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MATLAB
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53
function plotTFRcontinuous(cfg, TFR) % PLOTTFRCONTINUOUS creates statistics based on hypnogram and markers in MuseStruct % % use as % plotTFRcontinuous(cfg, TFR) % This file is part of EpiCode, see % http://www.github.com/stephenwhitmarsh/EpiCode for documentation and details. % % EpiCode is free ...
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MATLAB
2,133
52
function plotTFR(cfg, TFR) % PLOTTFR creates statistics based on hypnogram and markers in MuseStruct % % use as % plotTFR(cfg, TFR) % This file is part of EpiCode, see % http://www.github.com/stephenwhitmarsh/EpiCode for documentation and details. % % EpiCode is free software: you can redistribute...
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MATLAB
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% % strLen = progressTracker(counter, totalNum, prevStrLen, barLen) % % Description: % tracking a progress of a for loop % % Input: % counter - current iteration counter % totalNum - total number of iterations % prevStrLen - previous output of PROGRESSTRACKER % barLen - the length of progress bar ...
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MATLAB
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function [filtered, BS, base] = preprocess(EEG, bandpass_upper_range) %% Preprocess force sensor data and prepare bendsensor data % % **Usage:** [filtered, BS, base] = preprocess(EEG, bandpass_upper_range) % % Input(s): % - EEG = EEG struct from one participant % - bandpass_upper_range = int maximum frequenc...
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MATLAB
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function [s,f,t]=nt_sgram(x,window,noverlap,nfft,sr,flags) %[s,f,t]=nt_sgram(x,window,noverlap,nfft,sr,flags) - spectrogram % % Without output arguments: plot cubic root of power spectrogram. % With output arguments: return power spectrogram. % s: spectrogram matrix (frequency X time) % f: array of frequencies % t: ...
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MATLAB
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function hspike_cluster_FFT(ipatient) %% Analysis script for SLURM cluster % % (c) Stephen Whitmarsh, stephen.whitmarsh@gmail.com % %% Analysis script for Spike x Sleep x SUA project % % (c) Stephen Whitmarsh, stephen.whitmarsh@gmail.com % hspike_setpaths; feature('DefaultCharacterSet', 'CP1252') % To fix bug for we...
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MATLAB
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75
function R = imerror(A,B,varargin) % R=IMERROR(IMAGEA,IMAGEB,{SCALING},{TYPE}) % Calculate the RMS or mean-square value of the difference of two arrays. % % IMAGEA, IMAGEB are two arrays of the same size % SCALING optionally specifies how the inputs should be treated % 'native' treats the inputs as-is. This ma...
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MATLAB
2,148
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function pinv_sens = morse_pseudoinvert_sensitivities(sens, regu, accPE, acc3D) %************************************************************************** % % morse_pseudoinvert_sensitivities % input sens: sensitivity estimates [RO, PE1, PE2, N_order, N_coils] % regu: regularisation maps [RO, ...
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MATLAB
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%% axes only figure('name','Normal'); subplot(3,2,1);plot(randn(9,3));set(gca,'XTickLabel',{},'YTickLAbel',{},'Box','on') subplot(3,2,[2 4]);plot(randn(9,3));set(gca,'XTickLabel',{},'YTickLAbel',{},'Box','on') subplot(3,2,3);plot(randn(9,3));set(gca,'XTickLabel',{},'YTickLAbel',{},'Box','on') subplot(3,2,[5 6]);plot(ra...
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MATLAB
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function [phi, rho, gamma, SNR] = ind(psi, a, ev, k, p) %IND Indicator function method for periodic IOI data. % % Inputs: % psi - spatial PCA vectors [M x numComp] % a - temporal PCA coeffs [N x numComp] % ev - PCA eigenvalues [numComp x 1] % k - frames per cycle (conditions) % p - noise weight ...
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MATLAB
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function outpict = alternate(dim,A,B,varargin) % OUTPICT=ALTERNATE(DIM,A,B,{C},{D},...,{WIDTH}) % Combine multiple images by interleaving them along a given dimension, % alternating in the given order. Compared to interleave(), this tool % produces an image equal in size to the inputs. Because of this, stripes...
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MATLAB
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%% Function to count Ca events in individual fields function [EventCounter, FieldEventTime, FieldEventPercentage] = CountFieldEvents(FieldMap_full, onset, Field_tbl, p) EventCounter = []; FieldEventTime = {}; FieldEventPercentage = []; % percentage of events that happened within the field field_counter = 1; ...
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MATLAB
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71
function [t_trial, t_muse, idir] = find_muse_marker_in_trial(data, MuseStruct, itrial, markername, time_from_start, time_from_end, ipart) % find the first marker after the start of the trial. If no marker is % found before the end of the trial, return empty values. % % Required : % - data.trialinfo.idir % - data.trial...
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MATLAB
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function [dataset,base_indices] = seperate_FS_sets(filtered, BS, base) %% Extracts bendsensor values when force sensor data is present % % **Usage:** [dataset,base_indices] = seperate_FS_sets(filtered, BS, base) % % Input(s): % - filtered = preprocessed force sensor data % - BS = preprocessed BS dataset % ...
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MATLAB
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%% % nudge([x, y]) % nudge([x, y, w, h]) % nudge([x, y, w, h], 'legend') % nudge(handle, ...) % function [varargout] = nudge(varargin) %----- Default settings handles = []; %----- Parse special inputs narginchk(1, inf); iArg = 1; % if all( ishandletype(vara...
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MATLAB
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function [spike_matrix, clusters] = ... getSpikeMatrixBaseline(animal_name, experiments, resultsKlusta, save_data, repeatCalc, output_folder) % by Mattia 02.19 % computes sparse spike_matrix on baseline data only, starting from the output of sorted Klusta % file. doesn't cuts periods of silence (> 500 ms of no spi...
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MATLAB
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function hPan = panExtended(fig, axs) % Pan service zoom(fig, 'off'); hPan = pan(fig); set(hPan, 'Enable', 'off'); % Menu layout hMenu = uicontextmenu; hItem = uimenu( 'Parent' , hMenu ... , 'Label' , 'End inte...
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MATLAB
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function [newPhi, newVarBound] = ... CBIG_AuthorTopic_EstimateVariationalDistribution(params, ... newVarBound, varBoundFlag) % [newPhi, newVarBound] = ... % CBIG_AuthorTopic_EstimateVariationalDistribution(params, ... % newVarBound, varBoundFlag) % % Update the parameters of the variation distribution phi of th...
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MATLAB
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function [d,e]=nt_dprime(x,y,jd_flag) %[d,e]=nt_dprime(x,y,jd_flag) - calculate d' (discriminability) of two distributions % % d: discriminablity index % e: error rate for linear discrimination % % x, y: data (observtions X features) - if cell arrays do xvalidation % jd_flag: apply JD first % % See nt_dprime_old f...
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MATLAB
2,185
82
function I = mi_model_gd(x, y, Ym, biascorrect, demeaned) % MI_MODEL_GD Mutual information (MI) between a Gaussian and a discrete % variable in bits bits based on ANOVA style model comparison. % I = mi_model_gd(x,y,Ym) returns the MI between the (possibly multidimensional) % Gaussian variable x and the disc...
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MATLAB
2,185
61
function writer = write_image() writer.accepts = @(item) isa(item, 'gadgetron.types.Image'); writer.write = @write_image_header_and_data; end function write_image_header_and_data(socket, image) write(socket, gadgetron.Constants.IMAGE); write_header(socket, image.header, image.attribute_string); wri...
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MATLAB
2,185
56
function preictal_writeSpykingCircus(slurm_task_id) if ispc addpath (genpath('\\lexport\iss01.charpier\analyses\vn_preictal\scripts\EpiCode\shared')) addpath (genpath('\\lexport\iss01.charpier\analyses\vn_preictal\scripts\EpiCode\external')) addpath (genpath('\\lexport\iss01.charpier\analyses\vn_preictal\s...
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MATLAB
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function U = cpm_prepare_input_direct_model(data, fixedparams, model, constraints) % cpm_prepare_input_direct Creates an input structure for direct models of CPM, % Mostly re-allocating onsets etc. to the required U structure. % INPUTS: % -data: stimulus data to be used for computing neuronal si...
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MATLAB
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% D = Ashamn Coefficients % S = Binomial Seperration Coefficient % BF = Bimodality Coefficient % um = mean of male % uf = mean of female % sm = standard deviation male % sf = standard deviation female % data= readtable('Male+Female.csv'); y_names = {'SCN5A', 'CACNA1C', 'KCNH2', 'KCNQ1', 'KCNJ2', 'ATP1A1', 'SLC8A1', '...
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MATLAB
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70
function varargout = colorquant(inpict,maxmapsize) % MAP=COLORQUANT(INPICT,{MAXMAPSIZE}) % [IDXPICT MAP]=COLORQUANT(INPICT,{MAXMAPSIZE}) % Color quantization using octree decomposition % % INPICT is an RGB image % MAXMAPSIZE specifies the maximum map size (default 256) % actual map may be shorter t...
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MATLAB
2,192
52
% Contact ythomas@csail.mit.edu or msabuncu@csail.mit.edu for bugs or questions % %========================================================================= % % Copyright (c) 2008 Thomas Yeo and Mert Sabuncu % All rights reserved. % %Redistribution and use in source and binary forms, with or without %modification, a...
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MATLAB
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function func_plot(func_name) [LB,UB,Dim,F_obj]=fun_info(func_name); switch func_name case 'F1' x=-100:2:100; y=x; %[-100,100] case 'F2' x=-100:2:100; y=x; %[-10,10] case 'F3' x=-100:2:100; y=x; %[-100,100] case 'F4' x=-1...
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MATLAB
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clear; load('lights=27.mat'); nClass = length(unique(gnd)); %Normalize each data vector to have L2-norm equal to 1 fea = NormalizeFea(fea); %Clustering in the original space rand('twister',5489); label = litekmeans(fea,nClass,'Replicates',10); MIhat = MutualInfo(gnd,label); disp(['kmeans use all the features. MIha...
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MATLAB
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%% Setting parameters % % cfg.patientdir = [path to patient data, one above /eeg and /eegmicromed] % cfg.hyp.micromedchannel = [micromed channel to use for alignment] % cfg.imagesavedir = [path to directory in which to save plots] % cfg.prefix = [string to prefix output figure, e.g...
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MATLAB
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84
function hexc = uint2hex(CT,varargin) % HEXCT = UINT2HEX(UINTCT,{OPTIONS}) % Convert a numeric array of integers to hexadecimal representation. % This is primarily useful for converting RGB tuples. % % UINTCT is a color table represented as a numeric matrix of integers. % Each row is considered as a color tupl...
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MATLAB
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%% load relevant code base paths addpath(genpath('.../phototagging_functions/')); %path to matlab/code/lab folder %% load data load('.../testdatarun.mat') %% Run ReaChR classification %Depending on the dataset you will need to use a different method to %determine ReaChR cell IDs. Generally three methods have wo...
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MATLAB
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% Author: Woojae Jeong %% Automated BrainStorm preprocessing pipeline % EEG file fileName = dir([sDirectory,'/*.set']); % File name name = fileName.name; % Subject name (for BrainStorm) SubjectNames = {erase(name,'_EEG.set')}; % EEG data in *.eeg format RawFiles = {[sDirectory,'/',name]}; % Protocol name (for Bra...
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MATLAB
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function [idx,d]=nt_find_outlier_trials(x,criterion,disp_flag,regress_flag) %[idx,d,mn,idx_unsorted]=nt_find_outlier_trials(x,criterion,plot,regress_flag) - find outlier trials % % idx: indices of trials to keep % d: relative deviations from mean % % x: data (time * channels * trials) % criterion: keep trials les...
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MATLAB
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% Programmatically urn on lazy creation of parallel pools, or restore an stored state by providing an input autoCreate. function [autoCreate, progressBar, workerDir, hCleanup] = lazyParallelPool(autoCreate, progressBar, title) %% Default arguments if nargin < 1 autoCreate = []; end...
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MATLAB
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function [bic, logLikelihood, complexityCost] = ... CBIG_AuthorTopic_ComputeBICFromATParams(params, freeDimensionsCount) % [bic, logLikelihood, complexityCost] = ... % CBIG_AuthorTopic_ComputeBICFromATParams(params, freeDimensionsCount) % % Compute Bayesian Information Criterion (BIC) measure of the estimates of % ...
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MATLAB
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function rgb = vals2colormap(vals, colormap, crange) % Take in a vector of N values and return and return a Nx3 matrix of RGB % values associated with a given colormap % % rgb = AFQ_vals2colormap(vals, [colormap = 'jet'], [crange]) % % Inputs: % vals = A vector of values to map to a colormap or a cell array of % ...
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MATLAB
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function mask = createCirclesMask(varargin) %xDim,yDim,centers,radii) % Create a binary mask from circle centers and radii % % SYNTAX: % mask = createCirclesMask([xDim,yDim],centers,radii); % OR % mask = createCirclesMask(I,centers,radii); % % INPUTS: % [XDIM, YDIM] A 1x2 vector indicating the size of the desired % ...
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MATLAB
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function [nct_subset]=nct_analysis_subset(A,T,rho,x0,xf,subset_ids) % function computes control energy and stability for two states within an % task, when a subset of regions is as a network prohibited from control % Sebastian Markett (2022), % using code from Urs Braun (2021) % adapted by Alina Podschun (2024) ...
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MATLAB
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%************************************************************************** % % tukey_filter applies a filter in 3D given windowFactor % input "data" contains: % a global header in .reference % k-space in .data as [N_coils, RO, PE1, PE2, echoes, sets] % % output "data" contains...
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MATLAB
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function out = agm(a,g,varargin) % AM = AGM(X,Y,{OPTIONS}) % Calculate the arithmetic-geometric mean (AGM) of the absolute values % of two variables. Optionally, calculate the weighted AGM % % X,Y are of any numeric class or size (must be the same size) % OPTIONS includes the key-value pairs: % 'weig...
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MATLAB
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function phasePairLFP(suffix) % Phase Pair LFP: % LFP-LFP Pairwise Phase Consistency % % Read parameters Params = read_params(suffix); freq = Params.freq_start_1 : Params.freq_step_1 : Params.freq_end_1; time_window = Params.time_1; time_step = time_window / 4; TW = Params.freq_star...
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MATLAB
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ipatient = 3; ipart = 1; datafile{1} = '\\lexport\iss01.charpier\analyses\stephen.whitmarsh\data\hspike\2660\p1\mHa2g\2660-p1-multifile-mHa2g_3.ncs'; datafile{2} = '\\lexport\iss01.charpier\analyses\stephen.whitmarsh\data\hspike\2660\p1\mHa2g\2660-p1-multifile-mHa2g_4.ncs'; datafile{3} = '\\lexport\iss01.charpier\ana...
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MATLAB
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function [total_cells] = concatenate_cohort_results(settings) %%% Concatenate results for each cohort for each experimenter/slice - V1 (MGG) %%% analysis_folder = settings.analysis_folder; ROI_analysed = settings.ROI_analysed; % Area analysed (e.g. DG) analysis_by = settings.analysis_by; % Person initials, for na...
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MATLAB
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function outpict = glasstiles(inpict,tiles,permutation) % GLASSTILES(INPICT, TILES, {PERMUTATIONS}) % using SHUFFLE(), create a glass tiles/lens effect % % INPICT is an I/RGB image of any standard image class % TILES is a 2-element vector specifying the number of tiles % [tilesdown tilesacross] % PE...
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MATLAB
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function [TFR] = TFR_seizures(cfg, Trialdata, force) % This file is part of EpiCode, see % http://www.github.com/stephenwhitmarsh/EpiCode for documentation and details. % % EpiCode is free software: you can redistribute it and/or modify % it under the terms of the GNU General Public License as published by % ...
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MATLAB
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function [TFR] = TFRtrials_new(cfg, Trialdata, force) % This file is part of EpiCode, see % http://www.github.com/stephenwhitmarsh/EpiCode for documentation and details. % % EpiCode is free software: you can redistribute it and/or modify % it under the terms of the GNU General Public License as published by % ...
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MATLAB
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function [MuseStruct_micro, MuseStruct_macro] = MuseMarkers_update_filepath(cfg,MuseStruct_micro, MuseStruct_macro) %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % function readMuseMarkers % % Crawls and searches through patient- and recording-directories to % extracts marker timings (t...
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MATLAB
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% Mathematical Model of MePD with UCN3 input immitating restraint stress function xdot=MePD_stress(t,x,par) % initialise the system xdot=zeros(3,1); % PARAMETERS dl = par.dl; % Time Scaling Constant Glut di = par.di; % Time Scaling Constant GABA int de = par.de; % Time Scaling Constant GABA eff cll = par.cll; % Gl sel...
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MATLAB
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% SVReg: Surface-Constrained Volumetric Registration % Copyright (C) 2017 The Regents of the University of California and the University of Southern California % Created by Anand A. Joshi, Chitresh Bhushan, David W. Shattuck, Richard M. Leahy % % This program is free software; you can redistribute it and/or % modify ...
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MATLAB
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% % BDP BrainSuite Diffusion Pipeline % % Copyright (C) 2019 The Regents of the University of California and % the University of Southern California % % Created by Chitresh Bhushan, Divya Varadarajan, Justin P. Haldar, Anand A. Joshi, % David W. Shattuck, and Richard M. Leahy % % This program is free sof...
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MATLAB
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function finalInterictalSinglePeaks = removePositiveNegative(interictalSinglePeaks,positiveEvent,negativeEvent) % USAGE % % finalInterictalSinglePeaks = removePositiveNegative(interictalSinglePeaks,positiveEvent,negativeEvent) % % Remove the positives events if there are more negatives events than % p...
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MATLAB
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% SVReg: Surface-Constrained Volumetric Registration % Copyright (C) 2019 The Regents of the University of California and the University of Southern California % Created by Anand A. Joshi, Chitresh Bhushan, David W. Shattuck, Richard M. Leahy % % This program is free software; you can redistribute it and/or % modify ...
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MATLAB
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function PPC = getPPC_spectrum(animal_name, folder4Klusta, LFP, filters, fs, save_data, repeatCalc, output_folder) % by Mattia 10/20 % computes PPC starting from LFP (CAR or not) and output of Klusta. PPC is % computed with respect to the LFP of the same channel where the spike is % detected. % this script is thought t...
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MATLAB
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% This file is a helper function. It takes grayordinates for the volume % part from one sample cifti file. They grayordinates are specified in 2mm % MNI space. They are transferred to the BCI space. For this purpose, first % we coregistred BrainSuiteAtlas1 to BCI atlas and then used the svreg map. clear all;close all;c...
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MATLAB
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function params = CBIG_AuthorTopic_SetupParameters( ... seed, K, baseDirectory, dataPath, burnin) % params = CBIG_AuthorTopic_SetupParameters( ... % seed, K, baseDirectory, dataPath, burnin) % % Set up the basic parameters of the Collapsed Variational Bayes (CVB) % algorithm for the author-topic model. % % Input:...
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MATLAB
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% % [x, output] = fastNNLS(AtA, Atb, optNNLS) % % Description: % fast non-negative least square implementation of Bro's paper. % Bro et al. A fast non-negativity-constrained least squares algorithm. % Journal of chemometrics, 11(5), pp.393-403, 1997. % % Input: % AtA - A' * A % Atb - A' * b % ...
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function [y, x] = cpm_simulate(P, PRF, noise_sd, is_latent) % % cpm_simulate % % P - parameters of PRF model % PRF - subject's estimated pRF model % noise_sd - standard deviation of noise to add to outputs % is_latent - If the submitted parameters are in latent space already (i.e. % ...
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MATLAB
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function outpict = color2alpha(inpict,color) % OUTPICT=COLOR2ALPHA(INPICT,{COLOR}) % Generate transparency from a specified color, adjusting the remaining % color content accordingly. This is based on the corresponding GIMP % plugin by Seth Burgess. % % INPICT is a I/IA/RGB/RGBA image of any standard im...
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function [v, outname] = cpm_write_to_nifti(image_file, coordinates, values, ... outname, set_dtype) % % cpm_write_to_nifti, utility function, to easily write arrays to niftis. % % http://andysbrainblog.blogspot.com/2013/06/creating-nifti-images-from-scratch.html ...
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MATLAB
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function Tcoeff = getSTTC_global(animal_name, ... spike_matrix, lags, repeat_calc, save_data, output_folder) %% By Mattia 04.21 % this function computes the GLOBAL (standard) STTC, not the directed % version that is computed by other similar functions % inputs: % - animal_name (string): to save/loda stuff % - spi...
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MATLAB
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function [spectral_slope, freq, amplitude, bw, num_peaks] = compute_spectral_slope_fooof(signals, fs, f_range) num_signals = size(signals, 2); spectral_slope = zeros(1, num_signals); freq = zeros(1, num_signals); amplitude = zeros(1, num_signals); bw = zeros(1, num_signals); num_peaks = zeros(1...
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clear path = '.\derivatives\sub-01\sub-01_acq-MW2_eeg.mat'; % change path %% Eye blink data plot load(path) event = struct2table(data.EB.event); task = data.EB.raw; srate = data.EB.srate; starttask = event.latency(2); % start task point fintask = event.latency(23); % end task point figure plot(task,'k...
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%% save map examples - stability and place cell examples rootdir = strings(2,1); folders = strings(9,2); rootdir(1) = "F:\Included miniscope Mice\"; folders(:,1) = ["\M119\TrainingD11\" "\M119\GroupingD6\" "\M120\TrainingD11\" "\M120\GroupingD6\" "\M292\TrainingD6\" "\M292\GroupingD3\" "M319\TrainingD7\" "M319\Gro...
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classdef HoldoutTestMetrics properties TestPairData ConnectomeGenePairDataSet TestPseudeCCAResults CCAResults TestPseudeReconstructionResults ReconstructionResults end methods function obj = HoldoutTestMetrics(testPairData) arguments testPairData ...
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function spm_prf_import_label(label_fn, glm_dir) % Imports a Freesurfer label into Nifti format. % Requires an existing lh_Srf.mat or rh_srf.mat to exist in the subject's % GLM directory (created by spm_prf_import_surface.m) % % label_fn - filename of the Freesurfer label % glm_dir - Directory containing surface .mat...
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% % BDP BrainSuite Diffusion Pipeline % % Copyright (C) 2019 The Regents of the University of California and % the University of Southern California % % Created by Chitresh Bhushan, Divya Varadarajan, Justin P. Haldar, Anand A. Joshi, % David W. Shattuck, and Richard M. Leahy % % This program is free sof...
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MATLAB
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function corLFP(suffix) % CORRELATE LFPs % % Read parameters Params = read_params(suffix); pass_band = [Params.freq_start_1, Params.freq_end_1, Params.freq_step_1]; if not(all(pass_band > 0)) pass_band = []; end % Read lfp data [lfps_1, fs, trial_type] = ... ...
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% SVReg: Surface-Constrained Volumetric Registration % Copyright (C) 2017 The Regents of the University of California and the University of Southern California % Created by Anand A. Joshi, Chitresh Bhushan, David W. Shattuck, Richard M. Leahy % % This program is free software; you can redistribute it and/or % modify ...
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MATLAB
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function [emm] = relevel_table(emm, var2relevel, varargin) % Re-level categorical variables in the estimated marginal means table % Copyright 2019, J. Hartman, Cornell University % written using Matlab version R2016a % % INPUTS: % emm is output from emmeans.m % var2relevel is 1 x N cell array of strings corresponding...
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MATLAB
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function hspike_cluster_SpikeStats_window(ipatient) %% Analysis script for SLURM cluster % % (c) Stephen Whitmarsh, stephen.whitmarsh@gmail.com % %% Analysis script for Spike x Sleep x SUA project % % (c) Stephen Whitmarsh, stephen.whitmarsh@gmail.com % hspike_setpaths; feature('DefaultCharacterSet', 'CP1252') % To ...
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MATLAB
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function p = CBIG_corrected_resampled_ttest_kfoldCV(accuracy_vec, threshold) % p = CBIG_corrected_resampled_ttest_kfoldCV(accuracy_vec, threshold) % % This function tests whether an accuracy vector (obtained from repeated K-fold cross-validation) % is statistically different from a threshold. The accuracy vector can...
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MATLAB
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%% Gergely Tarcsay, 2022. Function to get outcome of individual trials - correct/incorrect/time out. Correct port belonging to each trial is also saved, %% moreover the time that was necessary to find the reward + Training trials when the port LED was on. function [Correct, Incorrect, Timeout, port,time, TrainingTr...
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MATLAB
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function C = C_matrix_3D(x, varargin) % Function that calculates the C matrix. % % Input parameters: % --x: N1 x N2 x N3 x Nc Nyquist-sampled k-space data, where N1, % N2, and N3 are the data dimensions, and Nc is the number % of channels in the array. % % --tau: ...
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%% clean up and set global variables clear % variables for loading mouse stuff klusta = 1; experiments = get_experiment_redux(klusta); % whatever function you use to load your experiments repeatCalc = 0; save_data = 0; folder2save = 'YourFolderHere'; % folder in which to save stuff % variables for oscillation detec...
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% Evaluate n-way one-shot classification task, % requiring a cost function that measures pairwise didstances % % Input % trainset: [ntrain x 1 cell] training examples % testset: [ntest x 1 cell] test examples % fcost: [function] fcost(trainset{i},testset{j}) returns the cost % where small values indicate ...
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function varargout = cstructdecode(buf, varargin) % CSTRUCTDECODE decodes a structure from a uint8 buffer % % See READ_NEURALYNX_NEV for an example % Copyright (C) 2007, Robert Oostenveld % % This file is part of FieldTrip, see http://www.fieldtriptoolbox.org % for the documentation and details. % % FieldTrip is f...
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MATLAB
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function outpict = imrescale(inpict,ca,cb) % OUTPICT=IMRESCALE(INPICT) % OUTPICT=IMRESCALE(INPICT,OUTRANGE) % OUTPICT=IMRESCALE(INPICT,INRANGE,OUTRANGE) % Rescale data based on the assertion of the nominal input and output % data range. % Unlike common tools, IMRESCALE allows the use of class names for...
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%% Demo 10 - Principled outlier removal (pre-fit IQR + post-fit residual) % Influential outliers can dominate a fit, so removing them on a principled basis % - and seeing how much they mattered - is part of a careful analysis. Shown on % the stackloss dataset (R base; Brownlee 1965): the percentage of ammonia lost % du...
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MATLAB
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function [PL,xX,zZ,logsem,f]=bootstrapPL1(Xt,Yt,Zt,maxk,plotflag,bootstrapflag,Lmed,pix,mode) % % Xt=Xt1; % Yt=Yt1; % maxk=maxk1; % bootstrapflag=0; % plotflag=1; %% global nameofdataset if bootstrapflag==1 [Xt3,Zt3,maxk3] = generate_bootstrap_PF_set(Xt,Yt,Zt,maxk); else Xt3=Xt; Yt3=Yt; ...
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MATLAB
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function c = linewrap(s, maxchars) %LINEWRAP Separate a single string into multiple strings % C = LINEWRAP(S, MAXCHARS) separates a single string into multiple % strings by separating the input string, S, on word breaks. S must be a % single-row char array. MAXCHARS is a nonnegative integer scalar % speci...
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MATLAB
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function [tosquares,quads,D]=nt_qca0(x,npcs,nsmooth,nquads) %[tosquares,quads,D]=nt_qca0(x,npcs,nsmooth,nquads) - maximize induced power using quadratic component analysis % % tosquares: matrix to most reproducible induced component % quads: most reproducible quadratic component(s) % D: eigenvalues sorted by absolut...
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MATLAB
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function [slope, CI, marginal] = getSlopeMarginal(result, mode, varargin) % getSlopeMarginal(result, mode, ...) approximate error bars and marginal % distribution over fit 'slope'. % % getSlopeMarginal(result, 'stimLevel', stimLevel) uses the 'getSlope' % function. % % getSlopeMarginal(result, 'pc', pCorrect, [unscaled...
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MATLAB
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%% function to plot random examples of tuning curves close all binCenter = deg2rad(-157.5:45:157.5); all_curves = All_d.Curves; all_angles = All_d.Angle; all_L = All_d.Length; k = 5; ctxtA = find(All_d.TunedCurves(:,1) == 1 & All_d.TunedCurves(:,2) == 0); ctxtB = find(All_d.TunedCurves(:,1) == 0 & All_d.T...
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MATLAB
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%% clustering place fields v2 close all; rng(1); for n =100:100%154 %% detect local peaks on map I = ActivityMap_full{n}; framed_I = zeros(size(I) + [2 2]); framed_I(2:end-1, 2:end-1) = I; [TF, P] = islocalmax2(framed_I, MinProminence=2); %% find peaks where prominence is higher than cut off - use t...
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MATLAB
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% Compute a downsampled matrix by collecting the specified number of pixels into an output block. % Inputs: % grouping : number of pixels to collect into a single output bin % dimensions : list of dimensions along which to rebin % aggregateFcn : how to transform data from the block to a single ...
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MATLAB
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function hspike_cluster_spikestats(ipatient) %% Analysis script for SLURM cluster % % (c) Stephen Whitmarsh, stephen.whitmarsh@gmail.com % hspike_setpaths; %% General analyses config = hspike_setparams; [MuseStruct{ipatient}, ~, ~] = detectTemplate(config{ipatient}...
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MATLAB
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%% % function [varargout] = tounit(unitInfo, unitName, data) % Apply and collect unit scales scaled = cell(numcells(data), 2); [scaled{1,:}] = doScale(unitInfo, atcell(unitName,1), atcell(data,1)); for iA = 2:numcells(data) [scaled{iA,:}]= doScale(unitInfo, atcell(unitName,iA), atcell(d...
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function ta = acf(y,p) % ACF - Compute Autocorrelations Through p Lags % >> myacf = acf(y,p) % % Inputs: % y - series to compute acf for, nx1 column vector % p - total number of lags, 1x1 integer % % Output: % myacf - px1 vector containing autocorrelations % (First lag computed is lag 1. Lag 0 not computed) % %...
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%% Gergely Tarcsay, 2024. Script to generate struct for individual mice to assess behavior for learning curves %% Struct contains the followings: mouse ID, Sex, day of discrimination passed, day of grouping passed, eventFile and position data %% For the learning curves we use control mice from the lesion rootdir = "...
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MATLAB
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function [K, nnData] = calcAffinityMat(X, configParams) % calculate affinity matrix of data matrix X, size N by M % N - length of feature vector, M - number of vectors % affinity matrix is calculated for kNN nearest neighbors, resulting in % sparse matrix. This saves on runtime. % the scale for the affinity matrix can...
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% % BDP BrainSuite Diffusion Pipeline % % Copyright (C) 2019 The Regents of the University of California and % the University of Southern California % % Created by Chitresh Bhushan, Divya Varadarajan, Justin P. Haldar, Anand A. Joshi, % David W. Shattuck, and Richard M. Leahy % % This program is free sof...
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MATLAB
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function header = create_image_header(data, reference) header.version = 1; header.data_type = select_data_type(data); header.flags = 0; header.measurement_uid = reference.measurement_uid; header.matrix_size = [size(data, 2) siz...
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function PET_project restoredefaultpath if ispc addpath (genpath('\\lexport\iss02.charpier\analyses\vn_pet\EpiCode\shared')) addpath (genpath('\\lexport\iss02.charpier\analyses\vn_pet\EpiCode\external')) addpath (genpath('\\lexport\iss02.charpier\analyses\vn_pet\EpiCode\templates')) addpath (genpath('\...
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%% clear workspace, close figures, and clear command window clearvars; close all; clc %% load and process stimulation data data = readtable('G16stim.csv', 'TextType', 'string'); time = data.Var1; % extract time column % define time window for stimulation analysis t.start = 1202; t.end = 2403; time_stim = time(t.start...
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function VI = interpnNNboundary(X1,X2,X3, V, Y1,Y2,Y3, method, extrapval, nbr_dist_thr) % NOT a generic function. Should be used carefully! % X1,X2,X3, MUST be ndgrid type grid starting from 0 to (size(V)-1). X1<0 and X1>(size(V)-1) are % outside the volume V. Also, only intended to work with 3D images (no 2D or ...
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MATLAB
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function Coh = SpikeTimeCoh(animal_name, spike_matrix, maxLag, repeatCalc, save_data, output_folder) % by Mattia, 05/20 % as in Jang et al., 2020 Sciance Advances % input: % spike_matrix : single units x time (assumed to be in ms) % maxLag : max lag for which coherence will be computed. In this % ...
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MATLAB
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% Average data into bins as specified by the bin index. % % bin should be an n-by-m matrix where n = size(data,dim) and m = numel(numBins). Each of the m % columns of bin is assumed to be one indexing dimension. The output will thus replace the dim % dimension of data with an m-dimensional binned aggregate. functi...
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function [rp ci ai ncol]=sparse_to_csr(A,varargin) % SPARSE_TO_CSR Convert a sparse matrix into compressed row storage arrays % % [rp ci ai] = sparse_to_csr(A) returns the row pointer (rp), column index % (ci) and value index (ai) arrays of a compressed sparse representation of % the matrix A. % % [rp ci ai] = ...
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function outpict = imadjustFB(inpict,inrange,outrange,gamma) % outpict=imadjustFB(inpict,{inrange},{outrange},{gamma}) % passthrough to imadjust() with internal fallback % for systems without IPT installed. % % Not all features are available in the fallback implementation % IPT methods exploit precomp...
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function ColorSet=varycolor(NumberOfPlots) % VARYCOLOR Produces colors with maximum variation on plots with multiple % lines. % % VARYCOLOR(X) returns a matrix of dimension X by 3. The matrix may be % used in conjunction with the plot command option 'color' to vary the % color of lines. % % Yellow an...