rows, cols, vals);
+
+%% Creating the TrigISIs Struct
+
+
+ConsConds = Conditions(23:34);
+nCond = length(ConsConds);
+% sortedData = sortedData(:,1);
+for chCond = 1:nCond
+    TrigISIs(chCond).name = ConsConds(chCond).name;
+    TrigISIs(chCond).Vals(1).name = 'Spontaneous';
+    TrigISIs(chCond).Vals(2).name = 'Evoked';
+end
+
+%% Adding ISIs to TrigISIs
+spontaneousWindow = -flip(responseWindow);
+
+for chCond = 1:nCond
+    
+    
+    % contains will give multiple units when looking for e.g. cl45
+%     spkLog = StepWaveform.subs2idx(round(sortedData{goods(1),2}*fs),Ns);
+    % spkSubs replaces round(sortedData{goods(1),2}*fs) for the rest of the
+    % clusters
+    % Subscript column vectors for the rest good clusters
+    for wIndex = 1:2
+        if wIndex == 1
+            Window = spontaneousWindow;
+        else
+            Window = responseWindow;
+        end
+        [~, isiStack] = getStacks(false,ConsConds(chCond).Triggers, onOffStr,...
+            Window,fs,fs,[],ISIspar);
+        lInda = isiStack > 0; 
+        % timelapse becomes spontaneousWindow for pre-trigger, and responseWindow
+        % for post
+        TrigISIs(chCond).Vals(wIndex).TriggeredIsI = isiStack;
+        for histInd = 1: Ncl
+            [hisi, edges] = histcounts(log10(isiStack(histInd,:,:)), 'BinEdges', log10(0.001):0.01:log10(10));
+            TrigISIs(chCond).Vals(wIndex).cts{histInd} = hisi;
+            TrigISIs(chCond).Vals(wIndex).bns{histInd} = (edges(1:end-1) + edges(2:end))/2;
+           
+        end
+    end
+end
+%% ISIs and CumISIs
+for chCond = 1:nCond
+    for a = 1:length(TrigISIs(chCond).Vals(wIndex).cts)
+        TrigISIs(chCond).Vals(1).ISI{a} = TrigISIs(chCond).Vals(1).cts{a}./sum(TrigISIs(chCond).Vals(1).cts{a});
+        TrigISIs(chCond).Vals(2).ISI{a} = TrigISIs(chCond).Vals(2).cts{a}./sum(TrigISIs(chCond).Vals(2).cts{a});
+        TrigISIs(chCond).Vals(1).CumISI{a} = cumsum(TrigISIs(chCond).Vals(1).ISI{a});
+        TrigISIs(chCond).Vals(2).CumISI{a} = cumsum(TrigISIs(chCond).Vals(2).ISI{a});
+    end
+end
+%% Saving ISIhist
+save(fullfile(dataDir,[expName,'_', num2str(responseWindow), '_TriggeredISIshistBase10.mat']), 'ISI', 'ConsConds', '-v7.3');
\ No newline at end of file
diff --git a/Ross/TriggeredISIs.m b/Ross/TriggeredISIs.m
new file mode 100644
index 0000000..45f4b6c
--- /dev/null
+++ b/Ross/TriggeredISIs.m
@@ -0,0 +1,82 @@
+% 26.5.2021
+
+
+
+
+% function = TriggeredISIs(clInfo,sortedData,Conditions,responseWindow,fs,ISIspar,onOffStr)
+
+
+%% Getting the ActiveUnit ISIs from sortedData
+ind = clInfo.ActiveUnit;
+gclID = clInfo.id(ind == true);
+%ind = ismember(sortedData(:,1), gclID(wruIdx,1));
+ind = ismember(sortedData(:,1), gclID);
+Ncl = sum(ind);
+spkSubs = cellfun(@(x) round(x.*fs), sortedData(ind,2),...
+    'UniformOutput', false);
+ISIVals = cellfun(@(x) [x(1)/fs; diff(x)/fs], spkSubs,...
+    'UniformOutput', 0);
+NnzvPcl = cellfun(@numel,ISIVals);
+Nnzv = sum(NnzvPcl);
+rows = cell2mat(arrayfun(@(x,y) repmat(x,y,1), (1:Ncl)', NnzvPcl,...
+    'UniformOutput', 0));
+cols = cell2mat(spkSubs);
+vals = cell2mat(ISIVals);
+ISIspar = sparse(rows, cols, vals);
+
+%% Creating the TrigISIs Struct
+
+
+ConsConds = Conditions(18:20);
+nCond = length(ConsConds);
+% sortedData = sortedData(:,1);
+for chCond = 1:nCond
+    TrigISIs(chCond).name = ConsConds(chCond).name;
+    TrigISIs(chCond).Vals(1).name = 'Spontaneous';
+    TrigISIs(chCond).Vals(2).name = 'Evoked';
+end
+
+%% Adding ISIs to TrigISIs
+spontaneousWindow = -flip(responseWindow);
+
+for chCond = 1:nCond
+    
+    
+    % contains will give multiple units when looking for e.g. cl45
+%     spkLog = StepWaveform.subs2idx(round(sortedData{goods(1),2}*fs),Ns);
+    % spkSubs replaces round(sortedData{goods(1),2}*fs) for the rest of the
+    % clusters
+    % Subscript column vectors for the rest good clusters
+    for wIndex = 1:2
+        if wIndex == 1
+            Window = spontaneousWindow;
+        else
+            Window = responseWindow;
+        end
+        [~, isiStack] = getStacks(false,ConsConds(chCond).Triggers, onOffStr,...
+            Window,fs,fs,[],ISIspar);
+        lInda = isiStack > 0; 
+        % timelapse becomes spontaneousWindow for pre-trigger, and responseWindow
+        % for post
+        TrigISIs(chCond).Vals(wIndex).TriggeredIsI = isiStack;
+        for histInd = 1: Ncl
+            figure('Visible','off');
+            hisi = histogram(log10(isiStack(histInd,:,:)), 'BinEdges', log10(0.0001):0.01:log10(10));
+            TrigISIs(chCond).Vals(wIndex).cts{histInd} = hisi.BinCounts;
+            TrigISIs(chCond).Vals(wIndex).bns{histInd} = (hisi.BinEdges(1:end-1) + hisi.BinEdges(2:end))/2;
+            
+            close gcf;
+        end
+    end
+end
+%% ISIs and CumISIs
+for chCond = 1:nCond
+    for a = 1:length(TrigISIs(chCond).Vals(wIndex).cts)
+        TrigISIs(chCond).Vals(1).ISI{a} = TrigISIs(chCond).Vals(1).cts{a}./sum(TrigISIs(chCond).Vals(1).cts{a});
+        TrigISIs(chCond).Vals(2).ISI{a} = TrigISIs(chCond).Vals(2).cts{a}./sum(TrigISIs(chCond).Vals(2).cts{a});
+        TrigISIs(chCond).Vals(1).CumISI{a} = cumsum(TrigISIs(chCond).Vals(1).ISI{a});
+        TrigISIs(chCond).Vals(2).CumISI{a} = cumsum(TrigISIs(chCond).Vals(2).ISI{a});
+    end
+end
+%% Saving ISIhist
+% save(fullfile(dataDir,[expName,'_', num2str(responseWindow), '_TriggeredISIshistBase10.mat']), 'ISI', 'ConsConds', '-v7.3');
\ No newline at end of file
diff --git a/Ross/TriggeredISIstacks.m b/Ross/TriggeredISIstacks.m
new file mode 100644
index 0000000..e65ddc0
--- /dev/null
+++ b/Ross/TriggeredISIstacks.m
@@ -0,0 +1,50 @@
+% function ISIbox = TriggeredISIs(clInfo,sortedData,Conditions,responseWindow,fs,ISIspar,onOffStr)
+% spontaneousWindow = -flip(responseWindow);
+
+
+
+
+
+
+
+ConsConds = Conditions(3:end);
+nCond = length(ConsConds);
+for ChCond = 1:nCond
+    ISIstack(ChCond).name = ConsConds(ChCond).name;
+    ISIstack(ChCond).Vals(1).name = 'Spontaneous';
+    ISIstack(ChCond).Vals(2).name = 'Evoked';
+end
+
+for ChCond = 1:nCond
+    name = [ConsConds(ChCond).name, '_MR'];
+    
+    if contains(ConsConds(ChCond).name, 'Laser_Con', 'IgnoreCase', true)
+        name = [ConsConds(ChCond).name, '_LR'];
+    elseif contains(ConsConds(ChCond).name, 'ch_Laser', 'IgnoreCase', true)
+       name = [ConsConds(ChCond-1).name, '_MR']; % make this more robust to match laser intensity
+    end
+    
+    Ind = find(clInfo.(name));
+    ID = clInfo.id(Ind);
+    goods = find(ismember(sortedData(:,1), ID))';
+    spkLog = StepWaveform.subs2idx(round(sortedData{goods(1),2}*fs),Ns);
+    % spkSubs replaces round(sortedData{goods(1),2}*fs) for the rest of the
+    % clusters
+    % Subscript column vectors for the rest good clusters
+    for wIndex = 1:2
+        if wIndex == 1
+            Window = spontaneousWindow;
+        else
+            Window = responseWindow;
+        end      
+        [~, isiStack] = getStacks(spkLog,Conditions(ChCond).Triggers, onOffStr,...
+            Window,fs,fs,[],ISIspar);
+        % timelapse becomes spontaneousWindow for pre-trigger, and responseWindow
+        % for post
+        
+        ISIstack(ChCond).Vals(wIndex).Stack = isiStack;
+        
+        
+    end
+end
+save(fullfile(dataDir,[expName,'_ISIstacks.mat']), 'ISIstacks', 'ConsConds', '-v7.3');
\ No newline at end of file
diff --git a/Ross/TriggeredRates.m b/Ross/TriggeredRates.m
new file mode 100644
index 0000000..0f7a248
--- /dev/null
+++ b/Ross/TriggeredRates.m
@@ -0,0 +1,30 @@
+function Rates = TriggeredRates(Array, TriggerTimes, samplingFrequency, timeBin)
+
+% TriggeredRates
+% Feed in Unit spike times (1 cell per unit e.g. sortedData(goods,2) and trigger times (e.g. Conditions(2).Triggers)...
+%...get Latencies in ms
+
+Rates = cell(length(Array),1);
+triggers = TriggerTimes/samplingFrequency;
+
+for ind = 1:length(Array)
+    Train = Array{ind};
+    rate = zeros(1,length(triggers));
+    
+    for TrigNo = 1:length(triggers)
+        
+        spkInds = find(Train > triggers(TrigNo,1) & Train < triggers(TrigNo,1) + timeBin);
+        
+        if isempty(spkInds)
+            rate(TrigNo) = 0;
+        else
+            cts = length(spkInds);
+            rate(TrigNo) = cts/timeBin;
+        end
+    end
+    Rates{ind} = rate;
+    
+end
+end
+
+
diff --git a/Ross/Untitled.m b/Ross/Untitled.m
new file mode 100644
index 0000000..88a1162
--- /dev/null
+++ b/Ross/Untitled.m
@@ -0,0 +1,3 @@
+for a = length(Results)
+fprintf(1, [Results(a).name,' Kolgorov-Smirnov Test = ', num2str(Results(a).kstest), ' \n \n'])
+end
\ No newline at end of file
diff --git a/Ross/Venn.m b/Ross/Venn.m
new file mode 100644
index 0000000..6649129
--- /dev/null
+++ b/Ross/Venn.m
@@ -0,0 +1,44 @@
+function Venn(clInfo, a)
+% a = laser intensity
+pwr = num2str(a);
+
+LRind = find(clInfo.(['Laser_Control_', pwr, 'mW_LR']) & clInfo.(['Mech_Control_', pwr, 'mW_MR']) == false...
+& clInfo.(['Mech_Control_', pwr, 'mW_vs_' 'Mech_Laser_', pwr, 'mW_Evoked_Response']) == false);
+LR = length(LRind);
+
+MRind = find(clInfo.(['Laser_Control_', pwr, 'mW_LR']) == false & clInfo.(['Mech_Control_', pwr, 'mW_MR'])...
+& clInfo.(['Mech_Control_', pwr, 'mW_vs_' 'Mech_Laser_', pwr, 'mW_Evoked_Response']) == false);
+MR = length(MRind);
+
+LRMRind = find(clInfo.(['Laser_Control_', pwr, 'mW_LR']) & clInfo.(['Mech_Control_', pwr, 'mW_MR'])...
+& clInfo.(['Mech_Control_', pwr, 'mW_vs_' 'Mech_Laser_', pwr, 'mW_Evoked_Response']) == false);
+LRMR = length(LRMRind);
+
+Drivenind = find(clInfo.(['Laser_Control_', pwr, 'mW_LR']) & clInfo.(['Mech_Control_', pwr, 'mW_MR'])...
+& clInfo.(['Mech_Control_', pwr, 'mW_vs_' 'Mech_Laser_', pwr, 'mW_Evoked_Response']));
+Driven = length(Drivenind);
+
+ModulatedMRind = find(clInfo.(['Laser_Control_', pwr, 'mW_LR']) == false & clInfo.(['Mech_Control_', pwr, 'mW_MR'])...
+& clInfo.(['Mech_Control_', pwr, 'mW_vs_' 'Mech_Laser_', pwr, 'mW_Evoked_Response']));
+ModulatedMR = length(ModulatedMRind);
+
+ModulatedLRind = find(clInfo.(['Laser_Control_', pwr, 'mW_LR']) & clInfo.(['Mech_Control_', pwr, 'mW_MR']) == false...
+& clInfo.(['Mech_Control_', pwr, 'mW_vs_' 'Mech_Laser_', pwr, 'mW_Evoked_Response']));
+ModulatedLR = length(ModulatedLRind);
+
+Awokenind = find(clInfo.(['Laser_Control_', pwr, 'mW_LR']) == false & clInfo.(['Mech_Control_', pwr, 'mW_MR']) == false...
+& clInfo.(['Mech_Control_', pwr, 'mW_vs_' 'Mech_Laser_', pwr, 'mW_Evoked_Response']));
+Awoken = length(Awokenind);
+
+vennX([LR, LRMR, MR, ModulatedMR , Awoken, ModulatedLR, Driven], 0.01);
+
+LEvCounts = ['Mech_Laser_' pwr, 'mW_Counts_Evoked'];
+CEvCounts = ['Mech_Control_' pwr, 'mW_Counts_Evoked'];
+
+modInc = sum(clInfo.(LEvCounts)(ModulatedMRind) > clInfo.(CEvCounts)(ModulatedMRind));
+modDec = sum(clInfo.(LEvCounts)(ModulatedMRind) < clInfo.(CEvCounts)(ModulatedMRind));
+drvInc = sum(clInfo.(LEvCounts)(Drivenind) > clInfo.(CEvCounts)(Drivenind));
+drvDec = sum(clInfo.(LEvCounts)(Drivenind) < clInfo.(CEvCounts)(Drivenind));
+Laser_Rest = sum(clInfo.(['Laser_Control_', pwr, 'mW_LR'])) - drvInc - drvDec;
+vennX([modInc, drvInc, Laser_Rest, drvDec, modDec, 0, 0], 0.01);
+end
diff --git a/Ross/WaveformMeasures.m b/Ross/WaveformMeasures.m
new file mode 100644
index 0000000..3c72aaa
--- /dev/null
+++ b/Ross/WaveformMeasures.m
@@ -0,0 +1,55 @@
+function WvMeasures = WaveformMeasures(ID, clWaveforms, fs)
+WvMeasures = struct([]);
+inds = find(ismember(clWaveforms(:,1), ID));
+for a = 1:length(ID)
+    fig = figure('color', 'white');
+    ind = inds(a);
+    bartho = getBarthoMeasure((mean(clWaveforms{ind,2},2)), fs);
+    plot(mean(clWaveforms{ind,2},2), 'Color', 'b');
+    fig = gcf;
+    ax = fig(1).Children;
+    sz = size(clWaveforms{ind,2}(:,1));
+    sz = sz(1);
+    
+    trough = min(mean(clWaveforms{ind,2},2));
+    troughInd = find(ismember(mean(clWaveforms{ind,2},2), trough));
+    peak2 = max(mean(clWaveforms{ind,2}(troughInd:end,:),2));
+    peak2Ind = find(ismember(mean(clWaveforms{ind,2},2), peak2));
+    hold on
+    plot(peak2Ind*ones(100), linspace(trough, peak2, 100),...
+        'LineStyle', '--', 'Color', 'k');
+    plot(linspace(troughInd, peak2Ind,peak2Ind-troughInd), ...
+        trough*ones(peak2Ind-troughInd), 'Color', 'k');
+    text(peak2Ind + 1, trough, [num2str(bartho(1)*1e3), '_{ms}'])
+    hold off
+    
+    
+    
+%     ax.XLim = [1, sz];
+%     ax.YLim = [1.1*trough, -1.1*trough]; % round here
+%     ax.YTick = round(linspace(ax.YLim(1), ax.YLim(2), 10));
+%     ax.YTickLabel = round(ax.YTick./1e3,2);
+%     ax.XTick = linspace(1,sz,10);
+%     ax.XTickLabel = round(ax.XTick./fs*1e3,1);
+%     ax.XTickLabelRotation = -45;
+%     title(['Unit ',clWaveforms{ind,1},' Waveform']);
+%     xlabel(ax,'Time_{(ms)}');
+%     ylabel(ax,'Amplitude_{(mV)}');
+%     ax.FontSize = 20;
+    if class(ID) == 'cell'
+        figureName = ID{a};
+    else
+        figureName = ID;
+    end
+    WvMeasures(a).ID = figureName;
+    WvMeasures(a).PeakTrough = bartho(1);
+    WvMeasures(a).HalfWidth = bartho(2);
+    WvMeasures(a).FirstPeak = bartho(3);
+    WvMeasures(a).SecondPeak = bartho(4);
+    if class(ID) == 'char'
+        return
+        
+    end
+    
+end
+end
\ No newline at end of file
diff --git a/Ross/addWaveformMeasures.m b/Ross/addWaveformMeasures.m
new file mode 100644
index 0000000..660b41c
--- /dev/null
+++ b/Ross/addWaveformMeasures.m
@@ -0,0 +1,17 @@
+function addWaveformMeasures(clInfo, ID, clWaveforms, dataDir, fs)
+
+for a = 1:length(ID)
+    ind = find(ismember(clWaveforms(:,1), ID{a}));
+    bartho(a,:) = getBarthoMeasure((mean(clWaveforms{ind,2},2)), fs);
+  
+end
+clInfo = addvars(clInfo,NaN(height(clInfo),1),'Before','firing_rate',...
+'NewVariableNames','Trough_Peak');
+clInfo = addvars(clInfo,NaN(height(clInfo),1),'Before','firing_rate',...
+'NewVariableNames','Half_Peak_Width');
+
+inds = find(ismember(clInfo.id, ID));
+clInfo.Trough_Peak(inds) = bartho(:,1);
+clInfo.Half_Peak_Width(inds) = bartho(:,2);
+writeClusterInfo(clInfo, fullfile(dataDir,'cluster_info.tsv'));
+end
\ No newline at end of file
diff --git a/Ross/artefactHunter.m b/Ross/artefactHunter.m
new file mode 100644
index 0000000..21b5862
--- /dev/null
+++ b/Ross/artefactHunter.m
@@ -0,0 +1,20 @@
+firstSpikes{a} = zeros(length(relativeSpkTmsStruct(a).SpikeTimes(:,1)),length(relativeSpkTmsStruct(a).SpikeTimes(1,:)));
+artVals(a).means = zeros(length(relativeSpkTmsStruct(a).SpikeTimes(:,1)),1);
+artVals(a).sd = zeros(length(relativeSpkTmsStruct(a).SpikeTimes(:,1)),1);
+for a = 1: length(relativeSpkTmsStruct)
+    for b = 1: length(relativeSpkTmsStruct(a).SpikeTimes(:,1))
+        vals = zeros(1,length(relativeSpkTmsStruct(a).SpikeTimes(1,:)));
+        for c = 1: length(relativeSpkTmsStruct(a).SpikeTimes(1,:))
+            ind = find(relativeSpkTmsStruct(a).SpikeTimes{b,c}(:,:) >= 0);
+            if sum(relativeSpkTmsStruct(a).SpikeTimes{b,c} >= 0)~= false
+                first = ind(1);
+                vals(1,c) = relativeSpkTmsStruct(a).SpikeTimes{b,c}(first);
+            else
+            end
+        end
+        vals(find(vals == 0)) = [];
+        artVals(a).means(b,1) = mean(vals);
+        artVals(a).sd(b,1) = std(vals);
+    end
+end
+
diff --git a/Ross/createChannelMap.m b/Ross/createChannelMap.m
new file mode 100644
index 0000000..3f55e8f
--- /dev/null
+++ b/Ross/createChannelMap.m
@@ -0,0 +1,32 @@
+name = 'Corrected_H5_ChanMap';
+load('Z:\Ross\ProbeFiles\Adaptor-Amplifier_Mapping.mat')
+
+
+% x = ones(64,1);
+% x(2:2:end) = 1+22.5;
+% y = linspace(12.5,800,64)';
+% depths = flip([0:20:1275]');
+
+intan_ordered_channelmap = NaN(64,1);
+% intan_ordered_depths = NaN(64,1);
+for pin = 0:63
+    ind = find(rhdInput == pin);
+    intan_ordered_channelmap(pin+1) = electrodes_depth_ordered_H3(ind);
+%     intan_ordered_depths(pin+1) = depths(ind);
+end
+%%
+chMap = NaN(64,3);
+for ind = 1:64
+    ch = intan_ordered_channelmap(ind);
+    dpth = find(h5chans_x_y(:,1)==ch);
+    chMap(ind,:) = h5chans_x_y(dpth,:);
+end
+
+% chanMap = [1:64]';
+% chanMap0ind = chanMap-1;
+% xcoords = ones(64,1);
+% ycoords = intan_ordered_depths;
+% kcoords = ones(64,1);
+% connected = true(64,1);
+% fs = 1/33.3e-6;
+% save('Z:\Ross\ProbeFiles\Corrected_H5_ChanMap.mat','chanMap','chanMap0ind','xcoords','ycoords','kcoords','name','connected', 'fs');
\ No newline at end of file
diff --git a/Ross/crudeSNR.m b/Ross/crudeSNR.m
new file mode 100644
index 0000000..3f9b659
--- /dev/null
+++ b/Ross/crudeSNR.m
@@ -0,0 +1,61 @@
+% crudeSNR
+ind = find(VplCfa.Laser_Control_15mW_LR & VplCfa.Mech_Control_15mW_MR...
+& VplCfa.Laser_Control_15mW_Counts_Spont > VplCfa.Laser_Control_15mW_Counts_Evoked...
+& VplCfa.Mech_Control_15mW_Counts_Spont < VplCfa.Mech_Control_15mW_Counts_Evoked...
+& VplCfa.Mech_Control_15mW_vs_Mech_Laser_15mW_Evoked_Response);
+SNRup15 = VplCfa.id(ind);
+ind = find(VplCfa.Laser_Control_15mW_LR & VplCfa.Mech_Control_15mW_MR...
+& VplCfa.Laser_Control_15mW_Counts_Spont < VplCfa.Laser_Control_15mW_Counts_Evoked...
+& VplCfa.Mech_Control_15mW_Counts_Spont < VplCfa.Mech_Control_15mW_Counts_Evoked...
+& VplCfa.Mech_Control_15mW_vs_Mech_Laser_15mW_Evoked_Response);
+FRup15 = VplCfa.id(ind);
+ind = find(VplCfa.Laser_Control_10mW_LR & VplCfa.Mech_Control_10mW_MR...
+& VplCfa.Laser_Control_10mW_Counts_Spont > VplCfa.Laser_Control_10mW_Counts_Evoked...
+& VplCfa.Mech_Control_10mW_Counts_Spont < VplCfa.Mech_Control_10mW_Counts_Evoked...
+& VplCfa.Mech_Control_10mW_vs_Mech_Laser_10mW_Evoked_Response);
+SNRup10 = VplCfa.id(ind);
+ind = find(VplCfa.Laser_Control_10mW_LR & VplCfa.Mech_Control_10mW_MR...
+& VplCfa.Laser_Control_10mW_Counts_Spont < VplCfa.Laser_Control_10mW_Counts_Evoked...
+& VplCfa.Mech_Control_10mW_Counts_Spont < VplCfa.Mech_Control_10mW_Counts_Evoked...
+& VplCfa.Mech_Control_10mW_vs_Mech_Laser_10mW_Evoked_Response);
+FRup10 = VplCfa.id(ind);
+ind = find(VplCfa.Laser_Control_5mW_LR & VplCfa.Mech_Control_5mW_MR...
+& VplCfa.Laser_Control_5mW_Counts_Spont > VplCfa.Laser_Control_5mW_Counts_Evoked...
+& VplCfa.Mech_Control_5mW_Counts_Spont < VplCfa.Mech_Control_5mW_Counts_Evoked...
+& VplCfa.Mech_Control_5mW_vs_Mech_Laser_5mW_Evoked_Response);
+SNRup5 = VplCfa.id(ind);
+ind = find(VplCfa.Laser_Control_5mW_LR & VplCfa.Mech_Control_5mW_MR...
+& VplCfa.Laser_Control_5mW_Counts_Spont < VplCfa.Laser_Control_5mW_Counts_Evoked...
+& VplCfa.Mech_Control_5mW_Counts_Spont < VplCfa.Mech_Control_5mW_Counts_Evoked...
+& VplCfa.Mech_Control_5mW_vs_Mech_Laser_5mW_Evoked_Response);
+FRup5 = VplCfa.id(ind);
+ind = find(VplCfa.Laser_Control_15mW_LR & VplCfa.Mech_Control_15mW_MR...
+& VplCfa.Laser_Control_15mW_Counts_Spont < VplCfa.Laser_Control_15mW_Counts_Evoked...
+& VplCfa.Mech_Control_15mW_Counts_Spont > VplCfa.Mech_Control_15mW_Counts_Evoked...
+& VplCfa.Mech_Control_15mW_vs_Mech_Laser_15mW_Evoked_Response);
+SNRdwn15 = VplCfa.id(ind);
+ind = find(VplCfa.Laser_Control_15mW_LR & VplCfa.Mech_Control_15mW_MR...
+& VplCfa.Laser_Control_15mW_Counts_Spont > VplCfa.Laser_Control_15mW_Counts_Evoked...
+& VplCfa.Mech_Control_15mW_Counts_Spont > VplCfa.Mech_Control_15mW_Counts_Evoked...
+& VplCfa.Mech_Control_15mW_vs_Mech_Laser_15mW_Evoked_Response);
+FRdwn15 = VplCfa.id(ind);
+ind = find(VplCfa.Laser_Control_10mW_LR & VplCfa.Mech_Control_10mW_MR...
+& VplCfa.Laser_Control_10mW_Counts_Spont < VplCfa.Laser_Control_10mW_Counts_Evoked...
+& VplCfa.Mech_Control_10mW_Counts_Spont > VplCfa.Mech_Control_10mW_Counts_Evoked...
+& VplCfa.Mech_Control_10mW_vs_Mech_Laser_10mW_Evoked_Response);
+SNRdwn10 = VplCfa.id(ind);
+ind = find(VplCfa.Laser_Control_10mW_LR & VplCfa.Mech_Control_10mW_MR...
+& VplCfa.Laser_Control_10mW_Counts_Spont > VplCfa.Laser_Control_10mW_Counts_Evoked...
+& VplCfa.Mech_Control_10mW_Counts_Spont > VplCfa.Mech_Control_10mW_Counts_Evoked...
+& VplCfa.Mech_Control_10mW_vs_Mech_Laser_10mW_Evoked_Response);
+FRdwn10 = VplCfa.id(ind);
+ind = find(VplCfa.Laser_Control_5mW_LR & VplCfa.Mech_Control_5mW_MR...
+& VplCfa.Laser_Control_5mW_Counts_Spont < VplCfa.Laser_Control_5mW_Counts_Evoked...
+& VplCfa.Mech_Control_5mW_Counts_Spont > VplCfa.Mech_Control_5mW_Counts_Evoked...
+& VplCfa.Mech_Control_5mW_vs_Mech_Laser_5mW_Evoked_Response);
+SNRdwn5 = VplCfa.id(ind);
+ind = find(VplCfa.Laser_Control_5mW_LR & VplCfa.Mech_Control_5mW_MR...
+& VplCfa.Laser_Control_5mW_Counts_Spont > VplCfa.Laser_Control_5mW_Counts_Evoked...
+& VplCfa.Mech_Control_5mW_Counts_Spont > VplCfa.Mech_Control_5mW_Counts_Evoked...
+& VplCfa.Mech_Control_5mW_vs_Mech_Laser_5mW_Evoked_Response);
+FRdwn5 = VplCfa.id(ind);
diff --git a/Ross/fig.pdf b/Ross/fig.pdf
new file mode 100644
index 0000000..cb58846
Binary files /dev/null and b/Ross/fig.pdf differ
diff --git a/Ross/findCCs.m b/Ross/findCCs.m
new file mode 100644
index 0000000..c847ed9
--- /dev/null
+++ b/Ross/findCCs.m
@@ -0,0 +1,12 @@
+function findCCs(corrs)
+N = size(corrs{1},2);
+xh = (1:(N-1)/2)/fs;
+x = [-flip(xh), 0 , xh];
+
+
+for a  = randi(length(corrs),1,25)
+figure; plot(x, corrs{a}(2,:))
+hold on
+[sp, mdls] = fitSpline(x, corrs{a}(2,:), 1, 5e-2, 2/3);
+plot(x, sp)
+end
\ No newline at end of file
diff --git a/Ross/findKSsignificance.m b/Ross/findKSsignificance.m
new file mode 100644
index 0000000..3cb2343
--- /dev/null
+++ b/Ross/findKSsignificance.m
@@ -0,0 +1,23 @@
+function [txt ,star] = findKSsignificance(Group1,Group2)
+p = [];
+    p(1) = kstest2(Group1, Group2, 'Alpha', 0.05);
+    for P = 2:100
+        p((P)) = kstest2(Group1, Group2, 'Alpha', 10^(-P));
+    end
+    pInd = find(p == false);
+    if pInd(1) == 1
+        star = 'ns';
+        txt= 'p = ns';
+    elseif pInd(1) == 2
+        star = '*';
+        txt= [star, 'p < 0.05'];
+    else
+        star = '*';
+        for a = 2:(pInd(1)-1)
+            star = [star, '*'];
+        end
+        pTxt =  ['0.', num2str(zeros(1,(pInd(1)-2))), '1'];
+        pTxt(pTxt == ' ') = [];
+        txt = [star, 'p < ', pTxt];
+    end
+end
diff --git a/Ross/findRSsignificance.m b/Ross/findRSsignificance.m
new file mode 100644
index 0000000..2173da5
--- /dev/null
+++ b/Ross/findRSsignificance.m
@@ -0,0 +1,23 @@
+function [Txt ,star] = findSRsignificance(Group1,Group2)
+p = [];
+  [val, p(1)] = ranksum(Group1, Group2, 'Alpha', 0.05);
+    for P = 2:40
+       [val, p((P))] = ranksum(Group1, Group2, 'Alpha', 10^(-P));
+    end
+    pInd = find(p == false);
+    if pInd(1) == 1
+        star = 'ns';
+        Txt= 'p = ns';
+    elseif pInd(1) == 2
+        star = '*';
+        Txt= [star, 'p < 0.05'];
+    else
+        star = '*';
+        for a = 2:(pInd(1)-1)
+            star = [star, '*'];
+        end
+        pTxt =  ['0.', num2str(zeros(1,(pInd(1)-2))), '1'];
+        pTxt(pTxt == ' ') = [];
+        Txt = [star, 'p < ', pTxt];
+    end
+end
diff --git a/Ross/findSRsignificance.m b/Ross/findSRsignificance.m
new file mode 100644
index 0000000..4b693f5
--- /dev/null
+++ b/Ross/findSRsignificance.m
@@ -0,0 +1,23 @@
+function [txt ,star] = findSRsignificance(Group1,Group2)
+p = [];
+   [val, p(1)] = signrank(Group1, Group2, 'Alpha', 0.05);
+    for P = 2:40
+      [val, p((P))] = signrank(Group1, Group2, 'Alpha', 10^(-P));
+    end
+    pInd = find(p == false);
+    if pInd(1) == 1
+        star = 'ns';
+        txt= 'p = ns';
+    elseif pInd(1) == 2
+        star = '*';
+        txt= [star, 'p < 0.05'];
+    else
+        star = '*';
+        for a = 2:(pInd(1)-1)
+            star = [star, '*'];
+        end
+        pTxt =  ['0.', num2str(zeros(1,(pInd(1)-2))), '1'];
+        pTxt(pTxt == ' ') = [];
+        txt = [star, 'p < ', pTxt];
+    end
+end
diff --git a/Ross/findSubPopulations.m b/Ross/findSubPopulations.m
new file mode 100644
index 0000000..e97ebea
--- /dev/null
+++ b/Ross/findSubPopulations.m
@@ -0,0 +1,104 @@
+function [GroupIDs, fig] = findSubPopulations(nkm, clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+
+% This function plots latency and jitter of latnecy against depth for each
+% unit and groups the units according to the measures by using k means
+% clustering. nkm determines the number of groups one wants to cluster in
+% to.
+
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+depth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['SubPopulations ', name];
+tm = 5e-2;
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, tm);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+kmat = [mn, sd, depth];
+
+ 
+% Removing and highlighting dodgy units from plot
+lowestLat = 2; 
+lowestSD = 0.2;
+dodgyMean = ID(find(mn<lowestLat));
+dodgySD = ID(find(sd<lowestSD));
+fprintf(['\n The following units have mean latenices lower than ', num2str(lowestLat), 'ms '...
+    '\n and have been removed from the plot: \n']);
+for a = 1:length(dodgyMean)
+    fprintf([num2str(dodgyMean{a}), '\n']);
+end
+fprintf(['\n The following units have standard devations lower than ', num2str(lowestSD), 'ms '...
+    '\n and have been removed from the plot: \n']);
+for a = 1:length(dodgySD)
+    fprintf([num2str(dodgySD{a}), '\n']);
+end
+
+mn(mn<lowestLat) = NaN;
+sd(sd<lowestSD) = NaN;
+nan = isnan(mn) | isnan(sd);
+
+
+km = kmeans(kmat(~nan,:), nkm, 'Replicates', 50);
+GroupIDs = cell(nkm,1);
+
+rng('default');
+jitter = randi(20,size(depth));
+depth = depth + jitter; % adding small jitter for visualisation
+depth = -1*depth;
+kmat = [mn, sd, depth];
+
+
+colours = [0,0,0; 1,0,0; 0,1,0; 0,0,1; 1,1,0; 1,0,1];
+
+fig = figure('Name', name, 'Color', 'White');
+
+
+for sub = 1:nkm
+    GroupIDs{sub,1} = sub;
+    GroupIDs{sub,2} = ID(km==sub);
+    errorbar(mn(km == sub),depth(km == sub),sd(km == sub), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color', colours(sub,:), 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 0, 'MarkerFaceColor', colours(sub,:));
+    hold on
+end
+hold off
+
+
+legend
+lgd = legend;
+for sub = 1:nkm
+    lgd.String{sub} = ['Group ', num2str(sub), ' mean latency +/- SD'];
+end
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([round(round(min(depth),-2)/2,-2)*2-200,0]);
+yticks([round(round(min(depth),-2)/2,-2)*2-200:200:0]);
+xlim([0 tm*1e3]);
+xticks(0:5:tm*1e3);
+xlabel('First-Spike Latency [ms]');
+ylabel('Unit Depth [\mum]', 'Interpreter', 'tex')
+
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontName = 'Arial';
+ax.FontSize = 20;
+lgd.String{sub+1} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+    'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 8;
+
+end
+
diff --git a/Ross/firstSpikes.m b/Ross/firstSpikes.m
new file mode 100644
index 0000000..e914e93
--- /dev/null
+++ b/Ross/firstSpikes.m
@@ -0,0 +1,36 @@
+function  firstSpikes(relativeSpkTmsStruct, gclID, dataDir)
+
+for a = 1: length(relativeSpkTmsStruct)
+    spVals(a).means = zeros(length(relativeSpkTmsStruct(a).SpikeTimes(:,1)),1);
+    spVals(a).sd = zeros(length(relativeSpkTmsStruct(a).SpikeTimes(:,1)),1);
+    spVals(a).sZcf = zeros(length(relativeSpkTmsStruct(a).SpikeTimes(:,1)),1);
+    cf = length(relativeSpkTmsStruct(a).SpikeTimes(1,:))*ones(length(relativeSpkTmsStruct(a).SpikeTimes(:,1)),1);
+    for b = 1: length(relativeSpkTmsStruct(a).SpikeTimes(:,1))
+        vals = zeros(1,length(relativeSpkTmsStruct(a).SpikeTimes(1,:)));
+        for c = 1: length(relativeSpkTmsStruct(a).SpikeTimes(1,:))
+            ind = find(relativeSpkTmsStruct(a).SpikeTimes{b,c}(:,:) >= 0);
+            if sum(relativeSpkTmsStruct(a).SpikeTimes{b,c} >= 0)~= false
+                first = ind(1);
+                vals(1,c) = relativeSpkTmsStruct(a).SpikeTimes{b,c}(first);
+            else
+            end
+        end
+        spVals(a).sZcf(b,1) = sum(vals == 0);
+        vals(find(vals == 0)) = [];
+        spVals(a).means(b,1) = mean(vals);
+        spVals(a).sd(b,1) = std(vals);
+        cf(b) = cf(b) - spVals(a).sZcf(b,1);
+    end
+    x = [1:length(relativeSpkTmsStruct(a).SpikeTimes(:,1))];
+    y = log10(spVals(a).sd*1000);
+    f = figure('Name',[relativeSpkTmsStruct(a).name,' Standard Deviations of First Spikes Post-TTL']);
+    scatter(x,y,(cf+1)*2.5,[0,0,0])
+%     t = text(x,y,gclID,'FontSize', 6);
+    title(relativeSpkTmsStruct(a).name);
+    xlabel('Unit No.');
+    ylabel('log10(Std Dev) (ms)');
+    savefig(f, fullfile(dataDir,[relativeSpkTmsStruct(a).name,' Standard Deviations of First Spikes Post-TTL.fig']), 'compact');
+end
+end
+
+
diff --git a/Ross/formatScatter.m b/Ross/formatScatter.m
new file mode 100644
index 0000000..789dc19
--- /dev/null
+++ b/Ross/formatScatter.m
@@ -0,0 +1,17 @@
+function fig = formatScatter(fig)
+set(fig, 'Position', [0.2220, 0.1781, 0.5446, 0.6943])
+ax = findobj(fig.Children, 'Type', 'axes');
+for ca = 1: length(ax)
+    ax(ca).FontName = 'Arial';
+    ax(ca).FontSize = 15;
+    sc = findobj(ax(ca).Children, 'Type', 'Scatter');
+    for csc = 1:length(sc)
+        sc(csc).SizeData = 400;
+%         if csc =~ 3
+%         sc(csc).CData = [0, 0, 1];
+%         end
+    end
+end
+end
+
+
diff --git a/Ross/getAverageResponse.m b/Ross/getAverageResponse.m
new file mode 100644
index 0000000..99f8c40
--- /dev/null
+++ b/Ross/getAverageResponse.m
@@ -0,0 +1,103 @@
+function plotUnitTriggeredResponse(ID, clInfo, sortedData, CondTriggers, samplingFreq, Triggers)
+
+% CondTriggers from Conditions struct
+
+
+
+% Redefining the stimulus signals from the low amplitude to logical values
+whStim = {'piezo','whisker','mech','audio'};
+cxStim = {'laser','light'};
+lfpRec = {'lfp','s1','cortex','s1lfp'};
+trigNames = fieldnames(Triggers);
+numTrigNames = numel(trigNames);
+ctn = 1;
+continuousSignals = cell(numTrigNames,1);
+continuousNameSub = zeros(size(trigNames));
+while ctn <= numTrigNames
+    if contains(trigNames{ctn},whStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},cxStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},lfpRec,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    ctn = ctn + 1;
+end
+continuousSignals(continuousNameSub == 0) = [];
+continuousNameSub(continuousNameSub == 0) = [];
+trigNames = trigNames(continuousNameSub);
+
+
+% Preparing stack inputs
+fs = samplingFreq;
+Ns = min(structfun(@numel,Triggers));
+timeLapse = [-2, 7];
+clInd = ismember(clInfo.id, ID);
+spkLog = StepWaveform.subs2idx(round(sortedData{clInd,2}*fs),Ns);
+spks = sortedData(clInd,2);
+
+spkSubs = cellfun(@(x) round(x.*fs), spks,...
+    'UniformOutput', false);
+
+% Making discStack
+[discStack, cst] = getStacks(spkLog,CondTriggers,'on',...
+    timeLapse,fs,fs,spkSubs,continuousSignals);
+
+
+[Ne, Nt, NTa] = size(discStack);
+% Computing the time axis for the stack
+tx = (0:Nt - 1)/fs + timeLapse(1);
+
+% delayFlags
+delayFlags = true(NTa,1);
+Na = sum(delayFlags,1);
+trigSubset = sort(randsample(Na,Na));
+tLoc = find(delayFlags);
+tSubs = tLoc(trigSubset);
+binSz = 0.1;
+
+
+plotRasterFromStack(discStack([1,2],:,tSubs),...
+    timeLapse, fs,'');
+ax1 = gca;
+hold on
+clr = [0,1,1];
+
+[PSTH, trig, sweeps] = getPSTH(discStack([1,2],:,:),timeLapse,...
+    ~delayFlags,binSz,fs);
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+
+% Plotting lines for depicting the on- and offset of the trigger
+tObj = StepWaveform(trig,1/mean(diff(trigTX)));
+tSubs = tObj.subTriggers;
+if ~isempty(tSubs)
+    for ct = 1:size(tSubs,1)
+        for nf = 1:size(tSubs,2)
+            line(ax1,'XData',repmat(trigTX(tSubs(ct,nf)),1,2),'YData',[0.5,Na+0.5],...
+                'Color',clr,'LineWidth',2)
+        end
+    end
+else
+    trig = logical(trig/max(trig(:)));
+    line(ax1,'XData',trigTX,'YData',(Na+1.5)*trig - 0.5,...
+       'Color',clr,'LineWidth',2)
+end
+
+yyaxis('right')
+sc = 1/(Na*binSz);
+
+
+PSTHax = linspace(timeLapse(1),timeLapse(2),size(PSTH,2));
+area(PSTHax, PSTH, 'FaceColor', [0,0,0], 'LineStyle', 'none', 'FaceAlpha', 0.1);
+ax = gca;
+adjustFactor = round(sc.*ax.YAxis(2).TickValues)/sc;
+ax.YAxis(2).TickValues = adjustFactor;
+ax.YAxis(2).TickLabels = sc.*ax.YAxis(2).TickValues;
+end
+
+
diff --git a/Ross/getBurstingMeasures.m b/Ross/getBurstingMeasures.m
new file mode 100644
index 0000000..405dd69
--- /dev/null
+++ b/Ross/getBurstingMeasures.m
@@ -0,0 +1,70 @@
+function [burstSpkFreq, burstCF, nBursts, nSpikes, eventRatio] = getBurstingMeasures(UnitID, ISIcutoff, Traincutoff, minSpksperBurst, sortedData, samplingFrequency)
+
+% Returns the frequency of bursts with element(n) number of spikes in (up
+% to 25 spikes per burst), as well as the bursting coefficient (no of burst
+% spikes relative to total spikes) and the number of bursts.
+% spb = minimum spikes per burst
+ind = ismember(sortedData(:,1), UnitID);
+SpikeTrain = sortedData{ind,2};
+
+
+fs = samplingFrequency;
+rP = 10^-3;
+if Traincutoff == round(Traincutoff)
+    Traincutoff = Traincutoff*(10^-3);
+end
+
+if ISIcutoff == round(ISIcutoff)
+    ISIcutoff = ISIcutoff*(10^-3);
+end
+
+dim=size(SpikeTrain); if dim(2)>dim(1),SpikeTrain=SpikeTrain';end  %consistent column of spike times.
+if  SpikeTrain(1) == round(SpikeTrain(1))
+    SpikeTrain = SpikeTrain/fs;
+end
+SpikeTrain(diff(SpikeTrain) < rP) = [];
+ISIs = diff(SpikeTrain);
+Events = find(ISIs > ISIcutoff);
+Events = [1;Events];
+Events=unique(Events);
+
+
+
+c = 1;
+Bursts = [];
+for a = 1:length(Events) - 1
+    current = Events(a); next = Events(a+1);
+    if  sum(ISIs(current:next-1)) <= Traincutoff && next-current-minSpksperBurst >= 0 % min number of spikes per burst has to be greater than 1
+        Bursts{c} = (SpikeTrain(current+1:next));
+        c = c + 1;
+    end
+end
+current = Events(end);
+
+if  sum(ISIs(current:end)) <= Traincutoff && next-current-minSpksperBurst >= 0 % min number of spikes per burst has to be greater than 1
+        Bursts{c} = (ISIs(current:end));
+end
+if length(Bursts) == 0
+    nBursts = 0;
+    burstSpkFreq = zeros(25,1);
+    burstCF = 0;
+    eventRatio = 0;
+else
+    nBursts = length(Bursts);
+    
+    eventRatio = nBursts/(length(Events)-nBursts);
+    
+    burstSpikes = cat(1, Bursts{:});
+    burstCF = length(burstSpikes)/length(SpikeTrain);
+    
+    burstSz = zeros(size(Bursts))';
+    for a = 1:length(Bursts)
+        burstSz(a,1) = numel(Bursts{a});
+    end
+    burstSpkFreq = zeros(25,1);
+    for a = 1: 25
+        burstSpkFreq(a,1) = sum(burstSz == a);
+    end
+end
+nSpikes = length(SpikeTrain);
+end
diff --git a/Ross/getBurstingMeasuresMUA.m b/Ross/getBurstingMeasuresMUA.m
new file mode 100644
index 0000000..60c676d
--- /dev/null
+++ b/Ross/getBurstingMeasuresMUA.m
@@ -0,0 +1,142 @@
+% function [burstSpkFreq, burstCF, nBursts, nSpikes, eventRatio] = getBurstingMeasuresMUA(UnitID, SpikeTrains, TrialStarts, TimeBefore, TimeAfter, Condition)
+
+%%
+
+%% Picking out the desired units
+if ~exist("spkSubs")
+    ind = ismember(sortedData(:,1), gclID);
+    Spikes = cellfun(@(x) round(x.*fs),sortedData(ind,2),...
+    'UniformOutput',false);
+else
+    Spikes = spkSubs;
+end
+
+
+%% Parameters
+
+minSpksperBurst = 2;
+Traincutoff = 40 * 10^-3;
+ISIcutoff = 6 * 10^-3;
+nSpkscutoff = 5;
+
+timeBeforesecs = 2.25;
+timeAftersecs = 2.25;
+
+consconds = [20, 22, 25];
+
+
+%% Triggered Spike Times
+
+
+conscondnames = {Conditions(consconds).name};
+
+Triggers = {Conditions(consconds).Triggers};
+timeBefore = timeBeforesecs*fs;
+timeAfter = timeAftersecs*fs;
+
+for t = 1:length(Triggers)
+    triggers = Triggers{t}(:,1);
+
+spont_window = [triggers-timeBefore, triggers-0.01];
+ev_window = [triggers+0.01, triggers+timeAfter];
+
+consSpks = cell(length(Spikes), 2);
+
+for cu = 1:length(Spikes)
+    spks = Spikes{cu};
+    sp_spks = [];
+    ev_spks = [];
+    for ct = 1:length(triggers)
+        sp_spks = [sp_spks; spks(spks > spont_window(ct,1) & spks < spont_window(ct,2))];
+        ev_spks = [ev_spks; spks(spks > ev_window(ct,1) & spks < ev_window(ct,2))];
+    end
+    consSpks{cu,1} = sp_spks;
+    consSpks{cu,2} = ev_spks;
+end
+
+
+%% Spont and Evoked Bursting Measures
+% burstSpkFreq = cell(size(consSpks));
+burstCF = cell(size(consSpks)); % no. of spikes belonging to bursts / total spikes
+nBursts = cell(size(consSpks)); % no. of bursts
+nSpikes = cell(size(consSpks)); % no. of total spikes
+bursteventRatio = cell(size(consSpks)); % no. of burst events
+
+
+
+
+refperiod = 0.001;
+
+for cu = 1:length(Spikes)
+    for ct = 1:2
+        spks = consSpks{cu,ct};
+        if isempty(spks)
+%             burstSpkFreq{cu,ct} = 0;
+            burstCF{cu,ct} = 0;
+            nBursts{cu,ct} = 0;
+            nSpikes{cu,ct} = 0;
+            bursteventRatio{cu,ct} = 0;
+        else
+
+        dim=size(spks); if dim(2)>dim(1),spks=spks';end  %consistent column of spike times.
+        if  spks(1) == round(spks(1))
+            spks = spks/fs;
+        end
+        spks(diff(spks) < refperiod) = [];
+        ISIs = diff(spks);
+        Events = [1; find(ISIs > ISIcutoff)];
+        Events=unique(Events);
+
+
+
+        c = 1;
+        Bursts = [];
+        for a = 1:length(Events) - 1
+            current = Events(a); next = Events(a+1);
+            if  sum(ISIs(current:next-1)) <= Traincutoff && next-current-minSpksperBurst >= 0 && next-current <= nSpkscutoff-1 % min number of spikes per burst has to be greater than 1
+                Bursts{c} = (spks(current+1:next));
+                c = c + 1;
+            end
+        end
+        current = Events(end);
+
+        if  sum(ISIs(current:end)) <= Traincutoff && next-current-minSpksperBurst >= 0 && next-current <= nSpkscutoff-1 % min number of spikes per burst has to be greater than 1
+            Bursts{c} = (ISIs(current:end));
+        end
+        if isempty(Bursts)
+            nBursts{cu,ct} = 0;
+%             burstSpkFreq{cu,ct} = zeros(10,1);
+            burstCF{cu,ct} = 0;
+            bursteventRatio{cu,ct} = 0;
+        else
+            nBursts{cu,ct} = length(Bursts);
+
+            bursteventRatio{cu,ct} = length(Bursts)/(length(Events));
+
+            burstSpikes = cat(1, Bursts{:});
+            burstCF{cu,ct} = length(burstSpikes)/length(spks);
+
+            burstSz = zeros(size(Bursts))';
+            for a = 1:length(Bursts)
+                burstSz(a,1) = numel(Bursts{a});
+            end
+%             burstSpkFreq = zeros(10,1);
+            for a = 1: 10
+%                 burstSpkFreq(a,1) = sum(burstSz == a);
+            end
+        end
+        nSpikes{cu,ct} = length(spks);
+
+        end
+
+
+
+    end
+end
+TriggeredBursts(t).ConditionName = conscondnames{t};
+TriggeredBursts(t).burstCF = burstCF;
+TriggeredBursts(t).bursteventRatio = bursteventRatio;
+TriggeredBursts(t).nBursts = nBursts;
+TriggeredBursts(t).nSpikes = nSpikes;
+
+end
diff --git a/Ross/getClusterWaveform.m b/Ross/getClusterWaveform.m
new file mode 100644
index 0000000..04d379a
--- /dev/null
+++ b/Ross/getClusterWaveform.m
@@ -0,0 +1,264 @@
+function clWaveforms = getClusterWaveform(clusterID, dataDir)
+%GETCLUSTERWAVEFORM reads the raw binary file and compiles the voltage
+%traces for the given cluster (the cluster number should be the one
+%assigned by Kilosort/Phy). The output is a cell (or a structure)
+%containing the mean waveform and its standard deviation.
+%   waveform = getClusterWaveform(clusterID)
+%       INPUTS
+%           - clusterID - character array, double or cell array containing
+%           the clusters from which the waveforms are required.
+%       OUTPUT
+%           - waveform - cell array or double vector containing the mean
+%           wavefrom for the given cluster(s).
+% Emilio Isaias-Camacho @GrohLab 2019
+
+%% Input validation
+clWaveforms = cell(1,3);
+checkNature = @(x) [iscell(x), ischar(x), isnumeric(x)];
+getLastCell = @(x) x{numel(x)};
+if ~any(checkNature(clusterID))
+    fprintf(1,'Unsupported input!\n')
+    fprintf(1,'Be sure you input either the cluster ID as a ')
+    fprintf(1,'character vector, a number or\nas a cell array')
+    return
+end
+if ~exist(dataDir, 'dir')
+    fprintf(1,'Not possible to retrieve waveforms without the data!\n')
+    fprintf(1,'Please provide the data directory\n')
+    return
+end
+% Converting the ID(s) to cell arrays according to their nature
+switch bi2de(checkNature(clusterID),'left-msb')
+    case 1
+        fprintf(1,'Numeric ID detected\n')
+        clusterID = {num2str(clusterID)};
+    case 2
+        fprintf(1,'Character ID detected\n')
+        clusterID = {clusterID};
+    case 4
+        fprintf(1,'Cell ID detected\n')
+        charFlag = all(cellfun(@ischar, clusterID));
+        if ~charFlag
+            fprintf(1,'The cluster ID(s) should be only character within')
+            fprintf(1,' a cell array\n')
+            fprintf(1,'Please provide the ID(s) as required and try again\n')
+            return
+        end
+end
+clusterID = unique(clusterID);
+%% Getting ready for the file reading
+% Reading the cluster summary
+clTable = getClusterInfo(fullfile(dataDir, 'cluster_info.tsv'));
+% % Reading the channel map
+fP = fopen(fullfile(dataDir,'params.py'),'r');
+fgetl(fP);
+ln = fgetl(fP);
+fclose(fP);
+Nch = double(getLastCell(textscan(ln,'%s = %d'))-1);
+necessaryFiles = {fullfile(dataDir, 'channel_map.npy');...
+    fullfile(dataDir, 'spike_templates.npy');...
+    fullfile(dataDir, 'spike_clusters.npy')};
+allOk = [exist(necessaryFiles{1},'file'), exist(necessaryFiles{2},'file'),...
+    exist(necessaryFiles{3},'file')];
+if ~all(allOk)
+    fprintf(1,'The following files were not found:\n')
+    for cf = find(~allOk)
+        fprintf(1,'%s\n', necessaryFiles{cf})
+    end
+    fprintf(1,'Cannot continue without these files. Aborting...\n')
+    return
+end
+%% Reading the necessary files
+% Reading the channel order
+chanMap = readNPY(necessaryFiles{1});
+% Preparatory variables for organising the output
+spkTmls = readNPY(necessaryFiles{2});
+spkCls = readNPY(necessaryFiles{3});
+%% Input arguments verification
+% Logical variables for clusters (clIdx) and spikes (spkIdx)
+clIdx = false(size(clTable, 1), numel(clusterID));
+spkIdx = false(size(spkCls,1), numel(clusterID));
+clTempSubs = cell(numel(clusterID),1);
+% Verifying if the given clusters exist in this experiment
+for ccl = 1:numel(clusterID)
+    clIdx(:,ccl) = strcmp(clTable.id, clusterID(ccl));
+    spkIdx(:,ccl) = spkCls == str2double(clusterID(ccl));
+    % Determining the template for the given cluster
+    clTempSubs{ccl} = mode(spkTmls(spkIdx(:,ccl)));
+end
+missClustFlag = ~any(clIdx,1);
+if ~all(~missClustFlag)    
+    fprintf(1,'Some of the given clusters do not exist in this experiment\n')
+    fprintf(1,'Clusters not found:\n')
+    fprintf(1,'%s\n', clusterID{missClustFlag})
+    if sum(missClustFlag) < numel(clusterID)
+        contAns = questdlg('Continue without these clusters?', 'Continue?',...
+            'Yes','No','Yes');
+        if strcmp(contAns, 'No')
+            fprintf(1,'Aborting...\n')
+            return
+        end
+    else
+        fprintf(1,'No valid cluster ID provided!\n')
+        return
+    end
+end    
+clusterID(missClustFlag) = [];
+clIdx(:,missClustFlag) = [];
+spkIdx(:, missClustFlag) = [];
+clTempSubs(missClustFlag) = [];
+[clSub,~] = find(clIdx);
+% Determining hosting channels
+% ch2read = chanMap(clTable{clusterID, 'channel'} + 1);
+chans = contains(clTable.Properties.VariableNames,{'ch','channels'});
+chansInTable = find(chans);
+chanInTable = chansInTable(1);
+ch2read = clTable{clusterID, clTable.Properties.VariableNames{chanInTable}};
+
+%% Verifying if the waveform(s) for the given cluster(s) was/were computed
+
+waveFile = dir(fullfile(dataDir,'*_waveforms.mat'));
+
+if ~isempty(waveFile)
+    waveFileName = fullfile(dataDir, waveFile.name);
+    load(waveFileName,'clWaveforms')
+    % N_exCl = size(clWaveforms, 1);
+    [exIdx, exSub] = ismember(clWaveforms(:,1),clusterID);
+    % 'Removing' unwanted cluster waveforms and retrieving missing clusters
+    clWaveforms = clWaveforms(exIdx,:);
+    % Number of stored clusters
+    Nstcl = nnz(exIdx);
+    % Number of requested clusters
+    Nrqcl = length(clusterID);
+    missingClSubs = setdiff(1:Nrqcl, exSub);
+    Nbncl = numel(missingClSubs);
+    if Nbncl
+        % Allocation of the bigger space
+        clOutput = cell(Nstcl+Nbncl,3);
+        % Reading the clusters from the file
+        cl_fromBin = fetchWaveforms_fromBin(dataDir, clusterID(missingClSubs),...
+            chanMap, Nch, clSub(missingClSubs), clTempSubs(missingClSubs),...
+            spkIdx(:,missingClSubs), ch2read(missingClSubs));
+        % Ordering the clusters alfabetically due to the string nature of the
+        % ID
+        reqClID = [clWaveforms(:,1); cl_fromBin(:,1)];
+        [~, reqOrdSub] = sort(reqClID);
+        % Assigning the clusters from the cell-array
+        clOutput(reqOrdSub <= Nstcl,:) = clWaveforms;
+        % Assigning the clusters from the bin file
+        clOutput(reqOrdSub > Nstcl,:) = cl_fromBin;
+        % Re-assigning the variable names
+        clWaveforms = clOutput;
+        save(waveFileName, 'clWaveforms','-append', '-v7.3')
+    end
+else
+    clWaveforms = fetchWaveforms_fromBin(dataDir, clusterID,...
+        chanMap, Nch, clSub, clTempSubs, spkIdx, ch2read);
+    % Naming the waveform file
+    binFile = dir(fullfile(dataDir,'*.bin'));
+    smrxFile = dir(fullfile(dataDir, '*.smrx'));
+    if numel(binFile) == 1 
+        % As the binary file
+        [~,baseName] = fileparts(fullfile(binFile.folder,binFile.name));
+    elseif numel(smrxFile) == 1
+        % As the smrx file
+        [~,baseName] = fileparts(fullfile(smrxFile.folder,smrxFile.name));
+    elseif numel(binFile) > 1 || numel(smrxFile) > 1
+        % User dependent name
+        [~, bbaseNames] = arrayfun(@(x) fileparts(x.name), binFile,...
+            'UniformOutput', 0);
+        [~, sbaseNames] = arrayfun(@(x) fileparts(x.name), smrxFile,...
+            'UniformOutput', 0);
+        bsBaseNames = [bbaseNames;sbaseNames];
+        [bnSub, iOk] = listdlg('ListString', bsBaseNames,...
+            'PromptString', 'Output name:',...
+            'CancelString', 'None of these');
+        if ~iOk
+            slfnans = questdlg('Would you like to name it yourself?',...
+                'File name','Yes','No','Yes');
+            if strcmp(slfnans,'Yes')
+                slfName = inputdlg('File name:','Write a title',[16,200],...
+                    bsBaseNames{1});
+                [~,baseName] = fileparts(slfName);
+            end
+        else
+            baseName = bsBaseNames{bnSub};
+        end
+    end
+    waveFileName = fullfile(dataDir, [baseName, '_waveforms.mat']);
+    save(waveFileName, 'clWaveforms', '-v7.3');
+end
+end
+
+function clWaveforms =...
+    fetchWaveforms_fromBin(dataDir, clusterID,...
+    chanMap, Nch, clSub, clTempSubs, spkIdx, ch2read)
+%% Reading the binary file
+clWaveforms = cell(numel(clusterID),3);
+% Determinig the spike times for the given clusters
+spikeFile = dir(fullfile(dataDir,'*_all_channels.mat'));
+if ~isempty(spikeFile)
+    load(fullfile(dataDir, spikeFile.name), 'sortedData', 'fs')
+    if ~exist('fs','var')
+        fsFile = dir(fullfile(dataDir,'*_sampling_frequency.mat'));
+        load(fullfile(dataDir, fsFile.name), 'fs')
+    end
+end
+% Taking ~1.25 ms around the spike.
+spikeWaveTime = 2*round(1.25e-3 * fs) + 1;
+spikeSamples = (spikeWaveTime - 1)/2;
+binFile = dir(fullfile(dataDir, '*.bin'));
+if isempty(binFile)
+    fprintf(1, 'Without a binary file it is impossible to get the waveforms')
+    fprintf(1,'\n');
+    return
+end
+pcFeat = readNPY(fullfile(dataDir, 'pc_features.npy'));
+pcInd = readNPY(fullfile(dataDir, 'pc_feature_ind.npy'));
+spkSubs = cellfun(@(x) round(x.*fs),sortedData(clSub,2),...
+    'UniformOutput',false);
+% [ch2read, readOrder, repeatChs] = unique(ch2read);
+fID = fopen(fullfile(dataDir, binFile.name), 'r');
+cchan = 1;
+% Main loop
+while ~feof(fID) && cchan <= numel(clusterID)
+    % Computing the location of the channel features
+    pcIdx = ch2read(cchan) == chanMap(pcInd(clTempSubs{cchan}+1,:)+1);
+    clFeat = pcFeat(spkIdx(:,cchan), :, pcIdx);
+    fprintf(1,'Reading channel %d ',ch2read(cchan))
+    % Jumping to the channel
+    fseek(fID, 2*(ch2read(cchan)), 'bof');
+    % Computing the distance from spike to spike
+    spkDists = [spkSubs{cchan}(1);diff(spkSubs{cchan})];
+    fprintf(1,'looking for cluster %s...', clusterID{cchan})
+    % Allocating space for the spikes
+    waveform = zeros(spikeWaveTime, numel(spkSubs{cchan}));
+    %fig = figure('Color',[1,1,1],'Visible', 'off');
+    %ax = axes('Parent', fig); ax.NextPlot = 'add';
+    %subSet = 1:floor(numel(spkDists)*0.1);
+    for cspk = 1:numel(spkSubs{cchan})
+        % Jumping to 1 ms before the time when the spike occured
+        fseek(fID, 2*((Nch+1)*(spkDists(cspk) - spikeSamples)), 'cof');
+        % Reading the waveform
+        cwf = fread(fID, [spikeWaveTime, 1], 'int16=>single', 2*Nch);
+        % Assigning the waveform to the saving variable. If the waveform is
+        % cut, then assign only the gathered piece.
+        try
+            waveform(:,cspk) = cwf;
+        catch
+            waveform(1:length(cwf),cspk) = cwf;
+        end
+        % Jumping back to the exact time of the spike
+        fseek(fID, -2*((Nch+1)*(spikeSamples+1)), 'cof');
+        %    if ismember(cspk,subSet)
+        %        plot(ax,waveform(:,cspk),'DisplayName',num2str(cspk));
+        %    end
+    end
+    fprintf(1,' done!\n')
+    clWaveforms(cchan,:) = [clusterID(cchan), {waveform}, {clFeat}];
+    cchan = cchan + 1;
+    frewind(fID);
+    %fig.Visible = 'on';
+end
+fclose(fID);
+end
diff --git a/Ross/getCondSig.m b/Ross/getCondSig.m
new file mode 100644
index 0000000..75f31cd
--- /dev/null
+++ b/Ross/getCondSig.m
@@ -0,0 +1,46 @@
+function conditionSignals = getCondSig(dataDir)
+iOk = -1;
+impStr = 'Rhd';
+
+
+smrxFiles = dir(fullfile(dataDir,'*.smrx'));
+if isempty(smrxFiles)
+    smrxFiles = dir(fullfile(dataDir,'*\*.smrx'));
+elseif isempty(smrxFiles)
+    fprintf(1,'The given directory contains no .smrx files. Please ')
+    fprintf(1,'try again with another folder which do contain .smrx files.\n')
+    return
+end
+
+cellSmrxFiles = {smrxFiles.name};
+Nf = size(smrxFiles,1);
+
+% Selecting files
+[incFiles, iok] = listdlg('ListString',cellSmrxFiles(1,:),...
+    'SelectionMode','multiple',...
+    'PromptString','Select the files to join:',...
+    'InitialValue',1:Nf);
+if iok
+    smrxFiles = smrxFiles(incFiles);
+    cellSmrxFiles = {smrxFiles.name};
+    Nf = size(smrxFiles,1);
+else
+    fprintf(1,'Cancelling...\n')
+    return
+end
+
+% Merging order
+fileOrder = (1:Nf)';
+defInput = num2cell(num2str(fileOrder));
+answr = inputdlg(cellSmrxFiles,'File order',[1, 60],defInput);
+nFileOrder = str2double(answr);
+nSmrxFiles = smrxFiles;
+if ~isempty(answr) && sum(abs(fileOrder - nFileOrder)) ~= 0
+    fprintf(1,'Changing file order...\n')
+    nSmrxFiles(nFileOrder) = smrxFiles(fileOrder);
+    smrxFiles = nSmrxFiles;
+else
+    fprintf('File order not altered\n')
+end
+clearvars nSmrxFiles nFileOrder
+end
\ No newline at end of file
diff --git a/Ross/getFirstSpikes.m b/Ross/getFirstSpikes.m
new file mode 100644
index 0000000..bbc5ff1
--- /dev/null
+++ b/Ross/getFirstSpikes.m
@@ -0,0 +1,45 @@
+for a = 1:length(Conditions)
+    AllLaser(a,1) = contains(Conditions(a).name, 'All_Laser', 'IgnoreCase', true);
+end
+if sum(AllLaser) ~=1
+    fprintf('Outputs for All_Laser do not = 1....Check Conditions! \n')
+    return
+end
+ind = find(ismember(sortedData(:,1),ID))';
+laserTriggers = Conditions(AllLaser).Triggers(:,1)/fs;
+FirstSpikes = cell((length(ind)),length(laserTriggers));
+r = 1;
+for a = ind
+    for b = 1:length(laserTriggers) - 1
+        spikes = sortedData{a,2} >= laserTriggers(b) & sortedData{a,2} < laserTriggers(b+1);
+        if sum(spikes) == 0
+            FirstSpikes{r,b} = [];
+        else
+            spikes = find(spikes);
+            first = spikes(1);
+            FirstSpikes{r,b} = sortedData{a,2}(first) - laserTriggers(b);
+        end
+    end
+    
+    spikes = sortedData{a,2} >= laserTriggers(end);
+    if sum(spikes) == 0
+        FirstSpikes{r,b} = [];
+    else
+        spikes = find(spikes);
+        first = spikes(1);
+        FirstSpikes{r,b} = sortedData{a,2}(first) - laserTriggers(end);
+    end
+    r = r + 1;
+end
+MeanFirsts = NaN(length(ind),1);
+SDcells = NaN(length(ind),1);
+for a = 1:length(ind)
+    FSrow = cat(2,FirstSpikes(a,1:end));
+    MeanFirsts(a) = mean(cell2mat(FSrow));
+    SDcells(a) = std(cell2mat(FSrow));
+end
+x = [1:length(SDcells)];
+y = log10(MeanFirsts*1000);
+scale = SDcells*10;
+figure('Name', 'FirstSpikes', 'Color', 'White')
+scatter(x, y, scale, [0,0,0])
\ No newline at end of file
diff --git a/Ross/getRate.m b/Ross/getRate.m
index d3c54e2..b205f01 100644
--- a/Ross/getRate.m
+++ b/Ross/getRate.m
@@ -1,80 +1,35 @@
-function [RateMap, expt, rate] = getRate(binSz, nSamples, fs, sortedData, dataDir)
-
-
-promptStrings = {'expt name:'};
-defaultInputs = {'Rate',};
-answ = inputdlg(promptStrings,'Inputs', [1, 30],defaultInputs);
-expt = answ{1,1};
-
-%promptStrings = {'Bin size [s]:'};
-%defaultInputs = {'0.05',};
-%answ = inputdlg(promptStrings,'Inputs', [1, 30],defaultInputs);
-%binSz = str2double(answ(1));
-
-%promptStrings = {'Sampling Frequency (fs)'};
-%defaultInputs = {'3.003003003003003e+04',};
-%answ = inputdlg(promptStrings,'Inputs', [1, 30],defaultInputs);
-%fs = str2double(answ(1));
-
-% binSamples is the number of elements in spiketrain per bin.
-binSamples = fs*binSz;
-
-% Need the number of bins we're gonna pop our data into.
-nBins = round(nSamples/binSamples);
-
-
-% Need to create an empty matrix that's eagerly awaiting all our cluster
-% counts.
-goodsIdx =cellfun(@(x) x~=3,sortedData(:,3));
-goods = goodsIdx;
-gdCells = sortedData(goods,:);
-% Need to know the number of bad clusters that we're not going to bother with.
-szT = length(gdCells);
-counts = zeros(nBins, szT);
-
-for b = 1:szT   % cluster by cluster
-        for a = 1:nBins
-            fsV = fs*gdCells{b,2}'; 
-            logicalfsV = (fsV >(a-1)*binSamples) & (fsV <= a*binSamples);
-            counts(a,b) = sum(logicalfsV);
-        end
-          % rate = counts/binSz;
-        % figure; bar(rate(:,b));
+function rates = getRate(ID, binSize, sortedData, numSamples, fs)
+Nt = numSamples/fs;
+% Useless clusters (labeled as noise or they have very low firing rate)
+badsIdx = cellfun(@(x) x==3,sortedData(:,3));
+bads = find(badsIdx);
+totSpkCount = cellfun(@numel,sortedData(:,2));
+clusterSpikeRate = totSpkCount/Nt;
+silentUnits = clusterSpikeRate < 0.1;
+bads = union(bads,find(silentUnits));
+goods = setdiff(1:size(sortedData,1),bads);
+badsIdx = badsIdx | silentUnits;
+spkSubs = cellfun(@(x) round(x.*fs), sortedData(goods,2),...
+    'UniformOutput', false);
+gclID = sortedData(goods,1);
+
+
+if binSize == round(binSize) || binSize >= 1
+    binSize = binSize*(1e-3);
 end
-rate = counts/binSz;
-xaxisSec = [0:nBins]'*binSz;
-yaxisClNo = [1:szT];
 
-RateMap = figure;
-imagesc(xaxisSec, yaxisClNo, rate');
-xlabel('Time (s)');
-ylabel('Cluster No.');
-title(expt);
-txt = {['Bin Size = ', num2str(binSz) 's']};
-text(8328,-2.7,1.4e-14, txt);
-%Use fire colormap
-colormap(fire);
-colorbar;
-%use caxis command to hardcode colormap so that we can more easily compare
-caxis([0 50]);
-
-configureFigureToPDF(figure(RateMap));
-saveas(figure(RateMap), expt, 'emf');  
-save(fullfile(dataDir, [expt]), 'rate', 'RateMap', '-v7.3');
+binSamples = fs*binSize;
+nBins = round(numSamples/binSamples);
+nUnits = length(ID);
+counts = zeros(nBins, nUnits);
+
+for unitNo = 1:nUnits   % unit by unit
+    unitInd = ismember(gclID,ID{unitNo});
+    train = spkSubs{unitInd}'; % need to index into gclID not spkSubs
+    for bin = 1:nBins   % bin by bin 
+        logicalTrain = (train >(bin-1)*binSamples) & (train <= bin*binSamples);
+        counts(bin,unitNo) = sum(logicalTrain);
+    end
 end
 
-
-%across conditions-- try it out with autogenerated values to get a sense of
-%the appropriate scaling
-
-%Add labels!
-
-%RAM Can you programmatically save the figure file?
-% savefig('RateMap.fig'); print('RateMap.pdf','-dpdf'); print('RateMap.emf','-dmeta');
-%RAM Are you always using 50 ms or 500 ms for binsizes? Asnw: No, 1s bin size for
-% these files
-%RAM Add binsize to title or somewhere on plot
-%RAM Wrap everything in a function as below and save in new .m file
-
-%RAM programatically save results to a new data file using save command at
-% command line
\ No newline at end of file
+rates = counts/binSize;
\ No newline at end of file
diff --git a/Ross/getTriggeredTTL.m b/Ross/getTriggeredTTL.m
new file mode 100644
index 0000000..2e2bc35
--- /dev/null
+++ b/Ross/getTriggeredTTL.m
@@ -0,0 +1,25 @@
+function[stims, r, csNames] = getTriggeredTTL(cst, delayFlags, trigNames, clr, Nt)
+csNames = trigNames;
+stims = mean(cst(:,:,delayFlags),3);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    [r,c] = size(stims);
+    if r < c
+        stims = stims';
+    end
+    
+    if sum(clr(3)' & contains(trigNames, "Laser")) ~= false
+        csNames = csNames(contains(trigNames, "Laser"));
+        r = find(contains(trigNames, "Laser"));
+    else
+        csNames = csNames(~contains(trigNames, "Laser"));
+        r = find(~contains(trigNames, "Laser"));
+    end
+end
\ No newline at end of file
diff --git a/Ross/getTriggers.m b/Ross/getTriggers.m
new file mode 100644
index 0000000..7b1143e
--- /dev/null
+++ b/Ross/getTriggers.m
@@ -0,0 +1,386 @@
+% function [Conditions, Triggers] = getTriggers(expName, dataDir, fs)
+
+%% Assumes that you do your mech (with/without laser) trials in one batch of recordings, ie. not laser (L), mech (M), L, M
+    % e.g. LLLLLMMM is fine, as is MMMMMMMMMLL ...this script will
+    % currently not work for LTP-style recordings
+    
+    % Another assumption atm is that a continuous laser pulse > 100ms occurs in every
+    % recording in which laser TTL trggers are present, and that the time
+    % between trials cannot be less than this pulse length
+    
+    
+    % One more thing - We're assuming mechanical control is always the
+    % first condition of a recording with MechTTL pulses
+    
+% Make sure that any mechanical file you want to be considered has minMech
+% nummber of MechTTL pulses
+    
+    
+    
+minMech = 10;
+minLaser = 10;
+%% Finding and rearranging smrx files
+iOk = -1;
+impStr = 'Rhd';
+
+% Get fs from dataDir - later
+
+
+
+
+smrxFiles = dir(fullfile(dataDir,'*.smrx'));
+if isempty(smrxFiles)
+    smrxFiles = dir(fullfile(dataDir,'*\*.smrx'));
+elseif isempty(smrxFiles)
+    fprintf(1,'The given directory contains no .smrx files. Please ')
+    fprintf(1,'try again with another folder which do contain .smrx files.\n')
+    return
+end
+
+cellSmrxFiles = {smrxFiles.name};
+Nf = size(smrxFiles,1);
+
+% Selecting files
+[incFiles, iok] = listdlg('ListString',cellSmrxFiles(1,:),...
+    'SelectionMode','multiple',...
+    'PromptString','Select the files to join:',...
+    'InitialValue',1:Nf);
+if iok
+    smrxFiles = smrxFiles(incFiles);
+    cellSmrxFiles = {smrxFiles.name};
+    Nf = size(smrxFiles,1);
+else
+    fprintf(1,'Cancelling...\n')
+    return
+end
+
+% Merging order
+fileOrder = (1:Nf)';
+fO = num2cell(fileOrder);
+for i = 1: length(fO)
+    fO{i} = num2str(fO{i});
+end
+
+defInput = fO;
+answr = inputdlg(cellSmrxFiles,'File order',[1, 60],defInput);
+nFileOrder = str2double(answr);
+nSmrxFiles = smrxFiles;
+if ~isempty(answr) && sum(abs(fileOrder - nFileOrder)) ~= 0
+    fprintf(1,'Changing file order...\n')
+    nSmrxFiles(nFileOrder) = smrxFiles(fileOrder);
+    smrxFiles = nSmrxFiles;
+else
+    fprintf('File order not altered\n')
+end
+clearvars nSmrxFiles nFileOrder
+%% getting ConditionSignals
+for i = 1:length(answr)
+    getConditionSignalsBF(fopen([dataDir, '\', smrxFiles(i).name]));
+    CondSigs(i).name = smrxFiles(i).name(1:end-5);
+    CondSigs(i).Sig = load([dataDir, '\', CondSigs(i).name, '_CondSig.mat']);
+end
+%% getting Trigs
+
+
+
+% Getting header names and numbers
+
+
+
+for i = 1:length(CondSigs)
+    fnames{i} = fieldnames(CondSigs(i).Sig(1));
+    headerNames{i} = (fnames{i}(contains(fnames{i}, 'head')));
+    strHeaders = cell2mat(headerNames{i}); % This will fail if header > 99;
+    headerNumbers{i} = strHeaders(:,5:end);
+end
+
+
+nTriggers = [];
+for sZ = 1:length(headerNames)
+    nTriggers = [nTriggers; length(headerNames{sZ})];
+end
+
+mostTriggers = max(nTriggers);
+ind = find(nTriggers==mostTriggers, 1);
+
+
+% Making the Trigs names
+
+for a = 1:mostTriggers
+        
+        Trigs(a).name = CondSigs(ind).Sig.(headerNames{ind}{a}).title;
+        
+        if contains(Trigs(a).name, 'Laser') 
+            laserInd = a;
+        elseif contains(Trigs(a).name, 'MechTTL')
+            mchInd = a;
+        end
+        
+    end
+
+% Getting the different laser intensities fromt the CondSigs struct
+pwrMissing = false;
+for conscondSig = 1:length(CondSigs)
+    
+     mWfind = strfind(CondSigs(conscondSig).name, 'mW');
+    Power{conscondSig} = CondSigs(conscondSig).name(mWfind-2:mWfind+1);
+    if isempty(Power{conscondSig})
+        pwrMissing = true;
+    elseif contains(Power{conscondSig}, '.')
+        Power{conscondSig} = CondSigs(conscondSig).name(mWfind-3:mWfind+1);
+    elseif contains(Power{conscondSig}, '_') || contains(Power{conscondSig}, ' ')
+        Power{conscondSig} = Power{conscondSig}(2:end);
+    end
+end
+if pwrMissing
+    fprintf('Could not find all laser intensities - consider renaming condsig files \n')
+end
+    
+
+
+% Adding traces (info), offset, and triggers to Trigs struct
+
+for conscondSig = 1:length(CondSigs)
+    
+   
+    
+    nConds = length(headerNames{conscondSig});
+    for cc = 1:nConds
+        headID = headerNames{conscondSig}{cc};
+        mismatchCheck = ismember(Trigs(cc).name,CondSigs(conscondSig).Sig.(headID).title);
+        if sum(mismatchCheck) ~= length(mismatchCheck)
+            trigType = 1;
+            while sum(mismatchCheck) ~= length(mismatchCheck)
+                trigType = trigType + 1;
+                mismatchCheck = ismember(Trigs(trigType).name, CondSigs(conscondSig).Sig.(headID).title);
+            end
+        else
+            trigType = cc;
+        end
+        
+        
+        chanID = ['chan', headerNumbers{conscondSig}(cc,:)];
+        Trigs(trigType).info{conscondSig} = CondSigs(conscondSig).Sig.(chanID);
+        
+        if contains(Trigs(trigType).name, 'MechTTL') || contains(Trigs(trigType).name, 'Laser')
+                Trigs(trigType).offset(conscondSig) = length(CondSigs(conscondSig).Sig.(chanID));
+                Obj = StepWaveform(Trigs(trigType).info{conscondSig}, fs);
+                Trigs(trigType).Triggers{conscondSig} = Obj.subTriggers;
+            end
+            
+            
+            
+            
+            
+            
+    end
+end
+
+%% Starting the Conditions Struct
+
+%% Splitting conditions by laser frequency
+
+% Need to make a spont condition if both minMech and min Laser are below
+% threshold.
+
+
+
+cc = 3;
+offset = 0;
+condHasFreq = [];
+trigHasFreq = [];
+condHasMech =[];
+stimFrequencies = cell(length(Trigs(laserInd).Triggers),1);
+pulseLength = cell(length(Trigs(laserInd).Triggers),1);
+for a = 1:length(Trigs(laserInd).Triggers)
+    if length(Trigs(mchInd).Triggers{1,a}) > minMech
+                condHasMech = [condHasMech; cc];
+    end
+    trig = Trigs(laserInd).Triggers{1,a};
+    if length(Trigs(laserInd).Triggers{1,a}) < minLaser
+        offset = offset + Trigs(laserInd).offset(a);
+    else
+        pulseInds = diff(trig') >= 0.1*fs;
+        pulsedTriggers = trig(pulseInds,:);
+        if ~isempty(pulsedTriggers)
+            if range(diff(pulsedTriggers')) >= 0.1*fs
+                fprintf('Have you got continuous pulses of different lengths?.\n')
+                fprintf('Time to alter the script to sort these.\n')
+            end
+            pulseLength{a} = round(mean(diff(pulsedTriggers')/fs));
+            gaps = sort(unique(round(diff(trig(:,1)),-2))/fs,'ascend');
+            minIntervalInd = find(abs(diff([pulseLength{a}*ones(length(gaps),1), gaps]')) < 0.5);
+            if ~isempty(minIntervalInd)
+                minIntervalInd = minIntervalInd(1);
+                minInt = gaps(minIntervalInd);
+                
+                stimFrequencies{a} = sort(round(1./gaps(1:minIntervalInd-1)), 'ascend');
+            end
+        else
+            %gaps = sort(unique(round(diff(trig(:,1)),-3))/fs,'ascend'); % What if a condition has no pulses? e.g. Opto-tagging
+            gaps = sort(unique(diff(trig(:,1)))/fs,'ascend');
+            stimFrequencies{a} = round(1/gaps(1)); % assumption here that condition without continuous pulse has only one condition!
+            
+        end
+        
+        for i = 1:length(stimFrequencies{a})
+            stimInd = [diff(trig(:,1))> 0.9*fs/stimFrequencies{a}(i) & diff(trig(:,1)) < 1.1*fs/stimFrequencies{a}(i); false];
+            shiftInd = [false; stimInd(1:end-1)];
+            combInd = stimInd | shiftInd; % come back to this, if last condition to be ran is not continuous pulse , then it might shave off the final trigger
+            Conditions(cc).name = ['Laser_', num2str(stimFrequencies{a}(i)), 'Hz_' num2str(Power{a}), '_AllTriggers'];
+            Conditions(cc).Triggers = trig(combInd,:) + offset;
+            condHasFreq = [condHasFreq, cc];
+            trigHasFreq = [trigHasFreq, a];
+            cc = cc + 1;
+        end
+        if ~isempty(pulsedTriggers)
+            Conditions(cc).name = ['Laser_', num2str(pulseLength{a}), 'sec_pulse_' num2str(Power{a}), '_AllTriggers']; % Change how this is calculated to better assess trigger allocation[
+            Conditions(cc).Triggers = pulsedTriggers + offset;
+            minInt = pulseLength{a}*1.1;
+            cc = cc + 1;
+        end
+        
+        offset = offset + Trigs(laserInd).offset(a);
+    end
+    
+end
+Conditions(1).name = 'Laser_AllTriggers';
+Conditions(1).Triggers = sort(cat(1, Conditions.Triggers),'ascend');
+
+% Neatening up Conditions
+emptycells = [];
+for e = 1:length(Conditions)
+    if isempty(Conditions(e).name)
+        emptycells = [emptycells; e];
+    end
+end
+emptycells = sort(emptycells, 'descend');
+for e = 1:length(emptycells)-1
+    emptyInd = emptycells(e);
+ Conditions(emptyInd) = [];
+end
+cc = length(Conditions)+1;
+%% Getting laser conditions by block
+if ~isempty(condHasFreq)
+    blockStart = cc;
+    lngth = length(Conditions);
+    for i = 3: lngth % can make this condHasFreq if 5sec pulses ae added to AllTriggers_Block
+        trigStart = [true; diff(Conditions(i).Triggers(:,1)) >= minInt*fs];
+        trigFin = [diff(Conditions(i).Triggers(:,1)) >= minInt*fs; true]; % look at this
+        Conditions(cc).name = [Conditions(i).name(1:end-11), 'Block'];
+        Conditions(cc).Triggers = [Conditions(i).Triggers(trigStart,1), Conditions(i).Triggers(trigFin,2)];
+        if ismember(i, condHasMech)
+            condHasMech = [condHasMech; cc];
+        end
+        cc = cc + 1;
+    end
+    Conditions(2).name = 'Laser_AllTriggers_Block';
+    Conditions(2).Triggers = sort(cat(1, Conditions(blockStart:end).Triggers),'ascend');
+else
+    Conditions(2) = [];
+    cc = cc - 1;
+    blockStart = 2;
+    condHasMech = condHasMech - 1;
+end
+
+%% Splitting mechanical conditions
+offset = 0;
+mechStart = cc;
+trigHasFreq = unique(trigHasFreq);
+c = 0;
+for a = 1:length(Trigs(mchInd).Triggers)
+    if length(Trigs(mchInd).Triggers{1,a}) < minMech % assuming no smrx recording will purposefully contain fewer than minMech TTL pulses
+        offset = offset + Trigs(mchInd).offset(a);
+    else
+        % Assuming mechanical control is first condition
+        
+        trig = Trigs(mchInd).Triggers{1,a} + offset;
+        offset = offset + Trigs(mchInd).offset(a);
+        firstLaser = [];
+        
+        
+        nMechConds = length(stimFrequencies{a}) + length(pulseLength{a}) + 1;
+         
+        for i = 1:nMechConds-1
+            c = c + 1;
+            ccond = condHasMech(c);
+            
+            laserPairing = Conditions(ccond).name;
+            HzInd = strfind(laserPairing, 'Hz');
+            if HzInd ~= false
+                Hz = laserPairing(HzInd-2:HzInd-1);
+                if contains(Hz, '_') || contains(Hz, ' ')
+                    Hz = [Hz(2:end), 'Hz'];
+                else
+                    Hz = [Hz, 'Hz'];
+                end
+            else
+                HzInd = strfind(laserPairing, 'sec');
+                Hz = laserPairing(HzInd-2:HzInd+2);
+                if contains(Hz, '_') || contains(Hz, ' ')
+                    Hz = Hz(2:end);
+                end
+            end
+            
+            Conditions(cc).name = ['Mech_Laser_',Hz, '_' num2str(Power{a})];
+            Conditions(cc).Triggers = trig(1+i:nMechConds:end,:);
+            cc = cc + 1;
+        end
+        
+     
+        Conditions(cc).name = ['Mech_Control_', num2str(Power{a})];
+        Conditions(cc).Triggers = trig(1:nMechConds:end,:);
+        cc = cc + 1;
+    end
+ end
+if length(Conditions)>= mechStart
+    mechEnd = cc;
+    Conditions(cc).name = 'Mech_All';
+    Conditions(cc).Triggers = sort(cat(1, Conditions(mechStart:end).Triggers),'ascend');
+    cc = cc + 1;
+end
+
+%% Getting laser control blocks
+
+% This isn't working rn - because you're comparing blockstart with
+% mechstart regardless of what blockstart represents...you dummy
+
+if length(Conditions)>= mechStart
+    nComparisons = (mechEnd-mechStart)/nMechConds;
+    lInd = condHasMech(condHasMech >= blockStart); % Need to sort out condHasMEch!
+    mInd = mechStart;
+    for a = 1:nComparisons % change to mechEnd so it doesn't do something weird if LaserFreq is last recording
+        las = round((Conditions(lInd(a)).Triggers(:,1)),-6);
+        mech = round((Conditions(mInd).Triggers(:,1)),-6);
+        controlInd = ~ismembertol(las, mech);
+        Conditions(cc).name = ['Laser_Control', Conditions(mInd).name(11:end)];
+        Conditions(cc).Triggers(:,1) = Conditions(lInd(a)).Triggers(controlInd,1);
+        Conditions(cc).Triggers(:,2) = Conditions(lInd(a)).Triggers(controlInd,2);
+        mInd = mInd + nMechConds;
+        cc = cc + 1;
+    end
+end
+
+
+%% Getting Triggers
+for a = 1:mostTriggers
+    if contains(Trigs(a).name, ' ')
+        spc = strfind(Trigs(a).name, ' ');
+        Trigs(a).name(spc) = [];
+    end
+    Triggers.(Trigs(a).name) = [];
+    for i = 1:length(Trigs(a).info)
+        if isempty(Trigs(a).info{i})
+            offset = Trigs(mchInd).offset(i); % Check this, what if no mech stims?
+            Triggers.(Trigs(a).name) = [Triggers.(Trigs(a).name); zeros(offset,1)];
+        else
+            
+            Triggers.(Trigs(a).name) = [Triggers.(Trigs(a).name); Trigs(a).info{i}];
+        end
+    end
+end
+
+%% Save
+save(fullfile(dataDir, [expName, '_analysis.mat']), 'Conditions', 'Triggers', '-v7.3');
+
+% end
diff --git a/Ross/getTriggersFixing.m b/Ross/getTriggersFixing.m
new file mode 100644
index 0000000..69b9782
--- /dev/null
+++ b/Ross/getTriggersFixing.m
@@ -0,0 +1,366 @@
+% function [Conditions, Triggers] = getTriggers(expName, dataDir, fs)
+
+%% Assumes that you do your mech (with/without laser) trials in one batch of recordings, ie. not laser (L), mech (M), L, M
+    % e.g. LLLLLMMM is fine, as is MMMMMMMMMLL ...this script will
+    % currently not work for LTP-style recordings
+    
+    % Another assumption atm is that a continuous laser pulse > 100ms occurs in every
+    % recording in which laser TTL trggers are present, and that the time
+    % between trials cannot be less than this pulse length
+    
+    
+    % One more thing - We're assuming mechanical control is always the
+    % first condition of a recording with MechTTL pulses
+    
+% Make sure that any mechanical file you want to be considered has minMech
+% nummber of MechTTL pulses
+    
+    
+    
+minMech = 10;
+%% Finding and rearranging smrx files
+iOk = -1;
+impStr = 'Rhd';
+
+% Get fs from dataDir - later
+
+
+
+
+smrxFiles = dir(fullfile(dataDir,'*.smrx'));
+if isempty(smrxFiles)
+    smrxFiles = dir(fullfile(dataDir,'*\*.smrx'));
+elseif isempty(smrxFiles)
+    fprintf(1,'The given directory contains no .smrx files. Please ')
+    fprintf(1,'try again with another folder which do contain .smrx files.\n')
+    return
+end
+
+cellSmrxFiles = {smrxFiles.name};
+Nf = size(smrxFiles,1);
+
+% Selecting files
+[incFiles, iok] = listdlg('ListString',cellSmrxFiles(1,:),...
+    'SelectionMode','multiple',...
+    'PromptString','Select the files to join:',...
+    'InitialValue',1:Nf);
+if iok
+    smrxFiles = smrxFiles(incFiles);
+    cellSmrxFiles = {smrxFiles.name};
+    Nf = size(smrxFiles,1);
+else
+    fprintf(1,'Cancelling...\n')
+    return
+end
+
+% Merging order
+fileOrder = (1:Nf)';
+defInput = num2cell(num2str(fileOrder));
+answr = inputdlg(cellSmrxFiles,'File order',[1, 60],defInput);
+nFileOrder = str2double(answr);
+nSmrxFiles = smrxFiles;
+if ~isempty(answr) && sum(abs(fileOrder - nFileOrder)) ~= 0
+    fprintf(1,'Changing file order...\n')
+    nSmrxFiles(nFileOrder) = smrxFiles(fileOrder);
+    smrxFiles = nSmrxFiles;
+else
+    fprintf('File order not altered\n')
+end
+clearvars nSmrxFiles nFileOrder
+%% getting ConditionSignals
+for i = 1:length(str2num(cell2mat(answr)))
+    getConditionSignalsBF(fopen([dataDir, '\', smrxFiles(i).name]));
+    CondSigs(i).name = smrxFiles(i).name(1:end-5);
+    CondSigs(i).Sig = load([dataDir, '\', CondSigs(i).name, '_CondSig.mat']);
+end
+%% getting Trigs
+
+
+
+% Getting header names and numbers
+
+
+
+for i = 1:length(CondSigs)
+    fnames{i} = fieldnames(CondSigs(i).Sig(1));
+    headerNames{i} = (fnames{i}(contains(fnames{i}, 'head')));
+    strHeaders = cell2mat(headerNames{i}); % This will fail if header > 99;
+    headerNumbers{i} = strHeaders(:,5:end);
+end
+
+
+nTriggers = [];
+for sZ = 1:length(headerNames)
+    nTriggers = [nTriggers; length(headerNames{sZ})];
+end
+
+mostTriggers = max(nTriggers);
+ind = find(nTriggers==mostTriggers, 1);
+
+
+% Making the Trigs names
+
+for a = 1:mostTriggers
+        
+        Trigs(a).name = CondSigs(ind).Sig.(headerNames{ind}{a}).title;
+        
+        if contains(Trigs(a).name, 'Laser') 
+            laserInd = a;
+        elseif contains(Trigs(a).name, 'MechTTL')
+            mchInd = a;
+        end
+        
+    end
+
+% Getting the different laser intensities fromt the CondSigs struct
+pwrMissing = false;
+for conscondSig = 1:length(CondSigs)
+    
+     mWfind = strfind(CondSigs(conscondSig).name, 'mW');
+    Power{conscondSig} = CondSigs(conscondSig).name(mWfind-2:mWfind+1);
+    if isempty(Power{conscondSig})
+        pwrMissing = true;
+    elseif contains(Power{conscondSig}, '.')
+        Power{conscondSig} = CondSigs(conscondSig).name(mWfind-3:mWfind+1);
+    elseif contains(Power{conscondSig}, '_') || contains(Power{conscondSig}, ' ')
+        Power{conscondSig} = Power{conscondSig}(2:end);
+    end
+end
+if pwrMissing
+    fprintf('Could not find all laser intensities - consider renaming condsig files')
+end
+    
+
+
+% Adding traces (info), offset, and triggers to Trigs struct
+
+for conscondSig = 1:length(CondSigs)
+    
+   
+    
+    nConds = length(headerNames{conscondSig});
+    for cc = 1:nConds
+        headID = headerNames{conscondSig}{cc};
+        mismatchCheck = ismember(Trigs(cc).name,CondSigs(conscondSig).Sig.(headID).title);
+        if sum(mismatchCheck) ~= length(mismatchCheck)
+            trigType = 1;
+            while sum(mismatchCheck) ~= length(mismatchCheck)
+                trigType = trigType + 1;
+                mismatchCheck = ismember(Trigs(trigType).name, CondSigs(conscondSig).Sig.(headID).title);
+            end
+        else
+            trigType = cc;
+        end
+        
+        
+        chanID = ['chan', headerNumbers{conscondSig}(cc,:)];
+        Trigs(trigType).info{conscondSig} = CondSigs(conscondSig).Sig.(chanID);
+        
+        if contains(Trigs(trigType).name, 'MechTTL') || contains(Trigs(trigType).name, 'Laser')
+                Trigs(trigType).offset(conscondSig) = length(CondSigs(conscondSig).Sig.(chanID));
+                Obj = StepWaveform(Trigs(trigType).info{conscondSig}, fs);
+                Trigs(trigType).Triggers{conscondSig} = Obj.subTriggers;
+            end
+            
+            
+            
+            
+            
+            
+    end
+end
+
+%% Starting the Conditions Struct
+
+%% Splitting conditions by laser frequency
+cc = 3;
+offset = 0;
+condHasFreq = [];
+trigHasFreq = [];
+condHasMech =[];
+for a = 1:length(Trigs(laserInd).Triggers)
+    
+    trig = Trigs(laserInd).Triggers{1,a};
+    if isempty(trig)
+        offset = offset + Trigs(laserInd).offset(a);
+    else
+        pulseInds = diff(trig') >= 0.1*fs;
+        pulsedTriggers = trig(pulseInds,:);
+        if ~isempty(pulsedTriggers)
+            if range(diff(pulsedTriggers')) >= 0.1*fs
+                fprintf('Have you got continuous pulses of different lengths?.\n')
+                fprintf('Time to alter the script to sort these.\n')
+            end
+            pulseLength = round(mean(diff(pulsedTriggers')/fs));
+            gaps = sort(unique(round(diff(trig(:,1)),-3))/fs,'ascend');
+            minIntervalInd = find(abs(diff([pulseLength*ones(length(gaps),1), gaps]')) < 0.5);
+            minInt = gaps(minIntervalInd);
+            
+            stimFrequencies = sort(round(1./gaps(1:minIntervalInd-1)), 'ascend');
+        else
+            gaps = sort(unique(round(diff(trig(:,1)),-3))/fs,'ascend'); % What if a condition has no pulses? e.g. Opto-tagging
+            stimFrequencies = round(1/gaps(1));
+            
+        end
+        
+        for i = 1:length(stimFrequencies)
+            stimInd = diff(trig(:,1))> 0.9*fs/stimFrequencies(i) & diff(trig(:,1)) < 1.1*fs/stimFrequencies(i);
+            shiftInd = [false; stimInd(1:end-1)];
+            combInd = stimInd | shiftInd; % come back to this, if last condition to be ran is not continuous pulse , then it might shave off the final trigger
+            Conditions(cc).name = ['Laser_', num2str(stimFrequencies(i)), 'Hz_' num2str(Power{a}), '_AllTriggers'];
+            Conditions(cc).Triggers = trig(combInd,:) + offset;
+            condHasFreq = [condHasFreq, cc];
+            trigHasFreq = [trigHasFreq, a];
+            if ~isempty(Trigs(mchInd).Triggers{1,a})
+                condHasMech = [condHasMech; cc];
+            end
+            cc = cc + 1;
+        end
+        if ~isempty(pulsedTriggers)
+            Conditions(cc).name = ['Laser_', num2str(pulseLength), 'sec_pulse_' num2str(Power{a}), '_AllTriggers']; % Change how this is calculated to better assess trigger allocation[
+            Conditions(cc).Triggers = pulsedTriggers + offset;
+            minInt = pulseLength*1.1;
+            if ~isempty(Trigs(mchInd).Triggers{1,a})
+                condHasMech = [condHasMech; cc];
+            end
+        end
+        cc = cc + 1;
+        offset = offset + Trigs(laserInd).offset(a);
+    end
+    
+end
+Conditions(1).name = 'Laser_AllTriggers';
+Conditions(1).Triggers = sort(cat(1, Conditions.Triggers),'ascend');
+%% Getting laser conditions by block
+if ~isempty(condHasFreq)
+    blockStart = cc;
+    lngth = length(Conditions);
+    for i = 3: lngth % can make this condHasFreq if 5sec pulses ae added to AllTriggers_Block
+        trigStart = [true; diff(Conditions(i).Triggers(:,1)) >= minInt*fs];
+        trigFin = [diff(Conditions(i).Triggers(:,1)) >= minInt*fs; true]; % look at this
+        Conditions(cc).name = [Conditions(i).name(1:end-11), 'Block'];
+        Conditions(cc).Triggers = [Conditions(i).Triggers(trigStart,1), Conditions(i).Triggers(trigFin,2)];
+        if ismember(i, condHasMech)
+            condHasMech = [condHasMech; cc];
+        end
+        cc = cc + 1;
+    end
+    Conditions(2).name = 'Laser_AllTriggers_Block';
+    Conditions(2).Triggers = sort(cat(1, Conditions(blockStart:end).Triggers),'ascend');
+else
+    Conditions(2) = [];
+    cc = cc - 1;
+    blockStart = 2;
+    condHasMech = condHasMech - 1;
+end
+
+%% Splitting mechanical conditions
+offset = 0;
+mechStart = cc;
+trigHasFreq = unique(trigHasFreq);
+
+for a = 1:length(Trigs(mchInd).Triggers)
+    if length(Trigs(mchInd).Triggers{1,a}) < minMech % assuming no smrx recording will purposefully contain fewer than minMech TTL pulses
+        offset = offset + Trigs(mchInd).offset(a);
+    else
+        % Assuming mechanical control is first condition
+        
+        trig = Trigs(mchInd).Triggers{1,a} + offset;
+        offset = offset + Trigs(mchInd).offset(a);
+        firstLaser = [];
+        if ~ismember(a, trigHasFreq) % what if laser freq is last recording?
+            nMechConds = length(pulseLength) + 1;
+            for i = 1:nMechConds-1
+                firstLaser = [firstLaser; Conditions(2 + i).Triggers(1,1)];
+            end
+        else
+            nMechConds = length(stimFrequencies) + length(pulseLength) + 1;
+            for i = 1:nMechConds-1
+                firstLaser = [firstLaser; Conditions(1 + i).Triggers(1,1)];
+            end
+        end
+        
+        sortedFirsts = sort(firstLaser, 'ascend');
+        
+        
+        for i = 1:length(sortedFirsts)
+            if ~isempty(stimFrequencies)
+                ind = find(ismember(firstLaser, sortedFirsts(i))) + 2;
+            else
+                ind = find(ismember(firstLaser, sortedFirsts(i))) + 1;
+            end
+            laserPairing = Conditions(ind).name;
+            HzInd = strfind(laserPairing, 'Hz');
+            if HzInd == true
+                Hz = laserPairing(HzInd-2:HzInd-1);
+                if contains(Hz, '_') || contains(Hz, ' ')
+                    Hz = [Hz(2:end), 'Hz'];
+                end
+            else
+                HzInd = strfind(laserPairing, 'sec');
+                Hz = laserPairing(HzInd-2:HzInd+2);
+                if contains(Hz, '_') || contains(Hz, ' ')
+                    Hz = Hz(2:end);
+                end
+            end
+            
+            Conditions(cc).name = ['Mech_Laser_',Hz, '_' num2str(Power{a})];
+            Conditions(cc).Triggers = trig(1+i:nMechConds:end,:);
+            cc = cc + 1;
+        end
+        Conditions(cc).name = ['Mech_Control_', num2str(Power{a})];
+        Conditions(cc).Triggers = trig(1:nMechConds:end,:);
+        cc = cc + 1;
+    end
+end
+if length(Conditions)>= mechStart
+    mechEnd = cc;
+    Conditions(cc).name = 'Mech_All';
+    Conditions(cc).Triggers = sort(cat(1, Conditions(mechStart:end).Triggers),'ascend');
+    cc = cc + 1;
+end
+
+%% Getting laser control blocks
+
+% This isn't working rn - because you're comparing blockstart with
+% mechstart regardless of what blockstart represents...you dummy
+
+if length(Conditions)>= mechStart
+    nComparisons = (mechEnd-mechStart)/nMechConds;
+    lInd = condHasMech(condHasMech >= blockStart);
+    mInd = mechStart;
+    for a = 1:nComparisons % change to mechEnd so it doesn't do something weird if LaserFreq is last recording
+        las = round((Conditions(lInd(a)).Triggers),-3);
+        mech = round((Conditions(mInd).Triggers),-3);
+        controlInd = ~ismember(las, mech);
+        Conditions(cc).name = ['Laser_Control', Conditions(mInd).name(11:end)];
+        Conditions(cc).Triggers(:,1) = Conditions(lInd(a)).Triggers(controlInd(:,1),1);
+        Conditions(cc).Triggers(:,2) = Conditions(lInd(a)).Triggers(controlInd(:,2),2);
+        mInd = mInd + nMechConds;
+        cc = cc + 1;
+    end
+end
+
+
+%% Getting Triggers
+for a = 1:mostTriggers
+    if contains(Trigs(a).name, ' ')
+        spc = strfind(Trigs(a).name, ' ');
+        Trigs(a).name(spc) = [];
+    end
+    Triggers.(Trigs(a).name) = [];
+    for i = 1:length(Trigs(a).info)
+        if isempty(Trigs(a).info{i})
+            offset = Trigs(mchInd).offset(i);
+            Triggers.(Trigs(a).name) = [Triggers.(Trigs(a).name); zeros(offset,1)];
+        else
+            
+            Triggers.(Trigs(a).name) = [Triggers.(Trigs(a).name); Trigs(a).info{i}];
+        end
+    end
+end
+
+%% Save
+save(fullfile(dataDir, [expName, '_analysis.mat']), 'Conditions', 'Triggers', '-v7.3');
+
+% end
diff --git a/Ross/getUnitInfo.m b/Ross/getUnitInfo.m
new file mode 100644
index 0000000..1598f89
--- /dev/null
+++ b/Ross/getUnitInfo.m
@@ -0,0 +1 @@
+function fig = getUnitInfo(ID, sortedData, Conditions, samplingFrequency)
diff --git a/Ross/getWaveformClassifiers.m b/Ross/getWaveformClassifiers.m
new file mode 100644
index 0000000..cc4b039
--- /dev/null
+++ b/Ross/getWaveformClassifiers.m
@@ -0,0 +1,61 @@
+function Classifiers = getWaveformClassifiers(mean_wf, fs)
+
+
+[Nt, Ncl] = size(mean_wf);
+% Window multiplication to ensure we look at the center part of the
+% waveform
+%  winMult = hann(Nt)';
+%  mean_wf = mean_wf .* winMult';
+
+tx = (0:Nt-1)'./fs - Nt/(2*fs);
+tcp = getWaveformCriticalPoints(mean_wf, fs);
+tcp = cellfun(@(x) x - Nt/(2*fs), tcp, 'UniformOutput', 0);
+b50 = min(mean_wf) + range(mean_wf)./2;
+ampCp = cell(Ncl,1);
+tpd = zeros(Ncl,1); bhad = tpd;
+frstPk = zeros(Ncl,1);
+secPk = zeros(Ncl,1);
+
+for ccl = 1:Ncl
+    ampCp(ccl) = {interp1(tx, mean_wf(:,ccl), tcp{ccl,1}, 'spline')};
+    [~, troughSub] = max(abs(ampCp{ccl}));
+    [sP, secPeakSub] = max(abs(ampCp{ccl}(troughSub+1:end)));
+    if isempty(secPeakSub)
+        % We have to think of a math solution for the so called 'stable
+        % region' or 'period'.
+        fprintf(1, 'Cluster %d is a bitch\n', ccl)
+        figure(ccl); plot(tx, mean_wf(:,ccl))
+        continue;
+    end
+    fP = max(ampCp{ccl}(1:troughSub-1));
+    tpd(ccl) = diff(tcp{ccl,1}([troughSub, troughSub+secPeakSub]));
+    if ampCp{ccl}(troughSub) > 0
+        halfFlags = mean_wf(:,ccl) >= b50(ccl);
+    else
+        halfFlags = mean_wf(:,ccl) <= b50(ccl);
+    end
+    frstSub = find(halfFlags, 1, 'first');
+    if frstSub <= 1
+        Classifiers = NaN(1,4);
+    else
+        
+        lstSub = find(halfFlags, 1, 'last');
+        mdl = fit_poly(tx([frstSub-1, frstSub]), mean_wf([frstSub-1, frstSub],ccl),...
+            1); frstXg = (b50(ccl) - mdl(2))/mdl(1);
+        mdl = fit_poly(tx([lstSub-1, lstSub]), mean_wf([lstSub-1, lstSub],ccl),...
+            1); lstXg = (b50(ccl) - mdl(2))/mdl(1);
+        bhad(ccl) = lstXg - frstXg;
+    end
+    if isempty(fP)
+        frstPk(ccl) = 0;
+    else
+        frstPk(ccl) = fP;
+    end
+    
+    
+    secPk(ccl) = sP;
+    
+    
+end
+Classifiers = [tpd, bhad, frstPk, secPk];
+end
\ No newline at end of file
diff --git a/Ross/get_ISI.m b/Ross/get_ISI.m
new file mode 100644
index 0000000..62ce668
--- /dev/null
+++ b/Ross/get_ISI.m
@@ -0,0 +1,44 @@
+%% ISI PDF & CDF
+modFlags = clInfo.Mech_Control_10mW_MR; % Whatever you wanna see buddy
+binFig = figure('Visible','off');
+areaFig = figure('Visible','on', 'Color', [1,1,1],'Name','ISI probability');
+areaAx = gobjects(2,1);
+lax = log(1/fs):0.2:log(0.03);
+% cmap = [0,0,102;... azul marino
+%     153, 204, 255]/255; % azul cielo
+cmap = lines(Nccond);
+%areaOpts = {'EdgeColor', 'none', 'FaceAlpha', 0.3, 'FaceColor'};
+areaOpts = {'Color','LineStyle','--','LineWidth',1.5};
+ley = ["Potentiated", "Depressed"];
+isiPdf = zeros(length(lax)-1,2*Nccond);
+cmod = 1; % modulated
+Nccl = sum(modFlags(:,cmod));
+for ccond = 1:Nccond
+    cnt = [cmod-1,ccond] * [2,1]';
+    ISI = cellfun(@(x) diff(x(x >= -0.035 & x <= 0)), ...
+        relativeSpkTmsStruct(ccond).SpikeTimes(modFlags(:,cmod),:),...
+        'UniformOutput', 0);
+    ISI_merge = [ISI{:}];
+    lISI = log(ISI_merge);
+    hisi = histogram(lISI, lax, 'Parent', binFig, 'DisplayStyle', 'stairs');
+    spkPerT_C = hisi.Values./(NaStack(ccond)*Nccl);
+    isiPdf(:,cnt) = spkPerT_C/sum(spkPerT_C);
+    plot(areaAx(cmod), 1e3*exp(lax(1:end-1)), isiPdf(:,cnt),...
+        areaOpts{1}, cmap(ccond,:), areaOpts{4:5});
+    if ccond == 1
+        hold(binFig.Children, 'on'); hold(areaAx(cmod), 'on');
+        areaAx(cmod).XAxis.Scale = 'log';
+        areaAx(cmod).XLabel.String = "ISI [ms]";
+        areaAx(cmod).YLabel.String = "ISI probability";
+    end
+    yyaxis(areaAx(cmod) ,'right')
+    
+    plot(areaAx(cmod), 1e3*exp(lax(1:end-1)), cumsum(isiPdf(:,cnt)),...
+        areaOpts{1}, cmap(ccond,:), areaOpts{2:3})
+    ylim(areaAx(cmod), [0,1]); areaAx(cmod).YAxis(2).Color = [0,0,0];
+    ylabel(areaAx(cmod), 'Cumulative probability');
+    yyaxis(areaAx(cmod) ,'left'); set(areaAx(cmod),'Box','off')
+end
+title(areaAx(cmod), sprintf('ISI PDF for %s clusters',ley(cmod)));
+legend(areaAx(cmod),consCondNames)
+hisi = hisi.Parent.Children; linkaxes(areaAx,'xy')
diff --git a/Ross/gif_v1.0.zip b/Ross/gif_v1.0.zip
new file mode 100644
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diff --git a/Ross/gif_v1.0/__MACOSX/gif/._gif_documentation.m b/Ross/gif_v1.0/__MACOSX/gif/._gif_documentation.m
new file mode 100644
index 0000000..a258ab8
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diff --git a/Ross/gif_v1.0/gif/.DS_Store b/Ross/gif_v1.0/gif/.DS_Store
new file mode 100644
index 0000000..42d83ba
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diff --git a/Ross/gif_v1.0/gif/gif.m b/Ross/gif_v1.0/gif/gif.m
new file mode 100644
index 0000000..9a25154
--- /dev/null
+++ b/Ross/gif_v1.0/gif/gif.m
@@ -0,0 +1,161 @@
+function gif(varargin)
+% gif is the simplest way to make gifs. Simply call
+% 
+%   gif('myfile.gif') 
+% 
+% to write the first frame, and then call 
+% 
+%   gif
+% 
+% to write each subsequent frame. That's it. 
+% 
+%% Syntax
+% 
+%  gif('filename.gif') 
+%  gif(...,'DelayTime',DelayTimeValue,...) 
+%  gif(...,'LoopCount',LoopCountValue,...) 
+%  gif(...,'frame',handle,...) 
+%  gif(...,'nodither') 
+%  gif 
+%  gif('clear') 
+% 
+%% Description 
+% 
+% gif('filename.gif') writes the first frame of a new gif file by the name filename.gif. 
+% 
+% gif(...,'DelayTime',DelayTimeValue,...) specifies a the delay time in seconds between
+% frames. Default delay time is 1/15. 
+% 
+% gif(...,'LoopCount',LoopCountValue,...) specifies the number of times the gif animation 
+% will play. Default loop count is Inf. 
+% 
+% gif(...,'frame',handle,...) uses the frame of the given figure or set of axes. The default 
+% frame handle is gca, meaning the current axes. To turn an entire figure window into a gif, 
+% use 'frame',gcf to use the current figure. 
+% 
+% gif(...,'nodither') maps each color in the original image to the closest color in the new 
+% without dithering. Dithering is performed by default to achieve better color resolution, 
+% albeit at the expense of spatial resolution.
+% 
+% gif adds a frame to the current gif file. 
+% 
+% gif('clear') clears the persistent variables associated with the most recent gif. 
+% 
+%% Example 
+% 
+%    % Some sample data: 
+%    t = sin(linspace(0,2*pi,30)); 
+%    [X,Y,Z] = peaks(500); 
+% 
+%    % Plot the first frame: 
+%    h = surf(X,Y,Z*t(1)); 
+%    shading interp
+%    axis([-3 3 -3 3 -9 9])
+% 
+%    % Create a new gif file and write the first frame: 
+%    gif('myfile.gif') % Or specify options like this: gif('myfile.gif','DelayTime',0.2,'LoopCount',5,'frame',gcf)
+% 
+%    % Loop through every other frame. 
+%    for k = 2:length(t) 
+%       set(h,'Zdata',Z*t(k))
+%       gif
+%    end
+% 
+%    % View the gif in Matlab if you'd like: 
+%    web('myfile.gif') 
+% 
+%% Author Information 
+% This function was written by Chad A. Greene of the University of Texas 
+% Institute for Geophysics (UTIG), June 2017. 
+% 
+% See also: imwrite, getframe, and rgb2ind. 
+
+% Define persistent variables: 
+persistent gif_filename firstframe DelayTime DitherOption LoopCount frame
+
+%% Parse Inputs
+
+if nargin>0 
+   
+   % The user may want to clear things and start over: 
+   if any(strcmpi(varargin,'clear'))
+            
+      % Clear persistent variables associated with this function: 
+      clear gif_filename firstframe DelayTime DitherOption LoopCount frame
+   end
+   
+   % If the first input ends in .gif, assume this is the first frame:
+   if strcmpi(varargin{1}(end-3:end),'.gif')
+      
+      % This is what the user wants to call the new .gif file: 
+      gif_filename = varargin{1}; 
+      
+      % Check for an existing .gif file by the same name: 
+      if exist(gif_filename,'file')==2
+         
+         % Ask the user if (s)he wants to overwrite the existing file: 
+         choice = questdlg(['The file  ',gif_filename,' already exists. Overwrite it?'], ...
+            'The file already exists.','Overwrite','Cancel','Cancel');
+         
+         % Overwriting basically means deleting and starting from scratch: 
+         if strcmp(choice,'Overwrite')
+            delete(gif_filename) 
+         else 
+            clear gif_filename firstframe DelayTime DitherOption LoopCount frame
+            error('The giffing has been canceled.') 
+         end
+         
+      end
+      
+      firstframe = true; 
+      
+      % Set defaults: 
+      DelayTime = 1/15; 
+      DitherOption = 'dither'; 
+      LoopCount = Inf; 
+      frame = gca; 
+   end
+   
+   tmp = strcmpi(varargin,'DelayTime'); 
+   if any(tmp) 
+      DelayTime = varargin{find(tmp)+1}; 
+      assert(isscalar(DelayTime)==1,'Error: DelayTime must be a scalar value.') 
+   end
+   
+   if any(strcmpi(varargin,'nodither'))
+      DitherOption = 'nodither'; 
+   end
+   
+   tmp = strcmpi(varargin,'LoopCount'); 
+   if any(tmp) 
+      LoopCount = varargin{find(tmp)+1}; 
+      assert(isscalar(LoopCount)==1,'Error: LoopCount must be a scalar value.') 
+   end
+   
+   tmp = strcmpi(varargin,'frame'); 
+   if any(tmp) 
+      frame = varargin{find(tmp)+1}; 
+      assert(ishandle(frame)==1,'Error: frame must be a figure handle or axis handle.') 
+   end
+   
+else
+   assert(isempty(gif_filename)==0,'Error: The first call of the gif function requires a filename ending in .gif.') 
+end
+
+%% Perform work: 
+
+% Get frame: 
+f = getframe(frame); 
+
+% Convert the frame to a colormap and corresponding indices: 
+[imind,cmap] = rgb2ind(f.cdata,256,DitherOption);    
+
+% Write the file:     
+if firstframe
+   imwrite(imind,cmap,gif_filename,'gif','LoopCount',LoopCount,'DelayTime',DelayTime)
+   firstframe = false;
+else
+   imwrite(imind,cmap,gif_filename,'gif','WriteMode','append','DelayTime',DelayTime)
+end
+
+end
\ No newline at end of file
diff --git a/Ross/gif_v1.0/gif/gif_documentation.m b/Ross/gif_v1.0/gif/gif_documentation.m
new file mode 100644
index 0000000..82adaaf
--- /dev/null
+++ b/Ross/gif_v1.0/gif/gif_documentation.m
@@ -0,0 +1,102 @@
+%% |gif| documentation
+% The |gif| function is the simplest way to make gifs. Simply call
+% 
+%   gif('myfile.gif') 
+% 
+% to first the first frame, and then call 
+% 
+%   gif
+% 
+% to write each subsequent frame. That's it. 
+% 
+%% Syntax
+% 
+%  gif('filename.gif') 
+%  gif(...,'DelayTime',DelayTimeValue,...) 
+%  gif(...,'LoopCount',LoopCountValue,...) 
+%  gif(...,'frame',handle,...) 
+%  gif(...,'nodither') 
+%  gif 
+%  gif('clear') 
+% 
+%% Description 
+% 
+% |gif('filename.gif')| writes the first frame of a new gif file by the name |filename.gif|. 
+% 
+% |gif(...,'DelayTime',DelayTimeValue,...)| specifies a the delay time in seconds between
+% frames. Default delay time is |1/15|. 
+% 
+% |gif(...,'LoopCount',LoopCountValue,...)| specifies the number of times the gif animation 
+% will play. Default loop count is |Inf|. 
+% 
+% |gif(...,'frame',handle,...)| uses the frame of the given figure or set of axes. The default 
+% frame handle is |gca|, meaning the current axes. To turn an entire figure window into a gif, 
+% use |'frame',gcf| to use the current figure. 
+% 
+% |gif(...,'nodither')| maps each color in the original image to the closest color in the new 
+% without dithering. Dithering is performed by default to achieve better color resolution, 
+% albeit at the expense of spatial resolution.
+% 
+% |gif| adds a frame to the current gif file. 
+% 
+% |gif('clear')| clears the persistent variables associated with the most recent gif. 
+% 
+%% Example 
+% Consider this sample surface that changes over time: 
+
+% Some sample data: 
+t = sin(linspace(0,2*pi,30)); 
+[X,Y,Z] = peaks(500); 
+
+% Plot the first frame: 
+h = surf(X,Y,Z*t(1)); 
+shading interp
+axis([-3 3 -3 3 -9 9])
+
+% Make it fancy: 
+camlight
+set(gca,'color','k') 
+set(gcf,'color','k') 
+caxis([min(Z(:)) max(Z(:))])
+
+%% Write the first frame: 
+% When your plot looks the way you want the first frame of the gif to look, create a new gif file
+% and write the first frame like this: 
+% 
+%  gif('myfile.gif') 
+% 
+% If you want to specify certain options, include them the first time you call |gif|. For example, 
+% if you want a 0.2 second delay between each frame, you want the loop to run five times, and you 
+% want to use the entire figure window rather than the current axes, specifying all those options
+% would look like this: 
+% 
+%  gif('myfile.gif','DelayTime',0.2,'LoopCount',5,'frame',gcf)
+% 
+%% Write the rest of the frames 
+% After the first frame has been written, write each subsequent frame simply by calling |gif| without
+% any options. Here we loop through the remaining 29 frames:
+% 
+%  for k = 2:30
+%     set(h,'Zdata',Z*t(k))
+%     gif
+%  end
+
+%% 
+% And that's it. Here's what the final product looks like: 
+% 
+% <<myfile.gif>>
+
+%% View the gif in Matlab 
+% Did you know you can view gifs in Matlab? Here's how: 
+% 
+%  web('myfile.gif') 
+
+%% Speeding up animation creation 
+% You'll notice that in the loop above, we only changed the bare minimum number of things in the plot. 
+% We did not clear the plot and regenerate the plot each time through the loop, because the more things
+% you do, and the more things you plot, the longer it takes for each iteration. As with any loop, try to 
+% minimize the number of operations inside the loop. 
+% 
+%% Author Info
+% This function and supporting documentation were written by <http://www.chadagreene.com Chad A. Greene> 
+% of the University of Texas Institute for Geophysics (UTIG), June 2017. 
diff --git a/Ross/gif_v1.0/gif/html/gif_documentation.html b/Ross/gif_v1.0/gif/html/gif_documentation.html
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@@ -0,0 +1,200 @@
+
+<!DOCTYPE html
+  PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN">
+<html><head>
+      <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+   <!--
+This HTML was auto-generated from MATLAB code.
+To make changes, update the MATLAB code and republish this document.
+      --><title>gif documentation</title><meta name="generator" content="MATLAB 8.4"><link rel="schema.DC" href="http://purl.org/dc/elements/1.1/"><meta name="DC.date" content="2017-06-03"><meta name="DC.source" content="gif_documentation.m"><style type="text/css">
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+.footer p { margin:0px; }
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+table td { padding:7px 5px; text-align:left; vertical-align:top; border:1px solid #d6d4d4; }
+
+
+
+
+
+  </style></head><body><div class="content"><h1><tt>gif</tt> documentation</h1><!--introduction--><p>The <tt>gif</tt> function is the simplest way to make gifs. Simply call</p><pre class="language-matlab">gif(<span class="string">'myfile.gif'</span>)
+</pre><p>to first the first frame, and then call</p><pre class="language-matlab">gif
+</pre><p>to write each subsequent frame. That's it.</p><!--/introduction--><h2>Contents</h2><div><ul><li><a href="#1">Syntax</a></li><li><a href="#2">Description</a></li><li><a href="#3">Example</a></li><li><a href="#4">Write the first frame:</a></li><li><a href="#5">Write the rest of the frames</a></li><li><a href="#7">View the gif in Matlab</a></li><li><a href="#8">Speeding up animation creation</a></li><li><a href="#9">Author Info</a></li></ul></div><h2>Syntax<a name="1"></a></h2><pre>gif('filename.gif')
+gif(...,'DelayTime',DelayTimeValue,...)
+gif(...,'LoopCount',LoopCountValue,...)
+gif(...,'frame',handle,...)
+gif(...,'nodither')
+gif
+gif('clear')</pre><h2>Description<a name="2"></a></h2><p><tt>gif('filename.gif')</tt> writes the first frame of a new gif file by the name <tt>filename.gif</tt>.</p><p><tt>gif(...,'DelayTime',DelayTimeValue,...)</tt> specifies a the delay time in seconds between frames. Default delay time is <tt>1/15</tt>.</p><p><tt>gif(...,'LoopCount',LoopCountValue,...)</tt> specifies the number of times the gif animation will play. Default loop count is <tt>Inf</tt>.</p><p><tt>gif(...,'frame',handle,...)</tt> uses the frame of the given figure or set of axes. The default frame handle is <tt>gca</tt>, meaning the current axes. To turn an entire figure window into a gif, use <tt>'frame',gcf</tt> to use the current figure.</p><p><tt>gif(...,'nodither')</tt> maps each color in the original image to the closest color in the new without dithering. Dithering is performed by default to achieve better color resolution, albeit at the expense of spatial resolution.</p><p><tt>gif</tt> adds a frame to the current gif file.</p><p><tt>gif('clear')</tt> clears the persistent variables associated with the most recent gif.</p><h2>Example<a name="3"></a></h2><p>Consider this sample surface that changes over time:</p><pre class="codeinput"><span class="comment">% Some sample data:</span>
+t = sin(linspace(0,2*pi,30));
+[X,Y,Z] = peaks(500);
+
+<span class="comment">% Plot the first frame:</span>
+h = surf(X,Y,Z*t(1));
+shading <span class="string">interp</span>
+axis([-3 3 -3 3 -9 9])
+
+<span class="comment">% Make it fancy:</span>
+camlight
+set(gca,<span class="string">'color'</span>,<span class="string">'k'</span>)
+set(gcf,<span class="string">'color'</span>,<span class="string">'k'</span>)
+caxis([min(Z(:)) max(Z(:))])
+</pre><img vspace="5" hspace="5" src="gif_documentation_01.png" alt=""> <h2>Write the first frame:<a name="4"></a></h2><p>When your plot looks the way you want the first frame of the gif to look, create a new gif file and write the first frame like this:</p><pre>gif('myfile.gif')</pre><p>If you want to specify certain options, include them the first time you call <tt>gif</tt>. For example, if you want a 0.2 second delay between each frame, you want the loop to run five times, and you want to use the entire figure window rather than the current axes, specifying all those options would look like this:</p><pre>gif('myfile.gif','DelayTime',0.2,'LoopCount',5,'frame',gcf)</pre><h2>Write the rest of the frames<a name="5"></a></h2><p>After the first frame has been written, write each subsequent frame simply by calling <tt>gif</tt> without any options. Here we loop through the remaining 29 frames:</p><pre>for k = 2:30
+   set(h,'Zdata',Z*t(k))
+   gif
+end</pre><p>And that's it. Here's what the final product looks like:</p><p><img vspace="5" hspace="5" src="myfile.gif" alt=""> </p><h2>View the gif in Matlab<a name="7"></a></h2><p>Did you know you can view gifs in Matlab? Here's how:</p><pre>web('myfile.gif')</pre><h2>Speeding up animation creation<a name="8"></a></h2><p>You'll notice that in the loop above, we only changed the bare minimum number of things in the plot. We did not clear the plot and regenerate the plot each time through the loop, because the more things you do, and the more things you plot, the longer it takes for each iteration. As with any loop, try to minimize the number of operations inside the loop.</p><h2>Author Info<a name="9"></a></h2><p>This function and supporting documentation were written by <a href="http://www.chadagreene.com">Chad A. Greene</a> of the University of Texas Institute for Geophysics (UTIG), June 2017.</p><p class="footer"><br><a href="http://www.mathworks.com/products/matlab/">Published with MATLAB&reg; R2014b</a><br></p></div><!--
+##### SOURCE BEGIN #####
+%% |gif| documentation
+% The |gif| function is the simplest way to make gifs. Simply call
+% 
+%   gif('myfile.gif') 
+% 
+% to first the first frame, and then call 
+% 
+%   gif
+% 
+% to write each subsequent frame. That's it. 
+% 
+%% Syntax
+% 
+%  gif('filename.gif') 
+%  gif(...,'DelayTime',DelayTimeValue,...) 
+%  gif(...,'LoopCount',LoopCountValue,...) 
+%  gif(...,'frame',handle,...) 
+%  gif(...,'nodither') 
+%  gif 
+%  gif('clear') 
+% 
+%% Description 
+% 
+% |gif('filename.gif')| writes the first frame of a new gif file by the name |filename.gif|. 
+% 
+% |gif(...,'DelayTime',DelayTimeValue,...)| specifies a the delay time in seconds between
+% frames. Default delay time is |1/15|. 
+% 
+% |gif(...,'LoopCount',LoopCountValue,...)| specifies the number of times the gif animation 
+% will play. Default loop count is |Inf|. 
+% 
+% |gif(...,'frame',handle,...)| uses the frame of the given figure or set of axes. The default 
+% frame handle is |gca|, meaning the current axes. To turn an entire figure window into a gif, 
+% use |'frame',gcf| to use the current figure. 
+% 
+% |gif(...,'nodither')| maps each color in the original image to the closest color in the new 
+% without dithering. Dithering is performed by default to achieve better color resolution, 
+% albeit at the expense of spatial resolution.
+% 
+% |gif| adds a frame to the current gif file. 
+% 
+% |gif('clear')| clears the persistent variables associated with the most recent gif. 
+% 
+%% Example 
+% Consider this sample surface that changes over time: 
+
+% Some sample data: 
+t = sin(linspace(0,2*pi,30)); 
+[X,Y,Z] = peaks(500); 
+
+% Plot the first frame: 
+h = surf(X,Y,Z*t(1)); 
+shading interp
+axis([-3 3 -3 3 -9 9])
+
+% Make it fancy: 
+camlight
+set(gca,'color','k') 
+set(gcf,'color','k') 
+caxis([min(Z(:)) max(Z(:))])
+
+%% Write the first frame: 
+% When your plot looks the way you want the first frame of the gif to look, create a new gif file
+% and write the first frame like this: 
+% 
+%  gif('myfile.gif') 
+% 
+% If you want to specify certain options, include them the first time you call |gif|. For example, 
+% if you want a 0.2 second delay between each frame, you want the loop to run five times, and you 
+% want to use the entire figure window rather than the current axes, specifying all those options
+% would look like this: 
+% 
+%  gif('myfile.gif','DelayTime',0.2,'LoopCount',5,'frame',gcf)
+% 
+%% Write the rest of the frames 
+% After the first frame has been written, write each subsequent frame simply by calling |gif| without
+% any options. Here we loop through the remaining 29 frames:
+% 
+%  for k = 2:30
+%     set(h,'Zdata',Z*t(k))
+%     gif
+%  end
+
+%% 
+% And that's it. Here's what the final product looks like: 
+% 
+% <<myfile.gif>>
+
+%% View the gif in Matlab 
+% Did you know you can view gifs in Matlab? Here's how: 
+% 
+%  web('myfile.gif') 
+
+%% Speeding up animation creation 
+% You'll notice that in the loop above, we only changed the bare minimum number of things in the plot. 
+% We did not clear the plot and regenerate the plot each time through the loop, because the more things
+% you do, and the more things you plot, the longer it takes for each iteration. As with any loop, try to 
+% minimize the number of operations inside the loop. 
+% 
+%% Author Info
+% This function and supporting documentation were written by <http://www.chadagreene.com Chad A. Greene> 
+% of the University of Texas Institute for Geophysics (UTIG), June 2017. 
+
+##### SOURCE END #####
+--></body></html>
\ No newline at end of file
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diff --git a/Ross/gif_v1.0/gif/html/myfile.gif b/Ross/gif_v1.0/gif/html/myfile.gif
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diff --git a/Ross/gif_v1.0/license.txt b/Ross/gif_v1.0/license.txt
new file mode 100644
index 0000000..223ded2
--- /dev/null
+++ b/Ross/gif_v1.0/license.txt
@@ -0,0 +1,24 @@
+Copyright (c) 2017, Chad Greene
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are
+met:
+
+    * Redistributions of source code must retain the above copyright
+      notice, this list of conditions and the following disclaimer.
+    * Redistributions in binary form must reproduce the above copyright
+      notice, this list of conditions and the following disclaimer in
+      the documentation and/or other materials provided with the distribution
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
+LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
+POSSIBILITY OF SUCH DAMAGE.
diff --git a/Ross/logicalSpikes.m b/Ross/logicalSpikes.m
new file mode 100644
index 0000000..06ae4e1
--- /dev/null
+++ b/Ross/logicalSpikes.m
@@ -0,0 +1,7 @@
+logicalSpks = false(Ncl, Ns);
+for cl = 1:Ncl
+for spk = 1: length(spkSubs{cl})
+    ind = spkSubs{cl}(spk);
+logicalSpks(cl,ind) = true;
+end
+end
\ No newline at end of file
diff --git a/Ross/plotAutoCorrs.m b/Ross/plotAutoCorrs.m
new file mode 100644
index 0000000..962c341
--- /dev/null
+++ b/Ross/plotAutoCorrs.m
@@ -0,0 +1,12 @@
+% run Neurocorrs on units first!
+tmReach = 300;
+ms = round(length(corrs{1,1})/tmReach);
+test = zeros(1,tmReach);
+test(1) = sum(corrs{1,1}(1,1:ms));
+for i = 2:tmReach
+test(i) = sum(corrs{1,1}(1,(i-1)*ms+1:i*ms));
+end
+figure; plot(test)
+ax = gca;
+ax.XTick = [0, 50, 100, 125, 130, 135, 140, 145, 149, 150, 151, 155, 160, 165, 170, 175, 200, 250, 300];
+ax.XTickLabel = ax.XTick - 150;
\ No newline at end of file
diff --git a/Ross/plotClusterReactivityRoss.m b/Ross/plotClusterReactivityRoss.m
new file mode 100644
index 0000000..84f99d2
--- /dev/null
+++ b/Ross/plotClusterReactivityRoss.m
@@ -0,0 +1,222 @@
+function fig =...
+    plotClusterReactivityRoss(PSTH,trig,sweeps,timeLapse,binSz,IDe,expName,stims,IDs)
+%PLOTCLUSTERREACTIVITY gets the individual PSTH from the getPSTH function
+%and plots it for each cluster. It also plots the population PSTH on the
+%bottom of the figure and draws a line for the beguinning and end of the
+%stimuli.
+%   fig = PlotClusterReactivity(PSTH, trig, sweeps, timeLapse, binSz,...
+%               IDe, expName, stims, IDs)
+%
+%       INPUTS:
+%           PSTH - a MxN matrix containing the counts for the M individual
+%           clusters along the binned N time scale.
+%           trig - a 1xT array containing the stimulus probability without
+%           binning.
+%           sweeps - number of trials for the given experiment.
+%           timeLapse - peri-stimulus window. 1x2 array having the time
+%           before and after the stimulus, both in seconds.
+%           binSz - Bin size in seconds
+%           IDe - (1+M)x1 cell array contining the names for the stimulus
+%           and for the clusters involved.
+%           expName - String variable containing the text for the figure
+%           name.
+%
+%       OUTPUT:
+%           fig - Figure object containing all the plots created.
+%
+%  Emilio Isaias-Camacho @ GrohLab 2019
+
+% If the trigger is the whisker stimulating device, then the color of the
+% trigger will be green. Otherwise, it would be light blue for the laser.
+clr = defineColorForStimuli(IDe);
+
+fthAxFlag = false;
+if ~exist('stims','var') || isempty(stims)
+    totlX = 3;
+elseif ~isempty(stims)
+    fthAxFlag = true;
+    totlX = 4;
+end
+
+% Number of clusters and number of bins in the PSTH
+[Ncl, Npt] = size(PSTH);
+% Normalizing the PSTH to the maximal value on each cluster.
+PSTHn = PSTH./max(PSTH,[],2);
+fig = figure('Name',expName,'Color',[1,1,1]);
+ax1 = subplot(totlX,1,1:3,'Parent',fig);
+psthTX = linspace(timeLapse(1),timeLapse(2),Npt);
+clrmp = parula;
+% clrmp = defineWhYellRedColormap;
+% clrmp = defineBlueRedColormap();
+imagesc(ax1,'XData',psthTX,'CData',PSTHn);
+colormap(ax1,clrmp)
+
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+
+% Plotting lines for depicting the on- and offset of the trigger
+tObj = StepWaveform(trig,1/mean(diff(trigTX)));
+tSubs = tObj.subTriggers;
+if ~isempty(tSubs)
+    for ct = 1:size(tSubs,1)
+        for nf = 1:size(tSubs,2)
+            line(ax1,'XData',repmat(trigTX(tSubs(ct,nf)),1,2),'YData',[0.5,Ncl+0.5],...
+                'LineStyle',':','Color',clr,'LineWidth',2)
+        end
+    end
+else
+    trig = logical(trig/max(trig(:)));
+    line(ax1,'XData',trigTX,'YData',(Ncl+1.5)*trig - 0.5,...
+        'LineStyle',':','Color',clr,'LineWidth',2)
+end
+
+% Formatting the heatmap
+ax1.YLim = [0.5,size(PSTH,1)+0.5];
+ax1.XLim = [timeLapse(1)-binSz/2, timeLapse(2)+binSz/2];
+ax1.YTick = 1:Ncl;
+ax1.YTickLabel = IDe(2:end);
+% ax1.YAxis.Label.String = fprintf('Unit Depth_{(\mum)', 'Interpreter', 'tex');
+ax1.XAxis.Visible = 'off';
+ax1.FontSize = 30;
+ax1.FontName = 'Arial';
+ylabel('Unit Depth_{(\mum)}', 'Interpreter', 'tex')
+% % Plotting the population PSTH together with the trigger probability
+% ax2 = subplot(totlX,1,4,'Parent',fig);
+% popPSTH = sum(PSTH,1,'omitnan')/(Ncl * sweeps);
+% plot(ax2,psthTX,popPSTH,'Color',[0.8,0.8,0.8],'DisplayName','Population PSTH')
+% axLabel = 'Population activity';
+% yyaxis(ax2,'right')
+% plot(ax2,trigTX,trig,'LineWidth',1.5,'Color',clr,'DisplayName',IDe{1},...
+%     'LineStyle',':')
+% 
+% % Formatting the population PSTH plot
+% ax2.YAxis(1).Label.String = axLabel;
+% % ax2.YAxis(1).Limits = [0,1.01];
+% ax2.YAxis(2).Limits = [0,1.01];
+% ax2.YAxis(2).Color = 'k';
+% ax2.YAxis(2).Label.String = 'Stimulus probability';
+% 
+% 
+% ax2.XLabel.String = sprintf('Time_{%.2f ms} [s]',binSz*1e3);
+% ax2.XLim = [timeLapse(1), timeLapse(2)];
+% ax2.Box = 'off';
+% ax2.ClippingStyle = 'rectangle';
+% 
+% lgnd = legend(ax2,'show'); set(lgnd, 'Location','best', 'Box', 'off');
+% linkaxes([ax1,ax2],'x')
+% title(ax1,[expName,sprintf(' %d trials',sweeps)])
+
+if fthAxFlag
+    ax2 = subplot(totlX,1,4,'Parent',fig);
+    [r,c] = size(stims);
+    if r < c
+        stims = stims';
+    end
+    
+    for cs = 1:min(r,c)
+        if exist('IDs','var')
+            plot(ax2,trigTX,stims(:,cs),'LineStyle','-','LineWidth',2,...
+                'DisplayName', IDs{cs})
+        else
+            plot(ax2,trigTX,stims(:,cs),'LineStyle','-','LineWidth',2)
+        end
+        
+        ax2.Children(1).Color = defineColorForStimuli(IDs(cs));
+        
+        if cs == 1
+            ax2.NextPlot = 'add';
+        end
+    end
+    lgnd = legend(ax2,'show'); set(lgnd, 'Location', 'best', 'Box', 'off');
+    ax2.Box = 'off';
+    ax2.XLim = [timeLapse(1), timeLapse(2)];
+    ax2.XLabel.String = sprintf('Time_{%.2f ms} [s]',binSz*1e3);
+    ax2.YAxis.Visible = 'off';
+    ax2.FontSize = 30;
+    ax2.FontName = 'Arial';
+    linkaxes([ax1,ax2,ax2],'x')
+end
+end
+
+function clr = defineColorForStimuli(IDe)
+if contains(IDe{1},'piezo','IgnoreCase',true) ||...
+        contains(IDe{1},'whisker','IgnoreCase',true)
+    clr = [0, 0.8, 0];
+elseif contains(IDe{1},'light','IgnoreCase',true) ||...
+        contains(IDe{1},'laser','IgnoreCase',true)
+    clr = [80, 187, 211]/255;
+else
+    clr = [165, 70, 87]/255; 
+end
+end
+
+function clrmp = defineBlueRedColormap()
+clrmp = [linspace(0,1,256)', zeros(256,1), linspace(1,0,256)'];
+end
+
+function clrmp = defineWhYellRedColormap()
+%Helper function to store the color map
+clrmp = [1.0000    1.0000    1.0000
+    1.0000    0.9909    0.9727
+    1.0000    0.9818    0.9455
+    1.0000    0.9727    0.9182
+    1.0000    0.9636    0.8909
+    1.0000    0.9545    0.8636
+    1.0000    0.9455    0.8364
+    1.0000    0.9364    0.8091
+    1.0000    0.9273    0.7818
+    1.0000    0.9182    0.7545
+    1.0000    0.9091    0.7273
+    1.0000    0.9000    0.7000
+    1.0000    0.8909    0.6727
+    1.0000    0.8818    0.6455
+    1.0000    0.8727    0.6182
+    1.0000    0.8636    0.5909
+    1.0000    0.8545    0.5636
+    1.0000    0.8455    0.5364
+    1.0000    0.8364    0.5091
+    1.0000    0.8273    0.4818
+    1.0000    0.8182    0.4545
+    1.0000    0.8091    0.4273
+    1.0000    0.8000    0.4000
+    0.9905    0.7746    0.3810
+    0.9810    0.7492    0.3619
+    0.9714    0.7238    0.3429
+    0.9619    0.6984    0.3238
+    0.9524    0.6730    0.3048
+    0.9429    0.6476    0.2857
+    0.9333    0.6222    0.2667
+    0.9238    0.5968    0.2476
+    0.9143    0.5714    0.2286
+    0.9048    0.5460    0.2095
+    0.8952    0.5206    0.1905
+    0.8857    0.4952    0.1714
+    0.8762    0.4698    0.1524
+    0.8667    0.4444    0.1333
+    0.8571    0.4190    0.1143
+    0.8476    0.3937    0.0952
+    0.8381    0.3683    0.0762
+    0.8286    0.3429    0.0571
+    0.8190    0.3175    0.0381
+    0.8095    0.2921    0.0190
+    0.8000    0.2667         0
+    0.7800    0.2633         0
+    0.7600    0.2600         0
+    0.7400    0.2567         0
+    0.7200    0.2533         0
+    0.7000    0.2500         0
+    0.6800    0.2467         0
+    0.6600    0.2433         0
+    0.6400    0.2400         0
+    0.6200    0.2367         0
+    0.6000    0.2333         0
+    0.5800    0.2300         0
+    0.5600    0.2267         0
+    0.5400    0.2233         0
+    0.5200    0.2200         0
+    0.5000    0.2167         0
+    0.4800    0.2133         0
+    0.4600    0.2100         0
+    0.4400    0.2067         0
+    0.4200    0.2033         0
+    0.4000    0.2000         0];
+end
\ No newline at end of file
diff --git a/Ross/plotISItogether.m b/Ross/plotISItogether.m
new file mode 100644
index 0000000..11396bf
--- /dev/null
+++ b/Ross/plotISItogether.m
@@ -0,0 +1,104 @@
+function [fig, Hist, FRpu] = plotISItogether(spkSubs, fs, ID)
+% PLOTISI takes the spikes subscripts and displays the inter-spike
+% intervals in a continuous histogram y-log(x) manner.
+%   Input parameters:
+%       - spkSubs - cell array containing the spike subscripts for each
+%       unit
+%       - fs - Sampling frequency used to acquire the signals
+%   Output parameters:
+%       - fig - figures array containing all created figures.
+%       - FRpu - Firing rate per unit
+
+
+
+
+% make figure, then call function
+%% Input validation
+fig = gobjects(1);
+[Nr, Nc] = size(spkSubs);
+if iscell(spkSubs) && all(cellfun(@isnumeric,spkSubs))
+    Nu = max(Nr,Nc);
+    % Validation for subscripts or time points.
+    SubsFlag = any(cellfun(@all,cellfun(@eq,...
+        cellfun(@minus,...
+        cellfun(@round,spkSubs,...
+        'UniformOutput',false),spkSubs,...
+        'UniformOutput',false),repmat({0},Nr,Nc),...
+        'UniformOutput',false)));
+    mintd = 1/fs;
+    if ~SubsFlag
+        fprintf(1,'Given time points instead of subscripts.')
+        fprintf(1,' Considering time in seconds\n')
+        fs = 1;
+    end
+else
+    fprintf(1,'Not sure how to manage this entry...\n')
+    fprintf(1,'Please provide either a cell array, a numeric vector, or a ')
+    fprintf(1,'logical time series\n')
+    return
+end
+IDflag = false;
+if exist('ID','var') && Nu == numel(ID)
+    fprintf(1,'Naming each unit appropiately\n')
+    IDflag = true;
+end
+
+fig = gobjects(Nu,1);
+if Nu >= 100
+    warning('More than or equal to 100 units. Consider curation')
+end
+%% Inter-spike intervals
+FRpu = zeros(Nu,3);
+% figure('Visible','off','Color',[1,1,1]);
+hold on
+for cu = 1:Nu
+    lisi = log10(diff(spkSubs{cu}./fs));
+    if any(isinf(lisi)) 
+        fprintf(1,'Cluster %d ',cu);
+        if IDflag
+            fprintf(1,'(%s)',ID{cu})
+        end
+        fprintf(1,' has repeated time points.\n')
+        fprintf(1,'These time points will not be considered.\n')
+        lisi(isinf(lisi)) = [];
+    end
+    if isempty(lisi)
+        fprintf(1,'Cluster %d ',cu);
+        if IDflag
+            fprintf(1,'(%s)',ID{cu})
+        end
+        fprintf(1,' has one time point.\n')
+        fprintf(1,'Skipping...\n')
+        continue
+    end
+    FRpu(cu,:) = [1/(10^mean(lisi,'omitnan')),...
+        1/(10^median(lisi,'omitnan')),...
+        1/(10^mode(lisi))];
+    % figure('Visible','off','Color',[1,1,1]);
+    hisi = histogram(lisi,'BinEdges', log10(0.001):0.01:log10(100), 'Normalization', 'probability');
+    cts = hisi.BinCounts;
+    bns = (hisi.BinEdges(1:end-1) + hisi.BinEdges(2:end))/2;
+    plot(bns,cts./sum(cts),'LineWidth',1);
+    fig = gcf;
+    %     if IDflag
+    %         title(ax,['Unit #',num2str(cu),' (',ID{cu},')']);
+    %     else
+    %         title(ax,['Unit #',num2str(cu)]);
+    %     end
+    %     yyaxis('right');plot(bns,cumsum(Ncts),'LineStyle','--')
+    %     ylabel('Cumulative fraction');ax = fig.Children;
+    %     ax.YAxis(2).Limits = [0, 1];
+    %     ax.YAxis(2).Color = [0.1,0.1,0.1];
+    Ncts = cts/sum(cts);
+    Hist(cu).cts = hisi.BinCounts;
+    Hist(cu).bns = (hisi.BinEdges(1:end-1) + hisi.BinEdges(2:end))/2;
+    Hist(cu).ISIs = cts./sum(cts);
+    Hist(cu).cumsum = cumsum(cts./sum(cts));
+    fig.Visible = 'on';
+end
+ax = fig.Children;
+grid(ax,'on')
+
+ax.XTickLabel = 10.^cellfun(@str2double,ax.XTickLabel) * 1e3;
+xlabel(ax,'Time [ms]'); ylabel(ax,'ISI Probability');
+end
diff --git a/Ross/plotLatency.m b/Ross/plotLatency.m
new file mode 100644
index 0000000..a897c29
--- /dev/null
+++ b/Ross/plotLatency.m
@@ -0,0 +1,33 @@
+function fig = plotLatency(UnitID, sortedData, TriggerTimes, samplingFrequency)
+
+% Finds TriggerLatencies for a given unit and plots them in box plot
+ind = ismember(sortedData(:,1), UnitID);
+Latencies = TriggerLatencies(sortedData(ind,2), TriggerTimes, samplingFrequency);
+if class(UnitID) == 'cell'
+    figureName = UnitID{1};
+else
+    figureName = num2str(UnitID);
+end
+fidelity = (length(Latencies{1})/length(TriggerTimes))*100; % how often it responds at least once in a trigger window
+fig = figure('Name', ['Unit ', figureName, ' Triggered Latency', ], 'Color', 'white');
+boxplot(Latencies{1});
+title(fig.Name, 'Interpreter', 'none');
+ylabel('Trigger Latency_{(ms)}')
+xlim([0.9, 1.1]);
+ylim([0,50]);
+yticks([0:5:50]);
+x = xlim;
+y = ylim;
+xlow = x(1);
+ylow = y(1);
+xhigh = x(2);
+yhigh = y(2);
+xcoord = xlow + (xhigh - xlow)*0.7;
+ycoord = ylow + (yhigh - ylow)*0.9;
+text(xcoord, ycoord, [num2str(round(fidelity)), '% fidelity'],'FontSize', 15);
+ax = gca;
+xticks([]);
+ax = gca;
+ax.FontSize = 15;
+
+end
\ No newline at end of file
diff --git a/Ross/plotLatencyHist.m b/Ross/plotLatencyHist.m
new file mode 100644
index 0000000..cc7b780
--- /dev/null
+++ b/Ross/plotLatencyHist.m
@@ -0,0 +1,51 @@
+function fig = plotLatencyHist(clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.AbsDepth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Latency Histogram: ', name];
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs);
+mn = (cellfun(@mean, Latencies)*1e3);
+
+fig = figure('Name', name, 'Color', 'White');
+
+h = histogram(round(mn));
+h.FaceColor = [0.5, 0.5, 0.5];
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([0,round(mode(round(mn)+5))]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 50]);
+xticks(0:5:50);
+xlabel('Latency_{(ms)}');
+ylabel('Frequency_{(no. of units)}', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+laserLngth = linspace(0, pulseWidth + 0.5);
+hold on
+laser = plot(laserLngth, (ax.YLim(2))*ones(length(laserLngth),1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth + 0.5, ax.YLim(2) - ax.YLim(1)], ...
+'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+
+lgd = legend;
+lgd.String{1} = ['Total = ', num2str(length(mn)), ' Units'];
+lgd.String{2} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+end
+
+
diff --git a/Ross/plotLatencyJitterDepth.m b/Ross/plotLatencyJitterDepth.m
new file mode 100644
index 0000000..87ca36e
--- /dev/null
+++ b/Ross/plotLatencyJitterDepth.m
@@ -0,0 +1,56 @@
+    function fig = plotLatencyJitterDepth(clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Latency vs Jitter vs Depth: ', name];
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+Dpth = -1*Dpth;
+jitter = randi(20,size(Dpth));
+Dpth = Dpth + jitter; % adding small random jitter for visualisation
+fig = figure('Name', name, 'Color', 'White');
+
+scatter3(mn,sd,Dpth, 50, [0.5, 0.5, 0.5], '*')
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+zlim([round(round(min(Dpth),-2)/2,-2)*2-200,0]);
+zticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 50]);
+xticks(0:5:50);
+xlabel('Latency_{(ms)}');
+ylabel('StdDev_{(ms)}', 'Interpreter', 'tex');
+zlabel('Depth_{(\mum)}', 'Interpreter', 'tex');
+
+% ax.XTickLabelRotation = -45;
+%ax = gca;
+%hold on
+%laser = plot([0:pulseWidth], (ax.YLim(1)+25)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+% lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = 'Unit Mean +/- SD';
+%lgd.String{2} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+%rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+%'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+end
+
+
diff --git a/Ross/plotLatencyRatesDepth.m b/Ross/plotLatencyRatesDepth.m
new file mode 100644
index 0000000..8f77e63
--- /dev/null
+++ b/Ross/plotLatencyRatesDepth.m
@@ -0,0 +1,73 @@
+function fig = plotLatencyRatesDepth(TaggedIDs, clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+Dpth = -1*Dpth;
+jitter = randi(20,size(Dpth));
+Dpth = Dpth + jitter; % adding small random jitter for visualisation
+tagged = ismember(ID, TaggedIDs);
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Latency vs Triggered Rate: ', name];
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, 5e-2);
+Rates = TriggeredRates(sortedData(spkInd,2), TriggerTimes, fs, 5e-2);
+mnLat = (cellfun(@mean, Latencies)*1e3);
+sdLat = (cellfun(@std, Latencies)*1e3);
+mnRate = cellfun(@mean, Rates);
+sdRate = cellfun(@std, Rates);
+nan = isnan(mnLat);
+
+nontagged = ~tagged & ~nan;
+fig = figure('Name', name, 'Color', 'White');
+
+
+scatter3(mnLat(~tagged),mnRate(~tagged),Dpth(~tagged), 50, [0.5, 0.5, 0.5], '*')
+hold on
+scatter3(mnLat(tagged),mnRate(tagged),Dpth(tagged), 50, [0.5, 1, 1], '*')
+hold off
+
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([0, round(max(mnRate)+max(sdRate),-1)]);
+% yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 50]);
+xticks(0:5:50);
+xlabel('Latency_{(ms)}');
+ylabel('Firing Rate_{(Hz)}')
+zlim([round(round(min(Dpth),-2)/2,-2)*2-200,0]);
+zticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+zlabel('Depth_{(\mum)}', 'Interpreter', 'tex');
+% ax.XTickLabelRotation = -45;
+% ax = gca;
+% hold on
+% laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+% lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = (['Unit Mean +/- SD (n=', num2str(sum(nontagged)), ')']);
+lgd.String{2} = (['Opto-tagged Units (n=', num2str(sum(tagged)), ')']);
+%lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+% rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+% lgd.FontSize = 8;
+
+
+end
+
+
diff --git a/Ross/plotLatencyVsDepth.m b/Ross/plotLatencyVsDepth.m
new file mode 100644
index 0000000..fa4ee5e
--- /dev/null
+++ b/Ross/plotLatencyVsDepth.m
@@ -0,0 +1,55 @@
+function fig = plotLatencyVsDepth(clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Latency vs Depth: ', name];
+tm = 5e-2;
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, tm);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+Dpth = -1*Dpth;
+jitter = randi(20,size(Dpth));
+Dpth = Dpth + jitter; % adding small random jitter for visualisation
+fig = figure('Name', name, 'Color', 'White');
+
+errorbar(mn,Dpth,sd, 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color', [0.5, 0.5, 0.5], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 5);
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([round(round(min(Dpth),-2)/2,-2)*2-200,0]);
+yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 50]);
+xticks(0:5:50);
+xlabel('Latency_{(ms)}');
+ylabel('Depth_{(\mum)}', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+% lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = 'Unit Mean +/- SD';
+lgd.String{2} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+end
+
+
diff --git a/Ross/plotLatencyVsJitter.m b/Ross/plotLatencyVsJitter.m
new file mode 100644
index 0000000..cf3da89
--- /dev/null
+++ b/Ross/plotLatencyVsJitter.m
@@ -0,0 +1,54 @@
+function fig = plotLatencyVsJitter(clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.AbsDepth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Latency Vs Jitter: ', name];
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+Dpth = -1*Dpth;
+jitter = randi(20,size(Dpth));
+
+fig = figure('Name', name, 'Color', 'White');
+
+scatter(mn,sd,50, [0.5, 0.5, 0.5], '*')
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([0,round(round(max(sd))+5,-1)]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 50]);
+xticks(0:5:50);
+xlabel('Latency_{(ms)}');
+ylabel('StdDev_{(ms)}', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], (ax.YLim(2))*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = ['Total = ', num2str(length(mn)), ' Units'];
+lgd.String{2} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+end
+
+
diff --git a/Ross/plotLatencyVsTriggeredRates.m b/Ross/plotLatencyVsTriggeredRates.m
new file mode 100644
index 0000000..bd270a0
--- /dev/null
+++ b/Ross/plotLatencyVsTriggeredRates.m
@@ -0,0 +1,70 @@
+function fig = plotLatencyVsTriggeredRates(TaggedIDs, clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.AbsDepth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+Dpth = -1*Dpth;
+tagged = ismember(ID, TaggedIDs);
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Latency vs Triggered Rate: ', name];
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, 5e-2);
+Rates = TriggeredRates(sortedData(spkInd,2), TriggerTimes, fs, 5e-2);
+mnLat = (cellfun(@mean, Latencies)*1e3);
+sdLat = (cellfun(@std, Latencies)*1e3);
+mnRate = cellfun(@mean, Rates);
+sdRate = cellfun(@std, Rates);
+nan = isnan(mnLat);
+
+nontagged = ~tagged & ~nan;
+fig = figure('Name', name, 'Color', 'White');
+
+
+errorbar(mnLat(~tagged),mnRate(~tagged),sdRate(~tagged), sdRate(~tagged), sdLat(~tagged), sdLat(~tagged),...
+    'LineStyle', 'none', 'Marker', 'd', 'Color', [0.5, 0.5, 0.5], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 5);
+hold on
+errorbar(mnLat(tagged),mnRate(tagged),sdRate(tagged), sdRate(tagged),  sdLat(tagged), sdLat(tagged),...
+    'LineStyle', 'none', 'Marker', 'd', 'Color', [0.5, 1, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 5);
+hold off
+
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([0, round(max(mnRate)+max(sdRate),-1)]);
+% yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 50]);
+xticks(0:5:50);
+xlabel('Latency_{(ms)}');
+ylabel('Firing Rate_{(Hz)}')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+% lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = (['Unit Mean +/- SD (n=', num2str(sum(nontagged)), ')']);
+lgd.String{2} = (['Opto-tagged Units (n=', num2str(sum(tagged)), ')']);
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 8;
+
+
+end
+
+
diff --git a/Ross/plotPopPSTH.m b/Ross/plotPopPSTH.m
new file mode 100644
index 0000000..adb625e
--- /dev/null
+++ b/Ross/plotPopPSTH.m
@@ -0,0 +1,68 @@
+filterIdx = true(1,3);
+filterIdx = [filterIdx; idx & wruIdx];
+dimID = size(filterIdx);
+nFilters = dimID(2);
+
+csNames = fieldnames(Triggers);
+Nbn = diff(timeLapse)/binSz;
+popClrs = linspace(0.5, 1, nFilters);
+
+for ccond = [3, 6, 9, 12, 15] %1:Nccond
+    PSTHarray = cell(nFilters, 1);
+    
+    for f = 1:nFilters
+        PSTHarray{f} = zeros(nnz(filterIdx(:,f)) - 1, Nbn, Nccond);
+        [PSTHarray{f}(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx(:,f),:,:),timeLapse,...
+            ~delayFlags(:,ccond),binSz,fs);
+    end
+    fig = figure('Name', [expName, '_', consCondNames{ccond}, '_Population activity'], 'Color', 'White');
+    
+    
+    ax1 = subplot(4,1,1:3);
+    hold(ax1, 'on')
+    title([expName, '_', consCondNames{ccond}, '_Population activity_', binSz, 'binSz'])
+    for f = 1:nFilters
+        PSTH = PSTHarray{f}(:,:,ccond);
+        [Ncl, Npt] = size(PSTH);
+        psthTX = linspace(timeLapse(1),timeLapse(2),Npt);
+        popPSTH = sum(PSTH,1,'omitnan')/(Ncl * sweeps);
+        colr = zeros(1,3);
+        colr(f) = 1;
+        plot(ax1, psthTX,popPSTH,'Color',colr);  %'Color',popClrs(f)*ones(1,3)
+       
+    end
+    legend([{'Early Responders'}, {'VPL'}, {'Late Responders'}])
+    
+    
+    ax2 = subplot(4,1,4);
+    hold on
+    trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    
+    
+    [r,c] = size(stims);
+    if r < c
+        stims = stims';
+    end
+    
+    
+    plot(ax2,trigTX,stims(:,cs),'LineStyle','-','LineWidth',0.5)
+    legend(consCondNames{ccond})
+    linkaxes([ax1,ax2],'x')
+    
+    
+    
+    
+    
+    hold off
+    savefig(fig, fullfile('Z:\Ross\Experiments\smrxFiles\16.12.20\12.6.21\Figures\', [fig.Name, '_', num2str(binSz), '_binSz.fig']));
+end
\ No newline at end of file
diff --git a/Ross/plotRate.m b/Ross/plotRate.m
new file mode 100644
index 0000000..91606d2
--- /dev/null
+++ b/Ross/plotRate.m
@@ -0,0 +1,42 @@
+function RateMap = plotRate(rates, ID, binSize, nUnits, numSamples, fs)
+
+binSamples = fs*binSize;
+nBins = round(numSamples/binSamples);
+xaxisSec = [0:nBins]'*binSize;
+yaxisClNo = [1:nUnits];
+
+RateMap = figure('Color', 'White');
+imagesc(xaxisSec, yaxisClNo, rates');
+yticks(1:1:nUnits);
+yticklabels(ID);
+xlabel('Time (s)');
+ylabel('Units');
+txt = {['Bin Size = ', num2str(binSize) 's']};
+text(8328,-2.7,1.4e-14, txt);
+%Use fire colormap
+colormap(fire);
+colorbar;
+%use caxis command to hardcode colormap so that we can more easily compare
+caxis([0 50]);
+ax = gca;
+ax.FontSize = 30;
+configureFigureToPDF(figure(RateMap));
+% saveas(figure(RateMap), expt, 'emf');
+% save(fullfile(dataDir, [expt]), 'rate', 'RateMap', '-v7.3');
+end
+
+
+%across conditions-- try it out with autogenerated values to get a sense of
+%the appropriate scaling
+
+%Add labels!
+
+%RAM Can you programmatically save the figure file?
+% savefig('RateMap.fig'); print('RateMap.pdf','-dpdf'); print('RateMap.emf','-dmeta');
+%RAM Are you always using 50 ms or 500 ms for binsizes? Asnw: No, 1s bin size for
+% these files
+%RAM Add binsize to title or somewhere on plot
+%RAM Wrap everything in a function as below and save in new .m file
+
+%RAM programatically save results to a new data file using save command at
+% command line
\ No newline at end of file
diff --git a/Ross/plotSpontFRvsDepth.m b/Ross/plotSpontFRvsDepth.m
new file mode 100644
index 0000000..e7a1f01
--- /dev/null
+++ b/Ross/plotSpontFRvsDepth.m
@@ -0,0 +1,44 @@
+function fig = plotSpontFRvsDepth(ID, clInfo, sortedData, CondTriggers, Triggers, samplingFrequency)
+
+clIDs = ID;
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+Dpth = -1*Dpth;
+jitter = randi(20,size(Dpth));
+Dpth = Dpth + jitter; % adding small random jitter for visualisation
+
+spkSubs = cellfun(@(x) round(x.*fs), sortedData(spkInd,2),...
+'UniformOutput', false);
+Ns = min(structfun(@numel,Triggers));
+Nt = Ns/fs;
+[firingRatePerCluster, deltaTrigTimeSum, sponSpks, sponIsi] =...
+    getSpontFireFreq(spkSubs, CondTriggers, [0, Ns], fs, 1);
+
+
+if class(ID) == 'cell'
+    figureName = ID{1};
+else
+    figureName = ID;
+end
+figureName(strfind(figureName, '_')) = ' ';
+figureName = ['Spont FR vs Depth: ', figureName];
+%fig = figure('Name', figureName, 'Color', 'White');
+
+scatter(firingRatePerCluster, Dpth, 500, [1, 0, 0], '*')
+xlabel('Spont. Firing Rate_{(Hz)}')
+xlim([0, 100])
+xticks([0:10:100])
+ylim([round(round(min(Dpth),-2)/2,-2)*2-200,0]);
+yticks([-1600:200:0]);
+ylabel('Depth_{(\mum)}', 'Interpreter', 'tex');
+ax = gca;
+ax.FontSize = 15;
+end
diff --git a/Ross/plotTaggedFraction.m b/Ross/plotTaggedFraction.m
new file mode 100644
index 0000000..9a82664
--- /dev/null
+++ b/Ross/plotTaggedFraction.m
@@ -0,0 +1,61 @@
+function [fig, TaggedIDs] = plotTaggedFraction(latencyCutoffs, sdCutoffs, clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.AbsDepth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Tagged Fraction: ', name];
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, 5e-2);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+Dpth = -1*Dpth;
+nan = isnan(mn);
+
+latencyCutoffs = sort(latencyCutoffs, 'ascend');
+sdCutoffs = sort(sdCutoffs, 'ascend');
+
+tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2);
+taggedInd = spkInd(tagged);
+TaggedIDs = sortedData(taggedInd,1);
+
+nontagged = ~tagged | nan;
+
+minDepth = Dpth(min(find(tagged)));
+maxDepth = Dpth(max(find(tagged)));
+fig = figure('Name', name, 'Color', 'White');
+x = [sum(tagged), sum(~tagged)];
+explode = [1, 0];
+% labels = {['Tagged Fraction = ',num2str(tg), '%'], ' '};
+pie(x, explode)
+
+
+
+
+ax = gca;
+ax.Children(2).FaceColor = [0.5 0.5 0.5];
+ax.Children(4).FaceColor = [0 1 1];
+ax.FontSize = 30;
+% ax.FontName = 'Times New Roman';
+
+lgd = legend;
+lgd.String{1} = ['Opto-tagged'];
+text(1.25,1.0,['Selection Criteria:'],'FontSize', 15 );
+text(1.25,0.75,['Mean Latencies between ' num2str(latencyCutoffs(1)), ' and ',num2str(latencyCutoffs(2)), 'ms'], 'FontSize', 10);
+text(1.25,0.50,['Standard Deviations between ' num2str(sdCutoffs(1)), ' and ',num2str(sdCutoffs(2)), 'ms'], 'FontSize', 10);
+text(1.25,-0.25,'Opto-tagged Units Displayed:', 'FontSize', 15);
+text(1.25,-0.5,['Depths between ' num2str(minDepth), ' and ',num2str(maxDepth), '\mum'], 'Interpreter', 'tex', 'FontSize', 10);
+lgd.String{2} = ['Untagged '];
+lgd.Location = 'northoutside';
+%lgd.Box = 'off';
+
+
+end
+
+
diff --git a/Ross/plotTaggedLatencyHist.m b/Ross/plotTaggedLatencyHist.m
new file mode 100644
index 0000000..6561fdb
--- /dev/null
+++ b/Ross/plotTaggedLatencyHist.m
@@ -0,0 +1,65 @@
+function fig = plotTaggedLatencyHist(latencyCutoffs, sdCutoffs, clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.AbsDepth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Latency Histogram: ', name];
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, 5e-2);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+latencyCutoffs = sort(latencyCutoffs, 'ascend');
+sdCutoffs = sort(sdCutoffs, 'ascend');
+nan = isnan(mn);
+
+tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2);
+nontagged = ~tagged & ~nan;
+fig = figure('Name', name, 'Color', 'White');
+
+h = histogram(round(mn(~tagged)));
+h.FaceColor = [0.5, 0.5, 0.5];
+hold on
+j = histogram(round(mn(tagged)));
+j.FaceColor = [0, 1, 1];
+hold off
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([0,round(mode(round(mn)+5))]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 50]);
+xticks(0:5:50);
+xlabel('Latency_{(ms)}');
+ylabel('Frequency_{(no. of units)}', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+laserLngth = linspace(0, pulseWidth + 0.5);
+hold on
+laser = plot(laserLngth, (ax.YLim(2))*ones(length(laserLngth),1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth + 0.5, ax.YLim(2) - ax.YLim(1)], ...
+'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+
+lgd = legend;
+lgd.String{1} = ['Units (n=', num2str(sum(nontagged)), ')'];
+lgd.String{2} = ['Opto-tagged Units (n=', num2str(sum(tagged)), ')'];
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+
+
+
+end
+
+
diff --git a/Ross/plotTaggedLatencyVsDepth.m b/Ross/plotTaggedLatencyVsDepth.m
new file mode 100644
index 0000000..ffeaf90
--- /dev/null
+++ b/Ross/plotTaggedLatencyVsDepth.m
@@ -0,0 +1,67 @@
+function fig = plotTaggedLatencyVsDepth(latencyCutoffs, sdCutoffs, clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.abs_depth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Latency vs Depth: ', name];
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, 5e-2);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+Dpth = -1*Dpth;
+jitter = randi(20,size(Dpth));
+Dpth = Dpth + jitter; % adding small random jitter for visualisation
+nan = isnan(mn);
+
+latencyCutoffs = sort(latencyCutoffs, 'ascend');
+sdCutoffs = sort(sdCutoffs, 'ascend');
+
+tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2);
+nontagged = ~tagged & ~nan;
+fig = figure('Name', name, 'Color', 'White');
+
+errorbar(mn(~tagged),Dpth(~tagged),sd(~tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color', [0.5, 0.5, 0.5], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 5);
+hold on
+errorbar(mn(tagged),Dpth(tagged),sd(tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color', [0.5, 1, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 5);
+hold off
+
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([round(round(min(Dpth),-2)/2,-2)*2-200,0]);
+yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 50]);
+xticks(0:5:50);
+xlabel('Latency_{(ms)}');
+ylabel('Depth_{(\mum)}', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+% lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = (['Unit Mean +/- SD (n=', num2str(sum(nontagged)), ')']);
+lgd.String{2} = (['Opto-tagged Units (n=', num2str(sum(tagged)), ')']);
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+
+
+end
+
+
diff --git a/Ross/plotTaggedLatencyVsJitter.m b/Ross/plotTaggedLatencyVsJitter.m
new file mode 100644
index 0000000..95b36f7
--- /dev/null
+++ b/Ross/plotTaggedLatencyVsJitter.m
@@ -0,0 +1,67 @@
+function fig = plotTaggedLatencyVsJitter(latencyCutoffs, sdCutoffs, clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.AbsDepth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Latency Vs Jitter: ', name];
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs, 5e-2);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+Dpth = -1*Dpth;
+jitter = randi(20,size(Dpth));
+
+nan = isnan(mn);
+
+latencyCutoffs = sort(latencyCutoffs, 'ascend');
+sdCutoffs = sort(sdCutoffs, 'ascend');
+
+tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2);
+
+nontagged = ~tagged & ~nan;
+fig = figure('Name', name, 'Color', 'White');
+
+scatter(mn(~tagged),sd(~tagged), 50, [0.5, 0.5, 0.5], '*')
+hold on
+scatter(mn(tagged),sd(tagged), 50, [0.5, 1, 1], '*')
+hold off
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([0,round(round(max(sd))+5,-1)]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 50]);
+xticks(0:5:50);
+xlabel('Latency_{(ms)}');
+ylabel('StdDev_{(ms)}', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], (ax.YLim(2))*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = ['Units (n=', num2str(sum(nontagged)), ')'];
+lgd.String{2} = ['Opto-tagged Units (n=', num2str(sum(tagged)), ')'];
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+
+
+end
+
+
diff --git a/Ross/plotTaggedRasterFromStackRoss.m b/Ross/plotTaggedRasterFromStackRoss.m
new file mode 100644
index 0000000..f3230dd
--- /dev/null
+++ b/Ross/plotTaggedRasterFromStackRoss.m
@@ -0,0 +1,55 @@
+function plotTaggedRasterFromStack(discreteStack, timeLapse, fs, figTitle, ax, rasclr)
+%UNTITLED6 Summary of this function goes here
+%   Detailed explanation goes here
+
+% Ne is the number of 'events', namely signals that are considered in the
+% stack
+% Nt is the time axis for the chosen window
+% Na is the number of alignment points in this stack
+[Ne, Nt, Na] = size(discreteStack);
+% Time axis
+tx = 0:1/fs:(Nt-1)/fs;
+tx = tx + timeLapse(1);
+AX_FLAG = true;
+if ~exist('ax','var') || isempty(ax)
+    figure('Name',['Raster Plot ', figTitle],'Color',[1,1,1]);
+    AX_FLAG = false;
+end
+cmap = brighten(copper(Ne-1),-0.8);
+FIRST_FLAG = true;
+for cse = 2:Ne
+    % For each spike train
+    for cap = Na:-1:1
+        % For each alignment point
+        upEdge = diff(discreteStack(cse,:,cap)) > 0;
+        if sum(upEdge) ~= 0
+            % If there are events in this alignment point
+            downEdge = diff(discreteStack(cse,:,cap)) < 0;
+            isSpike = upEdge(1:end-1) - downEdge(2:end);
+            if sum(isSpike) == 0
+                % If the event contains spikes
+                if FIRST_FLAG
+                    hold on
+                    FIRST_FLAG = false;
+                end
+                xspks = tx(squeeze(discreteStack(cse,:,cap)));
+                lvl = (cse - 2)*Na + cap;
+                if AX_FLAG
+                    plot(ax,xspks,lvl*ones(1,numel(xspks)),...
+                        'LineStyle','none','Marker','.',...
+                        'MarkerFaceColor',rasclr,'MarkerSize',5,...
+                        'Color',rasclr)
+                else
+                    plot(xspks,lvl*ones(1,numel(xspks)),...
+                        'LineStyle','none','Marker','.',...
+                        'MarkerFaceColor',rasclr,'MarkerSize',5,...
+                        'Color',rasclr)
+                end
+            end
+        end
+    end
+end
+axis([timeLapse(1),timeLapse(2),1,Na*(Ne-1)])
+
+end
+
diff --git a/Ross/plotTriggeredDoseResponse.m b/Ross/plotTriggeredDoseResponse.m
new file mode 100644
index 0000000..c43c4bb
--- /dev/null
+++ b/Ross/plotTriggeredDoseResponse.m
@@ -0,0 +1,124 @@
+function plotTriggeredDoseResponse(ID, sortedData, condIndices, Conditions, fs)
+
+
+
+            % atm only works on block conditions (plotUnitInfo omits these for now)....come back to this
+
+% Naming the figure
+if class(ID) == 'cell'
+    figureName = ID{1};
+    lngth = 1; % generalise this!
+else
+    figureName = ID;
+    lngth = 1;
+end
+
+% Finding the different frequencies - probably lots of redundancy
+rates = zeros(lngth, length(condIndices));
+sds = zeros(lngth, length(condIndices));
+timeBin = 5;
+conds = zeros(1,length(condIndices));
+
+alltext = cat(2, Conditions.name);
+undscore = strfind(alltext, "_");
+allHzind = strfind(alltext, "Hz");
+freqConds = zeros(length(allHzind),1);
+hzUnd = zeros(length(allHzind),1);
+for a = 1:length(allHzind)
+    hzUnd(a) = max(undscore(undscore<allHzind(a)));
+    freqConds(a) = str2double(alltext(hzUnd(a)+1:allHzind(a)-1));
+end
+freqConds = unique(freqConds);
+for a = 1:length(freqConds)
+    FreqConds{a} = [num2str(freqConds(a)), 'Hz'];
+end
+
+% Getting the mean rates and SDs for the considered Conditions 
+for b = 1:lngth
+    spkInd = ismember(sortedData(:,1), ID);
+    train = sortedData(spkInd, 2);
+    Cond = cell(1, length(condIndices));
+    for a = 1:length(condIndices)
+        Cond{a} = Conditions(condIndices(a)).Triggers;
+        rate = TriggeredRates(train, Cond{a},fs, timeBin);
+        rates(b,a) = mean(rate{:});
+        sds(b,a) = std(rate{:});
+        for i = 1:length(FreqConds)
+            
+            if contains(Conditions(condIndices(a)).name, FreqConds{i}) % sorting the rates into frequency groups
+                conds(a) = i;
+            end
+        end
+        if contains(Conditions(condIndices(a)).name, ["pulse", "control"], 'IgnoreCase', true)
+            conds(a) = i+1; % looking for continuous pulse conditions
+        end
+    end
+end
+condInd = unique(conds);
+condFlg = false(length(condInd), length(conds));
+for a = 1:length(condInd)
+    condFlg(a,:) = conds == condInd(a);
+end
+consConds = sum(condFlg,2) ~= false;
+
+
+cc = find(consConds);
+legText = [];
+legendCell = cell(length(condInd),1);
+for a = 1:length(condInd)-1
+    legendCell{a} = [FreqConds{a}, legText];
+end
+legendCell{a+1} = ['Pulse', legText];
+ax = gca;
+
+
+% Sorting by Laser Intensity
+
+xnames = cell(1, length(condIndices));
+pwrs = zeros(1, length(condIndices));
+for a = 1:length(condIndices)
+    mWind = strfind(Conditions(condIndices(a)).name, 'mW');
+    undInds = strfind(Conditions(condIndices(a)).name, '_');
+    mwUnd = undInds(undInds<mWind);
+    mWundInd = mwUnd(end);
+    pwrs(a) = str2double(Conditions(condIndices(a)).name(mWundInd+1:mWind-1));
+    
+    Conditions(condIndices(a)).name(undInds) = ' ';
+    Conditions(condIndices(a)).name = Conditions(condIndices(a)).name(undInds(1)+1:undInds(end)-1);
+    if strfind(Conditions(condIndices(a)).name, 'sec')
+        Conditions(condIndices(a)).name = Conditions(condIndices(a)).name(6:end);
+        Conditions(condIndices(a)).name(1) = 'P';
+    end
+    xnames{a} = Conditions(condIndices(a)).name;
+    
+    
+end
+pwrs = unique(pwrs);
+pwrCell = cell(length(pwrs),1);
+for a = 1:length(pwrs)
+    pwrCell{a} = num2str(pwrs(a));
+end
+
+
+% Plotting
+
+hold on
+x = 1:length(pwrs);
+offset = 0.1;
+for a = 1:length(cc)
+    errorbar(ax, x + offset*(a-1), rates(condFlg(cc(a),:)), sds(condFlg(cc(a),:)), 'vertical', 'LineWidth', 3);
+end
+
+% Formatting
+
+legend(legendCell, 'Location', 'northwest')
+xlabel('Laser Intensity _{(mW)}');
+ax.XLim(1) = 0;
+ax.XLim(2) = length(pwrs) + 1;
+ax.XTick = [1:1:length(pwrs)];
+ax.XTickLabel = pwrCell;
+ax.YLim(1) = 0;
+ylabel('Firing Rate _{(Hz)}');
+ax.FontSize = 20;
+ax.FontName = 'Arial';
+end
\ No newline at end of file
diff --git a/Ross/plotTriggeredRates.m b/Ross/plotTriggeredRates.m
new file mode 100644
index 0000000..3183ed1
--- /dev/null
+++ b/Ross/plotTriggeredRates.m
@@ -0,0 +1,170 @@
+function fig = plotTriggeredRates(latencyCutoffs, sdCutoffs, clInfo, clIDs, ConditionName, TriggerTimes, sortedData, samplingFrequency)
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.AbsDepth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+name = ConditionName;
+name(strfind(name, '_')) = ' ';
+name = ['Optotagging: ', name];
+Latencies = TriggerLatencies(sortedData(spkInd,2), TriggerTimes, fs);
+mn = (cellfun(@mean, Latencies)*1e3);
+sd = (cellfun(@std, Latencies)*1e3);
+Dpth = -1*Dpth;
+
+latencyCutoffs = sort(latencyCutoffs, 'ascend');
+sdCutoffs = sort(sdCutoffs, 'ascend');
+
+tagged = latencyCutoffs(1) <= mn & mn <= latencyCutoffs(2) & sdCutoffs(1) <= sd & sd <= sdCutoffs(2);
+taggedInd = spkInd(tagged);
+TaggedIDs = sortedData(taggedInd,1);
+    %
+minDepth = Dpth(min(find(tagged)));
+maxDepth = Dpth(max(find(tagged)));
+
+fig = figure('Name', name, 'Color', 'White');
+
+subplot(2,2,1)
+x = [sum(tagged), sum(~tagged)];
+explode = [1, 0];
+% labels = {['Tagged Fraction = ',num2str(tg), '%'], ' '};
+pie(x, explode)
+ax = gca;
+ax.Children(2).FaceColor = [0.5 0.5 0.5];
+ax.Children(4).FaceColor = [0 1 1];
+ax.FontSize = 30;
+% ax.FontName = 'Times New Roman';
+
+lgd = legend;
+lgd.String{1} = ['Opto-tagged'];
+text(-4.25,1.0,['Selection Criteria:'],'FontSize', 15 );
+text(-4.25,0.75,['Mean Latencies between ' num2str(latencyCutoffs(1)), ' and ',num2str(latencyCutoffs(2)), 'ms'], 'FontSize', 10);
+text(-4.25,0.50,['Standard Deviations between ' num2str(sdCutoffs(1)), ' and ',num2str(sdCutoffs(2)), 'ms'], 'FontSize', 10);
+text(-4.25,-0.25,'Opto-tagged Units Displayed:', 'FontSize', 15);
+text(-4.25,-0.5,['Depths between ' num2str(minDepth), ' and ',num2str(maxDepth), '\mum'], 'Interpreter', 'tex', 'FontSize', 10);
+lgd.String{2} = ['Untagged '];
+lgd.Location = 'northoutside';
+%lgd.Box = 'off';
+
+subplot(2,2,2)
+
+scatter(mn(~tagged),sd(~tagged), 50, [0.5, 0.5, 0.5], '*')
+hold on
+scatter(mn(tagged),sd(tagged), 50, [0.5, 1, 1], '*')
+hold off
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([0,round(round(max(sd))+5,-1)]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 50]);
+xticks(0:5:50);
+xlabel('Latency_{(ms)}');
+ylabel('StdDev_{(ms)}', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], (ax.YLim(2))*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = ['Units (n=', num2str(sum(~tagged)), ')'];
+lgd.String{2} = ['Opto-tagged Units (n=', num2str(sum(tagged)), ')'];
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 8;
+
+
+subplot(2,2,3)
+
+errorbar(mn(~tagged),Dpth(~tagged),sd(~tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color', [0.5, 0.5, 0.5], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 5);
+hold on
+errorbar(mn(tagged),Dpth(tagged),sd(tagged), 'horizontal', 'LineStyle', 'none', 'Marker', 'd', 'Color', [0.5, 1, 1], 'MarkerSize', 2.5, 'LineWidth', 0.01, 'CapSize', 5);
+hold off
+
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([round(round(min(Dpth),-2)/2,-2)*2-200,0]);
+yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 50]);
+xticks(0:5:50);
+xlabel('Latency_{(ms)}');
+ylabel('Depth_{(\mum)}', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+hold on
+laser = plot([0:pulseWidth], ax.YLim(2)*ones(pulseWidth + 1,1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+% lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+lgd = legend;
+lgd.String{1} = (['Unit Mean +/- SD (n=', num2str(sum(~tagged)), ')']);
+lgd.String{2} = (['Opto-tagged Units (n=', num2str(sum(tagged)), ')']);
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+% rectangle(ax, 'Position', [1, ax.YLim(2)-100, 4, 50], ...
+% 'LineStyle', 'none', 'FaceColor', [0 1 1 0.5])
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth, ax.YLim(2) - ax.YLim(1)], ...
+'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+lgd.FontSize = 8;
+
+
+subplot(2,2,4)
+
+h = histogram(round(mn(~tagged)));
+h.FaceColor = [0.5, 0.5, 0.5];
+hold on
+j = histogram(round(mn(tagged)));
+j.FaceColor = [0, 1, 1];
+hold off
+
+pulseWidth = round(median(diff(TriggerTimes'/fs)')*1e3);
+% title(name, 'Interpreter', 'none');
+ylim([0,round(mode(round(mn)+5))]);
+%yticks([round(round(min(Dpth),-2)/2,-2)*2-200:200:0]);
+xlim([0 50]);
+xticks(0:5:50);
+xlabel('Latency_{(ms)}');
+ylabel('Frequency_{(no. of units)}', 'Interpreter', 'tex')
+% ax.XTickLabelRotation = -45;
+ax = gca;
+laserLngth = linspace(0, pulseWidth + 0.5);
+hold on
+laser = plot(laserLngth, (ax.YLim(2))*ones(length(laserLngth),1), 'Color', [0 1 1 0.5], 'LineWidth', 3);
+ax = gca;
+ax.FontSize = 20;
+% ax.FontName = 'Times New Roman';
+% Create rectangle
+%lsText = text(3, ax.YLim(1)+45, 'Laser Pulse', 'FontSize', 10);
+
+
+rectangle(ax, 'Position', [ax.XLim(1), ax.YLim(1), pulseWidth + 0.5, ax.YLim(2) - ax.YLim(1)], ...
+'LineStyle', 'none', 'FaceColor', [0 1 1 0.1])
+
+lgd = legend;
+lgd.String{1} = ['Units (n=', num2str(sum(~tagged)), ')'];
+lgd.String{2} = ['Opto-tagged Units (n=', num2str(sum(tagged)), ')'];
+lgd.String{3} = ['Laser Pulse (',num2str(pulseWidth), 'ms)'];
+lgd.FontSize = 8;
+
+
+end
+
+
diff --git a/Ross/plotUnitInfo.m b/Ross/plotUnitInfo.m
new file mode 100644
index 0000000..05341c7
--- /dev/null
+++ b/Ross/plotUnitInfo.m
@@ -0,0 +1,257 @@
+function fig = plotUnitInfo(ID, sortedData, clInfo, clWaveforms, Conditions, samplingFrequency, Triggers)
+
+
+
+clIDs = ID;
+fs = samplingFrequency;
+clInd = ismember(clInfo.id, clIDs);
+depths = table(clInfo.id(clInd), clInfo.AbsDepth(clInd));
+depths = sortrows(depths,'Var2','ascend');
+ID = depths{:,1};
+Dpth = depths.Var2;
+Dpth = -Dpth;
+spkInd = [];
+for i = 1:length(ID)
+    spkInd = [spkInd; find(ismember(sortedData(:,1), ID(i)))];
+end
+
+spkSubs = cellfun(@(x) round(x.*fs), sortedData(spkInd,2),...
+'UniformOutput', false);
+
+TriggerTimes = Conditions(1).Triggers(1,:); % assumes Condition(1).Triggers is LaserALL
+
+[firingRatePerCluster, deltaTrigTimeSum, sponSpks, sponIsi] =...
+    getSpontFireFreq(spkSubs, TriggerTimes, [0, Conditions(1).Triggers(end,end)], fs, 2);
+
+
+if class(ID) == 'cell'
+    figureName = ID{1};
+else
+    figureName = ID;
+end
+% name(strfind(name, '_')) = ' ';
+figureName = ['Unit Info: ', figureName];
+fig = figure('Name', figureName, 'Color', 'White');
+
+
+
+% Preparing condIndices (lIndices)
+laser = false(length(Conditions),1);
+alltriggers = false(length(Conditions),1);
+mech = false(length(Conditions),1);
+Hz10 = false(length(Conditions),1);
+for a = 1:length(Conditions)
+    laser(a) = contains(Conditions(a).name, 'laser', 'IgnoreCase', true);
+    alltriggers(a) = contains(Conditions(a).name, 'alltriggers', 'IgnoreCase', true);
+    mech(a) = contains(Conditions(a).name, 'mech', 'IgnoreCase', true);
+    Hz10(a) = contains(Conditions(a).name, '10Hz', 'IgnoreCase', true);
+end
+lIndices = find(laser & ~mech & ~alltriggers);
+Hz10 = Hz10 & alltriggers;
+
+
+OptInd = find(Hz10,1,'last');
+if ~isempty(OptInd)
+    TaggedIDs = TagID([3,6], [0.1,3], clInfo, ID, Conditions((OptInd)).Triggers, sortedData, fs);
+else
+    TaggedIDs = [];
+end
+if ~isempty(TaggedIDs)
+    rasclr = [0, 0, 1];
+else
+     rasclr = [0, 0, 0];
+end
+
+
+%% Triggered Dose_Response
+
+subplot(2,2,1)
+plotTriggeredDoseResponse(ID, sortedData, lIndices, Conditions, fs); % Need to find the CondIndices!!
+ax = gca;
+
+ax.Box = 'off';
+ax.FontSize = 9;
+ax.FontName = 'Arial';
+%% Rasters & PSTHs
+% Defaulting to Mech Control for Rasters & PSTH
+
+
+ctrl = false(length(Conditions),1);
+mech = false(length(Conditions),1);
+for a = 1:length(Conditions)
+    ctrl(a) = contains(Conditions(a).name, 'control', 'IgnoreCase', true);
+    mech(a) = contains(Conditions(a).name, 'mech', 'IgnoreCase', true);
+end
+mcIndices = find(ctrl & mech);
+if ~isempty(mcIndices)
+    CondTriggers = sort(cat(1,Conditions(mcIndices).Triggers), 'Ascend');
+    clr = [1,0,0];
+    
+    figtitle = 'Mechanical Control Response';
+    
+else
+    figtitle = [{'1Hz Responses (power ascending)'}, {'10Hz Responses (power ascending)'}, {'5Sec Pulse Responses (power ascending)'}];
+    for i = 1:3
+        CondTriggers = Conditions(2).Triggers(i:3:end,:);
+        clr = [0,1,1];
+        
+        
+        
+        
+        % Rasters
+        
+        %subplot(6,2,4*i-2)
+        subplot(3,2,2*i)
+        
+        
+        plotUnitTriggeredRaster(ID, clInfo, sortedData, CondTriggers, fs, Triggers, clr, rasclr)
+        
+        ax = gca;
+        xlabel(ax,'Time_{(ms)}');
+        ax.Title.String = figtitle{i};
+        ax.FontSize = 8;
+        ax.FontName = 'Arial';
+        
+        
+%         % PSTH
+%         
+%         subplot(6,2,4*i)
+%         
+%         plotUnitTriggeredPSTH(ID, clInfo, sortedData, CondTriggers, fs, Triggers, clr)
+%         
+%         ax = gca;
+%         ax.FontSize = 8;
+%         ax.FontName = 'Arial';
+    end
+end
+%% Waveform
+
+subplot(4,2,7)
+
+inds = find(ismember(clWaveforms(:,1), ID));
+if isempty(inds)
+    regionID_end = strfind(clWaveforms{1,1}, '_');
+    for a = 1:length(clWaveforms)
+        clWaveforms{a,1} = clWaveforms{a,1}(regionID_end+1:end);
+    end
+    inds = find(ismember(clWaveforms(:,1), ID));
+end
+
+ind = inds(1);
+[bartho, peak2Ind] = getBarthoMeasure((mean(clWaveforms{ind,2},2)), fs);
+plot(mean(clWaveforms{ind,2},2), 'Color', 'b');
+ax = gca;
+
+sz = size(clWaveforms{ind,2}(:,1));
+sz = sz(1);
+
+ trough = min(mean(clWaveforms{ind,2},2));
+% troughInd = find(ismember(mean(clWaveforms{ind,2},2), trough));
+% peak2 = max(mean(clWaveforms{ind,2}(troughInd:end,:),2));
+% % peak2Ind = find(ismember(mean(clWaveforms{ind,2},2), peak2));
+% hold on
+% plot(peak2Ind*ones(100), linspace(trough, peak2, 100),...
+%     'LineStyle', '--', 'Color', 'k');
+% plot(linspace(troughInd, peak2Ind,peak2Ind-troughInd), ...
+%     trough*ones(peak2Ind-troughInd), 'Color', 'k');
+% text(peak2Ind + 1, trough, [num2str(round(bartho(1)*1e3, 2)), '_{ms}'])
+% hold off
+%                       FIX THIS!
+
+
+ax.XLim = [1, sz];
+ax.YLim = [round(1.1*trough,-2), round(-1.1*trough,-2)]; % round here
+ax.YTick = round((ax.YLim(1):100:ax.YLim(2)));
+ax.YTickLabel = round(ax.YTick./1e3,2);
+ax.XTick = linspace(1,sz,10);
+ax.XTickLabel = round(ax.XTick./fs*1e3,1);
+ax.XTickLabelRotation = -45;
+% title(['Unit ',clWaveforms{ind,1},' Waveform'], 'Interpreter', 'none');
+xlabel(ax,'Time_{(ms)}');
+ylabel(ax,'Amplitude_{(mV)}');
+WvMeasure.ID = figureName;
+WvMeasure.PeakTrough = bartho(1);
+WvMeasure.HalfWidth = bartho(2);
+difs = [ax.XLim(2)-ax.XLim(1); ax.YLim(2)-ax.YLim(1)];
+text(ax, ax.XLim(1)+0.1*difs(1), ax.YLim(2)-0.1*difs(2), ['Depth = ', num2str(Dpth),'{\mum}'], 'Interpreter', 'tex');
+ax.Box = 'off';
+ax.FontSize = 9;
+ax.FontName = 'Arial';
+%% ISIs & Bursting
+
+subplot(4,2,5)
+
+
+
+[Nr, Nc] = size(sponSpks);
+if iscell(sponSpks) && all(cellfun(@isnumeric,sponSpks))
+    Nu = max(Nr,Nc);
+    % Validation for subscripts or time points.
+    SubsFlag = any(cellfun(@all,cellfun(@eq,...
+        cellfun(@minus,...
+        cellfun(@round,sponSpks,...
+        'UniformOutput',false),sponSpks,...
+        'UniformOutput',false),repmat({0},Nr,Nc),...
+        'UniformOutput',false)));
+    mintd = 1/fs;
+    if ~SubsFlag
+        fprintf(1,'Given time points instead of subscripts.')
+        fprintf(1,' Considering time in seconds\n')
+        fs = 1;
+    end
+else
+    fprintf(1,'Not sure how to manage this entry...\n')
+    fprintf(1,'Please provide either a cell array, a numeric vector, or a ')
+    fprintf(1,'logical time series\n')
+    return
+end
+%% Inter-spike intervals
+FRpu = zeros(Nu,3);
+for cu = 1:Nu
+    lisi = log10(diff(sponSpks{cu}./fs));
+    if any(isinf(lisi)) 
+        fprintf(1,'Cluster %d ',cu);
+        
+        fprintf(1,' has repeated time points.\n')
+        fprintf(1,'These time points will not be considered.\n')
+        lisi(isinf(lisi)) = [];
+    end
+    if isempty(lisi)
+        fprintf(1,'Cluster %d ',cu);
+        if IDflag
+            fprintf(1,'(%s)',ID{cu})
+        end
+        fprintf(1,' has one time point.\n')
+        fprintf(1,'Skipping...\n')
+        continue
+    end
+    FRpu(cu,:) = [1/(10^mean(lisi,'omitnan')),...
+        1/(10^median(lisi,'omitnan')),...
+        1/(10^mode(lisi))];
+    hisi = histogram(lisi,linspace(log10(mintd),3,100));
+    cts = hisi.BinCounts;
+    bns = (hisi.BinEdges(1:end-1) + hisi.BinEdges(2:end))/2;
+    plot(bns,cts./sum(cts),'LineWidth',1);
+    ax = gca;
+    ax.FontSize = 9;
+    ax.XLim = [-4, 2];
+    ax.XTick = [-4:2];
+    ax.XTickLabel = 10.^ax.XTick * 1e3;
+    ax.XTickLabelRotation = -45;
+    xlabel(ax,'Time_{(ms)}'); ylabel(ax,'ISI Probability');
+    grid(ax,'on')
+    Ncts = cts/sum(cts);
+    yyaxis('right');plot(bns,cumsum(Ncts),'LineStyle','-', 'Color', [1,0,0])
+    ylabel('Cumulative fraction');ax = gca;
+    ax.YAxis(2).Limits = [0, 1];
+    ax.YAxis(2).Color = [0.1,0.1,0.1];
+end
+
+[burstSpkFreq, burstCF, nBursts, nSpikes, eventRatio] = getBurstingMeasures(ID, 4, 100, 2, sortedData, fs);
+
+difs = [ax.XLim(2)-ax.XLim(1); ax.YLim(2)-ax.YLim(1)];
+text(ax, ax.XLim(2)-0.3*difs(1), ax.YLim(2)-0.1*difs(2), ['Burst/Spike Ratio = ', num2str(round(eventRatio, 2))]);
+ax.Box = 'off';
+ax.FontSize = 9;
+ax.FontName = 'Arial';
+end
diff --git a/Ross/plotUnitTriggeredPSTH.m b/Ross/plotUnitTriggeredPSTH.m
new file mode 100644
index 0000000..93b6f55
--- /dev/null
+++ b/Ross/plotUnitTriggeredPSTH.m
@@ -0,0 +1,150 @@
+function plotUnitTriggeredPSTH(ID, clInfo, sortedData, CondTriggers, samplingFreq, Triggers, clr)
+
+% CondTriggers from Conditions struct
+
+
+
+% Redefining the stimulus signals from the low amplitude to logical values
+whStim = {'piezo','whisker','mech','audio'};
+cxStim = {'laser','light'};
+lfpRec = {'lfp','s1','cortex','s1lfp'};
+trigNames = fieldnames(Triggers);
+numTrigNames = numel(trigNames);
+ctn = 1;
+continuousSignals = cell(numTrigNames,1);
+continuousNameSub = zeros(size(trigNames));
+while ctn <= numTrigNames
+    if contains(trigNames{ctn},whStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},cxStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},lfpRec,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    ctn = ctn + 1;
+end
+continuousSignals(continuousNameSub == 0) = [];
+continuousNameSub(continuousNameSub == 0) = [];
+trigNames = trigNames(continuousNameSub);
+
+
+% Preparing stack inputs
+fs = samplingFreq;
+Ns = min(structfun(@numel,Triggers));
+timeLapse = [-2, 7];
+clInd = ismember(clInfo.id, ID);
+spkLog = StepWaveform.subs2idx(round(sortedData{clInd,2}*fs),Ns);
+spks = sortedData(clInd,2);
+
+spkSubs = cellfun(@(x) round(x.*fs), spks,...
+    'UniformOutput', false);
+
+% Making discStack
+[discStack, cst] = getStacks(spkLog,CondTriggers,'on',...
+    timeLapse,fs,fs,spkSubs,continuousSignals);
+
+
+[Ne, Nt, NTa] = size(discStack);
+% Computing the time axis for the stack
+tx = (0:Nt - 1)/fs + timeLapse(1);
+
+% delayFlags
+delayFlags = true(NTa,1);
+Na = sum(delayFlags,1);
+trigSubset = sort(randsample(Na,Na));
+tLoc = find(delayFlags);
+tSubs = tLoc(trigSubset);
+% Trigger subset for stimulation shading
+trigAlSubs = CondTriggers(trigSubset,:);
+timeDur = round(diff(trigAlSubs, 1, 2)/fs, 3);
+trigChange = find(diff(timeDur) ~= 0);
+
+
+
+binSz = 0.05;
+if class(ID) == 'cell'
+    figureName = ID{1};
+else
+    figureName = ID;
+end
+% figure('Name', ['Unit ', figureName], 'Color', 'White');
+
+% subplot(2,1,1)
+% ax = gca;
+% plotRasterFromStack(discStack([1,2],:,tSubs),...
+%     timeLapse, fs,figureName, ax);
+% hold on
+% initSub = 0;
+% optsRect = {'EdgeColor',clr,'FaceColor','none'};
+% for ctr = 1:numel(trigChange)
+%     rectangle('Position',[0, initSub,...
+%         timeDur(trigChange(ctr)), trigChange(ctr)],optsRect{:})
+%     initSub = trigChange(ctr);
+% end
+% rectangle('Position', [0, initSub, timeDur(Na),...
+%     Na - initSub],optsRect{:})
+
+
+% PSTH
+
+
+
+
+[PSTH, trig, sweeps] = getPSTH(discStack([1,2],:,:),timeLapse,...
+    ~delayFlags,binSz,fs);
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+
+
+
+
+
+PSTHax = linspace(timeLapse(1),timeLapse(2),size(PSTH,2));
+area(PSTHax, PSTH, 'FaceColor', [1,0,0], 'LineStyle', 'none', 'FaceAlpha', 1);
+ax = gca;
+
+sc = 1/(Na*binSz);
+
+cnv = ax.YLim(2)*sc;
+maxYLabel = round(cnv + 5, -1);
+mxYTick = ax.YLim(2)*maxYLabel/cnv;
+ax.YLim(2) = mxYTick;
+yscl = [ax.YLim(1):10/sc: ax.YLim(2)];
+ax.YAxis.TickValues = yscl;
+ax.YAxis.TickLabels = sc.*ax.YAxis.TickValues;
+
+
+ax.XLim = timeLapse;
+ax.YAxis.Label.String = ['Firing Rate _{(Hz)}'];
+ax.FontSize = 8;
+ax.FontName = 'Arial';
+hold on
+
+[stims, r, csNames] = getTriggeredTTL(cst, delayFlags, trigNames, clr, Nt);
+yyaxis right
+for cs = r
+    if exist('IDs','var')
+        plot(gca, trigTX,stims(:,cs),'LineStyle',':','LineWidth',1.5,...
+            'DisplayName', IDs{cs}, 'Color', clr)
+    else
+        plot(gca, trigTX,stims(:,cs),'LineStyle',':','LineWidth',1.5, 'Color', clr)
+    end
+    
+end
+% fInd = [1:length(csNames)] - 1;
+f = get(gca,'Children');
+lgd = legend(f((end-0)), csNames);
+lgd.Box = 'off';
+ax = gca;
+ax.Box = 'off';
+
+ax.YAxis(2).Visible = 'off';
+end
+
+
+
+
diff --git a/Ross/plotUnitTriggeredRaster.m b/Ross/plotUnitTriggeredRaster.m
new file mode 100644
index 0000000..8b8a624
--- /dev/null
+++ b/Ross/plotUnitTriggeredRaster.m
@@ -0,0 +1,118 @@
+function plotUnitTriggeredRaster(ID, clInfo, sortedData, CondTriggers, samplingFreq, Triggers, clr, rasclr)
+
+% CondTriggers from Conditions struct
+
+
+
+% % Redefining the stimulus signals from the low amplitude to logical values
+whStim = {'piezo','whisker','mech','audio'};
+cxStim = {'laser','light'};
+lfpRec = {'lfp','s1','cortex','s1lfp'};
+trigNames = fieldnames(Triggers);
+numTrigNames = numel(trigNames);
+ctn = 1;
+continuousSignals = cell(numTrigNames,1);
+continuousNameSub = zeros(size(trigNames));
+while ctn <= numTrigNames
+    if contains(trigNames{ctn},whStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},cxStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},lfpRec,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    ctn = ctn + 1;
+end
+continuousSignals(continuousNameSub == 0) = [];
+% continuousNameSub(continuousNameSub == 0) = [];
+% trigNames = trigNames(continuousNameSub);
+
+
+% Preparing stack inputs
+fs = samplingFreq;
+Ns = min(structfun(@numel,Triggers));
+timeLapse = [-2, 7];
+clInd = ismember(clInfo.id, ID);
+spkLog = StepWaveform.subs2idx(round(sortedData{clInd,2}*fs),Ns);
+spks = sortedData(clInd,2);
+
+spkSubs = cellfun(@(x) round(x.*fs), spks,...
+    'UniformOutput', false);
+
+% Making discStack
+[discStack, cst] = getStacks(spkLog,CondTriggers,'on',...
+    timeLapse,fs,fs,spkSubs,continuousSignals);
+
+
+[~, Nt, NTa] = size(discStack);
+% Computing the time axis for the stack
+tx = (0:Nt - 1)/fs + timeLapse(1);
+
+% delayFlags
+delayFlags = true(NTa,1);
+Na = sum(delayFlags,1);
+trigSubset = sort(randsample(Na,Na));
+tLoc = find(delayFlags);
+tSubs = tLoc(trigSubset);
+% Trigger subset for stimulation shading
+trigAlSubs = CondTriggers(trigSubset,:);
+timeDur = round(diff(trigAlSubs, 1, 2)/fs, 3);
+trigChange = find(diff(timeDur) ~= 0);
+
+
+
+binSz = 0.01;
+if class(ID) == 'cell'
+    figureName = ID{1};
+else
+    figureName = ID;
+end
+% figure('Name', ['Unit ', figureName], 'Color', 'White');
+
+
+ax = gca;
+plotTaggedRasterFromStackRoss(discStack([1,2],:,tSubs),...
+    timeLapse, fs,figureName, ax, rasclr);
+ax.YTick = [ax.YLim(1), ax.YLim(2)];
+% PSTH
+
+[~, trig, ~] = getPSTH(discStack([1,2],:,:),timeLapse,...
+    ~delayFlags,binSz,fs);
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+%% Adding TTL Traces
+
+
+[stims, r, csNames] = getTriggeredTTL(cst, delayFlags, trigNames, clr, Nt);
+
+
+hold on
+yyaxis right
+for cs = r
+    if exist('IDs','var')
+        plot(trigTX,stims(:,cs),'LineStyle',':','LineWidth',1.5,...
+            'DisplayName', IDs{cs}, 'Color', clr)
+    else
+        plot(trigTX,stims(:,cs),'LineStyle',':','LineWidth',1.5, 'Color', clr)
+    end
+    
+end
+% fInd = [1:length(csNames)] - 1;
+f = get(gca,'Children');
+lgd = legend(f((end-0)), csNames);
+ax = gca;
+ax.Box = 'off';
+
+ax.YAxis(2).Visible = 'off';
+
+
+
+
+ax.FontSize = 8;
+ax.FontName = 'Arial';
+end
+
diff --git a/Ross/plotUnitTriggeredResponse.m b/Ross/plotUnitTriggeredResponse.m
new file mode 100644
index 0000000..747d810
--- /dev/null
+++ b/Ross/plotUnitTriggeredResponse.m
@@ -0,0 +1,190 @@
+function plotUnitTriggeredResponse(ID, clInfo, sortedData, CondTriggers, samplingFreq, Triggers, clr)
+
+% CondTriggers from Conditions struct
+
+
+
+% Redefining the stimulus signals from the low amplitude to logical values
+whStim = {'piezo','whisker','mech','audio'};
+cxStim = {'laser','light'};
+lfpRec = {'lfp','s1','cortex','s1lfp'};
+trigNames = fieldnames(Triggers);
+numTrigNames = numel(trigNames);
+ctn = 1;
+continuousSignals = cell(numTrigNames,1);
+continuousNameSub = zeros(size(trigNames));
+while ctn <= numTrigNames
+    if contains(trigNames{ctn},whStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},cxStim,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    if contains(trigNames{ctn},lfpRec,'IgnoreCase',true)
+        continuousSignals{ctn} = Triggers.(trigNames{ctn});
+        continuousNameSub(ctn) = ctn;
+    end
+    ctn = ctn + 1;
+end
+continuousSignals(continuousNameSub == 0) = [];
+continuousNameSub(continuousNameSub == 0) = [];
+trigNames = trigNames(continuousNameSub);
+
+
+% Preparing stack inputs
+fs = samplingFreq;
+Ns = min(structfun(@numel,Triggers));
+timeLapse = [-2, 7];
+clInd = ismember(clInfo.id, ID);
+spkLog = StepWaveform.subs2idx(round(sortedData{clInd,2}*fs),Ns);
+spks = sortedData(clInd,2);
+
+spkSubs = cellfun(@(x) round(x.*fs), spks,...
+    'UniformOutput', false);
+
+% Making discStack
+[discStack, cst] = getStacks(spkLog,CondTriggers,'on',...
+    timeLapse,fs,fs,spkSubs,continuousSignals);
+
+
+[Ne, Nt, NTa] = size(discStack);
+% Computing the time axis for the stack
+tx = (0:Nt - 1)/fs + timeLapse(1);
+
+% delayFlags
+delayFlags = true(NTa,1);
+Na = sum(delayFlags,1);
+trigSubset = sort(randsample(Na,Na));
+tLoc = find(delayFlags);
+tSubs = tLoc(trigSubset);
+% Trigger subset for stimulation shading
+trigAlSubs = CondTriggers(trigSubset,:);
+timeDur = round(diff(trigAlSubs, 1, 2)/fs, 3);
+trigChange = find(diff(timeDur) ~= 0);
+
+
+
+binSz = 0.1;
+if class(ID) == 'cell'
+    figureName = ID{1};
+else
+    figureName = ID;
+end
+% figure('Name', ['Unit ', figureName], 'Color', 'White');
+
+subplot(2,1,1)
+ax = gca;
+plotRasterFromStack(discStack([1,2],:,tSubs),...
+    timeLapse, fs,figureName, ax);
+hold on
+% initSub = 0;
+% optsRect = {'EdgeColor',clr,'FaceColor','none'};
+% for ctr = 1:numel(trigChange)
+%     rectangle('Position',[0, initSub,...
+%         timeDur(trigChange(ctr)), trigChange(ctr)],optsRect{:})
+%     initSub = trigChange(ctr);
+% end
+% rectangle('Position', [0, initSub, timeDur(Na),...
+%     Na - initSub],optsRect{:})
+
+
+% PSTH
+
+
+
+
+[PSTH, trig, sweeps] = getPSTH(discStack([1,2],:,:),timeLapse,...
+    ~delayFlags,binSz,fs);
+trigTX = linspace(timeLapse(1),timeLapse(2),size(trig,2));
+% Plotting lines for depicting the on- and offset of the trigger
+tObj = StepWaveform(trig,1/mean(diff(trigTX)));
+tSubs = tObj.subTriggers;
+if ~isempty(tSubs)
+    for ct = 1:size(tSubs,1)
+        for nf = 1:size(tSubs,2)
+            line(ax,'XData',repmat(trigTX(tSubs(ct,nf)),1,2),'YData',[0.5,Na+0.5],...
+                'Color',clr,'LineWidth',2)
+        end
+    end
+% else
+    trig = logical(trig/max(trig(:)));
+    line(ax,'XData',trigTX,'YData',(Na+1.5)*trig - 0.5,...
+        'Color',clr,'LineWidth',2)
+end
+ax.YAxis.Label.String = ['# Trials'];
+ax.FontSize = 20;
+ax.FontName = 'Arial';
+
+subplot(2,1,2)
+
+
+
+PSTHax = linspace(timeLapse(1),timeLapse(2),size(PSTH,2));
+area(PSTHax, PSTH, 'FaceColor', [1,0,0], 'LineStyle', 'none', 'FaceAlpha', 0.1);
+ax = gca;
+
+sc = 1/(Na*binSz);
+
+cnv = ax.YLim(2)*sc;
+maxYLabel = round(cnv + 5, -1);
+mxYTick = ax.YLim(2)*maxYLabel/cnv;
+ax.YLim(2) = mxYTick;
+yscl = [ax.YLim(1):10/sc: ax.YLim(2)];
+ax.YAxis.TickValues = yscl;
+ax.YAxis.TickLabels = sc.*ax.YAxis.TickValues;
+
+line('XData',trigTX,'YData',(0.25*mxYTick)*trig - 0.5,...
+    'Color',clr,'LineWidth',2);
+
+ax.YAxis.Label.String = ['Firing Rate _{(Hz)}'];
+ax.XLabel.String = 'Time _{(s)}';
+ax.FontSize = 20;
+ax.FontName = 'Arial';
+
+
+
+
+
+
+% stims = mean(cst(:,:,delayFlags,3));
+%     stims = stims - median(stims,2);
+%     for cs = 1:size(stims,1)
+%         if abs(log10(var(stims(cs,:),[],2))) < 13
+%             [m,b] = lineariz(stims(cs,:),1,0);
+%             stims(cs,:) = m*stims(cs,:) + b;
+%         else
+%             stims(cs,:) = zeros(1,Nt);
+%         end
+%     end
+% ax3 = subplot(totlX,1,5,'Parent',fig);
+% [r,c] = size(stims);
+% if r < c
+%     stims = stims';
+% end
+% 
+% for cs = 1:min(r,c)
+%     if exist('IDs','var')
+%         plot(ax3,trigTX,stims(:,cs),'LineStyle','-.','LineWidth',0.5,...
+%             'DisplayName', IDs{cs})
+%     else
+%         plot(ax3,trigTX,stims(:,cs),'LineStyle','-.','LineWidth',0.5)
+%     end
+%     
+%     ax3.Children(1).Color = defineColorForStimuli(IDs(cs));
+%     
+%     if cs == 1
+%         ax3.NextPlot = 'add';
+%     end
+% end
+% legend(ax3,'show','Location','best')
+% 
+% ax3.Box = 'off';
+% ax3.XLim = [timeLapse(1), timeLapse(2)];
+% ax3.XAxis.Visible = 'off';
+% ax3.YAxis.Visible = 'off';
+% linkaxes([ax1,ax2,ax3],'x')
+% end
+
+
diff --git a/Ross/plotWaveformMeasures.m b/Ross/plotWaveformMeasures.m
new file mode 100644
index 0000000..4c4bba1
--- /dev/null
+++ b/Ross/plotWaveformMeasures.m
@@ -0,0 +1,52 @@
+function [fig, WvMeasure] = plotWaveformMeasures(ID, clWaveforms, fs)
+WvMeasure = struct([]);
+inds = find(ismember(clWaveforms(:,1), ID));
+for a = 1:length(ID)
+    fig = figure('color', 'white');
+    ind = inds(a);
+    [bartho, peak2Ind] = getBarthoMeasure(mean(clWaveforms{ind,2},2), fs);
+    plot(mean(clWaveforms{ind,2},2), 'Color', 'b');
+    fig = gcf;
+    ax = fig(1).Children;
+    sz = size(clWaveforms{ind,2}(:,1));
+    sz = sz(1);
+    
+    trough = min(mean(clWaveforms{ind,2},2));
+    troughInd = find(ismember(mean(clWaveforms{ind,2},2), trough));
+     peak2 = max(mean(clWaveforms{ind,2}(troughInd:end,:),2));
+     peak2Ind = find(ismember(mean(clWaveforms{ind,2},2), peak2));
+    hold on
+    plot(peak2Ind*ones(100), linspace(trough, peak2, 100),...
+        'LineStyle', '--', 'Color', 'k');
+    plot(linspace(troughInd, peak2Ind,peak2Ind-troughInd), ...
+        trough*ones(peak2Ind-troughInd), 'Color', 'k');
+    text(peak2Ind + 1, trough, [num2str(round(bartho(1)*1e3, 3)), '_{ms}'])
+    hold off
+    
+    
+    
+    ax.XLim = [1, sz];
+    ax.YLim = [round(1.1*trough,-2), round(-1.1*trough,-2)]; % round here
+    ax.YTick = round((ax.YLim(1):100:ax.YLim(2)));
+    ax.YTickLabel = round(ax.YTick./1e3,2);
+    ax.XTick = linspace(1,sz,10);
+    ax.XTickLabel = round(ax.XTick./fs*1e3,1);
+    ax.XTickLabelRotation = -45;
+    title(['Unit ',clWaveforms{ind,1},' Waveform'], 'Interpreter', 'none');
+    xlabel(ax,'Time_{(ms)}');
+    ylabel(ax,'Amplitude_{(mV)}');
+    ax.FontSize = 20;
+    if class(ID) == 'cell'
+        figureName = ID{a};
+    else
+        figureName = ID;
+    end
+    WvMeasure(a).ID = figureName;
+    WvMeasure(a).PeakTrough = bartho(1);
+    WvMeasure(a).HalfWidth = bartho(2);
+    if class(ID) == 'char'
+    return
+    
+end
+
+end
\ No newline at end of file
diff --git a/Ross/plotWaveforms.m b/Ross/plotWaveforms.m
new file mode 100644
index 0000000..c98f89b
--- /dev/null
+++ b/Ross/plotWaveforms.m
@@ -0,0 +1,13 @@
+function fig = plotWaveforms(clWaveforms)
+Wv = clWaveforms(:,2);
+Wv = cellfun(@transp,Wv , 'UniformOutput', false);
+mnWv = cellfun(@mean,Wv, 'UniformOutput', false);
+mnWv = cell2mat(mnWv);
+dimWv = size(mnWv);
+nCl = dimWv(1);
+fig = figure;
+hold on
+for unit = 1:nCl
+    plot(mnWv(unit,:));
+end
+end
diff --git a/Ross/prepPopPSTH.m b/Ross/prepPopPSTH.m
new file mode 100644
index 0000000..8e21a1b
--- /dev/null
+++ b/Ross/prepPopPSTH.m
@@ -0,0 +1,65 @@
+%% prepPopPSTH
+
+filtStr = 'unfiltered';
+%% Filtering
+
+dimID = size(idx);
+nFilters = dimID(2);
+t = true(1,nFilters);
+filterIdx = [t; idx];
+filtStr = 'filtered';
+
+
+ordSubs = 1:nnz(filterIdx(2:Ncl+1,1));
+pclID = gclID(filterIdx(2:Ncl+1,1));
+orderedStr = [];
+
+%% Plot PSTH
+goodsIdx = logical(clInfo.ActiveUnit);
+csNames = fieldnames(Triggers);
+Nbn = diff(timeLapse)/binSz;
+if (Nbn - round(Nbn)) ~= 0
+    Nbn = ceil(Nbn);
+end
+PSTH = zeros(nnz(filterIdx) - 1, Nbn, Nccond);
+psthFigs = gobjects(Nccond,1);
+for ccond = 1:Nccond
+    figFileName = sprintf('%s %s VW%.1f-%.1f ms B%.1f ms RW%.1f-%.1f ms SW%.1f-%.1f ms %sset %s (%s)',...
+        expName, Conditions(consideredConditions(ccond)).name, timeLapse*1e3,...
+        binSz*1e3, responseWindow*1e3, spontaneousWindow*1e3, onOffStr,...
+        orderedStr, filtStr);
+    [PSTH(:,:,ccond), trig, sweeps] = getPSTH(discStack(filterIdx(:,1),:,:),timeLapse,...
+        ~delayFlags(:,ccond),binSz,fs);
+    stims = mean(cst(:,:,delayFlags(:,ccond)),3);
+    stims = stims - median(stims,2);
+    for cs = 1:size(stims,1)
+        if abs(log10(var(stims(cs,:),[],2))) < 13
+            [m,b] = lineariz(stims(cs,:),1,0);
+            stims(cs,:) = m*stims(cs,:) + b;
+        else
+            stims(cs,:) = zeros(1,Nt);
+        end
+    end
+    psthFigs(ccond) = plotPopPSTH(PSTH(ordSubs,:,ccond),trig,sweeps,timeLapse,binSz,...
+        [{Conditions(consideredConditions(ccond)).name};...
+        pclID(ordSubs)],...
+        strrep(expName,'_','\_'),...
+        stims, csNames);
+    configureFigureToPDF(psthFigs(ccond));
+    psthFigs(ccond).Children(end).YLabel.String =...
+        [psthFigs(ccond).Children(end).YLabel.String,...
+        sprintf('^{%s}',orderedStr)];
+%     if ~exist([figFileName,'.pdf'], 'file')
+%         print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.pdf']),...
+%             '-dpdf','-fillpage')
+%     end
+%     if ~exist([figFileName,'.emf'], 'file')
+%         print(psthFigs(ccond), fullfile(figureDir,[figFileName, '.emf']),...
+%             '-dmeta')
+%     end
+    
+end
+% for a = 1:length(consideredConditions)
+%     savefig(figure(a), fullfile(figureDir, [consCondNames{a}, '_filtered_PSTH_0.001binSz.fig']));
+% end
+
diff --git a/Ross/randgoods.m b/Ross/randgoods.m
new file mode 100644
index 0000000..aedec14
--- /dev/null
+++ b/Ross/randgoods.m
@@ -0,0 +1,18 @@
+ind = randi(length(gclID),10,1);
+name = [];
+for a = 1:length(ind)
+    id = ind(a);
+    name = [name,gclID{id}];
+end
+
+
+%spkSubs2 = cellfun(@(x) round(x.*fs), sortedData(goods,2),...
+%'UniformOutput', false);
+fileID = fopen([dataDir, name, '.txt'], 'w');
+formatSpec = '%f \n';
+for i = 1:length(ind)
+    row = ind(i);
+    fprintf(fileID, formatSpec, spontSpks{row,:});
+    fprintf(fileID, ';\n');
+end
+fclose(fileID);
\ No newline at end of file
diff --git a/Ross/saveISIs.m b/Ross/saveISIs.m
new file mode 100644
index 0000000..a17ff16
--- /dev/null
+++ b/Ross/saveISIs.m
@@ -0,0 +1,11 @@
+close all
+isiDir = fullfile(figureDir,'ISI\');
+if ~mkdir(isiDir)
+    fprintf(1,'There was an issue with the figure folder...\n');
+end
+
+plotISI(spkSubs2,fs,gclID);
+for a = 1:length(gclID(2:end))
+    H = figure(a);
+    savefig(H,fullfile(isiDir, ['Unit ', num2str(gclID{a}), '.fig']), 'compact');
+end
\ No newline at end of file
diff --git a/Ross/scatterSignificanceRoss.m b/Ross/scatterSignificanceRoss.m
new file mode 100644
index 0000000..0b059e3
--- /dev/null
+++ b/Ross/scatterSignificanceRoss.m
@@ -0,0 +1,88 @@
+function [Figs, Results] =...
+    scatterSignificance(Results, Counts, CondNames, Delta_t, clID)
+%SCATTERSIGNIFICANCE takes the statistical results from the statTests and
+%plots them against each other (conditions)
+
+
+meanfr = cellfun(@(x) mean(x,2)/Delta_t, Counts, 'UniformOutput', false);
+mxfr = cellfun(@(x) max(x),meanfr);
+mxfr = round(mxfr*1.15, -1);
+if ~min(mxfr(:))
+    mxfr(mxfr==0) = 10;
+end
+Nr = numel(Results);
+Figs = gobjects(Nr,1);
+ax = gobjects(2,1);
+n = getHesseLineForm([1,0]);
+axLabels = ({'Spontaneous_{', 'Evoked_{'});
+Ncond = numel(CondNames);
+Ne = size(Results(1).Activity(1).Pvalues,1);
+Hc = false(Ne, Nr*2 - Ncond);
+hCount = 1;
+for cr = 1:Nr
+    combCell = textscan(Results(cr).Combination,'%d %d\t%s');    
+    cond1 = double(combCell{1}); cond2 = double(combCell{2});
+    Figs(cr) = figure('Color',[1,1,1],'Visible','off','Units','normalized');
+    actvty = Results(cr).Activity(1).Type;
+    if contains(actvty,'condition')
+        figType = 1;
+    else
+        figType = 2;
+    end
+    csp = 1;
+    while csp <= figType
+        actvty = Results(cr).Activity(csp).Type;
+        H = Results(cr).Activity(csp).Pvalues < 0.05;
+        Hc(:,hCount) = H;
+        hCount = hCount + 1;        
+        ttle = sprintf('%s: %s vs. %s',actvty, CondNames{cond1},...
+            CondNames{cond2});
+        ax(csp) = subplot(1,figType,csp,'Parent',Figs(cr));
+        switch actvty
+            case 'Spontaneous'
+                aslSubX = 1; aslSubY = 1;
+            case 'Evoked'
+                aslSubX = 2; aslSubY = 2;
+            otherwise
+                aslSubX = 1; aslSubY = 2;
+        end
+        xaxis = meanfr{cond1, aslSubX}; yaxis = meanfr{cond2, aslSubY};
+        % Directionality of change
+        dPts = [xaxis, yaxis] * n;
+        Results(cr).Activity(csp).Direction = dPts;
+        scatter(ax(csp), xaxis, yaxis, 'DisplayName', 'Clusters');
+        grid(ax(csp), 'on');
+        text(ax(csp), xaxis, yaxis, clID)
+        grid(ax(csp), 'minor'); axis('square'); 
+        axis(ax(csp), [0, mxfr(cond1,aslSubX), 0, mxfr(cond1,aslSubY)]);
+        ax(csp).NextPlot = 'add';
+        axMx = max(mxfr(cond1,aslSubX),mxfr(cond2,aslSubY));
+        line(ax(csp), 'XData', [0, axMx],...
+            'YData', [0, axMx],...
+            'Color', [0.8, 0.8, 0.8], 'LineStyle', '--',...
+            'DisplayName', 'y = x');
+        title(ax(csp),ttle, 'Interpreter', 'none'); 
+        xlabel(ax(csp), [axLabels{aslSubX},CondNames{cond1},'} [Hz]'],  'Interpreter', 'none'); 
+        ylabel(ax(csp), [axLabels{aslSubY},CondNames{cond2},'} [Hz]'],  'Interpreter', 'none');
+        scatter(ax(csp),xaxis(H), yaxis(H),'SizeData',30,...
+            'DisplayName', 'Significant', 'Marker', 'pentagram')
+        [mdl,~,rsq] = fit_poly(xaxis, yaxis, 1);
+        line(ax(csp),'XData',[0, axMx],...
+            'YData', [0*mdl(1) + mdl(2), axMx*mdl(1) + mdl(2)],...
+            'DisplayName', sprintf('Population trend %.3f (%.1fx %+.1f)',...
+            rsq, mdl(1), mdl(2)), 'LineStyle', ':', 'LineWidth', 0.5)
+        csp = csp + 1;
+        if aslSubX == 1 && aslSubY == 2
+            H2 = Results(cr).Activity(csp).Pvalues < 0.05;
+            scatter(ax(csp-1), xaxis(H2), yaxis(H2), '+', 'DisplayName', 'Shuffled')
+        end
+        if csp == 3
+            Figs(cr).OuterPosition =...
+                [Figs(cr).OuterPosition(1:2), 0.5344, 0.4275];
+        end
+        legend(ax(csp-1),'show','Location','best')
+    end
+end
+set(Figs,'Visible','on')
+end
+
diff --git a/Ross/violinplot.m b/Ross/violinplot.m
new file mode 100644
index 0000000..b2d58e3
--- /dev/null
+++ b/Ross/violinplot.m
@@ -0,0 +1,289 @@
+%% Firing Rates Violin Plots - Separate Plots per Group
+
+mechResponse = clInfo.Mech_Control_15mW_R;
+ruNames =   {'VPL'}; % [{'Group 1'}, {'Group 2'}, {'L6'}];
+
+
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+purple = [0.5,0,0.5];
+% colours = [green; red; blue];
+colours = [0,0,0];
+
+%  idxLaterTbl = ismember(clInfo.id, Later);
+%  idxLatestTbl = ismember(clInfo.id, Latest);
+%  idxL6Tbl = ismember(clInfo.id, L6);
+%  idxMat = [idxLaterTbl, idxLatestTbl, idxL6Tbl]  & mechResponse;
+idxMat = mechResponse; % & clInfo.Mech_Laser_1Hz_15mW_Rate_Evoked < 60;
+matDims = size(idxMat);
+nGroups = matDims(2);
+
+% yMax = [max(clInfo.Laser_5sec_pulse_15mW_Block_Rate_Spont), max(clInfo.Laser_5sec_pulse_15mW_Block_Rate_Evoked)];
+yMax = round(max(yMax)+5, -1);
+yMin = 0;
+
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup)==true;
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = clInfo.Mech_Control_15mW_Rate_Evoked(unitIds);
+    rts(:,2) = clInfo.Mech_Laser_1Hz_15mW_Rate_Evoked(unitIds);
+    [p, sig] = ranksum(rts(:,1), rts(:,2));
+    fprintf([ruNames{unitGroup}, ' p value: ', num2str(p), '\n']);
+    figure('Color', 'White', 'Name', [ruNames{unitGroup}, '_Evoked_Rates_ViolinPlot']);
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,colours(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.5);
+    
+    
+    
+%     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+%         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+%     
+%     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+%         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+       
+    
+%     leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+%     leg.Box = 'off';
+%     leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    xscale = max(abs(ax.XAxis.Limits));
+    yMax = ax.YAxis.Limits(2);
+    yMax = round(max(yMax)+5, -1);
+    
+    
+    plot([-xscale/5,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    plot([0,xscale/5], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', colours(unitGroup,:));
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', colours(unitGroup,:), 'MarkerSize', 2);
+    
+    
+    %leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    ax.YAxis.Limits = [yMin, yMax];
+    ax.YLabel.String = 'Firing Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+%% Firing Rates Violin Plots - One Plot
+
+% MechResponse = clInfo.Mech_Control_15mW_MR;
+ruNames = [{'Group 1'}, {'Group 2'}, {'L6'}];
+
+
+red = [0.75, 0, 0];
+green = [0, 0.75, 0];
+blue = [0.25, 0.5, 1];
+purple = [0.5,0,0.5];
+colours = [red; green; blue];
+
+
+idxLaterTbl = ismember(clInfo.id, Later);
+idxLatestTbl = ismember(clInfo.id, Latest);
+idxL6Tbl = ismember(clInfo.id, L6);
+idxMat = [idxLaterTbl, idxLatestTbl, idxL6Tbl]; % & MechResponse;
+matDims = size(idxMat);
+nGroups = matDims(2);
+
+yMax = [max(clInfo.Mech_Control_4mW_Rate_Evoked), max(clInfo.Mech_Laser_5sec_4mW_Rate_Evoked)];
+yMax = round(max(yMax)+5, -1);
+yMin = 0;
+ figure('Color', 'White', 'Name','Evoked_Rates_ViolinPlot');
+for unitGroup = 1:nGroups
+    
+    
+    unitIds = idxMat(:,unitGroup)==true;
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = clInfo.Laser_5sec_pulse_4mW_Block_Rate_Spont(unitIds);
+    rts(:,2) = clInfo.Laser_5sec_pulse_4mW_Block_Rate_Evoked(unitIds);
+    
+    subplot(nGroups,1,unitGroup)
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,colour(unitGroup,:),'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    
+    
+%     plot(zeros(nUnits,1) - 0.0025, rts(:,1),...
+%         'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+%     
+%     plot(zeros(nUnits,1) + 0.0025, rts(:,2),...
+%         'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    medControl = median(rts(:,1));
+    medLaser = median(rts(:,2));
+       
+    
+    leg = legend('Mech Control','Mech Laser', 'Location','northwest');
+    leg.Box = 'off';
+    leg.Location = 'northeast';
+    
+    
+    
+    ax = gca;
+    ax.Title.String = ruNames{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 10;
+    xscale = max(abs(ax.XAxis.Limits));
+    
+    
+    
+    plot([-xscale/10,0], [medControl, medControl], 'LineStyle', '-', 'LineWidth', 1, 'Color', colour(unitGroup,:));
+    plot([0,xscale/10], [medLaser, medLaser], 'LineStyle', '-', 'LineWidth', 1, 'Color', [0,0,1]);
+    
+    plot(zeros(nUnits,1) - xscale/50, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', colour(unitGroup,:), 'MarkerSize', 2);
+    
+    plot(zeros(nUnits,1) + xscale/50, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 2);
+    
+    
+    leg.String = [{'Mech Control'}, {'Mech + Laser'}, {'Population Median'}];
+    ax.XAxis.Limits = [-xscale, xscale];
+    %ax.YAxis.Limits = [yMin, yMax];
+    ax.YAxis.Limits(1) = 0;
+    ax.YLabel.String = 'Firing Rate [Hz]';
+    ax.XTick = [];
+    %     ax.Visible = 'off';
+end
+
+%% Relative Rates Violin Plots
+
+mechResponse = clInfo.Mech_Control_4mW_R;
+ids = [{'L6'}, {'S1'}, {'Vpl'}];
+idxMat = [idxTagged, idxNonTagged]; % & MechResponse;
+matDims = size(idxMat);
+figure('Name', 'Relative Firing Rate Violin Plots', 'Color', 'White');
+nGroups = matDims(2);
+
+yMax = [max(clInfo.Mech_Control_4mW_Rate_Evoked_1_to_2s - clInfo.Mech_Control_4mW_Rate_Spont_1_to_2s),...
+    max(clInfo.Mech_Laser_5sec_4mW_Rate_Evoked_1_to_2s - clInfo.Mech_Laser_5sec_4mW_Rate_Spont_1_to_2s)];
+yMax = max(yMax);
+yMin = [min(clInfo.Mech_Control_4mW_Rate_Evoked_1_to_2s - clInfo.Mech_Control_4mW_Rate_Spont_1_to_2s),...
+    min(clInfo.Mech_Laser_5sec_4mW_Rate_Evoked_1_to_2s - clInfo.Mech_Laser_5sec_4mW_Rate_Spont_1_to_2s)];
+yMin = min(yMin);
+
+
+for unitGroup = 1:nGroups
+    subplot(1, nGroups, unitGroup)
+    
+    unitIds = idxMat(:,unitGroup);
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = clInfo.Mech_Control_4mW_Rate_Evoked_1_to_2s(unitIds) - clInfo.Mech_Control_4mW_Rate_Spont_1_to_2s(unitIds);
+    rts(:,2) = clInfo.Mech_Laser_5sec_4mW_Rate_Evoked_1_to_2s(unitIds) - clInfo.Mech_Laser_5sec_4mW_Rate_Spont_1_to_2s(unitIds);
+    
+    subplot(1,2,unitGroup)
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    
+    
+    plot(zeros(nUnits,1) - 0.01, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', [1,0,0], 'MarkerSize', 5);
+    
+    plot(zeros(nUnits,1) + 0.01, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 5);
+    
+    
+    
+    legend('Mech Control','Mech Laser', 'Location','northwest');
+    
+    ax = gca;
+    ax.Title.String = ids{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 25;
+    ax.YAxis.Limits = [yMin, yMax];
+    
+end
+%% SNR Violin Plots
+
+
+mechResponse = clInfo.Mech_Control_4mW_R;
+ids = [{'L6'}, {'S1'}, {'Vpl'}];
+idxMat = [idxTagged, idxNonTagged]; % & MechResponse;
+matDims = size(idxMat);
+figure('Name', 'SNR Violin Plots', 'Color', 'White');
+nGroups = matDims(2);
+
+yMax = [max(clInfo.Mech_Control_4mW_Rate_Evoked_1_to_2s - clInfo.Mech_Control_4mW_Rate_Spont_0_to_1s),...
+    max(clInfo.Mech_Laser_5sec_4mW_Rate_Evoked_1_to_2s - clInfo.Mech_Laser_5sec_4mW_Rate_Spont_0_to_1s)];
+yMax = max(yMax);
+yMin = [min(clInfo.Mech_Control_4mW_Rate_Evoked_1_to_2s - clInfo.Mech_Control_4mW_Rate_Spont_0_to_1s),...
+    min(clInfo.Mech_Laser_5sec_4mW_Rate_Evoked_1_to_2s - clInfo.Mech_Laser_5sec_4mW_Rate_Spont_0_to_1s)];
+yMin = min(yMin);
+
+for unitGroup = 1:nGroups
+    subplot(1, nGroups, unitGroup)
+    
+    unitIds = idxMat(:,unitGroup);
+    nUnits = sum(unitIds);
+    rts = NaN(nUnits, 2);
+    rts(:,1) = clInfo.Mech_Control_4mW_Rate_Evoked_1_to_2s(unitIds) - clInfo.Mech_Control_4mW_Rate_Spont_0_to_1s(unitIds);
+    rts(:,2) = clInfo.Mech_Laser_5sec_4mW_Rate_Evoked_1_to_2s(unitIds) - clInfo.Mech_Laser_5sec_4mW_Rate_Spont_0_to_1s(unitIds);
+    
+    subplot(1,2,unitGroup)
+    hold on
+    
+    
+    [yCtr, xCtr] = ksdensity(rts(:,1),'Bandwidth',0.7);
+    patch(yCtr * -1,xCtr,[1 0 0],'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    [yCtr, xCtr] = ksdensity(rts(:,2),'Bandwidth',0.7);
+    patch(yCtr,xCtr,[0 0 1],'EdgeAlpha',0.1,'FaceAlpha',0.2);
+    
+    
+    
+    plot(zeros(nUnits,1) - 0.01, rts(:,1),...
+        'LineStyle','none', 'Marker', '*', 'Color', [1,0,0], 'MarkerSize', 5);
+    
+    plot(zeros(nUnits,1) + 0.01, rts(:,2),...
+        'LineStyle','none', 'Marker', '*', 'Color', [0,0,1], 'MarkerSize', 5);
+    
+    
+    
+    
+    legend('Mech Control','Mech Laser', 'Location','northwest');
+    
+    ax = gca;
+    ax.Title.String = ids{unitGroup};
+    ax.FontName = 'Arial';
+    ax.FontSize = 25;
+    ax.YAxis.Limits = [yMin, yMax];
+    
+end
\ No newline at end of file
diff --git a/protocolGetterScript.m b/protocolGetterScript.m
new file mode 100644
index 0000000..bb3fa32
--- /dev/null
+++ b/protocolGetterScript.m
@@ -0,0 +1,10 @@
+dataDir = 'Z:\Jesus\Jittering\201016_jiterring_TRN_ap1500_ml1500_dv1370_and_bad_S1\TRN';
+pgObj = ProtocolGetter(dataDir);
+pgObj.getConditionSignals;
+pgObj.getSignalEdges;
+pgObj.getFrequencyEdges;
+pgObj.pairStimulus;
+% In between, you should verify the Conditions property of the pgObj
+% variable if it matches the real stimulation protocol. If it mathces, then
+% continue.
+pgObj.saveConditions;
\ No newline at end of file