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MATLAB
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% This script extracts synapse metrics (tile-level “Summary_metrics_*.csv”) that fall within ROIs, % and exports ROI-wise aggregated CSV files. % % [Inputs / referenced files] % - Config : config/fret_proximity_ratio.json % The script reads sample_id, down_sampling_factor, and pixel_size from this file. ...
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MATLAB
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% INPUTGUI - A comprehensive gui automatic builder. This function helps % to create GUI very quickly without bothering about the % positions of the elements. After creating a geometry, % elements just place themselves in the predefined % locations. It is especially...
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MATLAB
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function SelectStrategy % Function defines options to evaluate the statistical significance of a % candidate solution (performance result of a vector) that has been % tested. global replicate numComb numFact filename run sheetname global expMaximum interVarAlgo SelectedSums SelectedSumsSel minNumGoodVect...
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MATLAB
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function HCP_neurosynth_model_perm(task,numperm,yourhcppath,yourpath) %% do permuataions on CF models load([yourhcppath '/HCP_CIFTI_INDS.mat']) % load indices because we saved data in the same order it came in % vertices and subcortical stored together, this just tells us what is what load([yourpath '/APARCco...
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MATLAB
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function data = eventLockKinematics(R, M, eventName, tPts, varargin) % data = eventLockKinematics(R, eventName, tPts, ...) % % Smooth, and time-lock video tracking data from DeepLabCut (3D % version) from an R struct produced by mergeDLC3R. % % Smooth: Use either Savitsky-Golay (default) or Gaussian smoothing. % % Time...
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MATLAB
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%% this is for periodic analysis (actual direction) % training part clear; mypath = '/Users/bo/Documents/data_liujia_lab/analysis_liuP1_greeble'; output_key_word = ''; for sub = 1:35 for sess = 1:2:8 % access raw table mypath_time_record = [mypath, '/sub', num2str(sub), '_mri_record_sinusoid_s...
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MATLAB
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function generateFigure2() % GENERATEFIGURE2_REVISED Generate Figure 2 for the normalization paper % % Purpose: % Creates a multi-panel figure comparing model and experimental data: % - Normalization index correlation heat maps % - Diagonal and anti-diagonal correlation analyses % - Tuning similarity controls...
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MATLAB
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function SuppFigure_DynamicalRegime_GaussianNoise(varargin) %SUPPFIGURE_DYNAMICALREGIME_GAUSSIANNOISE Generate supplementary figure for Gaussian noise regime % % Purpose: % Creates a figure similar to the wave regime but for Gaussian noise conditions, % comparing normalization distributions, correlations, and curre...
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MATLAB
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%% RIFT cross-correlation analysis clear ft_defaults % load xcorr data folder = 'Q:/MEG_data/'; filelistL = dir(fullfile(folder, '**', 'xcorL3.mat')); filelistR = dir(fullfile(folder, '**', 'xcorR3.mat')); filelistHiL = filelistL([1 5 8 9 13 12 16 17 20 21 24 25 29 27 34 32 36 37 40]); %HIGH-LOW condition (sbj3 exc...
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MATLAB
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function [rho,sigma,Delta_rho,CI95] = fitCARAmodelToRiskyChoices2conds(valRiskyHigh,valRiskyLow,valSafe,chooseRisky,cond,plotFlag,figNameStr) % function [rho,sigma,CI95] = fitCARAmodelToRiskyChoices2conds(valRiskyHigh,valRiskyLow,valSafe,chooseRisky,cond,plotFlag,figNameStr) % % This function fits an economic model of ...
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MATLAB
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% all OFC decoding. very long runtime %location of analysis codebase codepath = '~/projects/constantinoplelab/Analysis/'; % add code paths addpath(genpath(codepath)) addpath(genpath(codepath + "david")) addpath(genpath(codepath + "maggie")) %% Etable = load('/Users/dhocker/projects/dynamics/data/maggie/EphysTable.ma...
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MATLAB
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% summarize_metrics_for_paper.m % Single script: driver + generate_numeric_latex_tables + generate_supp_tables % Edit CONFIG section below and run. clearvars; close all; clc; warning('off'); % ================= CONFIG ================= % Paths and filenames (edit) fullpath = mfilename('fullpath'); if isempty(fullpath...
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MATLAB
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function Class_rankAndRemove(GenPlots,IT_Fam_VE,HC_Fam_VE,IT_Fam_FR,HC_Fam_FR) %Class_rankAndRemove rng(24601) %{ This function computes classifier performance for groups of units to observe how the performance changes as a function of population size. See helper subfunction for additional comments. Arguments: GenP...
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MATLAB
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% EEG_MERGECHANNELS - merge the channels of two EEG structure based on % common event types latencies. This is useful for % aligning the data from 2 subjects recorded % simultaneously or from 2 modalities in the same % subject or to merge...
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MATLAB
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535
function coactPaper_figure03() labelWeight=true; labelCase=false; labelSize=9; letGapX=5; letGapY=6; fontsize=6; close all fh=initFig('width',8.9,'height',16+1.5,'font','Arial','fontsize',fontsize); x=11;y=7; panel_01(x,y,fontsize); panelLetter2(x-letGapX+2,y-letGapY+2,alphabet(1,labelCase),'fontSize',labelSize,'isBo...
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MATLAB
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function generateFigure4() % GENERATEFIGURE4_REVISED Generate Figure 4 for the normalization paper % % Purpose: % Creates a multi-panel figure showing: % - Firing rate surfaces for different selectivity/normalization conditions % - Relative rate change distributions % - Standard deviation analysis across normal...
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MATLAB
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function osp_updateQuantifyWindow(gui) %% osp_updateQuantifyWindow % This function updates the quantify tab. % % % USAGE: % osp_updateQuantifyWindow(gui); % % INPUT: % gui = gui class containing all handles and the MRSCont % % % AUTHORS: % Dr. Helge Zoellner (Johns Hopk...
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MATLAB
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%% miniscope data processing pipeline % ZZ 2022 % 1. prepare_raw_data % 2. motion_correction % 3. cnmfe_large_data_1p % next step: % - manual quality control (done in Inscopix_ROIcuration) % to do: % - match FOV across days clear all close all %% add matlab paths addpath(genpath('C:\Program Files\Inscopix\Data Proces...
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MATLAB
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% STD_READLIMOFILE- Read limo file into eeglab structure % % Usage: % >> [MeasureData, parameters, MeasureRange1, MeasureRange2] = std_readfilelimo(filestruct,'key', val) % % Inputs: % filestrcuct - Structure with the following fields: % datasets : Index of he datasets in datasetinfo (real) % ...
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MATLAB
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function [ all_subjects ] = nmri_compare_patient( all_subjects, opt, params ) %[ subject ] = nmri_compare_patient( subject ) % will compare a single patient against the available controls % will automatically match by exam_id and headmodel % opt = struct array of options % .report_regional = includ...
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MATLAB
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function [] = JSAnalysis(MouseName) %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % % This function takes in mouse name as the primary argument and will find data saved using SavemicroSDData.m % This funtion will generate a MouseName_...
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MATLAB
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function [varargout] = ft_notification(varargin) % FT_NOTIFICATION works mostly like the WARNING and ERROR commands in MATLAB and % is called by FT_ERROR, FT_WARNING, FT_NOTICE, FT_INFO and FT_DEBUG. Please note % that you should not call this function directly. % % Some examples: % ft_info on % ft_info on msgId % ...
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MATLAB
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function PseudoTransmit_OptimizeSmoothing(OriginalMyelin, ScaledPseudoTransmit, LeftPial, LeftMidthick, LeftWhite, RightPial, RightMidthick, RightWhite, ThreshLower, ThreshUpper, SmoothLower, SmoothUpper, L_ROI, R_ROI, OutlierSmoothing, Dilation, GroupUncorrectedMyelin, MyelinTemplate, OutputTextFile) %to unify th...
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MATLAB
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%{ LEADING EIGENVECTOR DYNAMICS ANALYSIS (LEiDA) This function processes, clusters and analyses BOLD data using LEiDA in the following order: 1. Read the BOLD data from the folders and computes the BOLD phase - Calculate the instantaneous BOLD synchronization matrix - Compute the Leading Eigenvector at each fra...
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MATLAB
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function [EC,F,T]=MVAR_v2(signal, time, labels, setting) % INPUTS=================================================================== % signal... EEG (time X channel X trials) % time... time vector in seconds (time X 1 X 1) % labels... (1 x trials) defines trials to avaraging % setting... structure of individual setting...
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MATLAB
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function bids_T1B1correct(BIDSroot, NrShots, EchoSpacing, Expression, subjects, InvEff, B1Scaling, Realign, ... FWHM, Target, Correct, Fingerprint, B1correctM0, Cluster) % FUNCTION bids_T1B1correct(BIDSroot, [NrShots], [EchoSpacing], [Expression], [subjects], [InvEff], [B1Scaling], ... % [Realign], [FWHM], [Tar...
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MATLAB
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function hh = ploterr(x, y, xerr, yerr, varargin) %PLOTERR General error bar plot. % % % Usage for the impatient % ======================= % % X, Y: x and y axis values % xerr, yerr: if matrix relative error % if cell array lower and upper bound % LineSpec as in plot. If passed it must be be...
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MATLAB
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function PlotFigure2(datadir, codedir) %PlotFigure2 - Plots Figure 2. % INPUTS: % datadir - Local directory where ProcessData_Figure2.mat was saved after running ProcessData_Figure2 % codedir - Local directory where code (e.g., published/EstrousRPE/) was saved %% Set up paths s = pathsep; pathStr = [s, path, s]; ...
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MATLAB
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function PlotFigure3(datadir, codedir) %PlotFigure3 - Plots Figure 3. % INPUTS: % datadir - Local directory where ProcessData_Figure3.mat was saved after running ProcessData_Figure3 % codedir - Local directory where code (e.g., published/EstrousRPE/) was saved %% Set up paths s = pathsep; pathStr = [s, path, s]; ...
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MATLAB
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function [Q_k,T_k,r,anorm,ierr,work] = lanpro(A,nin,kmax,r,options,... Q_k,T_k,anorm) %LANPRO Lanczos tridiagonalization with partial reorthogonalization % LANPRO computes the Lanczos tridiagonalization of a real symmetric % matrix using the symmetric Lanczos algorithm with partial % reorthogonalization...
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MATLAB
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% BIDS_WRITEEVENTFILE - write events.tsv and (if toggled) events.json for individual dataset % from EEG dataset % % Usage: % bids_writeeventfile(EEG, fileOut, varargin) % % Inputs: % 'EEG' - [struct] the EEG structure % % 'fileOut' - [string] filepath of the desired output location wi...
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MATLAB
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function varargout = hlp_microcache(dom, f, varargin) % Cache results of functions for repeated calls with the same arguments. % Results... = hlp_microcache(Domain, Function, Arguments...) % % This is a lightweight mechanism to memoize results of functions that are often repeatedly called % with the same arguments. It ...
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MATLAB
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function batchDetectSpikes(dataPath, savePath, option, files, Params, MEANAPapp) % Performs spike detection % Runs spike detection through recordings, cost parameters, electrodes, and wavelets. % % Parameters: % ----------- % dataPath : str or character % path to the folder containing data to be analyzed % savePa...
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MATLAB
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% [Generalized Eigenvalue De-Artifacting Intrument (GEDAI)] % PolyForm Noncommercial License 1.0.0 % https://polyformproject.org/licenses/noncommercial/1.0.0 % % Copyright (C) [2025] Tomas Ros & Abele Michela % NeuroTuning Lab [ https://github.com/neurotuning ] % Center for Biomedical Imaging % ...
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MATLAB
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function varargout=notBoxPlotRF(y,x,ColCode,MarkerSize,varargin) % notBoxPlot - Doesn't plot box plots! % % function notBoxPlot(y,x,'Param1',val1,'Param2',val2,...) % % % Purpose % An alternative to a box plot, where the focus is on showing raw % data. Plots columns of y as different groups located at points % along th...
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MATLAB
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%% Figure2 datpath = 'C:\Users\mld9131\Documents\GitHub\Papers\MLD\Figure1\Data'; load(fullfile(datpath,'ratList.mat')); %% Optogenetics % M: schematic of injection site and task event load(fullfile(datpath,'CPi_opto.mat')) % N example OFC-CPi rat nexttile a = 2; rat = ConA{a}.RatName; [hic, loc, mc] = blocks(ConA{a}...
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MATLAB
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function smoothed = smooth(data,smooth,varargin) %Smooth - Smooth using a Gaussian kernel. % % USAGE % % smoothed = Smooth(data,smooth,<options>) % % data data to smooth % smooth vertical and horizontal kernel size: % - gaussian: standard deviations [Sv Sh] % ...
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MATLAB
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function [stat,p,ci,stats,dist] = permuttest2(x,y,varargin) %PERMUTTEST2 Permutation-based two-sample t-test and Wilcoxon rank-sum test. % STAT = PERMUTTEST2(X,Y) performs a two-sample permutation test based on % the t-statistic of the hypothesis that the data in X and Y come from % distributions with equal mean...
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MATLAB
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%CALC_LZ_COMPLEXITY Lempel-Ziv measure of binary sequence complexity. % This function calculates the complexity of a finite binary sequence, % according to the algorithm published by Abraham Lempel and Jacob Ziv in % the paper "On the Complexity of Finite Sequences", published in % "IEEE Transactions on I...
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MATLAB
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % computes and displays microstructure diffusion parameters % % browse_micro(data,wm,varargin) % % data - contains the signal as a struct as defined in baydiff.m % wm - a mask (optional) % varargin - passed to baydiff % %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%...
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MATLAB
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function [NBSPredict] = run_NBSPredict_cli(varargin) % run_NBSPredict_cli runs NBS-Predict from terminal, cluster, or command line. % % This function provides a pure key-value command-line interface (CLI) to % run NBS-Predict without requiring the GUI. It builds the configuration % structure completely from the provide...
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MATLAB
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%EEGLAB graphic interface functions (popfunc folder): % <a href="matlab:helpwin eeg_addnewevents">eeg_addnewevents</a> - EEG_ADDNEWEVENTS Add new events to EEG structure. Both EEG.event and... % <a href="matlab:helpwin eeg_amplitudearea">eeg_amplitudearea</a> - Resamples an ERP average using spline interpolati...
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MATLAB
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% STD_CENTROID - compute cluster centroid in EEGLAB dataset STUDY. % Compute and store the centroid(s) (i.e., mean(s)) % for some combination of six measures on specified % clusters in a STUDY. Possible measures include: scalp % maps, ERPs, spectra, E...
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MATLAB
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function [d_nts, dataStruct] = loadPooledData(dataStruct) % loads data (eg. SNR or DA), typically as 2D matrix = [lag x chnl] % from different: % - neuronal features (data_info.neurVars) % - kinematic variables (data_info.trajVars) % - subjects (subjList) % returns 'd_nts' = 3D cell: neur x traj x subj % where: d_nts{n...
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MATLAB
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function preprocess_nsd_secondstage(sessix) nsdsetup; datadir = datadirs{sessix}; % start parallel MATLAB to speed up execution. numworkers = 6; % keep low to prevent memory swapping!? if isempty(gcp('nocreate')) parpool(numworkers); end % *** EDIT ME *** % what directory do the data live in? %%%%%datadir = '/h...
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MATLAB
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% STD_TOPOPLOT - Command line function to plot cluster component and mean scalp maps. % Displays either mean cluster/s scalp map/s, or all cluster/s components % scalp maps with the mean cluster/s scsalp map in one figure. % The scalp maps can be visualized only if co...
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MATLAB
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% STD_PLODTMAT - plot design matrix and info associated with the study for % each subject. Designed to be used directly (as a callback % function of button plot) from pop_studydesign % Usage: % >> std_plotdmat(STUDY.design(1),STUDY.datasetinfo) % % Inputs: % datasetinfo - data...
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MATLAB
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%% extract the beta parameters from ROIS % spherical functional roi % use subkect masks - lS1, lPC, rPC, lMTt, rMTt, lhMT, rhMT % TACTILE MOTION LOCALIZER % take the avg of beta values from the roi % example (1)lPC- motion_beta and (2) rPC -static_beta % across two runs clear roiType = 'subjectSphere'; radiusNb='8...
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MATLAB
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % Setup %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % This gives you ROI-Num network key, to identify which networks ROIs are % in, the empty arrays to count number of results. It counts all subcor % regions as SubCor load UseToCo...
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MATLAB
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% STD_FIGTITLE - Generate plotting figure titles in a cell array % % Usage: % >> celltxt = std_figtitle(key1, val1, key2, val2); % % Inputs: % 'subject' - [string] Subject name % 'datatype' - [string] data type (For example 'erp') % 'chanlabels' - [cell array or string] channel names % 'compnames' ...
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MATLAB
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%analysis parameter definitions, to be used for all subjects in this stream % This is a unified configuaration file for EEG (EGI 256) und MEG (Tübingen CTF) params=[]; % Directory that has the mapping functions for dataset detection params.dataset_mapping_dir='conf/dataset-mapping'; % -----------------------------...
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MATLAB
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clear close all clc exp_root = 'C:\Users\User\Documents\fMRI_EXP\'; root = 'C:\Users\User\Documents\fMRI_EXP\Alon\'; % where to get the data from - only one should be true peakFlag = false; avgEffectT2_EC_Mask = true; OFC_T = false; visual_effect = false; %avgEffect0p01Mask = false; %avgEffect0p05Mask = true; alon_ma...
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MATLAB
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function [d,ci,stats,dist] = booteffectsize(x,m,varargin) %BOOTEFFECTSIZE Effect size with bootstrapped confidence intervals. % D = BOOTEFFECTSIZE(X) returns the effect size measure for a single % sample X based on Cohen's d. By default, Cohen's d is bias-corrected % for sample size, also known as Hedges' g. For...
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MATLAB
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% POP_EDITOPTIONS - Edit memory-saving EEGLAB options. These are stored in % a file 'eeg_options.m'. With no argument, pop up a window % to allow the user to set/unset these options. Store % user choices in a new 'eeg_options.m' file in the % ...
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MATLAB
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function plot_FMT_PSTH(GenPlots,IT_Fam_VE,IT_Fam_FR,HC_Fam_VE,HC_Fam_FR,IT_Lure_VE,IT_Lure_FR,HC_Lure_VE,HC_Lure_FR) %{ PURPOSE: Plots the PSTH vs Time plots for each condition given an aligned pseudopopulation. Arguments: GenPlots = a flag if you want to regenerate plots from scratch(0) or plot previously plot...
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MATLAB
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function plotFigure1_expertBeh(processedBehaviorPath) %Plot figure 1 - expert rat behavior and inference model predictions % YOU MUST RUN processBehaviorData BEFORE RUNNING THIS FUNCTION %INPUTS: % processedBehaviorPath = path to where you have saved the outputs from % running processBehaviorData %load proces...
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MATLAB
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function ft_fmri_preprocessing(img_input, slice_params, field_params, ... realign_params, outlier_params) % FMRI preprocessing % % ft_fmri_preprocessing(img_input, slice_params, field_params, ... % realign_params, outlier_params) % % Inputs: % input - cell array of filenames of input time series. % ...
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% PLOTCURVE - plot curve(s) with optional significance highlighting. % % Usage: >> plotcurve(times, data, 'key1', 'val1', 'key2', val2' ...); % % Required inputs: % times - [float] vector of time indices % data - [float] data array, size of [n x times]. If n>1 several % curves are plotted (unless 'plotme...
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function str = print(obj, inputSizes, varargin) %PRINT Print information about the DagNN object % PRINT(OBJ) displays a summary of the functions and parameters in the network. % STR = PRINT(OBJ) returns the summary as a string instead of printing it. % % PRINT(OBJ, INPUTSIZES) where INPUTSIZES is a cell array of ...
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function preprocess_nsd_secondstageLOW(sessix) nsdsetup; datadir = datadirs{sessix}; % start parallel MATLAB to speed up execution. numworkers = 6; % keep low to prevent memory swapping!? if isempty(gcp('nocreate')) parpool(numworkers); end % *** EDIT ME *** % what directory do the data live in? %%%%%datadir = ...
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function preprocess_nsd_secondstageLOW(sessix) nsdsetup; datadir = datadirs{sessix}; % start parallel MATLAB to speed up execution. numworkers = 6; % keep low to prevent memory swapping!? if isempty(gcp('nocreate')) parpool(numworkers); end % *** EDIT ME *** % what directory do the data live in? %%%%%datadir = ...
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function [MapMPM, MapML, aur] = CA_EZ_Prep_genx() % A function to process a new Eickhoff, Amunts and Zilles CA toolbox % create NIML files that describe "atlas point lists" for each % of the atlases included % DRG/ZSS SSCC MAY 2011 FuncName = 'CA_EZ_Prep_genx'; MapMPM = []; MapML = []; % version 1.8 CA_EZ_Version = '...
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%{ map.OptImageBar (imported) # -> experiment.Scan axis : enum('vertical', 'horizontal')# the direction of bar movement --- amp : longblob # amplitude of the fft phase spectrum ang : longblob # angle of the ...
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% METAPLOTTOPO - plot concatenated multichannel data epochs in a topographic or % rectangular array. Uses a channel location file with the same % format as TOPOPLOT, or else plots data on a rectangular grid. % % Usage: % >> axes = metaplottopo(data, 'key1', 'val1', 'key2', 'val2') % % Inp...
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function [r,p,st,sp,rShuffled,aShuffled,bShuffled,c,cShuffled,jump,jumpShuffled,maxJump,maxJumpShuffled,quadrantScore,qShuffled] = FindReplayScore(matrix,varargin) % FindReplayScore % % % USAGE % % [r,p,a,b,rShuffled,c,cShuffled,jump,jumpShuffled,maxJump, maxJumpShuffled,quadrantScore] = FindReplayScore(matrix,thre...
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function result = para_dataflow(varargin) % Generic Signal Processing -> Feature Extraction -> Machine Learning BCI framework. % Result = para_dataflow(FilterSetup, FeatureExtractionArguments, FeatureExtractionSetup, MachineLearningSetup, DialogSetup, ForwardedParameters...) % % Most BCI paradigms are implemented as a ...
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MATLAB
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function [meanAcc,nullStats,jointClassifier] = TS_Classify(whatData,cfnParams,numNulls,varargin) % TS_Classify Classify class labels assigned to the data using all features % % Requires the time-series data to have been labeled using TS_LabelGroups, which % stores in the Group column of the TimeSeries table. % %---US...
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MATLAB
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%% h = sepia_handle_panel_utility_get_header(hParent,hFig,h,position) % % Input % -------------- % hParent : parent handle of this panel % hFig : handle of the GUI % h : global structure contains all handles % position : position of this panel % % Output % -------------- % h ...
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function [d,ci,stats,dist] = booteffectsize(x,m,varargin) %BOOTEFFECTSIZE Effect size with bootstrapped confidence intervals. % D = BOOTEFFECTSIZE(X) returns the effect size measure for a single % sample X based on Cohen's d. By default, Cohen's d is bias-corrected % for sample size, also known as Hedges' g. For...
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% POP_REJSPEC - rejection of artifact in a dataset using % thresholding of frequencies in the data. % Usage: % >> pop_rejspec(INEEG, typerej); % pop-up interactive window mode % >> [OUTEEG, Indices] = pop_rejspec( INEEG, typerej, 'key', val, ...); % % Pop-up window options: % "Electrode|Component"...
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function typeMask = SetCurveType(rowNum, colNum) % Set the type of each dose-response curve % 1: saturated curves % 2: highest DF/F value >> 1, and the 2nd highest concentration reach the half maximum % 3: weak responses, not 1 nor 2, and non-zero. typeMask = zeros(rowNum, colNum); typeMask(1, 1) = 3; %1-pentanol...
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%% Compile Osprey function CompileOspreyStandalone(OutputDir,SPM12Dir,CreateHBCD, CreateCMD, CreateGUI, PackageInstaller, WidgetsDir,GUILayoutDir) %% CompileOspreyStandalone(OutputDir,SPM12Dir,CreateHBCD, CreateCMD, CreateGUI, PackageInstaller, WidgetsDir,GUILayoutDir) % This function compiles Osprey including a comm...
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function [L,exclMask] = defineSearchlight_surface(Surf,Mask,varargin) % function L = rsa_defineSearchlight_surface(Surf,Mask,varargin) % Defines a surface-based searchlight for the input surfaces and % functional mask for a subject. It is suggested to use the % rsa_defineSearchlight function instead of calling this f...
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% SIGNALSTAT - Computes and plots statistical characteristics of a signal, % including the data histogram, a fitted normal distribution, % a normal distribution fitted on trimmed data, a boxplot, and % the QQ-diagram. The estimates value are printed in a panel and % ...
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function [pnt, ori, lab] = channelposition(sens) % CHANNELPOSITION computes the channel positions and orientations from the % MEG coils, EEG electrodes or NIRS optodes % % Use as % [pos, ori, lab] = channelposition(sens) % where sens is an gradiometer, electrode, or optode array. % % See also FT_DATATYPE_SENS % Cop...
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%% |legendflex.m|: a more flexible, customizable legend % Author: Kelly Kearney % % This repository includes the code for the |legendflex.m| Matlab function, % along with all dependent functions required to run it. % % This function offers a more flexible version of the legend command. It % offers a different method ...
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function net = cnn_imagenet_init(varargin) % CNN_IMAGENET_INIT Initialize a standard CNN for ImageNet opts.scale = 1 ; opts.initBias = 0 ; opts.weightDecay = 1 ; %opts.weightInitMethod = 'xavierimproved' ; opts.weightInitMethod = 'gaussian' ; opts.model = 'alexnet' ; opts.batchNormalization = false ; opts.networkType...
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function [info] = h5save(fname, data, varargin) % Save a Matlab struct/array into an HDF5 file % adapted from the EasyH5 Toolbox: https://github.com/fangq/easyh5 % % SYNTAX: % h5save(fname, data); % h5save(fname, data, datasetpath); % h5save(fname, data, datasetpath, 'Parameter',Value,...); % % INPUTS: % - fname - h5...
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MATLAB
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function out = MF_GP_Hyperparameters(y, covFunc, squishorsquash, maxN, resampleHow, randomSeed) % MF_GP_Hyperparameters Gaussian Process time-series model parameters and goodness of fit % % Uses GP fitting code from the gpml toolbox, which is available here: % http://gaussianprocess.org/gpml/code. % % The code can a...
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function res = arg_subtoggle(varargin) % Specify an argument of a function which is a struct of sub-arguments that can be disabled. % Spec = arg_subtoggle(Names,Default,Source,Help,Options...) % % Accessible to the function as a struct, and visible in the GUI as a an expandable sub-list of % arguments (with a checkbox ...
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MATLAB
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function varargout = BrainNet_EdgCostumColor(varargin) % BrainNet_EdgCostumColor MATLAB code for BrainNet_EdgCostumColor.fig % BrainNet_EdgCostumColor, by itself, creates a new BrainNet_EdgCostumColor or raises the existing % singleton*. % % H = BrainNet_EdgCostumColor returns the handle to a new BrainNe...
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function LFP_Analysis_XChannel(PhaseLocking,SpikeFieldCoherence,OffsetPhaseLocking,AmplitudeXCorr,FileName,Parameters) %% Runs the requested analyses with the supplied parameters as LFP_Analysis % except runs phase locking & SFC for all spikes with all LFP channels % Inputs % PhaseLocking -- wheth...
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% TIMEFDETAILS - details of the TIMEF function for time/frequency analysis % of multiple epochs of single-channel event-related data. % % Global Description: %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % TIMEF performs normalized time/frequency averaging using either % F...
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%% %%%%%%%% Manual data transfer, organization, and naming % - check log entries on the google sheets % - make official data directory with official name % - rsync -av the files from naxos into "dicom" % - stick extra scans into "extra_scans" % - remember to check file/dir sizes % - rsync -av .mat files and "data"...
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MATLAB
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function [imData,sizx,sizy]=smod_bigread2(varargin) %reads tiff files in Matlab bigger than 4GB, allows reading from sframe to sframe+num2read-1 frames of the tiff - in other words, you can read page 200-300 without rading in from page 1. %based on a partial solution posted on Matlab Central (http://www.mathworks.com/m...
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MATLAB
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function this = set_dims(this, iDim, varargin) % Sets dimension properties for specific dimension(s)... % % Y = MrDimInfo() % Y.set_dims(inputs) % % This is a method of class MrDimInfo. % % set_dims is versatile in guessing missing values, e.g. by estimating % actual sampling points from altered nSamples and resolu...
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MATLAB
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% POP_ICATHRESH - main menu for choosing threshold for component % rejection in EEGLAB. % % Usage: % >> [OUTEEG rej] = pop_icathresh(INEEG, threshval, rejmethod, % rejvalue, interact); % % Inputs: % INEEG - input dataset % threshval - values of thr...
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MATLAB
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function out = SC_FluctAnal(x, q, wtf, tauStep, k, lag, logInc) % SC_FluctAnal Implements fluctuation analysis by a variety of methods. % % Much of our implementation is based on the well-explained discussion of % scaling methods in: % "Power spectrum and detrended fluctuation analysis: Application to daily % tempera...
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MATLAB
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% POP_CHANEVENT - import event latencies from the rising and/or falling 'edge' % latencies of a specified event-marker channel in EEG.data % Usage: % >> OUTEEG = pop_chanevent( INEEG ); % select parameters via a pop-up window % >> OUTEEG = pop_chanevent( INEEG, chanindices, 'key', 'val' ... ); %...
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%% ms SEI - switching times as x-over time (XT) points on channels (avg over trials) % low-pass filteres trials data % determines "switching times" as cross-over points = t_switch % plots histogram of t_switch % (c) Jiri, Sep23 % based on: msSEI_switchingTimes_xover.m %% ============================ settings ========...
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function [ all_subjects ] = nmri_export_metrics( all_subjects, opt, params ) %[ all_subjects ] = nmri_export_metrics( all_subjects, opt, params ) % Will save any number of metrics / frequency bands (after scaling / % dim_reduction/ abs) in a 4D .mgh file. The order will be as in the % all_subject cell-array of struct...
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function defineTriggers(params) % defines 'triggers' = times and classLabels from trials (pred_raw) based on params.triggering % saves them into session cache files as 'triggers' % in more complex cases (emoReco, localizers), for each session: % - fill in 'trials_events' (tr x ctg) table of 1/0 % - apply (sequentia...
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function functionhighpassandvariancenormalize(TR, hp, fmri, WBC, varargin) % % FUNCTIONHIGHPASSANDVARIANCENORMALIZE(TR, HP, FMRI, WBC, [REGSTRING], [VOLWISHARTOVERRIDE], [CIFTIWISHARTOVERRIDE], [ICADIMMODE]) % % This function: % (1) Detrends / high-pass filters motion confounds, NIFTI (volume) and CIFTI files % (2) Ca...
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MATLAB
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function [net,stats] = cnn_train_dag(net, imdb, getBatch, varargin) %CNN_TRAIN_DAG Demonstrates training a CNN using the DagNN wrapper % CNN_TRAIN_DAG() is similar to CNN_TRAIN(), but works with % the DagNN wrapper instead of the SimpleNN wrapper. % Copyright (C) 2014-16 Andrea Vedaldi. % All rights reserved. % ...
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MATLAB
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function [featureVectorAP, featureVectorContr] = extractBiomarkers1(window, stimFlag, showPlots) % AP and contractile biomarker calculator % All biomarkers are returned as the MEAN OF THE LAST 5 BEATS. % The figure (if requested) annotates only the last beat. % % AP method for all APDxx: % - beat windowing (see below...
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function varargout = BrainNet_ModuleColor(varargin) % BrainNet_ModuleColor MATLAB code for BrainNet_ModuleColor.fig % BrainNet_ModuleColor, by itself, creates a new BrainNet_ModuleColor or raises the existing % singleton*. % % H = BrainNet_ModuleColor returns the handle to a new BrainNet_ModuleColor or t...
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MATLAB
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//======================================================================== // GLFW 3.4 Cocoa - www.glfw.org //------------------------------------------------------------------------ // Copyright (c) 2009-2019 Camilla Löwy <elmindreda@glfw.org> // Copyright (c) 2012 Torsten Walluhn <tw@mad-cad.net> // // This software ...
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function nii_hdr = osp_generate_nii_hdr(in,nii_hdr,outfile) %% nii_hdr = osp_generate_nii_hdr(in,nii_hdr,outfile) % This function creates the NIfTI header extension for NIfTI-MRS % following the standard described in "Clarke WT, Bell TK, Emir UE, % Mikkelsen M, Oeltzschner G, Shamaei A, Soher BJ, Wilson M. % ...
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%{ preprocess.ExtractRaw (imported) # pre-processing of a twp-photon scan -> preprocess.Prepare -> preprocess.Method --- %} classdef ExtractRaw < dj.Relvar & dj.AutoPopulate properties popRel = preprocess.Prepare*preprocess.Method ... & ((preprocess.PrepareGalvo*preprocess.MethodGalvo - '...
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function generateFigure5() % GENERATEFIGURE5_REVISED Generate Figure 5 for the normalization paper % % Purpose: % Creates a multi-panel figure showing Fisher Information analysis: % - FI per spike for contrast discrimination % - FI per spike for orientation discrimination % - Grouped by normalization index rang...